Date: 2021-07-22 20:48:30 CEST, cola version: 1.9.4
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First the variable is renamed to res_rh.
res_rh = rh
The partition hierarchy and all available functions which can be applied to res_rh object.
res_rh
#> A 'HierarchicalPartition' object with 4 combinations of top-value methods and partitioning methods.
#> On a matrix with 99317 rows and 2801 columns.
#> Performed in total 182000 partitions.
#> There are 104 groups under the following parameters:
#> - min_samples: 28
#> - mean_silhouette_cutoff: 0.9
#> - min_n_signatures: 1000 (signatures are selected based on:)
#> - fdr_cutoff: 0.05
#> - group_diff: 0.25
#>
#> Hierarchy of the partition:
#> 0, 2801 cols
#> |-- 01, 486 cols, 21976 signatures
#> | |-- 011, 138 cols, 3382 signatures
#> | | |-- 0111, 30 cols (b)
#> | | |-- 0112, 51 cols (b)
#> | | |-- 0113, 32 cols (b)
#> | | `-- 0114, 25 cols (b)
#> | |-- 012, 84 cols, 2579 signatures
#> | | |-- 0121, 31 cols (b)
#> | | |-- 0122, 35 cols (b)
#> | | `-- 0123, 18 cols (b)
#> | |-- 013, 77 cols, 8006 signatures
#> | | |-- 0131, 23 cols (b)
#> | | |-- 0132, 12 cols (b)
#> | | |-- 0133, 26 cols (b)
#> | | `-- 0134, 16 cols (b)
#> | |-- 014, 81 cols, 33591 signatures
#> | | |-- 0141, 15 cols (b)
#> | | |-- 0142, 21 cols (b)
#> | | |-- 0143, 22 cols (b)
#> | | |-- 0144, 20 cols (b)
#> | | `-- 0145, 3 cols (b)
#> | |-- 015, 39 cols (b)
#> | `-- 016, 67 cols, 16502 signatures
#> | |-- 0161, 9 cols (b)
#> | |-- 0162, 20 cols (b)
#> | |-- 0163, 13 cols (b)
#> | |-- 0164, 20 cols (b)
#> | `-- 0165, 5 cols (b)
#> |-- 02, 2107 cols, 6714 signatures
#> | |-- 021, 857 cols, 17404 signatures
#> | | |-- 0211, 190 cols, 10355 signatures
#> | | | |-- 02111, 30 cols (b)
#> | | | |-- 02112, 49 cols (b)
#> | | | |-- 02113, 34 cols (b)
#> | | | |-- 02114, 20 cols (b)
#> | | | |-- 02115, 18 cols (b)
#> | | | |-- 02116, 18 cols (b)
#> | | | `-- 02117, 21 cols (b)
#> | | |-- 0212, 115 cols, 8102 signatures
#> | | | |-- 02121, 23 cols (b)
#> | | | |-- 02122, 43 cols (b)
#> | | | |-- 02123, 40 cols (b)
#> | | | `-- 02124, 9 cols (b)
#> | | |-- 0213, 206 cols, 9604 signatures
#> | | | |-- 02131, 42 cols (b)
#> | | | |-- 02132, 31 cols (b)
#> | | | |-- 02133, 35 cols (b)
#> | | | |-- 02134, 42 cols (b)
#> | | | |-- 02135, 20 cols (b)
#> | | | |-- 02136, 8 cols (b)
#> | | | `-- 02137, 28 cols (b)
#> | | |-- 0214, 70 cols, 17619 signatures
#> | | | |-- 02141, 19 cols (b)
#> | | | |-- 02142, 22 cols (b)
#> | | | |-- 02143, 15 cols (b)
#> | | | |-- 02144, 12 cols (b)
#> | | | `-- 02145, 2 cols (b)
#> | | |-- 0215, 33 cols (b)
#> | | |-- 0216, 177 cols, 10449 signatures
#> | | | |-- 02161, 55 cols (b)
#> | | | |-- 02162, 26 cols (b)
#> | | | |-- 02163, 42 cols (b)
#> | | | |-- 02164, 13 cols (b)
#> | | | |-- 02165, 20 cols (b)
#> | | | `-- 02166, 21 cols (b)
#> | | `-- 0217, 66 cols, 14079 signatures
#> | | |-- 02171, 48 cols (b)
#> | | |-- 02172, 8 cols (b)
#> | | |-- 02173, 6 cols (b)
#> | | `-- 02174, 4 cols (b)
#> | |-- 022, 239 cols, 29692 signatures
#> | | |-- 0221, 35 cols (b)
#> | | |-- 0222, 53 cols (b)
#> | | |-- 0223, 43 cols (b)
#> | | |-- 0224, 37 cols (b)
#> | | |-- 0225, 26 cols (b)
#> | | |-- 0226, 31 cols (b)
#> | | `-- 0227, 14 cols (b)
#> | |-- 023, 638 cols, 17963 signatures
#> | | |-- 0231, 96 cols, 5485 signatures
#> | | | |-- 02311, 22 cols (b)
#> | | | |-- 02312, 37 cols (b)
#> | | | |-- 02313, 27 cols (b)
#> | | | `-- 02314, 10 cols (b)
#> | | |-- 0232, 117 cols, 22866 signatures
#> | | | |-- 02321, 47 cols (b)
#> | | | |-- 02322, 19 cols (b)
#> | | | |-- 02323, 25 cols (b)
#> | | | |-- 02324, 11 cols (b)
#> | | | |-- 02325, 11 cols (b)
#> | | | `-- 02326, 4 cols (b)
#> | | |-- 0233, 146 cols, 1318 signatures
#> | | | |-- 02331, 113 cols, 393 signatures (c)
#> | | | |-- 02332, 20 cols (b)
#> | | | `-- 02333, 13 cols (b)
#> | | |-- 0234, 72 cols, 949 signatures (c)
#> | | |-- 0235, 20 cols (b)
#> | | |-- 0236, 120 cols, 9402 signatures
#> | | | |-- 02361, 19 cols (b)
#> | | | |-- 02362, 64 cols, 14095 signatures
#> | | | | |-- 023621, 10 cols (b)
#> | | | | |-- 023622, 22 cols (b)
#> | | | | |-- 023623, 18 cols (b)
#> | | | | |-- 023624, 7 cols (b)
#> | | | | `-- 023625, 7 cols (b)
#> | | | |-- 02363, 23 cols (b)
#> | | | `-- 02364, 14 cols (b)
#> | | `-- 0237, 67 cols, 16386 signatures
#> | | |-- 02371, 34 cols (b)
#> | | |-- 02372, 10 cols (b)
#> | | |-- 02373, 9 cols (b)
#> | | |-- 02374, 6 cols (b)
#> | | `-- 02375, 8 cols (b)
#> | `-- 024, 373 cols, 28616 signatures
#> | |-- 0241, 103 cols, 321 signatures (c)
#> | |-- 0242, 48 cols (b)
#> | |-- 0243, 63 cols, 1359 signatures
#> | | |-- 02431, 25 cols (b)
#> | | |-- 02432, 24 cols (b)
#> | | `-- 02433, 14 cols (b)
#> | |-- 0244, 44 cols (b)
#> | |-- 0245, 30 cols (b)
#> | |-- 0246, 47 cols (b)
#> | |-- 0247, 30 cols (b)
#> | `-- 0248, 8 cols (b)
#> `-- 03, 208 cols, 6568 signatures
#> |-- 031, 149 cols, 216 signatures (c)
#> |-- 032, 21 cols (b)
#> `-- 033, 38 cols (b)
#> Stop reason:
#> b) Subgroup had too few columns.
#> c) There were too few signatures.
#>
#> Following methods can be applied to this 'HierarchicalPartition' object:
#> [1] "all_leaves" "all_nodes" "cola_report" "collect_classes"
#> [5] "colnames" "compare_signatures" "dimension_reduction" "functional_enrichment"
#> [9] "get_anno_col" "get_anno" "get_children_nodes" "get_classes"
#> [13] "get_matrix" "get_signatures" "is_leaf_node" "max_depth"
#> [17] "merge_node" "ncol" "node_info" "node_level"
#> [21] "nrow" "rownames" "show" "split_node"
#> [25] "suggest_best_k" "test_to_known_factors" "top_rows_heatmap" "top_rows_overlap"
#>
#> You can get result for a single node by e.g. object["01"]
The call of hierarchical_partition() was:
#> hierarchical_partition(data = mat, top_n = 1000, top_value_method = c("SD", "ATC"),
#> partition_method = c("kmeans", "skmeans"), anno = anno, subset = 500, group_diff = 0.25,
#> min_n_signatures = 1000, filter_fun = function(mat) {
#> s = rowSds(mat)
#> order(-s)[1:30000]
#> }, max_k = 8, scale_rows = FALSE, cores = 4)
Dimension of the input matrix:
mat = get_matrix(res_rh)
dim(mat)
#> [1] 99317 2801
All the methods that were tried:
res_rh@param$combination_method
#> [[1]]
#> [1] "SD" "kmeans"
#>
#> [[2]]
#> [1] "ATC" "kmeans"
#>
#> [[3]]
#> [1] "SD" "skmeans"
#>
#> [[4]]
#> [1] "ATC" "skmeans"
The density distribution for each sample is visualized as one column in the following heatmap. The clustering is based on the distance which is the Kolmogorov-Smirnov statistic between two distributions.
library(ComplexHeatmap)
densityHeatmap(mat, top_annotation = HeatmapAnnotation(df = get_anno(res_rh),
col = get_anno_col(res_rh)), ylab = "value", cluster_columns = TRUE, show_column_names = FALSE,
mc.cores = 1)
Some values about the hierarchy:
all_nodes(res_rh)
#> [1] "0" "01" "011" "0111" "0112" "0113" "0114" "012" "0121" "0122"
#> [11] "0123" "013" "0131" "0132" "0133" "0134" "014" "0141" "0142" "0143"
#> [21] "0144" "0145" "015" "016" "0161" "0162" "0163" "0164" "0165" "02"
#> [31] "021" "0211" "02111" "02112" "02113" "02114" "02115" "02116" "02117" "0212"
#> [41] "02121" "02122" "02123" "02124" "0213" "02131" "02132" "02133" "02134" "02135"
#> [51] "02136" "02137" "0214" "02141" "02142" "02143" "02144" "02145" "0215" "0216"
#> [61] "02161" "02162" "02163" "02164" "02165" "02166" "0217" "02171" "02172" "02173"
#> [71] "02174" "022" "0221" "0222" "0223" "0224" "0225" "0226" "0227" "023"
#> [81] "0231" "02311" "02312" "02313" "02314" "0232" "02321" "02322" "02323" "02324"
#> [91] "02325" "02326" "0233" "02331" "02332" "02333" "0234" "0235" "0236" "02361"
#> [101] "02362" "023621" "023622" "023623" "023624" "023625" "02363" "02364" "0237" "02371"
#> [111] "02372" "02373" "02374" "02375" "024" "0241" "0242" "0243" "02431" "02432"
#> [121] "02433" "0244" "0245" "0246" "0247" "0248" "03" "031" "032" "033"
all_leaves(res_rh)
#> [1] "0111" "0112" "0113" "0114" "0121" "0122" "0123" "0131" "0132" "0133"
#> [11] "0134" "0141" "0142" "0143" "0144" "0145" "015" "0161" "0162" "0163"
#> [21] "0164" "0165" "02111" "02112" "02113" "02114" "02115" "02116" "02117" "02121"
#> [31] "02122" "02123" "02124" "02131" "02132" "02133" "02134" "02135" "02136" "02137"
#> [41] "02141" "02142" "02143" "02144" "02145" "0215" "02161" "02162" "02163" "02164"
#> [51] "02165" "02166" "02171" "02172" "02173" "02174" "0221" "0222" "0223" "0224"
#> [61] "0225" "0226" "0227" "02311" "02312" "02313" "02314" "02321" "02322" "02323"
#> [71] "02324" "02325" "02326" "02331" "02332" "02333" "0234" "0235" "02361" "023621"
#> [81] "023622" "023623" "023624" "023625" "02363" "02364" "02371" "02372" "02373" "02374"
#> [91] "02375" "0241" "0242" "02431" "02432" "02433" "0244" "0245" "0246" "0247"
#> [101] "0248" "031" "032" "033"
node_info(res_rh)
#> id best_method depth best_k n_columns n_signatures p_signatures is_leaf
#> 1 0 ATC:skmeans 1 3 2801 13746 0.13841 FALSE
#> 2 01 SD:skmeans 2 6 486 21976 0.22127 FALSE
#> 3 011 ATC:skmeans 3 4 138 3382 0.03405 FALSE
#> 4 0111 not applied 4 NA 30 NA NA TRUE
#> 5 0112 not applied 4 NA 51 NA NA TRUE
#> 6 0113 not applied 4 NA 32 NA NA TRUE
#> 7 0114 not applied 4 NA 25 NA NA TRUE
#> 8 012 ATC:skmeans 3 3 84 2579 0.02597 FALSE
#> 9 0121 not applied 4 NA 31 NA NA TRUE
#> 10 0122 not applied 4 NA 35 NA NA TRUE
#> 11 0123 not applied 4 NA 18 NA NA TRUE
#> 12 013 ATC:kmeans 3 4 77 8006 0.08061 FALSE
#> 13 0131 not applied 4 NA 23 NA NA TRUE
#> 14 0132 not applied 4 NA 12 NA NA TRUE
#> 15 0133 not applied 4 NA 26 NA NA TRUE
#> 16 0134 not applied 4 NA 16 NA NA TRUE
#> 17 014 SD:skmeans 3 5 81 33591 0.33822 FALSE
#> 18 0141 not applied 4 NA 15 NA NA TRUE
#> 19 0142 not applied 4 NA 21 NA NA TRUE
#> 20 0143 not applied 4 NA 22 NA NA TRUE
#> 21 0144 not applied 4 NA 20 NA NA TRUE
#> 22 0145 not applied 4 NA 3 NA NA TRUE
#> 23 015 not applied 3 NA 39 NA NA TRUE
#> 24 016 SD:skmeans 3 5 67 16502 0.16615 FALSE
#> 25 0161 not applied 4 NA 9 NA NA TRUE
#> 26 0162 not applied 4 NA 20 NA NA TRUE
#> 27 0163 not applied 4 NA 13 NA NA TRUE
#> 28 0164 not applied 4 NA 20 NA NA TRUE
#> 29 0165 not applied 4 NA 5 NA NA TRUE
#> 30 02 ATC:kmeans 2 4 2107 6714 0.06760 FALSE
#> 31 021 ATC:skmeans 3 7 857 17404 0.17524 FALSE
#> 32 0211 ATC:skmeans 4 7 190 10355 0.10426 FALSE
#> 33 02111 not applied 5 NA 30 NA NA TRUE
#> 34 02112 not applied 5 NA 49 NA NA TRUE
#> 35 02113 not applied 5 NA 34 NA NA TRUE
#> 36 02114 not applied 5 NA 20 NA NA TRUE
#> 37 02115 not applied 5 NA 18 NA NA TRUE
#> 38 02116 not applied 5 NA 18 NA NA TRUE
#> 39 02117 not applied 5 NA 21 NA NA TRUE
#> 40 0212 SD:skmeans 4 4 115 8102 0.08158 FALSE
#> 41 02121 not applied 5 NA 23 NA NA TRUE
#> 42 02122 not applied 5 NA 43 NA NA TRUE
#> 43 02123 not applied 5 NA 40 NA NA TRUE
#> 44 02124 not applied 5 NA 9 NA NA TRUE
#> 45 0213 ATC:skmeans 4 7 206 9604 0.09670 FALSE
#> 46 02131 not applied 5 NA 42 NA NA TRUE
#> 47 02132 not applied 5 NA 31 NA NA TRUE
#> 48 02133 not applied 5 NA 35 NA NA TRUE
#> 49 02134 not applied 5 NA 42 NA NA TRUE
#> 50 02135 not applied 5 NA 20 NA NA TRUE
#> 51 02136 not applied 5 NA 8 NA NA TRUE
#> 52 02137 not applied 5 NA 28 NA NA TRUE
#> 53 0214 SD:skmeans 4 5 70 17619 0.17740 FALSE
#> 54 02141 not applied 5 NA 19 NA NA TRUE
#> 55 02142 not applied 5 NA 22 NA NA TRUE
#> 56 02143 not applied 5 NA 15 NA NA TRUE
#> 57 02144 not applied 5 NA 12 NA NA TRUE
#> 58 02145 not applied 5 NA 2 NA NA TRUE
#> 59 0215 not applied 4 NA 33 NA NA TRUE
#> 60 0216 SD:skmeans 4 6 177 10449 0.10521 FALSE
#> 61 02161 not applied 5 NA 55 NA NA TRUE
#> 62 02162 not applied 5 NA 26 NA NA TRUE
#> 63 02163 not applied 5 NA 42 NA NA TRUE
#> 64 02164 not applied 5 NA 13 NA NA TRUE
#> 65 02165 not applied 5 NA 20 NA NA TRUE
#> 66 02166 not applied 5 NA 21 NA NA TRUE
#> 67 0217 ATC:skmeans 4 4 66 14079 0.14176 FALSE
#> 68 02171 not applied 5 NA 48 NA NA TRUE
#> 69 02172 not applied 5 NA 8 NA NA TRUE
#> 70 02173 not applied 5 NA 6 NA NA TRUE
#> 71 02174 not applied 5 NA 4 NA NA TRUE
#> 72 022 SD:skmeans 3 7 239 29692 0.29896 FALSE
#> 73 0221 not applied 4 NA 35 NA NA TRUE
#> 74 0222 not applied 4 NA 53 NA NA TRUE
#> 75 0223 not applied 4 NA 43 NA NA TRUE
#> 76 0224 not applied 4 NA 37 NA NA TRUE
#> 77 0225 not applied 4 NA 26 NA NA TRUE
#> 78 0226 not applied 4 NA 31 NA NA TRUE
#> 79 0227 not applied 4 NA 14 NA NA TRUE
#> 80 023 ATC:skmeans 3 7 638 17963 0.18087 FALSE
#> 81 0231 SD:kmeans 4 4 96 5485 0.05523 FALSE
#> 82 02311 not applied 5 NA 22 NA NA TRUE
#> 83 02312 not applied 5 NA 37 NA NA TRUE
#> 84 02313 not applied 5 NA 27 NA NA TRUE
#> 85 02314 not applied 5 NA 10 NA NA TRUE
#> 86 0232 ATC:skmeans 4 6 117 22866 0.23023 FALSE
#> 87 02321 not applied 5 NA 47 NA NA TRUE
#> 88 02322 not applied 5 NA 19 NA NA TRUE
#> 89 02323 not applied 5 NA 25 NA NA TRUE
#> 90 02324 not applied 5 NA 11 NA NA TRUE
#> 91 02325 not applied 5 NA 11 NA NA TRUE
#> 92 02326 not applied 5 NA 4 NA NA TRUE
#> 93 0233 ATC:kmeans 4 3 146 1318 0.01327 FALSE
#> 94 02331 ATC:skmeans 5 3 113 393 0.00396 TRUE
#> 95 02332 not applied 5 NA 20 NA NA TRUE
#> 96 02333 not applied 5 NA 13 NA NA TRUE
#> 97 0234 SD:skmeans 4 3 72 949 0.00956 TRUE
#> 98 0235 not applied 4 NA 20 NA NA TRUE
#> 99 0236 ATC:skmeans 4 4 120 9402 0.09467 FALSE
#> 100 02361 not applied 5 NA 19 NA NA TRUE
#> 101 02362 SD:skmeans 5 5 64 14095 0.14192 FALSE
#> 102 023621 not applied 6 NA 10 NA NA TRUE
#> 103 023622 not applied 6 NA 22 NA NA TRUE
#> 104 023623 not applied 6 NA 18 NA NA TRUE
#> 105 023624 not applied 6 NA 7 NA NA TRUE
#> 106 023625 not applied 6 NA 7 NA NA TRUE
#> 107 02363 not applied 5 NA 23 NA NA TRUE
#> 108 02364 not applied 5 NA 14 NA NA TRUE
#> 109 0237 ATC:skmeans 4 5 67 16386 0.16499 FALSE
#> 110 02371 not applied 5 NA 34 NA NA TRUE
#> 111 02372 not applied 5 NA 10 NA NA TRUE
#> 112 02373 not applied 5 NA 9 NA NA TRUE
#> 113 02374 not applied 5 NA 6 NA NA TRUE
#> 114 02375 not applied 5 NA 8 NA NA TRUE
#> 115 024 ATC:skmeans 3 8 373 28616 0.28813 FALSE
#> 116 0241 ATC:skmeans 4 2 103 321 0.00323 TRUE
#> 117 0242 not applied 4 NA 48 NA NA TRUE
#> 118 0243 SD:skmeans 4 3 63 1359 0.01368 FALSE
#> 119 02431 not applied 5 NA 25 NA NA TRUE
#> 120 02432 not applied 5 NA 24 NA NA TRUE
#> 121 02433 not applied 5 NA 14 NA NA TRUE
#> 122 0244 not applied 4 NA 44 NA NA TRUE
#> 123 0245 not applied 4 NA 30 NA NA TRUE
#> 124 0246 not applied 4 NA 47 NA NA TRUE
#> 125 0247 not applied 4 NA 30 NA NA TRUE
#> 126 0248 not applied 4 NA 8 NA NA TRUE
#> 127 03 ATC:kmeans 2 3 208 6568 0.06613 FALSE
#> 128 031 ATC:kmeans 3 3 149 216 0.00217 TRUE
#> 129 032 not applied 3 NA 21 NA NA TRUE
#> 130 033 not applied 3 NA 38 NA NA TRUE
In the output from node_info(), there are the following columns:
id: The node id.best_method: The best method selected.depth: Depth of the node in the hierarchy.best_k: Best number of groups of the partition on that node.n_columns: Number of columns in the submatrix.n_signatures: Number of signatures with the best_k.p_signatures: Proportion of hte signatures in total number of rows in the matrix.is_leaf: Whether the node is a leaf.Labels of nodes are encoded in a special way. The number of digits correspond to the depth of the node in the hierarchy and the value of the digits correspond to the index of the subgroup in the current node, E.g. a label of “012” means the node is the second subgroup of the partition which is the first subgroup of the root node.
Following table shows the best k (number of partitions) for each node in the
partition hierarchy. Clicking on the node name in the table goes to the
corresponding section for the partitioning on that node.
The cola vignette explains the definition of the metrics used for determining the best number of partitions.
suggest_best_k(res_rh)
| Node | Best method | Is leaf | Best k | 1-PAC | Mean silhouette | Concordance | #samples | |
|---|---|---|---|---|---|---|---|---|
| Node0 | ATC:skmeans | 3 | 1.00 | 0.97 | 0.99 | 2801 | ** | |
| Node01 | SD:skmeans | 8 | 0.91 | 0.90 | 0.92 | 486 | * | |
| Node011 | ATC:skmeans | 4 | 0.99 | 0.97 | 0.98 | 138 | ** | |
| Node0111-leaf | not applied | ✓ (b) | 30 | |||||
| Node0112-leaf | not applied | ✓ (b) | 51 | |||||
| Node0113-leaf | not applied | ✓ (b) | 32 | |||||
| Node0114-leaf | not applied | ✓ (b) | 25 | |||||
| Node012 | ATC:skmeans | 4 | 0.90 | 0.89 | 0.94 | 84 | * | |
| Node0121-leaf | not applied | ✓ (b) | 31 | |||||
| Node0122-leaf | not applied | ✓ (b) | 35 | |||||
| Node0123-leaf | not applied | ✓ (b) | 18 | |||||
| Node013 | ATC:kmeans | 4 | 1.00 | 0.95 | 0.98 | 77 | ** | |
| Node0131-leaf | not applied | ✓ (b) | 23 | |||||
| Node0132-leaf | not applied | ✓ (b) | 12 | |||||
| Node0133-leaf | not applied | ✓ (b) | 26 | |||||
| Node0134-leaf | not applied | ✓ (b) | 16 | |||||
| Node014 | SD:skmeans | 6 | 0.94 | 0.96 | 0.93 | 81 | * | |
| Node0141-leaf | not applied | ✓ (b) | 15 | |||||
| Node0142-leaf | not applied | ✓ (b) | 21 | |||||
| Node0143-leaf | not applied | ✓ (b) | 22 | |||||
| Node0144-leaf | not applied | ✓ (b) | 20 | |||||
| Node0145-leaf | not applied | ✓ (b) | 3 | |||||
| Node015-leaf | not applied | ✓ (b) | 39 | |||||
| Node016 | SD:skmeans | 6 | 0.91 | 0.93 | 0.96 | 67 | * | |
| Node0161-leaf | not applied | ✓ (b) | 9 | |||||
| Node0162-leaf | not applied | ✓ (b) | 20 | |||||
| Node0163-leaf | not applied | ✓ (b) | 13 | |||||
| Node0164-leaf | not applied | ✓ (b) | 20 | |||||
| Node0165-leaf | not applied | ✓ (b) | 5 | |||||
| Node02 | ATC:kmeans | 4 | 0.99 | 0.95 | 0.98 | 2107 | ** | |
| Node021 | ATC:skmeans | 8 | 0.91 | 0.78 | 0.89 | 857 | * | |
| Node0211 | ATC:skmeans | 7 | 0.94 | 0.97 | 0.96 | 190 | * | |
| Node02111-leaf | not applied | ✓ (b) | 30 | |||||
| Node02112-leaf | not applied | ✓ (b) | 49 | |||||
| Node02113-leaf | not applied | ✓ (b) | 34 | |||||
| Node02114-leaf | not applied | ✓ (b) | 20 | |||||
| Node02115-leaf | not applied | ✓ (b) | 18 | |||||
| Node02116-leaf | not applied | ✓ (b) | 18 | |||||
| Node02117-leaf | not applied | ✓ (b) | 21 | |||||
| Node0212 | SD:skmeans | 4 | 1.00 | 0.98 | 0.99 | 115 | ** | |
| Node02121-leaf | not applied | ✓ (b) | 23 | |||||
| Node02122-leaf | not applied | ✓ (b) | 43 | |||||
| Node02123-leaf | not applied | ✓ (b) | 40 | |||||
| Node02124-leaf | not applied | ✓ (b) | 9 | |||||
| Node0213 | ATC:skmeans | 7 | 0.91 | 0.96 | 0.93 | 206 | * | |
| Node02131-leaf | not applied | ✓ (b) | 42 | |||||
| Node02132-leaf | not applied | ✓ (b) | 31 | |||||
| Node02133-leaf | not applied | ✓ (b) | 35 | |||||
| Node02134-leaf | not applied | ✓ (b) | 42 | |||||
| Node02135-leaf | not applied | ✓ (b) | 20 | |||||
| Node02136-leaf | not applied | ✓ (b) | 8 | |||||
| Node02137-leaf | not applied | ✓ (b) | 28 | |||||
| Node0214 | SD:skmeans | 4 | 1.00 | 1.00 | 1.00 | 70 | ** | |
| Node02141-leaf | not applied | ✓ (b) | 19 | |||||
| Node02142-leaf | not applied | ✓ (b) | 22 | |||||
| Node02143-leaf | not applied | ✓ (b) | 15 | |||||
| Node02144-leaf | not applied | ✓ (b) | 12 | |||||
| Node02145-leaf | not applied | ✓ (b) | 2 | |||||
| Node0215-leaf | not applied | ✓ (b) | 33 | |||||
| Node0216 | SD:skmeans | 7 | 0.92 | 0.94 | 0.92 | 177 | * | |
| Node02161-leaf | not applied | ✓ (b) | 55 | |||||
| Node02162-leaf | not applied | ✓ (b) | 26 | |||||
| Node02163-leaf | not applied | ✓ (b) | 42 | |||||
| Node02164-leaf | not applied | ✓ (b) | 13 | |||||
| Node02165-leaf | not applied | ✓ (b) | 20 | |||||
| Node02166-leaf | not applied | ✓ (b) | 21 | |||||
| Node0217 | ATC:skmeans | 3 | 1.00 | 0.99 | 1.00 | 66 | ** | |
| Node02171-leaf | not applied | ✓ (b) | 48 | |||||
| Node02172-leaf | not applied | ✓ (b) | 8 | |||||
| Node02173-leaf | not applied | ✓ (b) | 6 | |||||
| Node02174-leaf | not applied | ✓ (b) | 4 | |||||
| Node022 | SD:skmeans | 8 | 0.97 | 0.96 | 0.95 | 239 | ** | |
| Node0221-leaf | not applied | ✓ (b) | 35 | |||||
| Node0222-leaf | not applied | ✓ (b) | 53 | |||||
| Node0223-leaf | not applied | ✓ (b) | 43 | |||||
| Node0224-leaf | not applied | ✓ (b) | 37 | |||||
| Node0225-leaf | not applied | ✓ (b) | 26 | |||||
| Node0226-leaf | not applied | ✓ (b) | 31 | |||||
| Node0227-leaf | not applied | ✓ (b) | 14 | |||||
| Node023 | ATC:skmeans | 7 | 0.99 | 0.97 | 0.98 | 638 | ** | |
| Node0231 | SD:kmeans | 4 | 0.95 | 0.96 | 0.97 | 96 | ** | |
| Node02311-leaf | not applied | ✓ (b) | 22 | |||||
| Node02312-leaf | not applied | ✓ (b) | 37 | |||||
| Node02313-leaf | not applied | ✓ (b) | 27 | |||||
| Node02314-leaf | not applied | ✓ (b) | 10 | |||||
| Node0232 | ATC:skmeans | 5 | 0.96 | 0.96 | 0.97 | 117 | ** | |
| Node02321-leaf | not applied | ✓ (b) | 47 | |||||
| Node02322-leaf | not applied | ✓ (b) | 19 | |||||
| Node02323-leaf | not applied | ✓ (b) | 25 | |||||
| Node02324-leaf | not applied | ✓ (b) | 11 | |||||
| Node02325-leaf | not applied | ✓ (b) | 11 | |||||
| Node02326-leaf | not applied | ✓ (b) | 4 | |||||
| Node0233 | ATC:kmeans | 3 | 1.00 | 0.99 | 0.99 | 146 | ** | |
| Node02331-leaf | ATC:skmeans | ✓ (c) | 4 | 0.97 | 0.94 | 0.97 | 113 | ** |
| Node02332-leaf | not applied | ✓ (b) | 20 | |||||
| Node02333-leaf | not applied | ✓ (b) | 13 | |||||
| Node0234-leaf | SD:skmeans | ✓ (c) | 4 | 0.91 | 0.92 | 0.95 | 72 | * |
| Node0235-leaf | not applied | ✓ (b) | 20 | |||||
| Node0236 | ATC:skmeans | 4 | 1.00 | 0.99 | 0.99 | 120 | ** | |
| Node02361-leaf | not applied | ✓ (b) | 19 | |||||
| Node02362 | SD:skmeans | 6 | 0.91 | 0.92 | 0.95 | 64 | * | |
| Node023621-leaf | not applied | ✓ (b) | 10 | |||||
| Node023622-leaf | not applied | ✓ (b) | 22 | |||||
| Node023623-leaf | not applied | ✓ (b) | 18 | |||||
| Node023624-leaf | not applied | ✓ (b) | 7 | |||||
| Node023625-leaf | not applied | ✓ (b) | 7 | |||||
| Node02363-leaf | not applied | ✓ (b) | 23 | |||||
| Node02364-leaf | not applied | ✓ (b) | 14 | |||||
| Node0237 | ATC:skmeans | 7 | 0.91 | 0.94 | 0.94 | 67 | * | |
| Node02371-leaf | not applied | ✓ (b) | 34 | |||||
| Node02372-leaf | not applied | ✓ (b) | 10 | |||||
| Node02373-leaf | not applied | ✓ (b) | 9 | |||||
| Node02374-leaf | not applied | ✓ (b) | 6 | |||||
| Node02375-leaf | not applied | ✓ (b) | 8 | |||||
| Node024 | ATC:skmeans | 8 | 1.00 | 0.96 | 0.98 | 373 | ** | |
| Node0241-leaf | ATC:skmeans | ✓ (c) | 2 | 0.96 | 0.96 | 0.98 | 103 | ** |
| Node0242-leaf | not applied | ✓ (b) | 48 | |||||
| Node0243 | SD:skmeans | 3 | 1.00 | 1.00 | 1.00 | 63 | ** | |
| Node02431-leaf | not applied | ✓ (b) | 25 | |||||
| Node02432-leaf | not applied | ✓ (b) | 24 | |||||
| Node02433-leaf | not applied | ✓ (b) | 14 | |||||
| Node0244-leaf | not applied | ✓ (b) | 44 | |||||
| Node0245-leaf | not applied | ✓ (b) | 30 | |||||
| Node0246-leaf | not applied | ✓ (b) | 47 | |||||
| Node0247-leaf | not applied | ✓ (b) | 30 | |||||
| Node0248-leaf | not applied | ✓ (b) | 8 | |||||
| Node03 | ATC:kmeans | 5 | 0.99 | 0.95 | 0.97 | 208 | ** | |
| Node031-leaf | ATC:kmeans | ✓ (c) | 3 | 1.00 | 0.98 | 0.99 | 149 | ** |
| Node032-leaf | not applied | ✓ (b) | 21 | |||||
| Node033-leaf | not applied | ✓ (b) | 38 |
Stop reason: b) Subgroup had too few columns. c) There were too few signatures.
**: 1-PAC > 0.95, *: 1-PAC > 0.9
The nodes of the hierarchy can be merged by setting the merge_node parameters. Here we
control the hierarchy with the min_n_signatures parameter. The value of min_n_signatures is
from node_info().
collect_classes(res_rh, merge_node = merge_node_param(min_n_signatures = 1318))
#> Error in dimnames(x) <- dn: length of 'dimnames' [2] not equal to array extent
collect_classes(res_rh, merge_node = merge_node_param(min_n_signatures = 1359))
#> Error in dimnames(x) <- dn: length of 'dimnames' [2] not equal to array extent
collect_classes(res_rh, merge_node = merge_node_param(min_n_signatures = 2579))
#> Error in dimnames(x) <- dn: length of 'dimnames' [2] not equal to array extent
collect_classes(res_rh, merge_node = merge_node_param(min_n_signatures = 3382))
#> Error in dimnames(x) <- dn: length of 'dimnames' [2] not equal to array extent
collect_classes(res_rh, merge_node = merge_node_param(min_n_signatures = 5485))
#> Error in dimnames(x) <- dn: length of 'dimnames' [2] not equal to array extent
collect_classes(res_rh, merge_node = merge_node_param(min_n_signatures = 6568))
#> Error in dimnames(x) <- dn: length of 'dimnames' [2] not equal to array extent
collect_classes(res_rh, merge_node = merge_node_param(min_n_signatures = 6714))
#> Error in dimnames(x) <- dn: length of 'dimnames' [2] not equal to array extent
collect_classes(res_rh, merge_node = merge_node_param(min_n_signatures = 8006))
#> Error in lt[[hierarchy[i, 1]]]$AddChildNode({: attempt to apply non-function
collect_classes(res_rh, merge_node = merge_node_param(min_n_signatures = 8102))
#> Error in lt[[hierarchy[i, 1]]]$AddChildNode({: attempt to apply non-function
collect_classes(res_rh, merge_node = merge_node_param(min_n_signatures = 9402))
#> Error in lt[[hierarchy[i, 1]]]$AddChildNode({: attempt to apply non-function
collect_classes(res_rh, merge_node = merge_node_param(min_n_signatures = 9604))
#> Error in lt[[hierarchy[i, 1]]]$AddChildNode({: attempt to apply non-function
collect_classes(res_rh, merge_node = merge_node_param(min_n_signatures = 10355))
#> Error in lt[[hierarchy[i, 1]]]$AddChildNode({: attempt to apply non-function
collect_classes(res_rh, merge_node = merge_node_param(min_n_signatures = 10449))
#> Error in lt[[hierarchy[i, 1]]]$AddChildNode({: attempt to apply non-function
collect_classes(res_rh, merge_node = merge_node_param(min_n_signatures = 13746))
#> Error in lt[[hierarchy[i, 1]]]$AddChildNode({: attempt to apply non-function
collect_classes(res_rh, merge_node = merge_node_param(min_n_signatures = 14079))
#> Error in lt[[hierarchy[i, 1]]]$AddChildNode({: attempt to apply non-function
collect_classes(res_rh, merge_node = merge_node_param(min_n_signatures = 14095))
#> Error in lt[[hierarchy[i, 1]]]$AddChildNode({: attempt to apply non-function
collect_classes(res_rh, merge_node = merge_node_param(min_n_signatures = 16386))
#> Error in lt[[hierarchy[i, 1]]]$AddChildNode({: attempt to apply non-function
collect_classes(res_rh, merge_node = merge_node_param(min_n_signatures = 16502))
#> Error in lt[[hierarchy[i, 1]]]$AddChildNode({: attempt to apply non-function
collect_classes(res_rh, merge_node = merge_node_param(min_n_signatures = 17404))
#> Error in lt[[hierarchy[i, 1]]]$AddChildNode({: attempt to apply non-function
collect_classes(res_rh, merge_node = merge_node_param(min_n_signatures = 17619))
#> Error in lt[[hierarchy[i, 1]]]$AddChildNode({: attempt to apply non-function
collect_classes(res_rh, merge_node = merge_node_param(min_n_signatures = 17963))
#> Error in lt[[hierarchy[i, 1]]]$AddChildNode({: attempt to apply non-function
collect_classes(res_rh, merge_node = merge_node_param(min_n_signatures = 21976))
#> Error in lt[[hierarchy[i, 1]]]$AddChildNode({: attempt to apply non-function
collect_classes(res_rh, merge_node = merge_node_param(min_n_signatures = 22866))
#> Error in dimnames(x) <- dn: length of 'dimnames' [2] not equal to array extent
collect_classes(res_rh, merge_node = merge_node_param(min_n_signatures = 28616))
#> Error in dimnames(x) <- dn: length of 'dimnames' [2] not equal to array extent
collect_classes(res_rh, merge_node = merge_node_param(min_n_signatures = 29692))
#> Error in dimnames(x) <- dn: length of 'dimnames' [2] not equal to array extent
collect_classes(res_rh, merge_node = merge_node_param(min_n_signatures = 33591))
#> Error in dimnames(x) <- dn: length of 'dimnames' [2] not equal to array extent
Following shows the table of the partitions (You need to click the show/hide code output link to see it).
get_classes(res_rh, merge_node = merge_node_param(min_n_signatures = 1318))
#> SAMPLE_1 SAMPLE_2 SAMPLE_3 SAMPLE_4 SAMPLE_5 SAMPLE_6 SAMPLE_7 SAMPLE_8
#> "0226" "02432" "0225" "02432" "0225" "0226" "0226" "0225"
#> SAMPLE_9 SAMPLE_10 SAMPLE_11 SAMPLE_12 SAMPLE_13 SAMPLE_14 SAMPLE_15 SAMPLE_16
#> "0226" "02432" "02431" "02432" "02321" "0226" "0165" "0165"
#> SAMPLE_17 SAMPLE_18 SAMPLE_19 SAMPLE_20 SAMPLE_21 SAMPLE_22 SAMPLE_23 SAMPLE_24
#> "0247" "02432" "0163" "02115" "0163" "02431" "0226" "0226"
#> SAMPLE_25 SAMPLE_26 SAMPLE_27 SAMPLE_28 SAMPLE_29 SAMPLE_30 SAMPLE_31 SAMPLE_32
#> "0226" "02432" "0247" "02431" "0226" "0226" "02331" "02331"
#> SAMPLE_33 SAMPLE_34 SAMPLE_35 SAMPLE_36 SAMPLE_37 SAMPLE_38 SAMPLE_39 SAMPLE_40
#> "02161" "02331" "02161" "02137" "02331" "02331" "02137" "02331"
#> SAMPLE_41 SAMPLE_42 SAMPLE_43 SAMPLE_44 SAMPLE_45 SAMPLE_46 SAMPLE_47 SAMPLE_48
#> "02331" "02331" "02161" "02137" "02137" "02331" "02331" "02331"
#> SAMPLE_49 SAMPLE_50 SAMPLE_51 SAMPLE_52 SAMPLE_53 SAMPLE_54 SAMPLE_55 SAMPLE_56
#> "02331" "02331" "02331" "02331" "02331" "02331" "02332" "02331"
#> SAMPLE_57 SAMPLE_58 SAMPLE_59 SAMPLE_60 SAMPLE_61 SAMPLE_62 SAMPLE_63 SAMPLE_64
#> "015" "015" "015" "015" "015" "02171" "02321" "0223"
#> SAMPLE_65 SAMPLE_66 SAMPLE_67 SAMPLE_68 SAMPLE_69 SAMPLE_70 SAMPLE_71 SAMPLE_72
#> "02171" "02171" "02171" "0244" "02161" "02331" "02331" "02163"
#> SAMPLE_73 SAMPLE_74 SAMPLE_75 SAMPLE_76 SAMPLE_77 SAMPLE_78 SAMPLE_79 SAMPLE_80
#> "02331" "02331" "02161" "02331" "02331" "02331" "02331" "015"
#> SAMPLE_81 SAMPLE_82 SAMPLE_83 SAMPLE_84 SAMPLE_85 SAMPLE_86 SAMPLE_87 SAMPLE_88
#> "015" "015" "015" "015" "0111" "0112" "0164" "0122"
#> SAMPLE_89 SAMPLE_90 SAMPLE_91 SAMPLE_92 SAMPLE_93 SAMPLE_94 SAMPLE_95 SAMPLE_96
#> "0162" "0131" "0134" "0113" "0134" "015" "0111" "0133"
#> SAMPLE_97 SAMPLE_98 SAMPLE_99 SAMPLE_100 SAMPLE_101 SAMPLE_102 SAMPLE_103 SAMPLE_104
#> "0114" "0111" "0133" "02171" "02171" "0244" "02171" "02321"
#> SAMPLE_105 SAMPLE_106 SAMPLE_107 SAMPLE_108 SAMPLE_109 SAMPLE_110 SAMPLE_111 SAMPLE_112
#> "02171" "02321" "02171" "02171" "02171" "02171" "02137" "02161"
#> SAMPLE_113 SAMPLE_114 SAMPLE_115 SAMPLE_116 SAMPLE_117 SAMPLE_118 SAMPLE_119 SAMPLE_120
#> "02124" "02331" "02331" "02331" "02331" "02161" "02331" "02161"
#> SAMPLE_121 SAMPLE_122 SAMPLE_123 SAMPLE_124 SAMPLE_125 SAMPLE_126 SAMPLE_127 SAMPLE_128
#> "0244" "0244" "0245" "02171" "0142" "02142" "02371" "0122"
#> SAMPLE_129 SAMPLE_130 SAMPLE_131 SAMPLE_132 SAMPLE_133 SAMPLE_134 SAMPLE_135 SAMPLE_136
#> "0134" "0113" "0131" "0131" "0133" "0134" "0122" "02113"
#> SAMPLE_137 SAMPLE_138 SAMPLE_139 SAMPLE_140 SAMPLE_141 SAMPLE_142 SAMPLE_143 SAMPLE_144
#> "02141" "02114" "02373" "0234" "0122" "0234" "02111" "02123"
#> SAMPLE_145 SAMPLE_146 SAMPLE_147 SAMPLE_148 SAMPLE_149 SAMPLE_150 SAMPLE_151 SAMPLE_152
#> "02371" "0223" "0224" "0223" "0223" "015" "0122" "0121"
#> SAMPLE_153 SAMPLE_154 SAMPLE_155 SAMPLE_156 SAMPLE_157 SAMPLE_158 SAMPLE_159 SAMPLE_160
#> "0164" "0113" "0121" "015" "0248" "0122" "0132" "0114"
#> SAMPLE_161 SAMPLE_162 SAMPLE_163 SAMPLE_164 SAMPLE_165 SAMPLE_166 SAMPLE_167 SAMPLE_168
#> "0122" "0122" "0121" "0121" "0114" "0112" "0122" "0121"
#> SAMPLE_169 SAMPLE_170 SAMPLE_171 SAMPLE_172 SAMPLE_173 SAMPLE_174 SAMPLE_175 SAMPLE_176
#> "0121" "0113" "0111" "0111" "02171" "02321" "0223" "02331"
#> SAMPLE_177 SAMPLE_178 SAMPLE_179 SAMPLE_180 SAMPLE_181 SAMPLE_182 SAMPLE_183 SAMPLE_184
#> "02331" "02331" "0112" "0112" "0164" "0123" "0122" "0162"
#> SAMPLE_185 SAMPLE_186 SAMPLE_187 SAMPLE_188 SAMPLE_189 SAMPLE_190 SAMPLE_191 SAMPLE_192
#> "0114" "0133" "0131" "0112" "0113" "0162" "0112" "0132"
#> SAMPLE_193 SAMPLE_194 SAMPLE_195 SAMPLE_196 SAMPLE_197 SAMPLE_198 SAMPLE_199 SAMPLE_200
#> "0112" "0224" "0223" "0114" "0112" "0112" "0112" "0162"
#> SAMPLE_201 SAMPLE_202 SAMPLE_203 SAMPLE_204 SAMPLE_205 SAMPLE_206 SAMPLE_207 SAMPLE_208
#> "0112" "0134" "0112" "0112" "0131" "0132" "0113" "0224"
#> SAMPLE_209 SAMPLE_210 SAMPLE_211 SAMPLE_212 SAMPLE_213 SAMPLE_214 SAMPLE_215 SAMPLE_216
#> "0223" "02321" "0245" "0223" "0223" "02433" "02171" "02143"
#> SAMPLE_217 SAMPLE_218 SAMPLE_219 SAMPLE_220 SAMPLE_221 SAMPLE_222 SAMPLE_223 SAMPLE_224
#> "02171" "0223" "0244" "02171" "0223" "0223" "02171" "0122"
#> SAMPLE_225 SAMPLE_226 SAMPLE_227 SAMPLE_228 SAMPLE_229 SAMPLE_230 SAMPLE_231 SAMPLE_232
#> "0123" "0121" "0121" "0122" "0112" "0134" "02331" "02161"
#> SAMPLE_233 SAMPLE_234 SAMPLE_235 SAMPLE_236 SAMPLE_237 SAMPLE_238 SAMPLE_239 SAMPLE_240
#> "02331" "0246" "0241" "0241" "0222" "0246" "0246" "02313"
#> SAMPLE_241 SAMPLE_242 SAMPLE_243 SAMPLE_244 SAMPLE_245 SAMPLE_246 SAMPLE_247 SAMPLE_248
#> "0246" "0241" "02313" "02312" "0246" "0246" "0241" "0241"
#> SAMPLE_249 SAMPLE_250 SAMPLE_251 SAMPLE_252 SAMPLE_253 SAMPLE_254 SAMPLE_255 SAMPLE_256
#> "02312" "0246" "0241" "02312" "0246" "0241" "0241" "0241"
#> SAMPLE_257 SAMPLE_258 SAMPLE_259 SAMPLE_260 SAMPLE_261 SAMPLE_262 SAMPLE_263 SAMPLE_264
#> "0246" "0246" "0225" "0226" "0226" "02432" "0226" "02431"
#> SAMPLE_265 SAMPLE_266 SAMPLE_267 SAMPLE_268 SAMPLE_269 SAMPLE_270 SAMPLE_271 SAMPLE_272
#> "0226" "02431" "02312" "02312" "02312" "0241" "0241" "02312"
#> SAMPLE_273 SAMPLE_274 SAMPLE_275 SAMPLE_276 SAMPLE_277 SAMPLE_278 SAMPLE_279 SAMPLE_280
#> "0245" "02111" "02111" "0123" "0121" "0133" "015" "0112"
#> SAMPLE_281 SAMPLE_282 SAMPLE_283 SAMPLE_284 SAMPLE_285 SAMPLE_286 SAMPLE_287 SAMPLE_288
#> "0112" "015" "015" "0113" "0114" "02137" "02161" "02331"
#> SAMPLE_289 SAMPLE_290 SAMPLE_291 SAMPLE_292 SAMPLE_293 SAMPLE_294 SAMPLE_295 SAMPLE_296
#> "02331" "015" "0112" "0113" "0114" "015" "015" "02331"
#> SAMPLE_297 SAMPLE_298 SAMPLE_299 SAMPLE_300 SAMPLE_301 SAMPLE_302 SAMPLE_303 SAMPLE_304
#> "02331" "02331" "02331" "02331" "02331" "02137" "02331" "02331"
#> SAMPLE_305 SAMPLE_306 SAMPLE_307 SAMPLE_308 SAMPLE_309 SAMPLE_310 SAMPLE_311 SAMPLE_312
#> "02331" "02331" "02331" "02331" "02331" "02137" "02331" "02161"
#> SAMPLE_313 SAMPLE_314 SAMPLE_315 SAMPLE_316 SAMPLE_317 SAMPLE_318 SAMPLE_319 SAMPLE_320
#> "02331" "02331" "02331" "02331" "02331" "02331" "02331" "02331"
#> SAMPLE_321 SAMPLE_322 SAMPLE_323 SAMPLE_324 SAMPLE_325 SAMPLE_326 SAMPLE_327 SAMPLE_328
#> "02331" "02137" "02331" "02331" "02331" "02331" "02331" "02331"
#> SAMPLE_329 SAMPLE_330 SAMPLE_331 SAMPLE_332 SAMPLE_333 SAMPLE_334 SAMPLE_335 SAMPLE_336
#> "02142" "02371" "02142" "02142" "0234" "02114" "02117" "02143"
#> SAMPLE_337 SAMPLE_338 SAMPLE_339 SAMPLE_340 SAMPLE_341 SAMPLE_342 SAMPLE_343 SAMPLE_344
#> "0247" "02142" "02371" "02142" "02142" "02166" "02114" "0245"
#> SAMPLE_345 SAMPLE_346 SAMPLE_347 SAMPLE_348 SAMPLE_349 SAMPLE_350 SAMPLE_351 SAMPLE_352
#> "02114" "02363" "02371" "02371" "02142" "02114" "0245" "02114"
#> SAMPLE_353 SAMPLE_354 SAMPLE_355 SAMPLE_356 SAMPLE_357 SAMPLE_358 SAMPLE_359 SAMPLE_360
#> "02142" "02114" "02371" "02116" "0245" "02114" "02142" "0245"
#> SAMPLE_361 SAMPLE_362 SAMPLE_363 SAMPLE_364 SAMPLE_365 SAMPLE_366 SAMPLE_367 SAMPLE_368
#> "02371" "02142" "02371" "02137" "02137" "02161" "02331" "02331"
#> SAMPLE_369 SAMPLE_370 SAMPLE_371 SAMPLE_372 SAMPLE_373 SAMPLE_374 SAMPLE_375 SAMPLE_376
#> "02331" "02161" "02331" "02331" "02117" "02111" "02371" "02111"
#> SAMPLE_377 SAMPLE_378 SAMPLE_379 SAMPLE_380 SAMPLE_381 SAMPLE_382 SAMPLE_383 SAMPLE_384
#> "02117" "02371" "02111" "0165" "0165" "02131" "02131" "02131"
#> SAMPLE_385 SAMPLE_386 SAMPLE_387 SAMPLE_388 SAMPLE_389 SAMPLE_390 SAMPLE_391 SAMPLE_392
#> "02131" "02131" "02131" "0164" "0111" "0131" "015" "0112"
#> SAMPLE_393 SAMPLE_394 SAMPLE_395 SAMPLE_396 SAMPLE_397 SAMPLE_398 SAMPLE_399 SAMPLE_400
#> "0111" "0112" "0121" "0133" "0113" "0162" "0111" "0112"
#> SAMPLE_401 SAMPLE_402 SAMPLE_403 SAMPLE_404 SAMPLE_405 SAMPLE_406 SAMPLE_407 SAMPLE_408
#> "0114" "0163" "015" "0162" "0163" "0121" "0111" "0121"
#> SAMPLE_409 SAMPLE_410 SAMPLE_411 SAMPLE_412 SAMPLE_413 SAMPLE_414 SAMPLE_415 SAMPLE_416
#> "0112" "0133" "0134" "0114" "0131" "0133" "0113" "0114"
#> SAMPLE_417 SAMPLE_418 SAMPLE_419 SAMPLE_420 SAMPLE_421 SAMPLE_422 SAMPLE_423 SAMPLE_424
#> "0131" "0164" "0112" "0112" "0112" "0133" "0113" "0113"
#> SAMPLE_425 SAMPLE_426 SAMPLE_427 SAMPLE_428 SAMPLE_429 SAMPLE_430 SAMPLE_431 SAMPLE_432
#> "0164" "0114" "0113" "0113" "0131" "015" "0112" "0113"
#> SAMPLE_433 SAMPLE_434 SAMPLE_435 SAMPLE_436 SAMPLE_437 SAMPLE_438 SAMPLE_439 SAMPLE_440
#> "0114" "0133" "0164" "0113" "0111" "0114" "0112" "0164"
#> SAMPLE_441 SAMPLE_442 SAMPLE_443 SAMPLE_444 SAMPLE_445 SAMPLE_446 SAMPLE_447 SAMPLE_448
#> "0121" "0134" "0123" "0114" "0134" "0132" "015" "0111"
#> SAMPLE_449 SAMPLE_450 SAMPLE_451 SAMPLE_452 SAMPLE_453 SAMPLE_454 SAMPLE_455 SAMPLE_456
#> "0133" "0112" "0131" "0112" "0121" "0122" "0113" "0112"
#> SAMPLE_457 SAMPLE_458 SAMPLE_459 SAMPLE_460 SAMPLE_461 SAMPLE_462 SAMPLE_463 SAMPLE_464
#> "0114" "0111" "015" "0111" "0163" "0133" "0131" "0132"
#> SAMPLE_465 SAMPLE_466 SAMPLE_467 SAMPLE_468 SAMPLE_469 SAMPLE_470 SAMPLE_471 SAMPLE_472
#> "0164" "015" "0112" "0162" "015" "02372" "0223" "0112"
#> SAMPLE_473 SAMPLE_474 SAMPLE_475 SAMPLE_476 SAMPLE_477 SAMPLE_478 SAMPLE_479 SAMPLE_480
#> "0162" "0114" "0162" "0112" "0133" "0122" "0112" "0132"
#> SAMPLE_481 SAMPLE_482 SAMPLE_483 SAMPLE_484 SAMPLE_485 SAMPLE_486 SAMPLE_487 SAMPLE_488
#> "0131" "015" "015" "0164" "0133" "0121" "0111" "0164"
#> SAMPLE_489 SAMPLE_490 SAMPLE_491 SAMPLE_492 SAMPLE_493 SAMPLE_494 SAMPLE_495 SAMPLE_496
#> "0162" "0113" "0131" "0122" "0112" "0113" "0112" "015"
#> SAMPLE_497 SAMPLE_498 SAMPLE_499 SAMPLE_500 SAMPLE_501 SAMPLE_502 SAMPLE_503 SAMPLE_504
#> "0113" "015" "0131" "0114" "0163" "0113" "0122" "015"
#> SAMPLE_505 SAMPLE_506 SAMPLE_507 SAMPLE_508 SAMPLE_509 SAMPLE_510 SAMPLE_511 SAMPLE_512
#> "0121" "0112" "0111" "0111" "0122" "0133" "0111" "015"
#> SAMPLE_513 SAMPLE_514 SAMPLE_515 SAMPLE_516 SAMPLE_517 SAMPLE_518 SAMPLE_519 SAMPLE_520
#> "0111" "0133" "0133" "0113" "0134" "0112" "0111" "0134"
#> SAMPLE_521 SAMPLE_522 SAMPLE_523 SAMPLE_524 SAMPLE_525 SAMPLE_526 SAMPLE_527 SAMPLE_528
#> "015" "0123" "0113" "0112" "0131" "0114" "0112" "0162"
#> SAMPLE_529 SAMPLE_530 SAMPLE_531 SAMPLE_532 SAMPLE_533 SAMPLE_534 SAMPLE_535 SAMPLE_536
#> "0133" "0164" "0112" "0134" "0112" "0112" "0111" "0162"
#> SAMPLE_537 SAMPLE_538 SAMPLE_539 SAMPLE_540 SAMPLE_541 SAMPLE_542 SAMPLE_543 SAMPLE_544
#> "0112" "0134" "0121" "0133" "0123" "0134" "0111" "0111"
#> SAMPLE_545 SAMPLE_546 SAMPLE_547 SAMPLE_548 SAMPLE_549 SAMPLE_550 SAMPLE_551 SAMPLE_552
#> "0131" "0133" "0112" "0132" "0112" "0114" "0113" "0112"
#> SAMPLE_553 SAMPLE_554 SAMPLE_555 SAMPLE_556 SAMPLE_557 SAMPLE_558 SAMPLE_559 SAMPLE_560
#> "0244" "0121" "0132" "0122" "0122" "0131" "0113" "0111"
#> SAMPLE_561 SAMPLE_562 SAMPLE_563 SAMPLE_564 SAMPLE_565 SAMPLE_566 SAMPLE_567 SAMPLE_568
#> "0121" "0121" "0121" "0114" "0121" "0121" "0123" "02331"
#> SAMPLE_569 SAMPLE_570 SAMPLE_571 SAMPLE_572 SAMPLE_573 SAMPLE_574 SAMPLE_575 SAMPLE_576
#> "02331" "02331" "0223" "0226" "0123" "0122" "0122" "0123"
#> SAMPLE_577 SAMPLE_578 SAMPLE_579 SAMPLE_580 SAMPLE_581 SAMPLE_582 SAMPLE_583 SAMPLE_584
#> "0134" "0113" "015" "0131" "0164" "0112" "0132" "0123"
#> SAMPLE_585 SAMPLE_586 SAMPLE_587 SAMPLE_588 SAMPLE_589 SAMPLE_590 SAMPLE_591 SAMPLE_592
#> "0112" "0131" "0164" "0113" "02137" "02161" "02331" "02161"
#> SAMPLE_593 SAMPLE_594 SAMPLE_595 SAMPLE_596 SAMPLE_597 SAMPLE_598 SAMPLE_599 SAMPLE_600
#> "02331" "02161" "02161" "02137" "02137" "02331" "02331" "02331"
#> SAMPLE_601 SAMPLE_602 SAMPLE_603 SAMPLE_604 SAMPLE_605 SAMPLE_606 SAMPLE_607 SAMPLE_608
#> "02331" "02161" "02331" "02137" "02331" "02137" "02331" "02331"
#> SAMPLE_609 SAMPLE_610 SAMPLE_611 SAMPLE_612 SAMPLE_613 SAMPLE_614 SAMPLE_615 SAMPLE_616
#> "0244" "0244" "0122" "0113" "0123" "0223" "0133" "0113"
#> SAMPLE_617 SAMPLE_618 SAMPLE_619 SAMPLE_620 SAMPLE_621 SAMPLE_622 SAMPLE_623 SAMPLE_624
#> "0131" "0241" "0246" "0222" "02312" "0241" "0241" "0241"
#> SAMPLE_625 SAMPLE_626 SAMPLE_627 SAMPLE_628 SAMPLE_629 SAMPLE_630 SAMPLE_631 SAMPLE_632
#> "0222" "0241" "0222" "0241" "02312" "0222" "0241" "0241"
#> SAMPLE_633 SAMPLE_634 SAMPLE_635 SAMPLE_636 SAMPLE_637 SAMPLE_638 SAMPLE_639 SAMPLE_640
#> "0241" "0222" "0241" "0225" "02432" "02331" "02331" "02331"
#> SAMPLE_641 SAMPLE_642 SAMPLE_643 SAMPLE_644 SAMPLE_645 SAMPLE_646 SAMPLE_647 SAMPLE_648
#> "02161" "0122" "02321" "02371" "0223" "0224" "02143" "0224"
#> SAMPLE_649 SAMPLE_650 SAMPLE_651 SAMPLE_652 SAMPLE_653 SAMPLE_654 SAMPLE_655 SAMPLE_656
#> "02165" "02132" "02162" "02162" "02135" "031" "02162" "02133"
#> SAMPLE_657 SAMPLE_658 SAMPLE_659 SAMPLE_660 SAMPLE_661 SAMPLE_662 SAMPLE_663 SAMPLE_664
#> "02331" "02161" "02161" "02161" "02161" "0224" "032" "0223"
#> SAMPLE_665 SAMPLE_666 SAMPLE_667 SAMPLE_668 SAMPLE_669 SAMPLE_670 SAMPLE_671 SAMPLE_672
#> "0224" "02161" "0223" "0223" "0223" "0163" "0114" "0224"
#> SAMPLE_673 SAMPLE_674 SAMPLE_675 SAMPLE_676 SAMPLE_677 SAMPLE_678 SAMPLE_679 SAMPLE_680
#> "0224" "0224" "0223" "0225" "02131" "02131" "02131" "02131"
#> SAMPLE_681 SAMPLE_682 SAMPLE_683 SAMPLE_684 SAMPLE_685 SAMPLE_686 SAMPLE_687 SAMPLE_688
#> "02131" "02131" "02122" "02122" "02123" "02123" "02122" "02122"
#> SAMPLE_689 SAMPLE_690 SAMPLE_691 SAMPLE_692 SAMPLE_693 SAMPLE_694 SAMPLE_695 SAMPLE_696
#> "02123" "02123" "02122" "02122" "02123" "02122" "02324" "02122"
#> SAMPLE_697 SAMPLE_698 SAMPLE_699 SAMPLE_700 SAMPLE_701 SAMPLE_702 SAMPLE_703 SAMPLE_704
#> "02122" "02122" "02122" "02122" "02122" "02122" "02122" "02122"
#> SAMPLE_705 SAMPLE_706 SAMPLE_707 SAMPLE_708 SAMPLE_709 SAMPLE_710 SAMPLE_711 SAMPLE_712
#> "02122" "02122" "02123" "02123" "02123" "02122" "02122" "02123"
#> SAMPLE_713 SAMPLE_714 SAMPLE_715 SAMPLE_716 SAMPLE_717 SAMPLE_718 SAMPLE_719 SAMPLE_720
#> "02122" "02324" "02331" "033" "031" "033" "031" "02311"
#> SAMPLE_721 SAMPLE_722 SAMPLE_723 SAMPLE_724 SAMPLE_725 SAMPLE_726 SAMPLE_727 SAMPLE_728
#> "031" "02311" "02116" "02133" "02311" "02116" "02116" "02116"
#> SAMPLE_729 SAMPLE_730 SAMPLE_731 SAMPLE_732 SAMPLE_733 SAMPLE_734 SAMPLE_735 SAMPLE_736
#> "02116" "02331" "0121" "02112" "033" "031" "031" "031"
#> SAMPLE_737 SAMPLE_738 SAMPLE_739 SAMPLE_740 SAMPLE_741 SAMPLE_742 SAMPLE_743 SAMPLE_744
#> "033" "031" "02324" "02122" "02122" "02122" "02122" "0222"
#> SAMPLE_745 SAMPLE_746 SAMPLE_747 SAMPLE_748 SAMPLE_749 SAMPLE_750 SAMPLE_751 SAMPLE_752
#> "0241" "0234" "0234" "02371" "0123" "0111" "02312" "0245"
#> SAMPLE_753 SAMPLE_754 SAMPLE_755 SAMPLE_756 SAMPLE_757 SAMPLE_758 SAMPLE_759 SAMPLE_760
#> "0244" "033" "031" "031" "02161" "02137" "02161" "02124"
#> SAMPLE_761 SAMPLE_762 SAMPLE_763 SAMPLE_764 SAMPLE_765 SAMPLE_766 SAMPLE_767 SAMPLE_768
#> "02124" "02133" "031" "031" "0123" "02171" "0244" "0224"
#> SAMPLE_769 SAMPLE_770 SAMPLE_771 SAMPLE_772 SAMPLE_773 SAMPLE_774 SAMPLE_775 SAMPLE_776
#> "0122" "0121" "02114" "02114" "02133" "0235" "02114" "0235"
#> SAMPLE_777 SAMPLE_778 SAMPLE_779 SAMPLE_780 SAMPLE_781 SAMPLE_782 SAMPLE_783 SAMPLE_784
#> "02163" "02135" "0235" "0235" "0235" "0235" "0235" "0235"
#> SAMPLE_785 SAMPLE_786 SAMPLE_787 SAMPLE_788 SAMPLE_789 SAMPLE_790 SAMPLE_791 SAMPLE_792
#> "02135" "02114" "02114" "02116" "02163" "02163" "0227" "032"
#> SAMPLE_793 SAMPLE_794 SAMPLE_795 SAMPLE_796 SAMPLE_797 SAMPLE_798 SAMPLE_799 SAMPLE_800
#> "0143" "0248" "0241" "0222" "02312" "023623" "02166" "02166"
#> SAMPLE_801 SAMPLE_802 SAMPLE_803 SAMPLE_804 SAMPLE_805 SAMPLE_806 SAMPLE_807 SAMPLE_808
#> "02314" "02311" "02166" "02333" "02332" "023622" "0227" "0223"
#> SAMPLE_809 SAMPLE_810 SAMPLE_811 SAMPLE_812 SAMPLE_813 SAMPLE_814 SAMPLE_815 SAMPLE_816
#> "0223" "0223" "0223" "0223" "0223" "0223" "02312" "0241"
#> SAMPLE_817 SAMPLE_818 SAMPLE_819 SAMPLE_820 SAMPLE_821 SAMPLE_822 SAMPLE_823 SAMPLE_824
#> "0241" "02312" "0241" "0241" "0241" "02313" "0241" "0241"
#> SAMPLE_825 SAMPLE_826 SAMPLE_827 SAMPLE_828 SAMPLE_829 SAMPLE_830 SAMPLE_831 SAMPLE_832
#> "0241" "02312" "0241" "02121" "0246" "0241" "0246" "0241"
#> SAMPLE_833 SAMPLE_834 SAMPLE_835 SAMPLE_836 SAMPLE_837 SAMPLE_838 SAMPLE_839 SAMPLE_840
#> "02124" "023625" "0241" "0241" "0246" "0222" "0162" "0222"
#> SAMPLE_841 SAMPLE_842 SAMPLE_843 SAMPLE_844 SAMPLE_845 SAMPLE_846 SAMPLE_847 SAMPLE_848
#> "0245" "0223" "0241" "02312" "0162" "0223" "0164" "023625"
#> SAMPLE_849 SAMPLE_850 SAMPLE_851 SAMPLE_852 SAMPLE_853 SAMPLE_854 SAMPLE_855 SAMPLE_856
#> "02374" "02161" "02141" "032" "0248" "032" "02161" "02137"
#> SAMPLE_857 SAMPLE_858 SAMPLE_859 SAMPLE_860 SAMPLE_861 SAMPLE_862 SAMPLE_863 SAMPLE_864
#> "0144" "0144" "0215" "0215" "023621" "023621" "0215" "02161"
#> SAMPLE_865 SAMPLE_866 SAMPLE_867 SAMPLE_868 SAMPLE_869 SAMPLE_870 SAMPLE_871 SAMPLE_872
#> "0223" "0244" "0224" "023625" "02135" "0141" "0241" "031"
#> SAMPLE_873 SAMPLE_874 SAMPLE_875 SAMPLE_876 SAMPLE_877 SAMPLE_878 SAMPLE_879 SAMPLE_880
#> "031" "02132" "033" "0246" "031" "0144" "02112" "02361"
#> SAMPLE_881 SAMPLE_882 SAMPLE_883 SAMPLE_884 SAMPLE_885 SAMPLE_886 SAMPLE_887 SAMPLE_888
#> "031" "032" "031" "02112" "02313" "02361" "0226" "031"
#> SAMPLE_889 SAMPLE_890 SAMPLE_891 SAMPLE_892 SAMPLE_893 SAMPLE_894 SAMPLE_895 SAMPLE_896
#> "02172" "02161" "0144" "02136" "0144" "02112" "0226" "02432"
#> SAMPLE_897 SAMPLE_898 SAMPLE_899 SAMPLE_900 SAMPLE_901 SAMPLE_902 SAMPLE_903 SAMPLE_904
#> "032" "023623" "02374" "02131" "02143" "02134" "02134" "02332"
#> SAMPLE_905 SAMPLE_906 SAMPLE_907 SAMPLE_908 SAMPLE_909 SAMPLE_910 SAMPLE_911 SAMPLE_912
#> "02332" "031" "02134" "02431" "0225" "0225" "0224" "0224"
#> SAMPLE_913 SAMPLE_914 SAMPLE_915 SAMPLE_916 SAMPLE_917 SAMPLE_918 SAMPLE_919 SAMPLE_920
#> "0215" "0215" "0235" "0235" "0235" "0235" "0235" "0235"
#> SAMPLE_921 SAMPLE_922 SAMPLE_923 SAMPLE_924 SAMPLE_925 SAMPLE_926 SAMPLE_927 SAMPLE_928
#> "0235" "0235" "02132" "02134" "023623" "02115" "0244" "0245"
#> SAMPLE_929 SAMPLE_930 SAMPLE_931 SAMPLE_932 SAMPLE_933 SAMPLE_934 SAMPLE_935 SAMPLE_936
#> "0234" "0234" "0215" "0215" "0215" "023621" "0215" "0215"
#> SAMPLE_937 SAMPLE_938 SAMPLE_939 SAMPLE_940 SAMPLE_941 SAMPLE_942 SAMPLE_943 SAMPLE_944
#> "0215" "0245" "02142" "02371" "02371" "0245" "02371" "0245"
#> SAMPLE_945 SAMPLE_946 SAMPLE_947 SAMPLE_948 SAMPLE_949 SAMPLE_950 SAMPLE_951 SAMPLE_952
#> "02372" "02371" "02142" "02371" "02371" "02371" "0245" "0245"
#> SAMPLE_953 SAMPLE_954 SAMPLE_955 SAMPLE_956 SAMPLE_957 SAMPLE_958 SAMPLE_959 SAMPLE_960
#> "0234" "02373" "02371" "02371" "02371" "02371" "02371" "02371"
#> SAMPLE_961 SAMPLE_962 SAMPLE_963 SAMPLE_964 SAMPLE_965 SAMPLE_966 SAMPLE_967 SAMPLE_968
#> "02137" "02133" "0234" "0234" "0245" "0234" "0234" "0245"
#> SAMPLE_969 SAMPLE_970 SAMPLE_971 SAMPLE_972 SAMPLE_973 SAMPLE_974 SAMPLE_975 SAMPLE_976
#> "0234" "0234" "02123" "0234" "0225" "033" "02112" "0122"
#> SAMPLE_977 SAMPLE_978 SAMPLE_979 SAMPLE_980 SAMPLE_981 SAMPLE_982 SAMPLE_983 SAMPLE_984
#> "0122" "0122" "0121" "02143" "02123" "02123" "0122" "0122"
#> SAMPLE_985 SAMPLE_986 SAMPLE_987 SAMPLE_988 SAMPLE_989 SAMPLE_990 SAMPLE_991 SAMPLE_992
#> "0123" "0141" "0242" "033" "02137" "0245" "0161" "0111"
#> SAMPLE_993 SAMPLE_994 SAMPLE_995 SAMPLE_996 SAMPLE_997 SAMPLE_998 SAMPLE_999 SAMPLE_1000
#> "02124" "02112" "023621" "023621" "02112" "02132" "02162" "02371"
#> SAMPLE_1001 SAMPLE_1002 SAMPLE_1003 SAMPLE_1004 SAMPLE_1005 SAMPLE_1006 SAMPLE_1007 SAMPLE_1008
#> "02117" "0234" "02371" "0234" "02373" "0234" "0234" "02117"
#> SAMPLE_1009 SAMPLE_1010 SAMPLE_1011 SAMPLE_1012 SAMPLE_1013 SAMPLE_1014 SAMPLE_1015 SAMPLE_1016
#> "0234" "02373" "0234" "0245" "0234" "02117" "02142" "02371"
#> SAMPLE_1017 SAMPLE_1018 SAMPLE_1019 SAMPLE_1020 SAMPLE_1021 SAMPLE_1022 SAMPLE_1023 SAMPLE_1024
#> "0245" "0234" "0234" "0234" "0234" "0234" "0234" "0245"
#> SAMPLE_1025 SAMPLE_1026 SAMPLE_1027 SAMPLE_1028 SAMPLE_1029 SAMPLE_1030 SAMPLE_1031 SAMPLE_1032
#> "0234" "0234" "0234" "0234" "0234" "0234" "0234" "0234"
#> SAMPLE_1033 SAMPLE_1034 SAMPLE_1035 SAMPLE_1036 SAMPLE_1037 SAMPLE_1038 SAMPLE_1039 SAMPLE_1040
#> "0234" "0234" "0234" "0234" "0234" "0163" "0122" "02171"
#> SAMPLE_1041 SAMPLE_1042 SAMPLE_1043 SAMPLE_1044 SAMPLE_1045 SAMPLE_1046 SAMPLE_1047 SAMPLE_1048
#> "0224" "0224" "02314" "02132" "02112" "0215" "023621" "02162"
#> SAMPLE_1049 SAMPLE_1050 SAMPLE_1051 SAMPLE_1052 SAMPLE_1053 SAMPLE_1054 SAMPLE_1055 SAMPLE_1056
#> "02112" "023621" "02112" "023622" "023622" "02165" "023622" "02165"
#> SAMPLE_1057 SAMPLE_1058 SAMPLE_1059 SAMPLE_1060 SAMPLE_1061 SAMPLE_1062 SAMPLE_1063 SAMPLE_1064
#> "02165" "02165" "02165" "023622" "02165" "02165" "0215" "0123"
#> SAMPLE_1065 SAMPLE_1066 SAMPLE_1067 SAMPLE_1068 SAMPLE_1069 SAMPLE_1070 SAMPLE_1071 SAMPLE_1072
#> "0163" "0123" "02141" "02115" "02115" "02375" "02141" "02132"
#> SAMPLE_1073 SAMPLE_1074 SAMPLE_1075 SAMPLE_1076 SAMPLE_1077 SAMPLE_1078 SAMPLE_1079 SAMPLE_1080
#> "02115" "02141" "02141" "02141" "02141" "02363" "02141" "02141"
#> SAMPLE_1081 SAMPLE_1082 SAMPLE_1083 SAMPLE_1084 SAMPLE_1085 SAMPLE_1086 SAMPLE_1087 SAMPLE_1088
#> "02141" "023622" "02311" "02162" "023622" "02165" "02371" "0223"
#> SAMPLE_1089 SAMPLE_1090 SAMPLE_1091 SAMPLE_1092 SAMPLE_1093 SAMPLE_1094 SAMPLE_1095 SAMPLE_1096
#> "0223" "02123" "02122" "02165" "023622" "02311" "02165" "02165"
#> SAMPLE_1097 SAMPLE_1098 SAMPLE_1099 SAMPLE_1100 SAMPLE_1101 SAMPLE_1102 SAMPLE_1103 SAMPLE_1104
#> "02364" "02123" "031" "02135" "02162" "02162" "02162" "02162"
#> SAMPLE_1105 SAMPLE_1106 SAMPLE_1107 SAMPLE_1108 SAMPLE_1109 SAMPLE_1110 SAMPLE_1111 SAMPLE_1112
#> "02162" "02162" "02162" "02162" "02162" "02113" "0131" "02364"
#> SAMPLE_1113 SAMPLE_1114 SAMPLE_1115 SAMPLE_1116 SAMPLE_1117 SAMPLE_1118 SAMPLE_1119 SAMPLE_1120
#> "02133" "02161" "02333" "0111" "02373" "02117" "0234" "02111"
#> SAMPLE_1121 SAMPLE_1122 SAMPLE_1123 SAMPLE_1124 SAMPLE_1125 SAMPLE_1126 SAMPLE_1127 SAMPLE_1128
#> "0234" "0234" "02113" "02111" "0234" "02117" "02115" "02142"
#> SAMPLE_1129 SAMPLE_1130 SAMPLE_1131 SAMPLE_1132 SAMPLE_1133 SAMPLE_1134 SAMPLE_1135 SAMPLE_1136
#> "02111" "02117" "0234" "0234" "0234" "0234" "0234" "02361"
#> SAMPLE_1137 SAMPLE_1138 SAMPLE_1139 SAMPLE_1140 SAMPLE_1141 SAMPLE_1142 SAMPLE_1143 SAMPLE_1144
#> "02361" "02361" "02361" "02361" "02361" "02361" "02112" "02132"
#> SAMPLE_1145 SAMPLE_1146 SAMPLE_1147 SAMPLE_1148 SAMPLE_1149 SAMPLE_1150 SAMPLE_1151 SAMPLE_1152
#> "02133" "02131" "02331" "0215" "0122" "02361" "02112" "02361"
#> SAMPLE_1153 SAMPLE_1154 SAMPLE_1155 SAMPLE_1156 SAMPLE_1157 SAMPLE_1158 SAMPLE_1159 SAMPLE_1160
#> "02361" "02361" "02361" "02364" "023622" "02141" "0144" "0144"
#> SAMPLE_1161 SAMPLE_1162 SAMPLE_1163 SAMPLE_1164 SAMPLE_1165 SAMPLE_1166 SAMPLE_1167 SAMPLE_1168
#> "0143" "02132" "02364" "02432" "02364" "02363" "02372" "0131"
#> SAMPLE_1169 SAMPLE_1170 SAMPLE_1171 SAMPLE_1172 SAMPLE_1173 SAMPLE_1174 SAMPLE_1175 SAMPLE_1176
#> "0112" "0247" "02135" "0222" "02314" "02314" "023622" "02311"
#> SAMPLE_1177 SAMPLE_1178 SAMPLE_1179 SAMPLE_1180 SAMPLE_1181 SAMPLE_1182 SAMPLE_1183 SAMPLE_1184
#> "02364" "02115" "02115" "02134" "02164" "02371" "02331" "02332"
#> SAMPLE_1185 SAMPLE_1186 SAMPLE_1187 SAMPLE_1188 SAMPLE_1189 SAMPLE_1190 SAMPLE_1191 SAMPLE_1192
#> "02163" "02163" "02137" "0247" "0241" "02116" "02116" "0111"
#> SAMPLE_1193 SAMPLE_1194 SAMPLE_1195 SAMPLE_1196 SAMPLE_1197 SAMPLE_1198 SAMPLE_1199 SAMPLE_1200
#> "02171" "02137" "02373" "02142" "02373" "02371" "02142" "02142"
#> SAMPLE_1201 SAMPLE_1202 SAMPLE_1203 SAMPLE_1204 SAMPLE_1205 SAMPLE_1206 SAMPLE_1207 SAMPLE_1208
#> "02111" "02142" "0222" "02113" "02136" "031" "02433" "02162"
#> SAMPLE_1209 SAMPLE_1210 SAMPLE_1211 SAMPLE_1212 SAMPLE_1213 SAMPLE_1214 SAMPLE_1215 SAMPLE_1216
#> "031" "0234" "0162" "0163" "0164" "02433" "02143" "0223"
#> SAMPLE_1217 SAMPLE_1218 SAMPLE_1219 SAMPLE_1220 SAMPLE_1221 SAMPLE_1222 SAMPLE_1223 SAMPLE_1224
#> "0223" "0223" "0234" "02116" "02123" "02324" "0244" "02123"
#> SAMPLE_1225 SAMPLE_1226 SAMPLE_1227 SAMPLE_1228 SAMPLE_1229 SAMPLE_1230 SAMPLE_1231 SAMPLE_1232
#> "0244" "0227" "023622" "02123" "02324" "02123" "02123" "02123"
#> SAMPLE_1233 SAMPLE_1234 SAMPLE_1235 SAMPLE_1236 SAMPLE_1237 SAMPLE_1238 SAMPLE_1239 SAMPLE_1240
#> "02324" "02123" "02123" "02123" "02123" "02123" "023622" "02142"
#> SAMPLE_1241 SAMPLE_1242 SAMPLE_1243 SAMPLE_1244 SAMPLE_1245 SAMPLE_1246 SAMPLE_1247 SAMPLE_1248
#> "0121" "015" "0162" "02171" "02171" "02171" "02171" "02375"
#> SAMPLE_1249 SAMPLE_1250 SAMPLE_1251 SAMPLE_1252 SAMPLE_1253 SAMPLE_1254 SAMPLE_1255 SAMPLE_1256
#> "02114" "02114" "0247" "031" "031" "031" "031" "02114"
#> SAMPLE_1257 SAMPLE_1258 SAMPLE_1259 SAMPLE_1260 SAMPLE_1261 SAMPLE_1262 SAMPLE_1263 SAMPLE_1264
#> "02361" "02137" "0223" "0221" "0221" "0223" "0245" "031"
#> SAMPLE_1265 SAMPLE_1266 SAMPLE_1267 SAMPLE_1268 SAMPLE_1269 SAMPLE_1270 SAMPLE_1271 SAMPLE_1272
#> "02364" "02321" "02322" "0161" "02112" "02321" "02321" "02321"
#> SAMPLE_1273 SAMPLE_1274 SAMPLE_1275 SAMPLE_1276 SAMPLE_1277 SAMPLE_1278 SAMPLE_1279 SAMPLE_1280
#> "02321" "02171" "02171" "0224" "0224" "0222" "0247" "02363"
#> SAMPLE_1281 SAMPLE_1282 SAMPLE_1283 SAMPLE_1284 SAMPLE_1285 SAMPLE_1286 SAMPLE_1287 SAMPLE_1288
#> "031" "02135" "02113" "0226" "0242" "0221" "031" "02361"
#> SAMPLE_1289 SAMPLE_1290 SAMPLE_1291 SAMPLE_1292 SAMPLE_1293 SAMPLE_1294 SAMPLE_1295 SAMPLE_1296
#> "0242" "02322" "02112" "02163" "02133" "02113" "02321" "0244"
#> SAMPLE_1297 SAMPLE_1298 SAMPLE_1299 SAMPLE_1300 SAMPLE_1301 SAMPLE_1302 SAMPLE_1303 SAMPLE_1304
#> "02171" "02321" "0244" "0244" "02171" "02321" "02321" "02321"
#> SAMPLE_1305 SAMPLE_1306 SAMPLE_1307 SAMPLE_1308 SAMPLE_1309 SAMPLE_1310 SAMPLE_1311 SAMPLE_1312
#> "0244" "02321" "02171" "02321" "02321" "02171" "0244" "02171"
#> SAMPLE_1313 SAMPLE_1314 SAMPLE_1315 SAMPLE_1316 SAMPLE_1317 SAMPLE_1318 SAMPLE_1319 SAMPLE_1320
#> "02321" "02321" "02321" "0215" "0215" "0215" "023621" "023621"
#> SAMPLE_1321 SAMPLE_1322 SAMPLE_1323 SAMPLE_1324 SAMPLE_1325 SAMPLE_1326 SAMPLE_1327 SAMPLE_1328
#> "0215" "023621" "0215" "0215" "0234" "02117" "02113" "0234"
#> SAMPLE_1329 SAMPLE_1330 SAMPLE_1331 SAMPLE_1332 SAMPLE_1333 SAMPLE_1334 SAMPLE_1335 SAMPLE_1336
#> "02113" "02113" "02135" "02135" "02113" "02113" "02113" "0161"
#> SAMPLE_1337 SAMPLE_1338 SAMPLE_1339 SAMPLE_1340 SAMPLE_1341 SAMPLE_1342 SAMPLE_1343 SAMPLE_1344
#> "02331" "0227" "02323" "02144" "02132" "023623" "02116" "02114"
#> SAMPLE_1345 SAMPLE_1346 SAMPLE_1347 SAMPLE_1348 SAMPLE_1349 SAMPLE_1350 SAMPLE_1351 SAMPLE_1352
#> "0244" "02123" "02312" "0221" "02134" "02323" "0248" "0225"
#> SAMPLE_1353 SAMPLE_1354 SAMPLE_1355 SAMPLE_1356 SAMPLE_1357 SAMPLE_1358 SAMPLE_1359 SAMPLE_1360
#> "031" "0234" "0222" "031" "031" "031" "033" "031"
#> SAMPLE_1361 SAMPLE_1362 SAMPLE_1363 SAMPLE_1364 SAMPLE_1365 SAMPLE_1366 SAMPLE_1367 SAMPLE_1368
#> "031" "031" "031" "031" "033" "031" "031" "033"
#> SAMPLE_1369 SAMPLE_1370 SAMPLE_1371 SAMPLE_1372 SAMPLE_1373 SAMPLE_1374 SAMPLE_1375 SAMPLE_1376
#> "033" "031" "031" "033" "031" "032" "032" "031"
#> SAMPLE_1377 SAMPLE_1378 SAMPLE_1379 SAMPLE_1380 SAMPLE_1381 SAMPLE_1382 SAMPLE_1383 SAMPLE_1384
#> "031" "031" "031" "033" "033" "031" "033" "031"
#> SAMPLE_1385 SAMPLE_1386 SAMPLE_1387 SAMPLE_1388 SAMPLE_1389 SAMPLE_1390 SAMPLE_1391 SAMPLE_1392
#> "031" "02164" "023623" "0227" "0227" "02162" "02164" "02164"
#> SAMPLE_1393 SAMPLE_1394 SAMPLE_1395 SAMPLE_1396 SAMPLE_1397 SAMPLE_1398 SAMPLE_1399 SAMPLE_1400
#> "02164" "02164" "02164" "02162" "023623" "0244" "023622" "02162"
#> SAMPLE_1401 SAMPLE_1402 SAMPLE_1403 SAMPLE_1404 SAMPLE_1405 SAMPLE_1406 SAMPLE_1407 SAMPLE_1408
#> "023623" "0234" "0221" "0248" "02135" "02113" "02113" "02135"
#> SAMPLE_1409 SAMPLE_1410 SAMPLE_1411 SAMPLE_1412 SAMPLE_1413 SAMPLE_1414 SAMPLE_1415 SAMPLE_1416
#> "02363" "02162" "02161" "0224" "0122" "0121" "0122" "0164"
#> SAMPLE_1417 SAMPLE_1418 SAMPLE_1419 SAMPLE_1420 SAMPLE_1421 SAMPLE_1422 SAMPLE_1423 SAMPLE_1424
#> "0122" "0122" "02361" "02361" "02112" "02112" "02116" "02112"
#> SAMPLE_1425 SAMPLE_1426 SAMPLE_1427 SAMPLE_1428 SAMPLE_1429 SAMPLE_1430 SAMPLE_1431 SAMPLE_1432
#> "0242" "0242" "0141" "02363" "02325" "02142" "02361" "02124"
#> SAMPLE_1433 SAMPLE_1434 SAMPLE_1435 SAMPLE_1436 SAMPLE_1437 SAMPLE_1438 SAMPLE_1439 SAMPLE_1440
#> "031" "02312" "02112" "02112" "02112" "02112" "02112" "0161"
#> SAMPLE_1441 SAMPLE_1442 SAMPLE_1443 SAMPLE_1444 SAMPLE_1445 SAMPLE_1446 SAMPLE_1447 SAMPLE_1448
#> "02112" "02363" "02363" "02163" "02112" "02332" "0133" "0133"
#> SAMPLE_1449 SAMPLE_1450 SAMPLE_1451 SAMPLE_1452 SAMPLE_1453 SAMPLE_1454 SAMPLE_1455 SAMPLE_1456
#> "02163" "02163" "02163" "02135" "023622" "02134" "0234" "0234"
#> SAMPLE_1457 SAMPLE_1458 SAMPLE_1459 SAMPLE_1460 SAMPLE_1461 SAMPLE_1462 SAMPLE_1463 SAMPLE_1464
#> "0234" "0234" "0234" "0234" "0245" "02113" "02113" "02116"
#> SAMPLE_1465 SAMPLE_1466 SAMPLE_1467 SAMPLE_1468 SAMPLE_1469 SAMPLE_1470 SAMPLE_1471 SAMPLE_1472
#> "02134" "02137" "02133" "02134" "02131" "02133" "02133" "02133"
#> SAMPLE_1473 SAMPLE_1474 SAMPLE_1475 SAMPLE_1476 SAMPLE_1477 SAMPLE_1478 SAMPLE_1479 SAMPLE_1480
#> "02134" "02133" "02134" "02311" "02134" "02133" "02133" "02332"
#> SAMPLE_1481 SAMPLE_1482 SAMPLE_1483 SAMPLE_1484 SAMPLE_1485 SAMPLE_1486 SAMPLE_1487 SAMPLE_1488
#> "02133" "02137" "02133" "02133" "02133" "02133" "02133" "02133"
#> SAMPLE_1489 SAMPLE_1490 SAMPLE_1491 SAMPLE_1492 SAMPLE_1493 SAMPLE_1494 SAMPLE_1495 SAMPLE_1496
#> "031" "033" "023623" "0242" "0242" "0242" "0221" "0242"
#> SAMPLE_1497 SAMPLE_1498 SAMPLE_1499 SAMPLE_1500 SAMPLE_1501 SAMPLE_1502 SAMPLE_1503 SAMPLE_1504
#> "0242" "0242" "0221" "0242" "0221" "0221" "0221" "0242"
#> SAMPLE_1505 SAMPLE_1506 SAMPLE_1507 SAMPLE_1508 SAMPLE_1509 SAMPLE_1510 SAMPLE_1511 SAMPLE_1512
#> "0221" "0221" "0242" "0242" "0242" "0242" "0242" "02136"
#> SAMPLE_1513 SAMPLE_1514 SAMPLE_1515 SAMPLE_1516 SAMPLE_1517 SAMPLE_1518 SAMPLE_1519 SAMPLE_1520
#> "0226" "02165" "0222" "0221" "0242" "0221" "0221" "0221"
#> SAMPLE_1521 SAMPLE_1522 SAMPLE_1523 SAMPLE_1524 SAMPLE_1525 SAMPLE_1526 SAMPLE_1527 SAMPLE_1528
#> "0242" "0242" "015" "02331" "0121" "02321" "02112" "02112"
#> SAMPLE_1529 SAMPLE_1530 SAMPLE_1531 SAMPLE_1532 SAMPLE_1533 SAMPLE_1534 SAMPLE_1535 SAMPLE_1536
#> "02112" "02112" "02112" "02112" "02112" "023623" "02111" "0234"
#> SAMPLE_1537 SAMPLE_1538 SAMPLE_1539 SAMPLE_1540 SAMPLE_1541 SAMPLE_1542 SAMPLE_1543 SAMPLE_1544
#> "0245" "02113" "02113" "02111" "0234" "02113" "02117" "0234"
#> SAMPLE_1545 SAMPLE_1546 SAMPLE_1547 SAMPLE_1548 SAMPLE_1549 SAMPLE_1550 SAMPLE_1551 SAMPLE_1552
#> "02113" "0234" "0245" "0234" "02111" "0234" "02142" "02133"
#> SAMPLE_1553 SAMPLE_1554 SAMPLE_1555 SAMPLE_1556 SAMPLE_1557 SAMPLE_1558 SAMPLE_1559 SAMPLE_1560
#> "0221" "02322" "0242" "02322" "02322" "02322" "0242" "02322"
#> SAMPLE_1561 SAMPLE_1562 SAMPLE_1563 SAMPLE_1564 SAMPLE_1565 SAMPLE_1566 SAMPLE_1567 SAMPLE_1568
#> "0242" "0242" "02322" "0242" "02322" "02322" "0242" "0221"
#> SAMPLE_1569 SAMPLE_1570 SAMPLE_1571 SAMPLE_1572 SAMPLE_1573 SAMPLE_1574 SAMPLE_1575 SAMPLE_1576
#> "0221" "0221" "0242" "0221" "0221" "0242" "02322" "0242"
#> SAMPLE_1577 SAMPLE_1578 SAMPLE_1579 SAMPLE_1580 SAMPLE_1581 SAMPLE_1582 SAMPLE_1583 SAMPLE_1584
#> "023623" "02371" "031" "0244" "0227" "031" "02164" "02132"
#> SAMPLE_1585 SAMPLE_1586 SAMPLE_1587 SAMPLE_1588 SAMPLE_1589 SAMPLE_1590 SAMPLE_1591 SAMPLE_1592
#> "02134" "02331" "02132" "02132" "02163" "02132" "02163" "02134"
#> SAMPLE_1593 SAMPLE_1594 SAMPLE_1595 SAMPLE_1596 SAMPLE_1597 SAMPLE_1598 SAMPLE_1599 SAMPLE_1600
#> "02134" "02134" "02314" "02162" "02112" "02136" "02363" "02363"
#> SAMPLE_1601 SAMPLE_1602 SAMPLE_1603 SAMPLE_1604 SAMPLE_1605 SAMPLE_1606 SAMPLE_1607 SAMPLE_1608
#> "02363" "0227" "0144" "02432" "0144" "0143" "0143" "0234"
#> SAMPLE_1609 SAMPLE_1610 SAMPLE_1611 SAMPLE_1612 SAMPLE_1613 SAMPLE_1614 SAMPLE_1615 SAMPLE_1616
#> "02117" "02112" "0234" "02122" "02122" "02122" "02122" "02122"
#> SAMPLE_1617 SAMPLE_1618 SAMPLE_1619 SAMPLE_1620 SAMPLE_1621 SAMPLE_1622 SAMPLE_1623 SAMPLE_1624
#> "02122" "02122" "02162" "02162" "02135" "02162" "02133" "02133"
#> SAMPLE_1625 SAMPLE_1626 SAMPLE_1627 SAMPLE_1628 SAMPLE_1629 SAMPLE_1630 SAMPLE_1631 SAMPLE_1632
#> "0221" "031" "0226" "0225" "02332" "02171" "02144" "02121"
#> SAMPLE_1633 SAMPLE_1634 SAMPLE_1635 SAMPLE_1636 SAMPLE_1637 SAMPLE_1638 SAMPLE_1639 SAMPLE_1640
#> "02314" "0245" "0226" "0247" "02374" "0226" "023623" "0247"
#> SAMPLE_1641 SAMPLE_1642 SAMPLE_1643 SAMPLE_1644 SAMPLE_1645 SAMPLE_1646 SAMPLE_1647 SAMPLE_1648
#> "02432" "0247" "0225" "02431" "02166" "0222" "0247" "02431"
#> SAMPLE_1649 SAMPLE_1650 SAMPLE_1651 SAMPLE_1652 SAMPLE_1653 SAMPLE_1654 SAMPLE_1655 SAMPLE_1656
#> "02431" "023622" "02133" "02432" "02333" "0225" "02432" "02431"
#> SAMPLE_1657 SAMPLE_1658 SAMPLE_1659 SAMPLE_1660 SAMPLE_1661 SAMPLE_1662 SAMPLE_1663 SAMPLE_1664
#> "02325" "0242" "02116" "02363" "02134" "02134" "02332" "031"
#> SAMPLE_1665 SAMPLE_1666 SAMPLE_1667 SAMPLE_1668 SAMPLE_1669 SAMPLE_1670 SAMPLE_1671 SAMPLE_1672
#> "0226" "02321" "0164" "02311" "02141" "02134" "0245" "02134"
#> SAMPLE_1673 SAMPLE_1674 SAMPLE_1675 SAMPLE_1676 SAMPLE_1677 SAMPLE_1678 SAMPLE_1679 SAMPLE_1680
#> "0112" "0246" "0241" "02433" "0143" "02134" "02165" "02112"
#> SAMPLE_1681 SAMPLE_1682 SAMPLE_1683 SAMPLE_1684 SAMPLE_1685 SAMPLE_1686 SAMPLE_1687 SAMPLE_1688
#> "02432" "031" "02166" "023624" "0244" "0241" "02111" "02174"
#> SAMPLE_1689 SAMPLE_1690 SAMPLE_1691 SAMPLE_1692 SAMPLE_1693 SAMPLE_1694 SAMPLE_1695 SAMPLE_1696
#> "02164" "02124" "02174" "02162" "02133" "0144" "02363" "02331"
#> SAMPLE_1697 SAMPLE_1698 SAMPLE_1699 SAMPLE_1700 SAMPLE_1701 SAMPLE_1702 SAMPLE_1703 SAMPLE_1704
#> "02331" "0142" "02134" "02172" "0234" "02363" "02135" "02163"
#> SAMPLE_1705 SAMPLE_1706 SAMPLE_1707 SAMPLE_1708 SAMPLE_1709 SAMPLE_1710 SAMPLE_1711 SAMPLE_1712
#> "02163" "02135" "02163" "02136" "031" "02166" "02163" "0161"
#> SAMPLE_1713 SAMPLE_1714 SAMPLE_1715 SAMPLE_1716 SAMPLE_1717 SAMPLE_1718 SAMPLE_1719 SAMPLE_1720
#> "02364" "02331" "02121" "0241" "02313" "0222" "02121" "0241"
#> SAMPLE_1721 SAMPLE_1722 SAMPLE_1723 SAMPLE_1724 SAMPLE_1725 SAMPLE_1726 SAMPLE_1727 SAMPLE_1728
#> "0246" "02121" "02121" "0241" "02121" "0241" "0222" "02121"
#> SAMPLE_1729 SAMPLE_1730 SAMPLE_1731 SAMPLE_1732 SAMPLE_1733 SAMPLE_1734 SAMPLE_1735 SAMPLE_1736
#> "0246" "02137" "02117" "0224" "031" "02163" "0113" "0142"
#> SAMPLE_1737 SAMPLE_1738 SAMPLE_1739 SAMPLE_1740 SAMPLE_1741 SAMPLE_1742 SAMPLE_1743 SAMPLE_1744
#> "0246" "02113" "02312" "0241" "02121" "02121" "02121" "02312"
#> SAMPLE_1745 SAMPLE_1746 SAMPLE_1747 SAMPLE_1748 SAMPLE_1749 SAMPLE_1750 SAMPLE_1751 SAMPLE_1752
#> "0246" "02121" "0241" "02121" "0246" "0241" "0246" "0215"
#> SAMPLE_1753 SAMPLE_1754 SAMPLE_1755 SAMPLE_1756 SAMPLE_1757 SAMPLE_1758 SAMPLE_1759 SAMPLE_1760
#> "0215" "02433" "02134" "02134" "023624" "02136" "02164" "0247"
#> SAMPLE_1761 SAMPLE_1762 SAMPLE_1763 SAMPLE_1764 SAMPLE_1765 SAMPLE_1766 SAMPLE_1767 SAMPLE_1768
#> "0247" "0225" "02135" "0222" "0225" "02163" "02115" "02363"
#> SAMPLE_1769 SAMPLE_1770 SAMPLE_1771 SAMPLE_1772 SAMPLE_1773 SAMPLE_1774 SAMPLE_1775 SAMPLE_1776
#> "02363" "02363" "02323" "02115" "02363" "02372" "0246" "02141"
#> SAMPLE_1777 SAMPLE_1778 SAMPLE_1779 SAMPLE_1780 SAMPLE_1781 SAMPLE_1782 SAMPLE_1783 SAMPLE_1784
#> "02121" "0222" "0222" "0241" "02313" "0241" "02313" "0241"
#> SAMPLE_1785 SAMPLE_1786 SAMPLE_1787 SAMPLE_1788 SAMPLE_1789 SAMPLE_1790 SAMPLE_1791 SAMPLE_1792
#> "02121" "02121" "0241" "0241" "0241" "02121" "023622" "02312"
#> SAMPLE_1793 SAMPLE_1794 SAMPLE_1795 SAMPLE_1796 SAMPLE_1797 SAMPLE_1798 SAMPLE_1799 SAMPLE_1800
#> "02161" "0241" "0247" "0227" "033" "02364" "0226" "0225"
#> SAMPLE_1801 SAMPLE_1802 SAMPLE_1803 SAMPLE_1804 SAMPLE_1805 SAMPLE_1806 SAMPLE_1807 SAMPLE_1808
#> "0222" "02431" "0225" "02431" "02432" "0247" "02432" "0222"
#> SAMPLE_1809 SAMPLE_1810 SAMPLE_1811 SAMPLE_1812 SAMPLE_1813 SAMPLE_1814 SAMPLE_1815 SAMPLE_1816
#> "0226" "02431" "02432" "02432" "02375" "0222" "0225" "02174"
#> SAMPLE_1817 SAMPLE_1818 SAMPLE_1819 SAMPLE_1820 SAMPLE_1821 SAMPLE_1822 SAMPLE_1823 SAMPLE_1824
#> "02145" "0247" "0247" "02432" "0222" "02431" "02431" "0225"
#> SAMPLE_1825 SAMPLE_1826 SAMPLE_1827 SAMPLE_1828 SAMPLE_1829 SAMPLE_1830 SAMPLE_1831 SAMPLE_1832
#> "02431" "02432" "031" "031" "0144" "031" "031" "0246"
#> SAMPLE_1833 SAMPLE_1834 SAMPLE_1835 SAMPLE_1836 SAMPLE_1837 SAMPLE_1838 SAMPLE_1839 SAMPLE_1840
#> "02312" "0241" "031" "02164" "02112" "0144" "02134" "023623"
#> SAMPLE_1841 SAMPLE_1842 SAMPLE_1843 SAMPLE_1844 SAMPLE_1845 SAMPLE_1846 SAMPLE_1847 SAMPLE_1848
#> "023625" "0224" "0224" "02432" "033" "015" "033" "0246"
#> SAMPLE_1849 SAMPLE_1850 SAMPLE_1851 SAMPLE_1852 SAMPLE_1853 SAMPLE_1854 SAMPLE_1855 SAMPLE_1856
#> "0241" "02432" "02166" "02166" "02166" "02163" "0225" "02166"
#> SAMPLE_1857 SAMPLE_1858 SAMPLE_1859 SAMPLE_1860 SAMPLE_1861 SAMPLE_1862 SAMPLE_1863 SAMPLE_1864
#> "02133" "02311" "0141" "02112" "0241" "0222" "0246" "0224"
#> SAMPLE_1865 SAMPLE_1866 SAMPLE_1867 SAMPLE_1868 SAMPLE_1869 SAMPLE_1870 SAMPLE_1871 SAMPLE_1872
#> "0134" "02363" "02324" "02332" "02325" "0141" "0161" "0242"
#> SAMPLE_1873 SAMPLE_1874 SAMPLE_1875 SAMPLE_1876 SAMPLE_1877 SAMPLE_1878 SAMPLE_1879 SAMPLE_1880
#> "0242" "02363" "0141" "0141" "0141" "02325" "023624" "02165"
#> SAMPLE_1881 SAMPLE_1882 SAMPLE_1883 SAMPLE_1884 SAMPLE_1885 SAMPLE_1886 SAMPLE_1887 SAMPLE_1888
#> "02135" "02112" "02312" "033" "0241" "0223" "0223" "02143"
#> SAMPLE_1889 SAMPLE_1890 SAMPLE_1891 SAMPLE_1892 SAMPLE_1893 SAMPLE_1894 SAMPLE_1895 SAMPLE_1896
#> "0163" "0164" "0162" "0162" "0123" "0162" "031" "031"
#> SAMPLE_1897 SAMPLE_1898 SAMPLE_1899 SAMPLE_1900 SAMPLE_1901 SAMPLE_1902 SAMPLE_1903 SAMPLE_1904
#> "031" "031" "033" "031" "031" "031" "031" "031"
#> SAMPLE_1905 SAMPLE_1906 SAMPLE_1907 SAMPLE_1908 SAMPLE_1909 SAMPLE_1910 SAMPLE_1911 SAMPLE_1912
#> "02324" "02117" "02111" "0133" "02115" "033" "031" "0244"
#> SAMPLE_1913 SAMPLE_1914 SAMPLE_1915 SAMPLE_1916 SAMPLE_1917 SAMPLE_1918 SAMPLE_1919 SAMPLE_1920
#> "02431" "02431" "02332" "02161" "02161" "02161" "02163" "0235"
#> SAMPLE_1921 SAMPLE_1922 SAMPLE_1923 SAMPLE_1924 SAMPLE_1925 SAMPLE_1926 SAMPLE_1927 SAMPLE_1928
#> "0131" "02171" "02321" "023625" "02166" "031" "02164" "031"
#> SAMPLE_1929 SAMPLE_1930 SAMPLE_1931 SAMPLE_1932 SAMPLE_1933 SAMPLE_1934 SAMPLE_1935 SAMPLE_1936
#> "0235" "0144" "0235" "0113" "02331" "02311" "0225" "02113"
#> SAMPLE_1937 SAMPLE_1938 SAMPLE_1939 SAMPLE_1940 SAMPLE_1941 SAMPLE_1942 SAMPLE_1943 SAMPLE_1944
#> "031" "02331" "02112" "02114" "02114" "02113" "02116" "02135"
#> SAMPLE_1945 SAMPLE_1946 SAMPLE_1947 SAMPLE_1948 SAMPLE_1949 SAMPLE_1950 SAMPLE_1951 SAMPLE_1952
#> "02113" "02114" "02113" "02113" "02163" "02132" "02112" "02112"
#> SAMPLE_1953 SAMPLE_1954 SAMPLE_1955 SAMPLE_1956 SAMPLE_1957 SAMPLE_1958 SAMPLE_1959 SAMPLE_1960
#> "02132" "02113" "02113" "02161" "0224" "0244" "0225" "02431"
#> SAMPLE_1961 SAMPLE_1962 SAMPLE_1963 SAMPLE_1964 SAMPLE_1965 SAMPLE_1966 SAMPLE_1967 SAMPLE_1968
#> "0225" "02314" "02432" "02111" "02117" "0242" "02164" "023623"
#> SAMPLE_1969 SAMPLE_1970 SAMPLE_1971 SAMPLE_1972 SAMPLE_1973 SAMPLE_1974 SAMPLE_1975 SAMPLE_1976
#> "0133" "0245" "02431" "0247" "0132" "0241" "02113" "02313"
#> SAMPLE_1977 SAMPLE_1978 SAMPLE_1979 SAMPLE_1980 SAMPLE_1981 SAMPLE_1982 SAMPLE_1983 SAMPLE_1984
#> "0246" "02331" "02112" "0244" "02321" "02321" "02321" "02321"
#> SAMPLE_1985 SAMPLE_1986 SAMPLE_1987 SAMPLE_1988 SAMPLE_1989 SAMPLE_1990 SAMPLE_1991 SAMPLE_1992
#> "02321" "02321" "0244" "02171" "0244" "02321" "02321" "031"
#> SAMPLE_1993 SAMPLE_1994 SAMPLE_1995 SAMPLE_1996 SAMPLE_1997 SAMPLE_1998 SAMPLE_1999 SAMPLE_2000
#> "0241" "02331" "0222" "02116" "02134" "02112" "0244" "0164"
#> SAMPLE_2001 SAMPLE_2002 SAMPLE_2003 SAMPLE_2004 SAMPLE_2005 SAMPLE_2006 SAMPLE_2007 SAMPLE_2008
#> "02321" "02111" "02111" "02113" "02113" "02111" "02111" "02111"
#> SAMPLE_2009 SAMPLE_2010 SAMPLE_2011 SAMPLE_2012 SAMPLE_2013 SAMPLE_2014 SAMPLE_2015 SAMPLE_2016
#> "02113" "02117" "02113" "02117" "02117" "031" "02312" "0222"
#> SAMPLE_2017 SAMPLE_2018 SAMPLE_2019 SAMPLE_2020 SAMPLE_2021 SAMPLE_2022 SAMPLE_2023 SAMPLE_2024
#> "02313" "02134" "0246" "02161" "0241" "0245" "0247" "02331"
#> SAMPLE_2025 SAMPLE_2026 SAMPLE_2027 SAMPLE_2028 SAMPLE_2029 SAMPLE_2030 SAMPLE_2031 SAMPLE_2032
#> "031" "031" "02321" "02171" "02171" "02163" "031" "031"
#> SAMPLE_2033 SAMPLE_2034 SAMPLE_2035 SAMPLE_2036 SAMPLE_2037 SAMPLE_2038 SAMPLE_2039 SAMPLE_2040
#> "031" "031" "031" "031" "02431" "0241" "02111" "02373"
#> SAMPLE_2041 SAMPLE_2042 SAMPLE_2043 SAMPLE_2044 SAMPLE_2045 SAMPLE_2046 SAMPLE_2047 SAMPLE_2048
#> "02143" "02135" "02113" "02111" "02111" "02115" "02115" "02111"
#> SAMPLE_2049 SAMPLE_2050 SAMPLE_2051 SAMPLE_2052 SAMPLE_2053 SAMPLE_2054 SAMPLE_2055 SAMPLE_2056
#> "02163" "02313" "02143" "031" "031" "031" "02375" "02313"
#> SAMPLE_2057 SAMPLE_2058 SAMPLE_2059 SAMPLE_2060 SAMPLE_2061 SAMPLE_2062 SAMPLE_2063 SAMPLE_2064
#> "02116" "02165" "031" "02331" "015" "02314" "02143" "031"
#> SAMPLE_2065 SAMPLE_2066 SAMPLE_2067 SAMPLE_2068 SAMPLE_2069 SAMPLE_2070 SAMPLE_2071 SAMPLE_2072
#> "0225" "031" "0222" "02373" "02364" "02171" "02321" "02111"
#> SAMPLE_2073 SAMPLE_2074 SAMPLE_2075 SAMPLE_2076 SAMPLE_2077 SAMPLE_2078 SAMPLE_2079 SAMPLE_2080
#> "02111" "02117" "02115" "02111" "02323" "02323" "02323" "02326"
#> SAMPLE_2081 SAMPLE_2082 SAMPLE_2083 SAMPLE_2084 SAMPLE_2085 SAMPLE_2086 SAMPLE_2087 SAMPLE_2088
#> "0244" "02115" "0244" "02144" "02144" "02144" "02323" "02173"
#> SAMPLE_2089 SAMPLE_2090 SAMPLE_2091 SAMPLE_2092 SAMPLE_2093 SAMPLE_2094 SAMPLE_2095 SAMPLE_2096
#> "02144" "02173" "02326" "02323" "02132" "02132" "02173" "02144"
#> SAMPLE_2097 SAMPLE_2098 SAMPLE_2099 SAMPLE_2100 SAMPLE_2101 SAMPLE_2102 SAMPLE_2103 SAMPLE_2104
#> "02323" "02132" "02323" "02323" "02323" "02323" "02173" "0244"
#> SAMPLE_2105 SAMPLE_2106 SAMPLE_2107 SAMPLE_2108 SAMPLE_2109 SAMPLE_2110 SAMPLE_2111 SAMPLE_2112
#> "02144" "02144" "02144" "02323" "0244" "02115" "0244" "02323"
#> SAMPLE_2113 SAMPLE_2114 SAMPLE_2115 SAMPLE_2116 SAMPLE_2117 SAMPLE_2118 SAMPLE_2119 SAMPLE_2120
#> "02323" "02323" "02173" "02326" "02323" "02323" "02173" "02144"
#> SAMPLE_2121 SAMPLE_2122 SAMPLE_2123 SAMPLE_2124 SAMPLE_2125 SAMPLE_2126 SAMPLE_2127 SAMPLE_2128
#> "02323" "02323" "02132" "02326" "0244" "02132" "02132" "02323"
#> SAMPLE_2129 SAMPLE_2130 SAMPLE_2131 SAMPLE_2132 SAMPLE_2133 SAMPLE_2134 SAMPLE_2135 SAMPLE_2136
#> "02132" "02323" "02144" "02324" "02323" "02115" "0244" "02132"
#> SAMPLE_2137 SAMPLE_2138 SAMPLE_2139 SAMPLE_2140 SAMPLE_2141 SAMPLE_2142 SAMPLE_2143 SAMPLE_2144
#> "02323" "0244" "0241" "02112" "0132" "0241" "0241" "0222"
#> SAMPLE_2145 SAMPLE_2146 SAMPLE_2147 SAMPLE_2148 SAMPLE_2149 SAMPLE_2150 SAMPLE_2151 SAMPLE_2152
#> "0241" "031" "02313" "02332" "0226" "0247" "02375" "0225"
#> SAMPLE_2153 SAMPLE_2154 SAMPLE_2155 SAMPLE_2156 SAMPLE_2157 SAMPLE_2158 SAMPLE_2159 SAMPLE_2160
#> "0247" "02321" "0244" "02171" "02321" "02171" "02171" "02321"
#> SAMPLE_2161 SAMPLE_2162 SAMPLE_2163 SAMPLE_2164 SAMPLE_2165 SAMPLE_2166 SAMPLE_2167 SAMPLE_2168
#> "02171" "02363" "02141" "02141" "02117" "02132" "02117" "02111"
#> SAMPLE_2169 SAMPLE_2170 SAMPLE_2171 SAMPLE_2172 SAMPLE_2173 SAMPLE_2174 SAMPLE_2175 SAMPLE_2176
#> "02313" "0247" "0247" "0241" "033" "0241" "02313" "02166"
#> SAMPLE_2177 SAMPLE_2178 SAMPLE_2179 SAMPLE_2180 SAMPLE_2181 SAMPLE_2182 SAMPLE_2183 SAMPLE_2184
#> "02314" "023623" "032" "0222" "02313" "0144" "02112" "031"
#> SAMPLE_2185 SAMPLE_2186 SAMPLE_2187 SAMPLE_2188 SAMPLE_2189 SAMPLE_2190 SAMPLE_2191 SAMPLE_2192
#> "031" "0224" "02321" "0215" "0215" "0215" "0215" "0215"
#> SAMPLE_2193 SAMPLE_2194 SAMPLE_2195 SAMPLE_2196 SAMPLE_2197 SAMPLE_2198 SAMPLE_2199 SAMPLE_2200
#> "0215" "0215" "0215" "0215" "0215" "02166" "0222" "0241"
#> SAMPLE_2201 SAMPLE_2202 SAMPLE_2203 SAMPLE_2204 SAMPLE_2205 SAMPLE_2206 SAMPLE_2207 SAMPLE_2208
#> "031" "0222" "0241" "02312" "0244" "0162" "02311" "02165"
#> SAMPLE_2209 SAMPLE_2210 SAMPLE_2211 SAMPLE_2212 SAMPLE_2213 SAMPLE_2214 SAMPLE_2215 SAMPLE_2216
#> "02374" "031" "02312" "02112" "02375" "0244" "0223" "031"
#> SAMPLE_2217 SAMPLE_2218 SAMPLE_2219 SAMPLE_2220 SAMPLE_2221 SAMPLE_2222 SAMPLE_2223 SAMPLE_2224
#> "02161" "0222" "02143" "02166" "02313" "0234" "0245" "02371"
#> SAMPLE_2225 SAMPLE_2226 SAMPLE_2227 SAMPLE_2228 SAMPLE_2229 SAMPLE_2230 SAMPLE_2231 SAMPLE_2232
#> "02171" "0163" "02141" "031" "02134" "0144" "0241" "0222"
#> SAMPLE_2233 SAMPLE_2234 SAMPLE_2235 SAMPLE_2236 SAMPLE_2237 SAMPLE_2238 SAMPLE_2239 SAMPLE_2240
#> "031" "023625" "031" "031" "0227" "02364" "02332" "031"
#> SAMPLE_2241 SAMPLE_2242 SAMPLE_2243 SAMPLE_2244 SAMPLE_2245 SAMPLE_2246 SAMPLE_2247 SAMPLE_2248
#> "031" "031" "031" "031" "031" "031" "02112" "0241"
#> SAMPLE_2249 SAMPLE_2250 SAMPLE_2251 SAMPLE_2252 SAMPLE_2253 SAMPLE_2254 SAMPLE_2255 SAMPLE_2256
#> "032" "0244" "0145" "02112" "031" "0246" "0222" "0246"
#> SAMPLE_2257 SAMPLE_2258 SAMPLE_2259 SAMPLE_2260 SAMPLE_2261 SAMPLE_2262 SAMPLE_2263 SAMPLE_2264
#> "0227" "02161" "0222" "031" "0142" "0114" "02331" "031"
#> SAMPLE_2265 SAMPLE_2266 SAMPLE_2267 SAMPLE_2268 SAMPLE_2269 SAMPLE_2270 SAMPLE_2271 SAMPLE_2272
#> "02372" "023622" "02165" "031" "02433" "023624" "023624" "023624"
#> SAMPLE_2273 SAMPLE_2274 SAMPLE_2275 SAMPLE_2276 SAMPLE_2277 SAMPLE_2278 SAMPLE_2279 SAMPLE_2280
#> "0114" "02116" "0222" "0246" "0246" "0241" "0222" "02312"
#> SAMPLE_2281 SAMPLE_2282 SAMPLE_2283 SAMPLE_2284 SAMPLE_2285 SAMPLE_2286 SAMPLE_2287 SAMPLE_2288
#> "02121" "02312" "02121" "02133" "02324" "0241" "0222" "0114"
#> SAMPLE_2289 SAMPLE_2290 SAMPLE_2291 SAMPLE_2292 SAMPLE_2293 SAMPLE_2294 SAMPLE_2295 SAMPLE_2296
#> "02161" "031" "033" "0222" "0241" "0241" "0222" "031"
#> SAMPLE_2297 SAMPLE_2298 SAMPLE_2299 SAMPLE_2300 SAMPLE_2301 SAMPLE_2302 SAMPLE_2303 SAMPLE_2304
#> "02166" "02331" "031" "0227" "0246" "02112" "0248" "031"
#> SAMPLE_2305 SAMPLE_2306 SAMPLE_2307 SAMPLE_2308 SAMPLE_2309 SAMPLE_2310 SAMPLE_2311 SAMPLE_2312
#> "0144" "0241" "02312" "02133" "0222" "0246" "0222" "0241"
#> SAMPLE_2313 SAMPLE_2314 SAMPLE_2315 SAMPLE_2316 SAMPLE_2317 SAMPLE_2318 SAMPLE_2319 SAMPLE_2320
#> "02312" "031" "031" "031" "031" "031" "0143" "0241"
#> SAMPLE_2321 SAMPLE_2322 SAMPLE_2323 SAMPLE_2324 SAMPLE_2325 SAMPLE_2326 SAMPLE_2327 SAMPLE_2328
#> "0241" "02121" "0241" "0241" "02112" "02324" "023624" "0227"
#> SAMPLE_2329 SAMPLE_2330 SAMPLE_2331 SAMPLE_2332 SAMPLE_2333 SAMPLE_2334 SAMPLE_2335 SAMPLE_2336
#> "0227" "02161" "0241" "0246" "0222" "02313" "02121" "02121"
#> SAMPLE_2337 SAMPLE_2338 SAMPLE_2339 SAMPLE_2340 SAMPLE_2341 SAMPLE_2342 SAMPLE_2343 SAMPLE_2344
#> "02431" "0226" "031" "033" "031" "031" "033" "0222"
#> SAMPLE_2345 SAMPLE_2346 SAMPLE_2347 SAMPLE_2348 SAMPLE_2349 SAMPLE_2350 SAMPLE_2351 SAMPLE_2352
#> "02111" "0223" "023623" "02143" "033" "0248" "031" "02172"
#> SAMPLE_2353 SAMPLE_2354 SAMPLE_2355 SAMPLE_2356 SAMPLE_2357 SAMPLE_2358 SAMPLE_2359 SAMPLE_2360
#> "0111" "02321" "02171" "0241" "0222" "0241" "02143" "02331"
#> SAMPLE_2361 SAMPLE_2362 SAMPLE_2363 SAMPLE_2364 SAMPLE_2365 SAMPLE_2366 SAMPLE_2367 SAMPLE_2368
#> "0222" "02364" "031" "02311" "023623" "02312" "02121" "02172"
#> SAMPLE_2369 SAMPLE_2370 SAMPLE_2371 SAMPLE_2372 SAMPLE_2373 SAMPLE_2374 SAMPLE_2375 SAMPLE_2376
#> "0142" "0142" "02313" "02134" "0142" "0142" "02172" "0142"
#> SAMPLE_2377 SAMPLE_2378 SAMPLE_2379 SAMPLE_2380 SAMPLE_2381 SAMPLE_2382 SAMPLE_2383 SAMPLE_2384
#> "0142" "0142" "02172" "0142" "02172" "0142" "02172" "02333"
#> SAMPLE_2385 SAMPLE_2386 SAMPLE_2387 SAMPLE_2388 SAMPLE_2389 SAMPLE_2390 SAMPLE_2391 SAMPLE_2392
#> "02333" "0141" "02325" "02325" "0241" "0247" "0244" "031"
#> SAMPLE_2393 SAMPLE_2394 SAMPLE_2395 SAMPLE_2396 SAMPLE_2397 SAMPLE_2398 SAMPLE_2399 SAMPLE_2400
#> "031" "02161" "02321" "02161" "031" "0142" "0142" "0142"
#> SAMPLE_2401 SAMPLE_2402 SAMPLE_2403 SAMPLE_2404 SAMPLE_2405 SAMPLE_2406 SAMPLE_2407 SAMPLE_2408
#> "0142" "0142" "0141" "0141" "02325" "02325" "02325" "02325"
#> SAMPLE_2409 SAMPLE_2410 SAMPLE_2411 SAMPLE_2412 SAMPLE_2413 SAMPLE_2414 SAMPLE_2415 SAMPLE_2416
#> "02312" "0215" "0114" "02332" "02137" "02313" "0235" "0241"
#> SAMPLE_2417 SAMPLE_2418 SAMPLE_2419 SAMPLE_2420 SAMPLE_2421 SAMPLE_2422 SAMPLE_2423 SAMPLE_2424
#> "0241" "023622" "023623" "033" "0111" "0244" "032" "0246"
#> SAMPLE_2425 SAMPLE_2426 SAMPLE_2427 SAMPLE_2428 SAMPLE_2429 SAMPLE_2430 SAMPLE_2431 SAMPLE_2432
#> "0222" "031" "02161" "02161" "02134" "031" "031" "031"
#> SAMPLE_2433 SAMPLE_2434 SAMPLE_2435 SAMPLE_2436 SAMPLE_2437 SAMPLE_2438 SAMPLE_2439 SAMPLE_2440
#> "02161" "0241" "031" "0121" "02431" "02431" "02375" "02312"
#> SAMPLE_2441 SAMPLE_2442 SAMPLE_2443 SAMPLE_2444 SAMPLE_2445 SAMPLE_2446 SAMPLE_2447 SAMPLE_2448
#> "0246" "031" "033" "033" "02331" "033" "0121" "02123"
#> SAMPLE_2449 SAMPLE_2450 SAMPLE_2451 SAMPLE_2452 SAMPLE_2453 SAMPLE_2454 SAMPLE_2455 SAMPLE_2456
#> "032" "02313" "0123" "02311" "0246" "02433" "0247" "02311"
#> SAMPLE_2457 SAMPLE_2458 SAMPLE_2459 SAMPLE_2460 SAMPLE_2461 SAMPLE_2462 SAMPLE_2463 SAMPLE_2464
#> "0241" "02165" "0133" "031" "02313" "02134" "015" "0241"
#> SAMPLE_2465 SAMPLE_2466 SAMPLE_2467 SAMPLE_2468 SAMPLE_2469 SAMPLE_2470 SAMPLE_2471 SAMPLE_2472
#> "0113" "02364" "0112" "02312" "0247" "033" "031" "02312"
#> SAMPLE_2473 SAMPLE_2474 SAMPLE_2475 SAMPLE_2476 SAMPLE_2477 SAMPLE_2478 SAMPLE_2479 SAMPLE_2480
#> "0246" "02161" "0222" "02333" "0225" "02161" "02162" "02311"
#> SAMPLE_2481 SAMPLE_2482 SAMPLE_2483 SAMPLE_2484 SAMPLE_2485 SAMPLE_2486 SAMPLE_2487 SAMPLE_2488
#> "02311" "02374" "02123" "031" "02132" "032" "02123" "02122"
#> SAMPLE_2489 SAMPLE_2490 SAMPLE_2491 SAMPLE_2492 SAMPLE_2493 SAMPLE_2494 SAMPLE_2495 SAMPLE_2496
#> "02122" "02122" "02122" "02122" "02122" "02123" "02123" "02123"
#> SAMPLE_2497 SAMPLE_2498 SAMPLE_2499 SAMPLE_2500 SAMPLE_2501 SAMPLE_2502 SAMPLE_2503 SAMPLE_2504
#> "02122" "02122" "02123" "02122" "02122" "02123" "02123" "02123"
#> SAMPLE_2505 SAMPLE_2506 SAMPLE_2507 SAMPLE_2508 SAMPLE_2509 SAMPLE_2510 SAMPLE_2511 SAMPLE_2512
#> "02123" "02123" "02123" "0144" "0144" "02141" "02141" "02332"
#> SAMPLE_2513 SAMPLE_2514 SAMPLE_2515 SAMPLE_2516 SAMPLE_2517 SAMPLE_2518 SAMPLE_2519 SAMPLE_2520
#> "02333" "02364" "0163" "02171" "0246" "02166" "0246" "0241"
#> SAMPLE_2521 SAMPLE_2522 SAMPLE_2523 SAMPLE_2524 SAMPLE_2525 SAMPLE_2526 SAMPLE_2527 SAMPLE_2528
#> "0241" "02161" "02433" "0222" "033" "02433" "0247" "0111"
#> SAMPLE_2529 SAMPLE_2530 SAMPLE_2531 SAMPLE_2532 SAMPLE_2533 SAMPLE_2534 SAMPLE_2535 SAMPLE_2536
#> "031" "031" "02133" "0246" "031" "02363" "02131" "02131"
#> SAMPLE_2537 SAMPLE_2538 SAMPLE_2539 SAMPLE_2540 SAMPLE_2541 SAMPLE_2542 SAMPLE_2543 SAMPLE_2544
#> "02134" "02136" "0144" "02131" "02131" "02134" "02131" "02161"
#> SAMPLE_2545 SAMPLE_2546 SAMPLE_2547 SAMPLE_2548 SAMPLE_2549 SAMPLE_2550 SAMPLE_2551 SAMPLE_2552
#> "02131" "02131" "02131" "02136" "02131" "02131" "02131" "02363"
#> SAMPLE_2553 SAMPLE_2554 SAMPLE_2555 SAMPLE_2556 SAMPLE_2557 SAMPLE_2558 SAMPLE_2559 SAMPLE_2560
#> "0224" "0142" "0143" "0224" "0224" "02143" "0224" "0224"
#> SAMPLE_2561 SAMPLE_2562 SAMPLE_2563 SAMPLE_2564 SAMPLE_2565 SAMPLE_2566 SAMPLE_2567 SAMPLE_2568
#> "0143" "0224" "0143" "0143" "0143" "0143" "0224" "0142"
#> SAMPLE_2569 SAMPLE_2570 SAMPLE_2571 SAMPLE_2572 SAMPLE_2573 SAMPLE_2574 SAMPLE_2575 SAMPLE_2576
#> "0143" "02331" "02312" "02433" "0242" "02132" "02163" "02163"
#> SAMPLE_2577 SAMPLE_2578 SAMPLE_2579 SAMPLE_2580 SAMPLE_2581 SAMPLE_2582 SAMPLE_2583 SAMPLE_2584
#> "0246" "02134" "02311" "032" "0222" "02321" "02313" "02163"
#> SAMPLE_2585 SAMPLE_2586 SAMPLE_2587 SAMPLE_2588 SAMPLE_2589 SAMPLE_2590 SAMPLE_2591 SAMPLE_2592
#> "023622" "02163" "0241" "0246" "02313" "0222" "033" "02171"
#> SAMPLE_2593 SAMPLE_2594 SAMPLE_2595 SAMPLE_2596 SAMPLE_2597 SAMPLE_2598 SAMPLE_2599 SAMPLE_2600
#> "02321" "02321" "02333" "032" "0247" "02332" "02134" "02311"
#> SAMPLE_2601 SAMPLE_2602 SAMPLE_2603 SAMPLE_2604 SAMPLE_2605 SAMPLE_2606 SAMPLE_2607 SAMPLE_2608
#> "02313" "02433" "02161" "02331" "02134" "02134" "0246" "0143"
#> SAMPLE_2609 SAMPLE_2610 SAMPLE_2611 SAMPLE_2612 SAMPLE_2613 SAMPLE_2614 SAMPLE_2615 SAMPLE_2616
#> "02312" "0241" "023623" "02311" "02134" "0246" "02163" "0241"
#> SAMPLE_2617 SAMPLE_2618 SAMPLE_2619 SAMPLE_2620 SAMPLE_2621 SAMPLE_2622 SAMPLE_2623 SAMPLE_2624
#> "0246" "033" "02163" "02134" "0241" "02313" "02161" "02166"
#> SAMPLE_2625 SAMPLE_2626 SAMPLE_2627 SAMPLE_2628 SAMPLE_2629 SAMPLE_2630 SAMPLE_2631 SAMPLE_2632
#> "023622" "02311" "02314" "02332" "02166" "02332" "02372" "02372"
#> SAMPLE_2633 SAMPLE_2634 SAMPLE_2635 SAMPLE_2636 SAMPLE_2637 SAMPLE_2638 SAMPLE_2639 SAMPLE_2640
#> "0241" "02133" "02161" "02163" "02163" "02132" "02132" "02132"
#> SAMPLE_2641 SAMPLE_2642 SAMPLE_2643 SAMPLE_2644 SAMPLE_2645 SAMPLE_2646 SAMPLE_2647 SAMPLE_2648
#> "032" "0241" "02312" "02313" "02166" "033" "0241" "02372"
#> SAMPLE_2649 SAMPLE_2650 SAMPLE_2651 SAMPLE_2652 SAMPLE_2653 SAMPLE_2654 SAMPLE_2655 SAMPLE_2656
#> "02433" "031" "02331" "032" "032" "032" "031" "02161"
#> SAMPLE_2657 SAMPLE_2658 SAMPLE_2659 SAMPLE_2660 SAMPLE_2661 SAMPLE_2662 SAMPLE_2663 SAMPLE_2664
#> "02163" "031" "031" "02331" "033" "032" "031" "02171"
#> SAMPLE_2665 SAMPLE_2666 SAMPLE_2667 SAMPLE_2668 SAMPLE_2669 SAMPLE_2670 SAMPLE_2671 SAMPLE_2672
#> "02321" "02171" "0224" "0224" "0224" "02163" "02163" "02134"
#> SAMPLE_2673 SAMPLE_2674 SAMPLE_2675 SAMPLE_2676 SAMPLE_2677 SAMPLE_2678 SAMPLE_2679 SAMPLE_2680
#> "02134" "02131" "02131" "02133" "02131" "02115" "0224" "02374"
#> SAMPLE_2681 SAMPLE_2682 SAMPLE_2683 SAMPLE_2684 SAMPLE_2685 SAMPLE_2686 SAMPLE_2687 SAMPLE_2688
#> "02372" "023625" "02333" "02332" "02133" "02131" "02131" "02375"
#> SAMPLE_2689 SAMPLE_2690 SAMPLE_2691 SAMPLE_2692 SAMPLE_2693 SAMPLE_2694 SAMPLE_2695 SAMPLE_2696
#> "0242" "02163" "02137" "031" "0242" "0242" "02322" "0221"
#> SAMPLE_2697 SAMPLE_2698 SAMPLE_2699 SAMPLE_2700 SAMPLE_2701 SAMPLE_2702 SAMPLE_2703 SAMPLE_2704
#> "0242" "02322" "0221" "0221" "0221" "023622" "0241" "0241"
#> SAMPLE_2705 SAMPLE_2706 SAMPLE_2707 SAMPLE_2708 SAMPLE_2709 SAMPLE_2710 SAMPLE_2711 SAMPLE_2712
#> "02313" "02163" "02163" "02163" "02163" "0242" "02174" "02322"
#> SAMPLE_2713 SAMPLE_2714 SAMPLE_2715 SAMPLE_2716 SAMPLE_2717 SAMPLE_2718 SAMPLE_2719 SAMPLE_2720
#> "0221" "0145" "0242" "0145" "0242" "02333" "02333" "02333"
#> SAMPLE_2721 SAMPLE_2722 SAMPLE_2723 SAMPLE_2724 SAMPLE_2725 SAMPLE_2726 SAMPLE_2727 SAMPLE_2728
#> "02163" "0132" "02132" "0226" "0226" "0226" "0247" "0226"
#> SAMPLE_2729 SAMPLE_2730 SAMPLE_2731 SAMPLE_2732 SAMPLE_2733 SAMPLE_2734 SAMPLE_2735 SAMPLE_2736
#> "02322" "02322" "02322" "02322" "02322" "0224" "02431" "0161"
#> SAMPLE_2737 SAMPLE_2738 SAMPLE_2739 SAMPLE_2740 SAMPLE_2741 SAMPLE_2742 SAMPLE_2743 SAMPLE_2744
#> "0143" "0143" "0143" "0143" "0142" "0143" "0144" "0143"
#> SAMPLE_2745 SAMPLE_2746 SAMPLE_2747 SAMPLE_2748 SAMPLE_2749 SAMPLE_2750 SAMPLE_2751 SAMPLE_2752
#> "0143" "02124" "0165" "02131" "02131" "02131" "02131" "02131"
#> SAMPLE_2753 SAMPLE_2754 SAMPLE_2755 SAMPLE_2756 SAMPLE_2757 SAMPLE_2758 SAMPLE_2759 SAMPLE_2760
#> "02131" "02131" "02131" "02131" "02131" "02131" "02132" "0161"
#> SAMPLE_2761 SAMPLE_2762 SAMPLE_2763 SAMPLE_2764 SAMPLE_2765 SAMPLE_2766 SAMPLE_2767 SAMPLE_2768
#> "0221" "0221" "0242" "0221" "0221" "0221" "0221" "0242"
#> SAMPLE_2769 SAMPLE_2770 SAMPLE_2771 SAMPLE_2772 SAMPLE_2773 SAMPLE_2774 SAMPLE_2775 SAMPLE_2776
#> "0242" "0221" "0248" "02124" "02311" "02133" "02165" "0244"
#> SAMPLE_2777 SAMPLE_2778 SAMPLE_2779 SAMPLE_2780 SAMPLE_2781 SAMPLE_2782 SAMPLE_2783 SAMPLE_2784
#> "02135" "02372" "02145" "02143" "02332" "02134" "02163" "0223"
#> SAMPLE_2785 SAMPLE_2786 SAMPLE_2787 SAMPLE_2788 SAMPLE_2789 SAMPLE_2790 SAMPLE_2791 SAMPLE_2792
#> "0161" "0247" "0143" "0141" "0242" "0141" "0141" "0141"
#> SAMPLE_2793 SAMPLE_2794 SAMPLE_2795 SAMPLE_2796 SAMPLE_2797 SAMPLE_2798 SAMPLE_2799 SAMPLE_2800
#> "0242" "0242" "032" "023622" "02325" "02433" "02433" "02166"
#> SAMPLE_2801
#> "02333"
get_classes(res_rh, merge_node = merge_node_param(min_n_signatures = 1359))
#> SAMPLE_1 SAMPLE_2 SAMPLE_3 SAMPLE_4 SAMPLE_5 SAMPLE_6 SAMPLE_7 SAMPLE_8
#> "0226" "02432" "0225" "02432" "0225" "0226" "0226" "0225"
#> SAMPLE_9 SAMPLE_10 SAMPLE_11 SAMPLE_12 SAMPLE_13 SAMPLE_14 SAMPLE_15 SAMPLE_16
#> "0226" "02432" "02431" "02432" "02321" "0226" "0165" "0165"
#> SAMPLE_17 SAMPLE_18 SAMPLE_19 SAMPLE_20 SAMPLE_21 SAMPLE_22 SAMPLE_23 SAMPLE_24
#> "0247" "02432" "0163" "02115" "0163" "02431" "0226" "0226"
#> SAMPLE_25 SAMPLE_26 SAMPLE_27 SAMPLE_28 SAMPLE_29 SAMPLE_30 SAMPLE_31 SAMPLE_32
#> "0226" "02432" "0247" "02431" "0226" "0226" "0233" "0233"
#> SAMPLE_33 SAMPLE_34 SAMPLE_35 SAMPLE_36 SAMPLE_37 SAMPLE_38 SAMPLE_39 SAMPLE_40
#> "02161" "0233" "02161" "02137" "0233" "0233" "02137" "0233"
#> SAMPLE_41 SAMPLE_42 SAMPLE_43 SAMPLE_44 SAMPLE_45 SAMPLE_46 SAMPLE_47 SAMPLE_48
#> "0233" "0233" "02161" "02137" "02137" "0233" "0233" "0233"
#> SAMPLE_49 SAMPLE_50 SAMPLE_51 SAMPLE_52 SAMPLE_53 SAMPLE_54 SAMPLE_55 SAMPLE_56
#> "0233" "0233" "0233" "0233" "0233" "0233" "0233" "0233"
#> SAMPLE_57 SAMPLE_58 SAMPLE_59 SAMPLE_60 SAMPLE_61 SAMPLE_62 SAMPLE_63 SAMPLE_64
#> "015" "015" "015" "015" "015" "02171" "02321" "0223"
#> SAMPLE_65 SAMPLE_66 SAMPLE_67 SAMPLE_68 SAMPLE_69 SAMPLE_70 SAMPLE_71 SAMPLE_72
#> "02171" "02171" "02171" "0244" "02161" "0233" "0233" "02163"
#> SAMPLE_73 SAMPLE_74 SAMPLE_75 SAMPLE_76 SAMPLE_77 SAMPLE_78 SAMPLE_79 SAMPLE_80
#> "0233" "0233" "02161" "0233" "0233" "0233" "0233" "015"
#> SAMPLE_81 SAMPLE_82 SAMPLE_83 SAMPLE_84 SAMPLE_85 SAMPLE_86 SAMPLE_87 SAMPLE_88
#> "015" "015" "015" "015" "0111" "0112" "0164" "0122"
#> SAMPLE_89 SAMPLE_90 SAMPLE_91 SAMPLE_92 SAMPLE_93 SAMPLE_94 SAMPLE_95 SAMPLE_96
#> "0162" "0131" "0134" "0113" "0134" "015" "0111" "0133"
#> SAMPLE_97 SAMPLE_98 SAMPLE_99 SAMPLE_100 SAMPLE_101 SAMPLE_102 SAMPLE_103 SAMPLE_104
#> "0114" "0111" "0133" "02171" "02171" "0244" "02171" "02321"
#> SAMPLE_105 SAMPLE_106 SAMPLE_107 SAMPLE_108 SAMPLE_109 SAMPLE_110 SAMPLE_111 SAMPLE_112
#> "02171" "02321" "02171" "02171" "02171" "02171" "02137" "02161"
#> SAMPLE_113 SAMPLE_114 SAMPLE_115 SAMPLE_116 SAMPLE_117 SAMPLE_118 SAMPLE_119 SAMPLE_120
#> "02124" "0233" "0233" "0233" "0233" "02161" "0233" "02161"
#> SAMPLE_121 SAMPLE_122 SAMPLE_123 SAMPLE_124 SAMPLE_125 SAMPLE_126 SAMPLE_127 SAMPLE_128
#> "0244" "0244" "0245" "02171" "0142" "02142" "02371" "0122"
#> SAMPLE_129 SAMPLE_130 SAMPLE_131 SAMPLE_132 SAMPLE_133 SAMPLE_134 SAMPLE_135 SAMPLE_136
#> "0134" "0113" "0131" "0131" "0133" "0134" "0122" "02113"
#> SAMPLE_137 SAMPLE_138 SAMPLE_139 SAMPLE_140 SAMPLE_141 SAMPLE_142 SAMPLE_143 SAMPLE_144
#> "02141" "02114" "02373" "0234" "0122" "0234" "02111" "02123"
#> SAMPLE_145 SAMPLE_146 SAMPLE_147 SAMPLE_148 SAMPLE_149 SAMPLE_150 SAMPLE_151 SAMPLE_152
#> "02371" "0223" "0224" "0223" "0223" "015" "0122" "0121"
#> SAMPLE_153 SAMPLE_154 SAMPLE_155 SAMPLE_156 SAMPLE_157 SAMPLE_158 SAMPLE_159 SAMPLE_160
#> "0164" "0113" "0121" "015" "0248" "0122" "0132" "0114"
#> SAMPLE_161 SAMPLE_162 SAMPLE_163 SAMPLE_164 SAMPLE_165 SAMPLE_166 SAMPLE_167 SAMPLE_168
#> "0122" "0122" "0121" "0121" "0114" "0112" "0122" "0121"
#> SAMPLE_169 SAMPLE_170 SAMPLE_171 SAMPLE_172 SAMPLE_173 SAMPLE_174 SAMPLE_175 SAMPLE_176
#> "0121" "0113" "0111" "0111" "02171" "02321" "0223" "0233"
#> SAMPLE_177 SAMPLE_178 SAMPLE_179 SAMPLE_180 SAMPLE_181 SAMPLE_182 SAMPLE_183 SAMPLE_184
#> "0233" "0233" "0112" "0112" "0164" "0123" "0122" "0162"
#> SAMPLE_185 SAMPLE_186 SAMPLE_187 SAMPLE_188 SAMPLE_189 SAMPLE_190 SAMPLE_191 SAMPLE_192
#> "0114" "0133" "0131" "0112" "0113" "0162" "0112" "0132"
#> SAMPLE_193 SAMPLE_194 SAMPLE_195 SAMPLE_196 SAMPLE_197 SAMPLE_198 SAMPLE_199 SAMPLE_200
#> "0112" "0224" "0223" "0114" "0112" "0112" "0112" "0162"
#> SAMPLE_201 SAMPLE_202 SAMPLE_203 SAMPLE_204 SAMPLE_205 SAMPLE_206 SAMPLE_207 SAMPLE_208
#> "0112" "0134" "0112" "0112" "0131" "0132" "0113" "0224"
#> SAMPLE_209 SAMPLE_210 SAMPLE_211 SAMPLE_212 SAMPLE_213 SAMPLE_214 SAMPLE_215 SAMPLE_216
#> "0223" "02321" "0245" "0223" "0223" "02433" "02171" "02143"
#> SAMPLE_217 SAMPLE_218 SAMPLE_219 SAMPLE_220 SAMPLE_221 SAMPLE_222 SAMPLE_223 SAMPLE_224
#> "02171" "0223" "0244" "02171" "0223" "0223" "02171" "0122"
#> SAMPLE_225 SAMPLE_226 SAMPLE_227 SAMPLE_228 SAMPLE_229 SAMPLE_230 SAMPLE_231 SAMPLE_232
#> "0123" "0121" "0121" "0122" "0112" "0134" "0233" "02161"
#> SAMPLE_233 SAMPLE_234 SAMPLE_235 SAMPLE_236 SAMPLE_237 SAMPLE_238 SAMPLE_239 SAMPLE_240
#> "0233" "0246" "0241" "0241" "0222" "0246" "0246" "02313"
#> SAMPLE_241 SAMPLE_242 SAMPLE_243 SAMPLE_244 SAMPLE_245 SAMPLE_246 SAMPLE_247 SAMPLE_248
#> "0246" "0241" "02313" "02312" "0246" "0246" "0241" "0241"
#> SAMPLE_249 SAMPLE_250 SAMPLE_251 SAMPLE_252 SAMPLE_253 SAMPLE_254 SAMPLE_255 SAMPLE_256
#> "02312" "0246" "0241" "02312" "0246" "0241" "0241" "0241"
#> SAMPLE_257 SAMPLE_258 SAMPLE_259 SAMPLE_260 SAMPLE_261 SAMPLE_262 SAMPLE_263 SAMPLE_264
#> "0246" "0246" "0225" "0226" "0226" "02432" "0226" "02431"
#> SAMPLE_265 SAMPLE_266 SAMPLE_267 SAMPLE_268 SAMPLE_269 SAMPLE_270 SAMPLE_271 SAMPLE_272
#> "0226" "02431" "02312" "02312" "02312" "0241" "0241" "02312"
#> SAMPLE_273 SAMPLE_274 SAMPLE_275 SAMPLE_276 SAMPLE_277 SAMPLE_278 SAMPLE_279 SAMPLE_280
#> "0245" "02111" "02111" "0123" "0121" "0133" "015" "0112"
#> SAMPLE_281 SAMPLE_282 SAMPLE_283 SAMPLE_284 SAMPLE_285 SAMPLE_286 SAMPLE_287 SAMPLE_288
#> "0112" "015" "015" "0113" "0114" "02137" "02161" "0233"
#> SAMPLE_289 SAMPLE_290 SAMPLE_291 SAMPLE_292 SAMPLE_293 SAMPLE_294 SAMPLE_295 SAMPLE_296
#> "0233" "015" "0112" "0113" "0114" "015" "015" "0233"
#> SAMPLE_297 SAMPLE_298 SAMPLE_299 SAMPLE_300 SAMPLE_301 SAMPLE_302 SAMPLE_303 SAMPLE_304
#> "0233" "0233" "0233" "0233" "0233" "02137" "0233" "0233"
#> SAMPLE_305 SAMPLE_306 SAMPLE_307 SAMPLE_308 SAMPLE_309 SAMPLE_310 SAMPLE_311 SAMPLE_312
#> "0233" "0233" "0233" "0233" "0233" "02137" "0233" "02161"
#> SAMPLE_313 SAMPLE_314 SAMPLE_315 SAMPLE_316 SAMPLE_317 SAMPLE_318 SAMPLE_319 SAMPLE_320
#> "0233" "0233" "0233" "0233" "0233" "0233" "0233" "0233"
#> SAMPLE_321 SAMPLE_322 SAMPLE_323 SAMPLE_324 SAMPLE_325 SAMPLE_326 SAMPLE_327 SAMPLE_328
#> "0233" "02137" "0233" "0233" "0233" "0233" "0233" "0233"
#> SAMPLE_329 SAMPLE_330 SAMPLE_331 SAMPLE_332 SAMPLE_333 SAMPLE_334 SAMPLE_335 SAMPLE_336
#> "02142" "02371" "02142" "02142" "0234" "02114" "02117" "02143"
#> SAMPLE_337 SAMPLE_338 SAMPLE_339 SAMPLE_340 SAMPLE_341 SAMPLE_342 SAMPLE_343 SAMPLE_344
#> "0247" "02142" "02371" "02142" "02142" "02166" "02114" "0245"
#> SAMPLE_345 SAMPLE_346 SAMPLE_347 SAMPLE_348 SAMPLE_349 SAMPLE_350 SAMPLE_351 SAMPLE_352
#> "02114" "02363" "02371" "02371" "02142" "02114" "0245" "02114"
#> SAMPLE_353 SAMPLE_354 SAMPLE_355 SAMPLE_356 SAMPLE_357 SAMPLE_358 SAMPLE_359 SAMPLE_360
#> "02142" "02114" "02371" "02116" "0245" "02114" "02142" "0245"
#> SAMPLE_361 SAMPLE_362 SAMPLE_363 SAMPLE_364 SAMPLE_365 SAMPLE_366 SAMPLE_367 SAMPLE_368
#> "02371" "02142" "02371" "02137" "02137" "02161" "0233" "0233"
#> SAMPLE_369 SAMPLE_370 SAMPLE_371 SAMPLE_372 SAMPLE_373 SAMPLE_374 SAMPLE_375 SAMPLE_376
#> "0233" "02161" "0233" "0233" "02117" "02111" "02371" "02111"
#> SAMPLE_377 SAMPLE_378 SAMPLE_379 SAMPLE_380 SAMPLE_381 SAMPLE_382 SAMPLE_383 SAMPLE_384
#> "02117" "02371" "02111" "0165" "0165" "02131" "02131" "02131"
#> SAMPLE_385 SAMPLE_386 SAMPLE_387 SAMPLE_388 SAMPLE_389 SAMPLE_390 SAMPLE_391 SAMPLE_392
#> "02131" "02131" "02131" "0164" "0111" "0131" "015" "0112"
#> SAMPLE_393 SAMPLE_394 SAMPLE_395 SAMPLE_396 SAMPLE_397 SAMPLE_398 SAMPLE_399 SAMPLE_400
#> "0111" "0112" "0121" "0133" "0113" "0162" "0111" "0112"
#> SAMPLE_401 SAMPLE_402 SAMPLE_403 SAMPLE_404 SAMPLE_405 SAMPLE_406 SAMPLE_407 SAMPLE_408
#> "0114" "0163" "015" "0162" "0163" "0121" "0111" "0121"
#> SAMPLE_409 SAMPLE_410 SAMPLE_411 SAMPLE_412 SAMPLE_413 SAMPLE_414 SAMPLE_415 SAMPLE_416
#> "0112" "0133" "0134" "0114" "0131" "0133" "0113" "0114"
#> SAMPLE_417 SAMPLE_418 SAMPLE_419 SAMPLE_420 SAMPLE_421 SAMPLE_422 SAMPLE_423 SAMPLE_424
#> "0131" "0164" "0112" "0112" "0112" "0133" "0113" "0113"
#> SAMPLE_425 SAMPLE_426 SAMPLE_427 SAMPLE_428 SAMPLE_429 SAMPLE_430 SAMPLE_431 SAMPLE_432
#> "0164" "0114" "0113" "0113" "0131" "015" "0112" "0113"
#> SAMPLE_433 SAMPLE_434 SAMPLE_435 SAMPLE_436 SAMPLE_437 SAMPLE_438 SAMPLE_439 SAMPLE_440
#> "0114" "0133" "0164" "0113" "0111" "0114" "0112" "0164"
#> SAMPLE_441 SAMPLE_442 SAMPLE_443 SAMPLE_444 SAMPLE_445 SAMPLE_446 SAMPLE_447 SAMPLE_448
#> "0121" "0134" "0123" "0114" "0134" "0132" "015" "0111"
#> SAMPLE_449 SAMPLE_450 SAMPLE_451 SAMPLE_452 SAMPLE_453 SAMPLE_454 SAMPLE_455 SAMPLE_456
#> "0133" "0112" "0131" "0112" "0121" "0122" "0113" "0112"
#> SAMPLE_457 SAMPLE_458 SAMPLE_459 SAMPLE_460 SAMPLE_461 SAMPLE_462 SAMPLE_463 SAMPLE_464
#> "0114" "0111" "015" "0111" "0163" "0133" "0131" "0132"
#> SAMPLE_465 SAMPLE_466 SAMPLE_467 SAMPLE_468 SAMPLE_469 SAMPLE_470 SAMPLE_471 SAMPLE_472
#> "0164" "015" "0112" "0162" "015" "02372" "0223" "0112"
#> SAMPLE_473 SAMPLE_474 SAMPLE_475 SAMPLE_476 SAMPLE_477 SAMPLE_478 SAMPLE_479 SAMPLE_480
#> "0162" "0114" "0162" "0112" "0133" "0122" "0112" "0132"
#> SAMPLE_481 SAMPLE_482 SAMPLE_483 SAMPLE_484 SAMPLE_485 SAMPLE_486 SAMPLE_487 SAMPLE_488
#> "0131" "015" "015" "0164" "0133" "0121" "0111" "0164"
#> SAMPLE_489 SAMPLE_490 SAMPLE_491 SAMPLE_492 SAMPLE_493 SAMPLE_494 SAMPLE_495 SAMPLE_496
#> "0162" "0113" "0131" "0122" "0112" "0113" "0112" "015"
#> SAMPLE_497 SAMPLE_498 SAMPLE_499 SAMPLE_500 SAMPLE_501 SAMPLE_502 SAMPLE_503 SAMPLE_504
#> "0113" "015" "0131" "0114" "0163" "0113" "0122" "015"
#> SAMPLE_505 SAMPLE_506 SAMPLE_507 SAMPLE_508 SAMPLE_509 SAMPLE_510 SAMPLE_511 SAMPLE_512
#> "0121" "0112" "0111" "0111" "0122" "0133" "0111" "015"
#> SAMPLE_513 SAMPLE_514 SAMPLE_515 SAMPLE_516 SAMPLE_517 SAMPLE_518 SAMPLE_519 SAMPLE_520
#> "0111" "0133" "0133" "0113" "0134" "0112" "0111" "0134"
#> SAMPLE_521 SAMPLE_522 SAMPLE_523 SAMPLE_524 SAMPLE_525 SAMPLE_526 SAMPLE_527 SAMPLE_528
#> "015" "0123" "0113" "0112" "0131" "0114" "0112" "0162"
#> SAMPLE_529 SAMPLE_530 SAMPLE_531 SAMPLE_532 SAMPLE_533 SAMPLE_534 SAMPLE_535 SAMPLE_536
#> "0133" "0164" "0112" "0134" "0112" "0112" "0111" "0162"
#> SAMPLE_537 SAMPLE_538 SAMPLE_539 SAMPLE_540 SAMPLE_541 SAMPLE_542 SAMPLE_543 SAMPLE_544
#> "0112" "0134" "0121" "0133" "0123" "0134" "0111" "0111"
#> SAMPLE_545 SAMPLE_546 SAMPLE_547 SAMPLE_548 SAMPLE_549 SAMPLE_550 SAMPLE_551 SAMPLE_552
#> "0131" "0133" "0112" "0132" "0112" "0114" "0113" "0112"
#> SAMPLE_553 SAMPLE_554 SAMPLE_555 SAMPLE_556 SAMPLE_557 SAMPLE_558 SAMPLE_559 SAMPLE_560
#> "0244" "0121" "0132" "0122" "0122" "0131" "0113" "0111"
#> SAMPLE_561 SAMPLE_562 SAMPLE_563 SAMPLE_564 SAMPLE_565 SAMPLE_566 SAMPLE_567 SAMPLE_568
#> "0121" "0121" "0121" "0114" "0121" "0121" "0123" "0233"
#> SAMPLE_569 SAMPLE_570 SAMPLE_571 SAMPLE_572 SAMPLE_573 SAMPLE_574 SAMPLE_575 SAMPLE_576
#> "0233" "0233" "0223" "0226" "0123" "0122" "0122" "0123"
#> SAMPLE_577 SAMPLE_578 SAMPLE_579 SAMPLE_580 SAMPLE_581 SAMPLE_582 SAMPLE_583 SAMPLE_584
#> "0134" "0113" "015" "0131" "0164" "0112" "0132" "0123"
#> SAMPLE_585 SAMPLE_586 SAMPLE_587 SAMPLE_588 SAMPLE_589 SAMPLE_590 SAMPLE_591 SAMPLE_592
#> "0112" "0131" "0164" "0113" "02137" "02161" "0233" "02161"
#> SAMPLE_593 SAMPLE_594 SAMPLE_595 SAMPLE_596 SAMPLE_597 SAMPLE_598 SAMPLE_599 SAMPLE_600
#> "0233" "02161" "02161" "02137" "02137" "0233" "0233" "0233"
#> SAMPLE_601 SAMPLE_602 SAMPLE_603 SAMPLE_604 SAMPLE_605 SAMPLE_606 SAMPLE_607 SAMPLE_608
#> "0233" "02161" "0233" "02137" "0233" "02137" "0233" "0233"
#> SAMPLE_609 SAMPLE_610 SAMPLE_611 SAMPLE_612 SAMPLE_613 SAMPLE_614 SAMPLE_615 SAMPLE_616
#> "0244" "0244" "0122" "0113" "0123" "0223" "0133" "0113"
#> SAMPLE_617 SAMPLE_618 SAMPLE_619 SAMPLE_620 SAMPLE_621 SAMPLE_622 SAMPLE_623 SAMPLE_624
#> "0131" "0241" "0246" "0222" "02312" "0241" "0241" "0241"
#> SAMPLE_625 SAMPLE_626 SAMPLE_627 SAMPLE_628 SAMPLE_629 SAMPLE_630 SAMPLE_631 SAMPLE_632
#> "0222" "0241" "0222" "0241" "02312" "0222" "0241" "0241"
#> SAMPLE_633 SAMPLE_634 SAMPLE_635 SAMPLE_636 SAMPLE_637 SAMPLE_638 SAMPLE_639 SAMPLE_640
#> "0241" "0222" "0241" "0225" "02432" "0233" "0233" "0233"
#> SAMPLE_641 SAMPLE_642 SAMPLE_643 SAMPLE_644 SAMPLE_645 SAMPLE_646 SAMPLE_647 SAMPLE_648
#> "02161" "0122" "02321" "02371" "0223" "0224" "02143" "0224"
#> SAMPLE_649 SAMPLE_650 SAMPLE_651 SAMPLE_652 SAMPLE_653 SAMPLE_654 SAMPLE_655 SAMPLE_656
#> "02165" "02132" "02162" "02162" "02135" "031" "02162" "02133"
#> SAMPLE_657 SAMPLE_658 SAMPLE_659 SAMPLE_660 SAMPLE_661 SAMPLE_662 SAMPLE_663 SAMPLE_664
#> "0233" "02161" "02161" "02161" "02161" "0224" "032" "0223"
#> SAMPLE_665 SAMPLE_666 SAMPLE_667 SAMPLE_668 SAMPLE_669 SAMPLE_670 SAMPLE_671 SAMPLE_672
#> "0224" "02161" "0223" "0223" "0223" "0163" "0114" "0224"
#> SAMPLE_673 SAMPLE_674 SAMPLE_675 SAMPLE_676 SAMPLE_677 SAMPLE_678 SAMPLE_679 SAMPLE_680
#> "0224" "0224" "0223" "0225" "02131" "02131" "02131" "02131"
#> SAMPLE_681 SAMPLE_682 SAMPLE_683 SAMPLE_684 SAMPLE_685 SAMPLE_686 SAMPLE_687 SAMPLE_688
#> "02131" "02131" "02122" "02122" "02123" "02123" "02122" "02122"
#> SAMPLE_689 SAMPLE_690 SAMPLE_691 SAMPLE_692 SAMPLE_693 SAMPLE_694 SAMPLE_695 SAMPLE_696
#> "02123" "02123" "02122" "02122" "02123" "02122" "02324" "02122"
#> SAMPLE_697 SAMPLE_698 SAMPLE_699 SAMPLE_700 SAMPLE_701 SAMPLE_702 SAMPLE_703 SAMPLE_704
#> "02122" "02122" "02122" "02122" "02122" "02122" "02122" "02122"
#> SAMPLE_705 SAMPLE_706 SAMPLE_707 SAMPLE_708 SAMPLE_709 SAMPLE_710 SAMPLE_711 SAMPLE_712
#> "02122" "02122" "02123" "02123" "02123" "02122" "02122" "02123"
#> SAMPLE_713 SAMPLE_714 SAMPLE_715 SAMPLE_716 SAMPLE_717 SAMPLE_718 SAMPLE_719 SAMPLE_720
#> "02122" "02324" "0233" "033" "031" "033" "031" "02311"
#> SAMPLE_721 SAMPLE_722 SAMPLE_723 SAMPLE_724 SAMPLE_725 SAMPLE_726 SAMPLE_727 SAMPLE_728
#> "031" "02311" "02116" "02133" "02311" "02116" "02116" "02116"
#> SAMPLE_729 SAMPLE_730 SAMPLE_731 SAMPLE_732 SAMPLE_733 SAMPLE_734 SAMPLE_735 SAMPLE_736
#> "02116" "0233" "0121" "02112" "033" "031" "031" "031"
#> SAMPLE_737 SAMPLE_738 SAMPLE_739 SAMPLE_740 SAMPLE_741 SAMPLE_742 SAMPLE_743 SAMPLE_744
#> "033" "031" "02324" "02122" "02122" "02122" "02122" "0222"
#> SAMPLE_745 SAMPLE_746 SAMPLE_747 SAMPLE_748 SAMPLE_749 SAMPLE_750 SAMPLE_751 SAMPLE_752
#> "0241" "0234" "0234" "02371" "0123" "0111" "02312" "0245"
#> SAMPLE_753 SAMPLE_754 SAMPLE_755 SAMPLE_756 SAMPLE_757 SAMPLE_758 SAMPLE_759 SAMPLE_760
#> "0244" "033" "031" "031" "02161" "02137" "02161" "02124"
#> SAMPLE_761 SAMPLE_762 SAMPLE_763 SAMPLE_764 SAMPLE_765 SAMPLE_766 SAMPLE_767 SAMPLE_768
#> "02124" "02133" "031" "031" "0123" "02171" "0244" "0224"
#> SAMPLE_769 SAMPLE_770 SAMPLE_771 SAMPLE_772 SAMPLE_773 SAMPLE_774 SAMPLE_775 SAMPLE_776
#> "0122" "0121" "02114" "02114" "02133" "0235" "02114" "0235"
#> SAMPLE_777 SAMPLE_778 SAMPLE_779 SAMPLE_780 SAMPLE_781 SAMPLE_782 SAMPLE_783 SAMPLE_784
#> "02163" "02135" "0235" "0235" "0235" "0235" "0235" "0235"
#> SAMPLE_785 SAMPLE_786 SAMPLE_787 SAMPLE_788 SAMPLE_789 SAMPLE_790 SAMPLE_791 SAMPLE_792
#> "02135" "02114" "02114" "02116" "02163" "02163" "0227" "032"
#> SAMPLE_793 SAMPLE_794 SAMPLE_795 SAMPLE_796 SAMPLE_797 SAMPLE_798 SAMPLE_799 SAMPLE_800
#> "0143" "0248" "0241" "0222" "02312" "023623" "02166" "02166"
#> SAMPLE_801 SAMPLE_802 SAMPLE_803 SAMPLE_804 SAMPLE_805 SAMPLE_806 SAMPLE_807 SAMPLE_808
#> "02314" "02311" "02166" "0233" "0233" "023622" "0227" "0223"
#> SAMPLE_809 SAMPLE_810 SAMPLE_811 SAMPLE_812 SAMPLE_813 SAMPLE_814 SAMPLE_815 SAMPLE_816
#> "0223" "0223" "0223" "0223" "0223" "0223" "02312" "0241"
#> SAMPLE_817 SAMPLE_818 SAMPLE_819 SAMPLE_820 SAMPLE_821 SAMPLE_822 SAMPLE_823 SAMPLE_824
#> "0241" "02312" "0241" "0241" "0241" "02313" "0241" "0241"
#> SAMPLE_825 SAMPLE_826 SAMPLE_827 SAMPLE_828 SAMPLE_829 SAMPLE_830 SAMPLE_831 SAMPLE_832
#> "0241" "02312" "0241" "02121" "0246" "0241" "0246" "0241"
#> SAMPLE_833 SAMPLE_834 SAMPLE_835 SAMPLE_836 SAMPLE_837 SAMPLE_838 SAMPLE_839 SAMPLE_840
#> "02124" "023625" "0241" "0241" "0246" "0222" "0162" "0222"
#> SAMPLE_841 SAMPLE_842 SAMPLE_843 SAMPLE_844 SAMPLE_845 SAMPLE_846 SAMPLE_847 SAMPLE_848
#> "0245" "0223" "0241" "02312" "0162" "0223" "0164" "023625"
#> SAMPLE_849 SAMPLE_850 SAMPLE_851 SAMPLE_852 SAMPLE_853 SAMPLE_854 SAMPLE_855 SAMPLE_856
#> "02374" "02161" "02141" "032" "0248" "032" "02161" "02137"
#> SAMPLE_857 SAMPLE_858 SAMPLE_859 SAMPLE_860 SAMPLE_861 SAMPLE_862 SAMPLE_863 SAMPLE_864
#> "0144" "0144" "0215" "0215" "023621" "023621" "0215" "02161"
#> SAMPLE_865 SAMPLE_866 SAMPLE_867 SAMPLE_868 SAMPLE_869 SAMPLE_870 SAMPLE_871 SAMPLE_872
#> "0223" "0244" "0224" "023625" "02135" "0141" "0241" "031"
#> SAMPLE_873 SAMPLE_874 SAMPLE_875 SAMPLE_876 SAMPLE_877 SAMPLE_878 SAMPLE_879 SAMPLE_880
#> "031" "02132" "033" "0246" "031" "0144" "02112" "02361"
#> SAMPLE_881 SAMPLE_882 SAMPLE_883 SAMPLE_884 SAMPLE_885 SAMPLE_886 SAMPLE_887 SAMPLE_888
#> "031" "032" "031" "02112" "02313" "02361" "0226" "031"
#> SAMPLE_889 SAMPLE_890 SAMPLE_891 SAMPLE_892 SAMPLE_893 SAMPLE_894 SAMPLE_895 SAMPLE_896
#> "02172" "02161" "0144" "02136" "0144" "02112" "0226" "02432"
#> SAMPLE_897 SAMPLE_898 SAMPLE_899 SAMPLE_900 SAMPLE_901 SAMPLE_902 SAMPLE_903 SAMPLE_904
#> "032" "023623" "02374" "02131" "02143" "02134" "02134" "0233"
#> SAMPLE_905 SAMPLE_906 SAMPLE_907 SAMPLE_908 SAMPLE_909 SAMPLE_910 SAMPLE_911 SAMPLE_912
#> "0233" "031" "02134" "02431" "0225" "0225" "0224" "0224"
#> SAMPLE_913 SAMPLE_914 SAMPLE_915 SAMPLE_916 SAMPLE_917 SAMPLE_918 SAMPLE_919 SAMPLE_920
#> "0215" "0215" "0235" "0235" "0235" "0235" "0235" "0235"
#> SAMPLE_921 SAMPLE_922 SAMPLE_923 SAMPLE_924 SAMPLE_925 SAMPLE_926 SAMPLE_927 SAMPLE_928
#> "0235" "0235" "02132" "02134" "023623" "02115" "0244" "0245"
#> SAMPLE_929 SAMPLE_930 SAMPLE_931 SAMPLE_932 SAMPLE_933 SAMPLE_934 SAMPLE_935 SAMPLE_936
#> "0234" "0234" "0215" "0215" "0215" "023621" "0215" "0215"
#> SAMPLE_937 SAMPLE_938 SAMPLE_939 SAMPLE_940 SAMPLE_941 SAMPLE_942 SAMPLE_943 SAMPLE_944
#> "0215" "0245" "02142" "02371" "02371" "0245" "02371" "0245"
#> SAMPLE_945 SAMPLE_946 SAMPLE_947 SAMPLE_948 SAMPLE_949 SAMPLE_950 SAMPLE_951 SAMPLE_952
#> "02372" "02371" "02142" "02371" "02371" "02371" "0245" "0245"
#> SAMPLE_953 SAMPLE_954 SAMPLE_955 SAMPLE_956 SAMPLE_957 SAMPLE_958 SAMPLE_959 SAMPLE_960
#> "0234" "02373" "02371" "02371" "02371" "02371" "02371" "02371"
#> SAMPLE_961 SAMPLE_962 SAMPLE_963 SAMPLE_964 SAMPLE_965 SAMPLE_966 SAMPLE_967 SAMPLE_968
#> "02137" "02133" "0234" "0234" "0245" "0234" "0234" "0245"
#> SAMPLE_969 SAMPLE_970 SAMPLE_971 SAMPLE_972 SAMPLE_973 SAMPLE_974 SAMPLE_975 SAMPLE_976
#> "0234" "0234" "02123" "0234" "0225" "033" "02112" "0122"
#> SAMPLE_977 SAMPLE_978 SAMPLE_979 SAMPLE_980 SAMPLE_981 SAMPLE_982 SAMPLE_983 SAMPLE_984
#> "0122" "0122" "0121" "02143" "02123" "02123" "0122" "0122"
#> SAMPLE_985 SAMPLE_986 SAMPLE_987 SAMPLE_988 SAMPLE_989 SAMPLE_990 SAMPLE_991 SAMPLE_992
#> "0123" "0141" "0242" "033" "02137" "0245" "0161" "0111"
#> SAMPLE_993 SAMPLE_994 SAMPLE_995 SAMPLE_996 SAMPLE_997 SAMPLE_998 SAMPLE_999 SAMPLE_1000
#> "02124" "02112" "023621" "023621" "02112" "02132" "02162" "02371"
#> SAMPLE_1001 SAMPLE_1002 SAMPLE_1003 SAMPLE_1004 SAMPLE_1005 SAMPLE_1006 SAMPLE_1007 SAMPLE_1008
#> "02117" "0234" "02371" "0234" "02373" "0234" "0234" "02117"
#> SAMPLE_1009 SAMPLE_1010 SAMPLE_1011 SAMPLE_1012 SAMPLE_1013 SAMPLE_1014 SAMPLE_1015 SAMPLE_1016
#> "0234" "02373" "0234" "0245" "0234" "02117" "02142" "02371"
#> SAMPLE_1017 SAMPLE_1018 SAMPLE_1019 SAMPLE_1020 SAMPLE_1021 SAMPLE_1022 SAMPLE_1023 SAMPLE_1024
#> "0245" "0234" "0234" "0234" "0234" "0234" "0234" "0245"
#> SAMPLE_1025 SAMPLE_1026 SAMPLE_1027 SAMPLE_1028 SAMPLE_1029 SAMPLE_1030 SAMPLE_1031 SAMPLE_1032
#> "0234" "0234" "0234" "0234" "0234" "0234" "0234" "0234"
#> SAMPLE_1033 SAMPLE_1034 SAMPLE_1035 SAMPLE_1036 SAMPLE_1037 SAMPLE_1038 SAMPLE_1039 SAMPLE_1040
#> "0234" "0234" "0234" "0234" "0234" "0163" "0122" "02171"
#> SAMPLE_1041 SAMPLE_1042 SAMPLE_1043 SAMPLE_1044 SAMPLE_1045 SAMPLE_1046 SAMPLE_1047 SAMPLE_1048
#> "0224" "0224" "02314" "02132" "02112" "0215" "023621" "02162"
#> SAMPLE_1049 SAMPLE_1050 SAMPLE_1051 SAMPLE_1052 SAMPLE_1053 SAMPLE_1054 SAMPLE_1055 SAMPLE_1056
#> "02112" "023621" "02112" "023622" "023622" "02165" "023622" "02165"
#> SAMPLE_1057 SAMPLE_1058 SAMPLE_1059 SAMPLE_1060 SAMPLE_1061 SAMPLE_1062 SAMPLE_1063 SAMPLE_1064
#> "02165" "02165" "02165" "023622" "02165" "02165" "0215" "0123"
#> SAMPLE_1065 SAMPLE_1066 SAMPLE_1067 SAMPLE_1068 SAMPLE_1069 SAMPLE_1070 SAMPLE_1071 SAMPLE_1072
#> "0163" "0123" "02141" "02115" "02115" "02375" "02141" "02132"
#> SAMPLE_1073 SAMPLE_1074 SAMPLE_1075 SAMPLE_1076 SAMPLE_1077 SAMPLE_1078 SAMPLE_1079 SAMPLE_1080
#> "02115" "02141" "02141" "02141" "02141" "02363" "02141" "02141"
#> SAMPLE_1081 SAMPLE_1082 SAMPLE_1083 SAMPLE_1084 SAMPLE_1085 SAMPLE_1086 SAMPLE_1087 SAMPLE_1088
#> "02141" "023622" "02311" "02162" "023622" "02165" "02371" "0223"
#> SAMPLE_1089 SAMPLE_1090 SAMPLE_1091 SAMPLE_1092 SAMPLE_1093 SAMPLE_1094 SAMPLE_1095 SAMPLE_1096
#> "0223" "02123" "02122" "02165" "023622" "02311" "02165" "02165"
#> SAMPLE_1097 SAMPLE_1098 SAMPLE_1099 SAMPLE_1100 SAMPLE_1101 SAMPLE_1102 SAMPLE_1103 SAMPLE_1104
#> "02364" "02123" "031" "02135" "02162" "02162" "02162" "02162"
#> SAMPLE_1105 SAMPLE_1106 SAMPLE_1107 SAMPLE_1108 SAMPLE_1109 SAMPLE_1110 SAMPLE_1111 SAMPLE_1112
#> "02162" "02162" "02162" "02162" "02162" "02113" "0131" "02364"
#> SAMPLE_1113 SAMPLE_1114 SAMPLE_1115 SAMPLE_1116 SAMPLE_1117 SAMPLE_1118 SAMPLE_1119 SAMPLE_1120
#> "02133" "02161" "0233" "0111" "02373" "02117" "0234" "02111"
#> SAMPLE_1121 SAMPLE_1122 SAMPLE_1123 SAMPLE_1124 SAMPLE_1125 SAMPLE_1126 SAMPLE_1127 SAMPLE_1128
#> "0234" "0234" "02113" "02111" "0234" "02117" "02115" "02142"
#> SAMPLE_1129 SAMPLE_1130 SAMPLE_1131 SAMPLE_1132 SAMPLE_1133 SAMPLE_1134 SAMPLE_1135 SAMPLE_1136
#> "02111" "02117" "0234" "0234" "0234" "0234" "0234" "02361"
#> SAMPLE_1137 SAMPLE_1138 SAMPLE_1139 SAMPLE_1140 SAMPLE_1141 SAMPLE_1142 SAMPLE_1143 SAMPLE_1144
#> "02361" "02361" "02361" "02361" "02361" "02361" "02112" "02132"
#> SAMPLE_1145 SAMPLE_1146 SAMPLE_1147 SAMPLE_1148 SAMPLE_1149 SAMPLE_1150 SAMPLE_1151 SAMPLE_1152
#> "02133" "02131" "0233" "0215" "0122" "02361" "02112" "02361"
#> SAMPLE_1153 SAMPLE_1154 SAMPLE_1155 SAMPLE_1156 SAMPLE_1157 SAMPLE_1158 SAMPLE_1159 SAMPLE_1160
#> "02361" "02361" "02361" "02364" "023622" "02141" "0144" "0144"
#> SAMPLE_1161 SAMPLE_1162 SAMPLE_1163 SAMPLE_1164 SAMPLE_1165 SAMPLE_1166 SAMPLE_1167 SAMPLE_1168
#> "0143" "02132" "02364" "02432" "02364" "02363" "02372" "0131"
#> SAMPLE_1169 SAMPLE_1170 SAMPLE_1171 SAMPLE_1172 SAMPLE_1173 SAMPLE_1174 SAMPLE_1175 SAMPLE_1176
#> "0112" "0247" "02135" "0222" "02314" "02314" "023622" "02311"
#> SAMPLE_1177 SAMPLE_1178 SAMPLE_1179 SAMPLE_1180 SAMPLE_1181 SAMPLE_1182 SAMPLE_1183 SAMPLE_1184
#> "02364" "02115" "02115" "02134" "02164" "02371" "0233" "0233"
#> SAMPLE_1185 SAMPLE_1186 SAMPLE_1187 SAMPLE_1188 SAMPLE_1189 SAMPLE_1190 SAMPLE_1191 SAMPLE_1192
#> "02163" "02163" "02137" "0247" "0241" "02116" "02116" "0111"
#> SAMPLE_1193 SAMPLE_1194 SAMPLE_1195 SAMPLE_1196 SAMPLE_1197 SAMPLE_1198 SAMPLE_1199 SAMPLE_1200
#> "02171" "02137" "02373" "02142" "02373" "02371" "02142" "02142"
#> SAMPLE_1201 SAMPLE_1202 SAMPLE_1203 SAMPLE_1204 SAMPLE_1205 SAMPLE_1206 SAMPLE_1207 SAMPLE_1208
#> "02111" "02142" "0222" "02113" "02136" "031" "02433" "02162"
#> SAMPLE_1209 SAMPLE_1210 SAMPLE_1211 SAMPLE_1212 SAMPLE_1213 SAMPLE_1214 SAMPLE_1215 SAMPLE_1216
#> "031" "0234" "0162" "0163" "0164" "02433" "02143" "0223"
#> SAMPLE_1217 SAMPLE_1218 SAMPLE_1219 SAMPLE_1220 SAMPLE_1221 SAMPLE_1222 SAMPLE_1223 SAMPLE_1224
#> "0223" "0223" "0234" "02116" "02123" "02324" "0244" "02123"
#> SAMPLE_1225 SAMPLE_1226 SAMPLE_1227 SAMPLE_1228 SAMPLE_1229 SAMPLE_1230 SAMPLE_1231 SAMPLE_1232
#> "0244" "0227" "023622" "02123" "02324" "02123" "02123" "02123"
#> SAMPLE_1233 SAMPLE_1234 SAMPLE_1235 SAMPLE_1236 SAMPLE_1237 SAMPLE_1238 SAMPLE_1239 SAMPLE_1240
#> "02324" "02123" "02123" "02123" "02123" "02123" "023622" "02142"
#> SAMPLE_1241 SAMPLE_1242 SAMPLE_1243 SAMPLE_1244 SAMPLE_1245 SAMPLE_1246 SAMPLE_1247 SAMPLE_1248
#> "0121" "015" "0162" "02171" "02171" "02171" "02171" "02375"
#> SAMPLE_1249 SAMPLE_1250 SAMPLE_1251 SAMPLE_1252 SAMPLE_1253 SAMPLE_1254 SAMPLE_1255 SAMPLE_1256
#> "02114" "02114" "0247" "031" "031" "031" "031" "02114"
#> SAMPLE_1257 SAMPLE_1258 SAMPLE_1259 SAMPLE_1260 SAMPLE_1261 SAMPLE_1262 SAMPLE_1263 SAMPLE_1264
#> "02361" "02137" "0223" "0221" "0221" "0223" "0245" "031"
#> SAMPLE_1265 SAMPLE_1266 SAMPLE_1267 SAMPLE_1268 SAMPLE_1269 SAMPLE_1270 SAMPLE_1271 SAMPLE_1272
#> "02364" "02321" "02322" "0161" "02112" "02321" "02321" "02321"
#> SAMPLE_1273 SAMPLE_1274 SAMPLE_1275 SAMPLE_1276 SAMPLE_1277 SAMPLE_1278 SAMPLE_1279 SAMPLE_1280
#> "02321" "02171" "02171" "0224" "0224" "0222" "0247" "02363"
#> SAMPLE_1281 SAMPLE_1282 SAMPLE_1283 SAMPLE_1284 SAMPLE_1285 SAMPLE_1286 SAMPLE_1287 SAMPLE_1288
#> "031" "02135" "02113" "0226" "0242" "0221" "031" "02361"
#> SAMPLE_1289 SAMPLE_1290 SAMPLE_1291 SAMPLE_1292 SAMPLE_1293 SAMPLE_1294 SAMPLE_1295 SAMPLE_1296
#> "0242" "02322" "02112" "02163" "02133" "02113" "02321" "0244"
#> SAMPLE_1297 SAMPLE_1298 SAMPLE_1299 SAMPLE_1300 SAMPLE_1301 SAMPLE_1302 SAMPLE_1303 SAMPLE_1304
#> "02171" "02321" "0244" "0244" "02171" "02321" "02321" "02321"
#> SAMPLE_1305 SAMPLE_1306 SAMPLE_1307 SAMPLE_1308 SAMPLE_1309 SAMPLE_1310 SAMPLE_1311 SAMPLE_1312
#> "0244" "02321" "02171" "02321" "02321" "02171" "0244" "02171"
#> SAMPLE_1313 SAMPLE_1314 SAMPLE_1315 SAMPLE_1316 SAMPLE_1317 SAMPLE_1318 SAMPLE_1319 SAMPLE_1320
#> "02321" "02321" "02321" "0215" "0215" "0215" "023621" "023621"
#> SAMPLE_1321 SAMPLE_1322 SAMPLE_1323 SAMPLE_1324 SAMPLE_1325 SAMPLE_1326 SAMPLE_1327 SAMPLE_1328
#> "0215" "023621" "0215" "0215" "0234" "02117" "02113" "0234"
#> SAMPLE_1329 SAMPLE_1330 SAMPLE_1331 SAMPLE_1332 SAMPLE_1333 SAMPLE_1334 SAMPLE_1335 SAMPLE_1336
#> "02113" "02113" "02135" "02135" "02113" "02113" "02113" "0161"
#> SAMPLE_1337 SAMPLE_1338 SAMPLE_1339 SAMPLE_1340 SAMPLE_1341 SAMPLE_1342 SAMPLE_1343 SAMPLE_1344
#> "0233" "0227" "02323" "02144" "02132" "023623" "02116" "02114"
#> SAMPLE_1345 SAMPLE_1346 SAMPLE_1347 SAMPLE_1348 SAMPLE_1349 SAMPLE_1350 SAMPLE_1351 SAMPLE_1352
#> "0244" "02123" "02312" "0221" "02134" "02323" "0248" "0225"
#> SAMPLE_1353 SAMPLE_1354 SAMPLE_1355 SAMPLE_1356 SAMPLE_1357 SAMPLE_1358 SAMPLE_1359 SAMPLE_1360
#> "031" "0234" "0222" "031" "031" "031" "033" "031"
#> SAMPLE_1361 SAMPLE_1362 SAMPLE_1363 SAMPLE_1364 SAMPLE_1365 SAMPLE_1366 SAMPLE_1367 SAMPLE_1368
#> "031" "031" "031" "031" "033" "031" "031" "033"
#> SAMPLE_1369 SAMPLE_1370 SAMPLE_1371 SAMPLE_1372 SAMPLE_1373 SAMPLE_1374 SAMPLE_1375 SAMPLE_1376
#> "033" "031" "031" "033" "031" "032" "032" "031"
#> SAMPLE_1377 SAMPLE_1378 SAMPLE_1379 SAMPLE_1380 SAMPLE_1381 SAMPLE_1382 SAMPLE_1383 SAMPLE_1384
#> "031" "031" "031" "033" "033" "031" "033" "031"
#> SAMPLE_1385 SAMPLE_1386 SAMPLE_1387 SAMPLE_1388 SAMPLE_1389 SAMPLE_1390 SAMPLE_1391 SAMPLE_1392
#> "031" "02164" "023623" "0227" "0227" "02162" "02164" "02164"
#> SAMPLE_1393 SAMPLE_1394 SAMPLE_1395 SAMPLE_1396 SAMPLE_1397 SAMPLE_1398 SAMPLE_1399 SAMPLE_1400
#> "02164" "02164" "02164" "02162" "023623" "0244" "023622" "02162"
#> SAMPLE_1401 SAMPLE_1402 SAMPLE_1403 SAMPLE_1404 SAMPLE_1405 SAMPLE_1406 SAMPLE_1407 SAMPLE_1408
#> "023623" "0234" "0221" "0248" "02135" "02113" "02113" "02135"
#> SAMPLE_1409 SAMPLE_1410 SAMPLE_1411 SAMPLE_1412 SAMPLE_1413 SAMPLE_1414 SAMPLE_1415 SAMPLE_1416
#> "02363" "02162" "02161" "0224" "0122" "0121" "0122" "0164"
#> SAMPLE_1417 SAMPLE_1418 SAMPLE_1419 SAMPLE_1420 SAMPLE_1421 SAMPLE_1422 SAMPLE_1423 SAMPLE_1424
#> "0122" "0122" "02361" "02361" "02112" "02112" "02116" "02112"
#> SAMPLE_1425 SAMPLE_1426 SAMPLE_1427 SAMPLE_1428 SAMPLE_1429 SAMPLE_1430 SAMPLE_1431 SAMPLE_1432
#> "0242" "0242" "0141" "02363" "02325" "02142" "02361" "02124"
#> SAMPLE_1433 SAMPLE_1434 SAMPLE_1435 SAMPLE_1436 SAMPLE_1437 SAMPLE_1438 SAMPLE_1439 SAMPLE_1440
#> "031" "02312" "02112" "02112" "02112" "02112" "02112" "0161"
#> SAMPLE_1441 SAMPLE_1442 SAMPLE_1443 SAMPLE_1444 SAMPLE_1445 SAMPLE_1446 SAMPLE_1447 SAMPLE_1448
#> "02112" "02363" "02363" "02163" "02112" "0233" "0133" "0133"
#> SAMPLE_1449 SAMPLE_1450 SAMPLE_1451 SAMPLE_1452 SAMPLE_1453 SAMPLE_1454 SAMPLE_1455 SAMPLE_1456
#> "02163" "02163" "02163" "02135" "023622" "02134" "0234" "0234"
#> SAMPLE_1457 SAMPLE_1458 SAMPLE_1459 SAMPLE_1460 SAMPLE_1461 SAMPLE_1462 SAMPLE_1463 SAMPLE_1464
#> "0234" "0234" "0234" "0234" "0245" "02113" "02113" "02116"
#> SAMPLE_1465 SAMPLE_1466 SAMPLE_1467 SAMPLE_1468 SAMPLE_1469 SAMPLE_1470 SAMPLE_1471 SAMPLE_1472
#> "02134" "02137" "02133" "02134" "02131" "02133" "02133" "02133"
#> SAMPLE_1473 SAMPLE_1474 SAMPLE_1475 SAMPLE_1476 SAMPLE_1477 SAMPLE_1478 SAMPLE_1479 SAMPLE_1480
#> "02134" "02133" "02134" "02311" "02134" "02133" "02133" "0233"
#> SAMPLE_1481 SAMPLE_1482 SAMPLE_1483 SAMPLE_1484 SAMPLE_1485 SAMPLE_1486 SAMPLE_1487 SAMPLE_1488
#> "02133" "02137" "02133" "02133" "02133" "02133" "02133" "02133"
#> SAMPLE_1489 SAMPLE_1490 SAMPLE_1491 SAMPLE_1492 SAMPLE_1493 SAMPLE_1494 SAMPLE_1495 SAMPLE_1496
#> "031" "033" "023623" "0242" "0242" "0242" "0221" "0242"
#> SAMPLE_1497 SAMPLE_1498 SAMPLE_1499 SAMPLE_1500 SAMPLE_1501 SAMPLE_1502 SAMPLE_1503 SAMPLE_1504
#> "0242" "0242" "0221" "0242" "0221" "0221" "0221" "0242"
#> SAMPLE_1505 SAMPLE_1506 SAMPLE_1507 SAMPLE_1508 SAMPLE_1509 SAMPLE_1510 SAMPLE_1511 SAMPLE_1512
#> "0221" "0221" "0242" "0242" "0242" "0242" "0242" "02136"
#> SAMPLE_1513 SAMPLE_1514 SAMPLE_1515 SAMPLE_1516 SAMPLE_1517 SAMPLE_1518 SAMPLE_1519 SAMPLE_1520
#> "0226" "02165" "0222" "0221" "0242" "0221" "0221" "0221"
#> SAMPLE_1521 SAMPLE_1522 SAMPLE_1523 SAMPLE_1524 SAMPLE_1525 SAMPLE_1526 SAMPLE_1527 SAMPLE_1528
#> "0242" "0242" "015" "0233" "0121" "02321" "02112" "02112"
#> SAMPLE_1529 SAMPLE_1530 SAMPLE_1531 SAMPLE_1532 SAMPLE_1533 SAMPLE_1534 SAMPLE_1535 SAMPLE_1536
#> "02112" "02112" "02112" "02112" "02112" "023623" "02111" "0234"
#> SAMPLE_1537 SAMPLE_1538 SAMPLE_1539 SAMPLE_1540 SAMPLE_1541 SAMPLE_1542 SAMPLE_1543 SAMPLE_1544
#> "0245" "02113" "02113" "02111" "0234" "02113" "02117" "0234"
#> SAMPLE_1545 SAMPLE_1546 SAMPLE_1547 SAMPLE_1548 SAMPLE_1549 SAMPLE_1550 SAMPLE_1551 SAMPLE_1552
#> "02113" "0234" "0245" "0234" "02111" "0234" "02142" "02133"
#> SAMPLE_1553 SAMPLE_1554 SAMPLE_1555 SAMPLE_1556 SAMPLE_1557 SAMPLE_1558 SAMPLE_1559 SAMPLE_1560
#> "0221" "02322" "0242" "02322" "02322" "02322" "0242" "02322"
#> SAMPLE_1561 SAMPLE_1562 SAMPLE_1563 SAMPLE_1564 SAMPLE_1565 SAMPLE_1566 SAMPLE_1567 SAMPLE_1568
#> "0242" "0242" "02322" "0242" "02322" "02322" "0242" "0221"
#> SAMPLE_1569 SAMPLE_1570 SAMPLE_1571 SAMPLE_1572 SAMPLE_1573 SAMPLE_1574 SAMPLE_1575 SAMPLE_1576
#> "0221" "0221" "0242" "0221" "0221" "0242" "02322" "0242"
#> SAMPLE_1577 SAMPLE_1578 SAMPLE_1579 SAMPLE_1580 SAMPLE_1581 SAMPLE_1582 SAMPLE_1583 SAMPLE_1584
#> "023623" "02371" "031" "0244" "0227" "031" "02164" "02132"
#> SAMPLE_1585 SAMPLE_1586 SAMPLE_1587 SAMPLE_1588 SAMPLE_1589 SAMPLE_1590 SAMPLE_1591 SAMPLE_1592
#> "02134" "0233" "02132" "02132" "02163" "02132" "02163" "02134"
#> SAMPLE_1593 SAMPLE_1594 SAMPLE_1595 SAMPLE_1596 SAMPLE_1597 SAMPLE_1598 SAMPLE_1599 SAMPLE_1600
#> "02134" "02134" "02314" "02162" "02112" "02136" "02363" "02363"
#> SAMPLE_1601 SAMPLE_1602 SAMPLE_1603 SAMPLE_1604 SAMPLE_1605 SAMPLE_1606 SAMPLE_1607 SAMPLE_1608
#> "02363" "0227" "0144" "02432" "0144" "0143" "0143" "0234"
#> SAMPLE_1609 SAMPLE_1610 SAMPLE_1611 SAMPLE_1612 SAMPLE_1613 SAMPLE_1614 SAMPLE_1615 SAMPLE_1616
#> "02117" "02112" "0234" "02122" "02122" "02122" "02122" "02122"
#> SAMPLE_1617 SAMPLE_1618 SAMPLE_1619 SAMPLE_1620 SAMPLE_1621 SAMPLE_1622 SAMPLE_1623 SAMPLE_1624
#> "02122" "02122" "02162" "02162" "02135" "02162" "02133" "02133"
#> SAMPLE_1625 SAMPLE_1626 SAMPLE_1627 SAMPLE_1628 SAMPLE_1629 SAMPLE_1630 SAMPLE_1631 SAMPLE_1632
#> "0221" "031" "0226" "0225" "0233" "02171" "02144" "02121"
#> SAMPLE_1633 SAMPLE_1634 SAMPLE_1635 SAMPLE_1636 SAMPLE_1637 SAMPLE_1638 SAMPLE_1639 SAMPLE_1640
#> "02314" "0245" "0226" "0247" "02374" "0226" "023623" "0247"
#> SAMPLE_1641 SAMPLE_1642 SAMPLE_1643 SAMPLE_1644 SAMPLE_1645 SAMPLE_1646 SAMPLE_1647 SAMPLE_1648
#> "02432" "0247" "0225" "02431" "02166" "0222" "0247" "02431"
#> SAMPLE_1649 SAMPLE_1650 SAMPLE_1651 SAMPLE_1652 SAMPLE_1653 SAMPLE_1654 SAMPLE_1655 SAMPLE_1656
#> "02431" "023622" "02133" "02432" "0233" "0225" "02432" "02431"
#> SAMPLE_1657 SAMPLE_1658 SAMPLE_1659 SAMPLE_1660 SAMPLE_1661 SAMPLE_1662 SAMPLE_1663 SAMPLE_1664
#> "02325" "0242" "02116" "02363" "02134" "02134" "0233" "031"
#> SAMPLE_1665 SAMPLE_1666 SAMPLE_1667 SAMPLE_1668 SAMPLE_1669 SAMPLE_1670 SAMPLE_1671 SAMPLE_1672
#> "0226" "02321" "0164" "02311" "02141" "02134" "0245" "02134"
#> SAMPLE_1673 SAMPLE_1674 SAMPLE_1675 SAMPLE_1676 SAMPLE_1677 SAMPLE_1678 SAMPLE_1679 SAMPLE_1680
#> "0112" "0246" "0241" "02433" "0143" "02134" "02165" "02112"
#> SAMPLE_1681 SAMPLE_1682 SAMPLE_1683 SAMPLE_1684 SAMPLE_1685 SAMPLE_1686 SAMPLE_1687 SAMPLE_1688
#> "02432" "031" "02166" "023624" "0244" "0241" "02111" "02174"
#> SAMPLE_1689 SAMPLE_1690 SAMPLE_1691 SAMPLE_1692 SAMPLE_1693 SAMPLE_1694 SAMPLE_1695 SAMPLE_1696
#> "02164" "02124" "02174" "02162" "02133" "0144" "02363" "0233"
#> SAMPLE_1697 SAMPLE_1698 SAMPLE_1699 SAMPLE_1700 SAMPLE_1701 SAMPLE_1702 SAMPLE_1703 SAMPLE_1704
#> "0233" "0142" "02134" "02172" "0234" "02363" "02135" "02163"
#> SAMPLE_1705 SAMPLE_1706 SAMPLE_1707 SAMPLE_1708 SAMPLE_1709 SAMPLE_1710 SAMPLE_1711 SAMPLE_1712
#> "02163" "02135" "02163" "02136" "031" "02166" "02163" "0161"
#> SAMPLE_1713 SAMPLE_1714 SAMPLE_1715 SAMPLE_1716 SAMPLE_1717 SAMPLE_1718 SAMPLE_1719 SAMPLE_1720
#> "02364" "0233" "02121" "0241" "02313" "0222" "02121" "0241"
#> SAMPLE_1721 SAMPLE_1722 SAMPLE_1723 SAMPLE_1724 SAMPLE_1725 SAMPLE_1726 SAMPLE_1727 SAMPLE_1728
#> "0246" "02121" "02121" "0241" "02121" "0241" "0222" "02121"
#> SAMPLE_1729 SAMPLE_1730 SAMPLE_1731 SAMPLE_1732 SAMPLE_1733 SAMPLE_1734 SAMPLE_1735 SAMPLE_1736
#> "0246" "02137" "02117" "0224" "031" "02163" "0113" "0142"
#> SAMPLE_1737 SAMPLE_1738 SAMPLE_1739 SAMPLE_1740 SAMPLE_1741 SAMPLE_1742 SAMPLE_1743 SAMPLE_1744
#> "0246" "02113" "02312" "0241" "02121" "02121" "02121" "02312"
#> SAMPLE_1745 SAMPLE_1746 SAMPLE_1747 SAMPLE_1748 SAMPLE_1749 SAMPLE_1750 SAMPLE_1751 SAMPLE_1752
#> "0246" "02121" "0241" "02121" "0246" "0241" "0246" "0215"
#> SAMPLE_1753 SAMPLE_1754 SAMPLE_1755 SAMPLE_1756 SAMPLE_1757 SAMPLE_1758 SAMPLE_1759 SAMPLE_1760
#> "0215" "02433" "02134" "02134" "023624" "02136" "02164" "0247"
#> SAMPLE_1761 SAMPLE_1762 SAMPLE_1763 SAMPLE_1764 SAMPLE_1765 SAMPLE_1766 SAMPLE_1767 SAMPLE_1768
#> "0247" "0225" "02135" "0222" "0225" "02163" "02115" "02363"
#> SAMPLE_1769 SAMPLE_1770 SAMPLE_1771 SAMPLE_1772 SAMPLE_1773 SAMPLE_1774 SAMPLE_1775 SAMPLE_1776
#> "02363" "02363" "02323" "02115" "02363" "02372" "0246" "02141"
#> SAMPLE_1777 SAMPLE_1778 SAMPLE_1779 SAMPLE_1780 SAMPLE_1781 SAMPLE_1782 SAMPLE_1783 SAMPLE_1784
#> "02121" "0222" "0222" "0241" "02313" "0241" "02313" "0241"
#> SAMPLE_1785 SAMPLE_1786 SAMPLE_1787 SAMPLE_1788 SAMPLE_1789 SAMPLE_1790 SAMPLE_1791 SAMPLE_1792
#> "02121" "02121" "0241" "0241" "0241" "02121" "023622" "02312"
#> SAMPLE_1793 SAMPLE_1794 SAMPLE_1795 SAMPLE_1796 SAMPLE_1797 SAMPLE_1798 SAMPLE_1799 SAMPLE_1800
#> "02161" "0241" "0247" "0227" "033" "02364" "0226" "0225"
#> SAMPLE_1801 SAMPLE_1802 SAMPLE_1803 SAMPLE_1804 SAMPLE_1805 SAMPLE_1806 SAMPLE_1807 SAMPLE_1808
#> "0222" "02431" "0225" "02431" "02432" "0247" "02432" "0222"
#> SAMPLE_1809 SAMPLE_1810 SAMPLE_1811 SAMPLE_1812 SAMPLE_1813 SAMPLE_1814 SAMPLE_1815 SAMPLE_1816
#> "0226" "02431" "02432" "02432" "02375" "0222" "0225" "02174"
#> SAMPLE_1817 SAMPLE_1818 SAMPLE_1819 SAMPLE_1820 SAMPLE_1821 SAMPLE_1822 SAMPLE_1823 SAMPLE_1824
#> "02145" "0247" "0247" "02432" "0222" "02431" "02431" "0225"
#> SAMPLE_1825 SAMPLE_1826 SAMPLE_1827 SAMPLE_1828 SAMPLE_1829 SAMPLE_1830 SAMPLE_1831 SAMPLE_1832
#> "02431" "02432" "031" "031" "0144" "031" "031" "0246"
#> SAMPLE_1833 SAMPLE_1834 SAMPLE_1835 SAMPLE_1836 SAMPLE_1837 SAMPLE_1838 SAMPLE_1839 SAMPLE_1840
#> "02312" "0241" "031" "02164" "02112" "0144" "02134" "023623"
#> SAMPLE_1841 SAMPLE_1842 SAMPLE_1843 SAMPLE_1844 SAMPLE_1845 SAMPLE_1846 SAMPLE_1847 SAMPLE_1848
#> "023625" "0224" "0224" "02432" "033" "015" "033" "0246"
#> SAMPLE_1849 SAMPLE_1850 SAMPLE_1851 SAMPLE_1852 SAMPLE_1853 SAMPLE_1854 SAMPLE_1855 SAMPLE_1856
#> "0241" "02432" "02166" "02166" "02166" "02163" "0225" "02166"
#> SAMPLE_1857 SAMPLE_1858 SAMPLE_1859 SAMPLE_1860 SAMPLE_1861 SAMPLE_1862 SAMPLE_1863 SAMPLE_1864
#> "02133" "02311" "0141" "02112" "0241" "0222" "0246" "0224"
#> SAMPLE_1865 SAMPLE_1866 SAMPLE_1867 SAMPLE_1868 SAMPLE_1869 SAMPLE_1870 SAMPLE_1871 SAMPLE_1872
#> "0134" "02363" "02324" "0233" "02325" "0141" "0161" "0242"
#> SAMPLE_1873 SAMPLE_1874 SAMPLE_1875 SAMPLE_1876 SAMPLE_1877 SAMPLE_1878 SAMPLE_1879 SAMPLE_1880
#> "0242" "02363" "0141" "0141" "0141" "02325" "023624" "02165"
#> SAMPLE_1881 SAMPLE_1882 SAMPLE_1883 SAMPLE_1884 SAMPLE_1885 SAMPLE_1886 SAMPLE_1887 SAMPLE_1888
#> "02135" "02112" "02312" "033" "0241" "0223" "0223" "02143"
#> SAMPLE_1889 SAMPLE_1890 SAMPLE_1891 SAMPLE_1892 SAMPLE_1893 SAMPLE_1894 SAMPLE_1895 SAMPLE_1896
#> "0163" "0164" "0162" "0162" "0123" "0162" "031" "031"
#> SAMPLE_1897 SAMPLE_1898 SAMPLE_1899 SAMPLE_1900 SAMPLE_1901 SAMPLE_1902 SAMPLE_1903 SAMPLE_1904
#> "031" "031" "033" "031" "031" "031" "031" "031"
#> SAMPLE_1905 SAMPLE_1906 SAMPLE_1907 SAMPLE_1908 SAMPLE_1909 SAMPLE_1910 SAMPLE_1911 SAMPLE_1912
#> "02324" "02117" "02111" "0133" "02115" "033" "031" "0244"
#> SAMPLE_1913 SAMPLE_1914 SAMPLE_1915 SAMPLE_1916 SAMPLE_1917 SAMPLE_1918 SAMPLE_1919 SAMPLE_1920
#> "02431" "02431" "0233" "02161" "02161" "02161" "02163" "0235"
#> SAMPLE_1921 SAMPLE_1922 SAMPLE_1923 SAMPLE_1924 SAMPLE_1925 SAMPLE_1926 SAMPLE_1927 SAMPLE_1928
#> "0131" "02171" "02321" "023625" "02166" "031" "02164" "031"
#> SAMPLE_1929 SAMPLE_1930 SAMPLE_1931 SAMPLE_1932 SAMPLE_1933 SAMPLE_1934 SAMPLE_1935 SAMPLE_1936
#> "0235" "0144" "0235" "0113" "0233" "02311" "0225" "02113"
#> SAMPLE_1937 SAMPLE_1938 SAMPLE_1939 SAMPLE_1940 SAMPLE_1941 SAMPLE_1942 SAMPLE_1943 SAMPLE_1944
#> "031" "0233" "02112" "02114" "02114" "02113" "02116" "02135"
#> SAMPLE_1945 SAMPLE_1946 SAMPLE_1947 SAMPLE_1948 SAMPLE_1949 SAMPLE_1950 SAMPLE_1951 SAMPLE_1952
#> "02113" "02114" "02113" "02113" "02163" "02132" "02112" "02112"
#> SAMPLE_1953 SAMPLE_1954 SAMPLE_1955 SAMPLE_1956 SAMPLE_1957 SAMPLE_1958 SAMPLE_1959 SAMPLE_1960
#> "02132" "02113" "02113" "02161" "0224" "0244" "0225" "02431"
#> SAMPLE_1961 SAMPLE_1962 SAMPLE_1963 SAMPLE_1964 SAMPLE_1965 SAMPLE_1966 SAMPLE_1967 SAMPLE_1968
#> "0225" "02314" "02432" "02111" "02117" "0242" "02164" "023623"
#> SAMPLE_1969 SAMPLE_1970 SAMPLE_1971 SAMPLE_1972 SAMPLE_1973 SAMPLE_1974 SAMPLE_1975 SAMPLE_1976
#> "0133" "0245" "02431" "0247" "0132" "0241" "02113" "02313"
#> SAMPLE_1977 SAMPLE_1978 SAMPLE_1979 SAMPLE_1980 SAMPLE_1981 SAMPLE_1982 SAMPLE_1983 SAMPLE_1984
#> "0246" "0233" "02112" "0244" "02321" "02321" "02321" "02321"
#> SAMPLE_1985 SAMPLE_1986 SAMPLE_1987 SAMPLE_1988 SAMPLE_1989 SAMPLE_1990 SAMPLE_1991 SAMPLE_1992
#> "02321" "02321" "0244" "02171" "0244" "02321" "02321" "031"
#> SAMPLE_1993 SAMPLE_1994 SAMPLE_1995 SAMPLE_1996 SAMPLE_1997 SAMPLE_1998 SAMPLE_1999 SAMPLE_2000
#> "0241" "0233" "0222" "02116" "02134" "02112" "0244" "0164"
#> SAMPLE_2001 SAMPLE_2002 SAMPLE_2003 SAMPLE_2004 SAMPLE_2005 SAMPLE_2006 SAMPLE_2007 SAMPLE_2008
#> "02321" "02111" "02111" "02113" "02113" "02111" "02111" "02111"
#> SAMPLE_2009 SAMPLE_2010 SAMPLE_2011 SAMPLE_2012 SAMPLE_2013 SAMPLE_2014 SAMPLE_2015 SAMPLE_2016
#> "02113" "02117" "02113" "02117" "02117" "031" "02312" "0222"
#> SAMPLE_2017 SAMPLE_2018 SAMPLE_2019 SAMPLE_2020 SAMPLE_2021 SAMPLE_2022 SAMPLE_2023 SAMPLE_2024
#> "02313" "02134" "0246" "02161" "0241" "0245" "0247" "0233"
#> SAMPLE_2025 SAMPLE_2026 SAMPLE_2027 SAMPLE_2028 SAMPLE_2029 SAMPLE_2030 SAMPLE_2031 SAMPLE_2032
#> "031" "031" "02321" "02171" "02171" "02163" "031" "031"
#> SAMPLE_2033 SAMPLE_2034 SAMPLE_2035 SAMPLE_2036 SAMPLE_2037 SAMPLE_2038 SAMPLE_2039 SAMPLE_2040
#> "031" "031" "031" "031" "02431" "0241" "02111" "02373"
#> SAMPLE_2041 SAMPLE_2042 SAMPLE_2043 SAMPLE_2044 SAMPLE_2045 SAMPLE_2046 SAMPLE_2047 SAMPLE_2048
#> "02143" "02135" "02113" "02111" "02111" "02115" "02115" "02111"
#> SAMPLE_2049 SAMPLE_2050 SAMPLE_2051 SAMPLE_2052 SAMPLE_2053 SAMPLE_2054 SAMPLE_2055 SAMPLE_2056
#> "02163" "02313" "02143" "031" "031" "031" "02375" "02313"
#> SAMPLE_2057 SAMPLE_2058 SAMPLE_2059 SAMPLE_2060 SAMPLE_2061 SAMPLE_2062 SAMPLE_2063 SAMPLE_2064
#> "02116" "02165" "031" "0233" "015" "02314" "02143" "031"
#> SAMPLE_2065 SAMPLE_2066 SAMPLE_2067 SAMPLE_2068 SAMPLE_2069 SAMPLE_2070 SAMPLE_2071 SAMPLE_2072
#> "0225" "031" "0222" "02373" "02364" "02171" "02321" "02111"
#> SAMPLE_2073 SAMPLE_2074 SAMPLE_2075 SAMPLE_2076 SAMPLE_2077 SAMPLE_2078 SAMPLE_2079 SAMPLE_2080
#> "02111" "02117" "02115" "02111" "02323" "02323" "02323" "02326"
#> SAMPLE_2081 SAMPLE_2082 SAMPLE_2083 SAMPLE_2084 SAMPLE_2085 SAMPLE_2086 SAMPLE_2087 SAMPLE_2088
#> "0244" "02115" "0244" "02144" "02144" "02144" "02323" "02173"
#> SAMPLE_2089 SAMPLE_2090 SAMPLE_2091 SAMPLE_2092 SAMPLE_2093 SAMPLE_2094 SAMPLE_2095 SAMPLE_2096
#> "02144" "02173" "02326" "02323" "02132" "02132" "02173" "02144"
#> SAMPLE_2097 SAMPLE_2098 SAMPLE_2099 SAMPLE_2100 SAMPLE_2101 SAMPLE_2102 SAMPLE_2103 SAMPLE_2104
#> "02323" "02132" "02323" "02323" "02323" "02323" "02173" "0244"
#> SAMPLE_2105 SAMPLE_2106 SAMPLE_2107 SAMPLE_2108 SAMPLE_2109 SAMPLE_2110 SAMPLE_2111 SAMPLE_2112
#> "02144" "02144" "02144" "02323" "0244" "02115" "0244" "02323"
#> SAMPLE_2113 SAMPLE_2114 SAMPLE_2115 SAMPLE_2116 SAMPLE_2117 SAMPLE_2118 SAMPLE_2119 SAMPLE_2120
#> "02323" "02323" "02173" "02326" "02323" "02323" "02173" "02144"
#> SAMPLE_2121 SAMPLE_2122 SAMPLE_2123 SAMPLE_2124 SAMPLE_2125 SAMPLE_2126 SAMPLE_2127 SAMPLE_2128
#> "02323" "02323" "02132" "02326" "0244" "02132" "02132" "02323"
#> SAMPLE_2129 SAMPLE_2130 SAMPLE_2131 SAMPLE_2132 SAMPLE_2133 SAMPLE_2134 SAMPLE_2135 SAMPLE_2136
#> "02132" "02323" "02144" "02324" "02323" "02115" "0244" "02132"
#> SAMPLE_2137 SAMPLE_2138 SAMPLE_2139 SAMPLE_2140 SAMPLE_2141 SAMPLE_2142 SAMPLE_2143 SAMPLE_2144
#> "02323" "0244" "0241" "02112" "0132" "0241" "0241" "0222"
#> SAMPLE_2145 SAMPLE_2146 SAMPLE_2147 SAMPLE_2148 SAMPLE_2149 SAMPLE_2150 SAMPLE_2151 SAMPLE_2152
#> "0241" "031" "02313" "0233" "0226" "0247" "02375" "0225"
#> SAMPLE_2153 SAMPLE_2154 SAMPLE_2155 SAMPLE_2156 SAMPLE_2157 SAMPLE_2158 SAMPLE_2159 SAMPLE_2160
#> "0247" "02321" "0244" "02171" "02321" "02171" "02171" "02321"
#> SAMPLE_2161 SAMPLE_2162 SAMPLE_2163 SAMPLE_2164 SAMPLE_2165 SAMPLE_2166 SAMPLE_2167 SAMPLE_2168
#> "02171" "02363" "02141" "02141" "02117" "02132" "02117" "02111"
#> SAMPLE_2169 SAMPLE_2170 SAMPLE_2171 SAMPLE_2172 SAMPLE_2173 SAMPLE_2174 SAMPLE_2175 SAMPLE_2176
#> "02313" "0247" "0247" "0241" "033" "0241" "02313" "02166"
#> SAMPLE_2177 SAMPLE_2178 SAMPLE_2179 SAMPLE_2180 SAMPLE_2181 SAMPLE_2182 SAMPLE_2183 SAMPLE_2184
#> "02314" "023623" "032" "0222" "02313" "0144" "02112" "031"
#> SAMPLE_2185 SAMPLE_2186 SAMPLE_2187 SAMPLE_2188 SAMPLE_2189 SAMPLE_2190 SAMPLE_2191 SAMPLE_2192
#> "031" "0224" "02321" "0215" "0215" "0215" "0215" "0215"
#> SAMPLE_2193 SAMPLE_2194 SAMPLE_2195 SAMPLE_2196 SAMPLE_2197 SAMPLE_2198 SAMPLE_2199 SAMPLE_2200
#> "0215" "0215" "0215" "0215" "0215" "02166" "0222" "0241"
#> SAMPLE_2201 SAMPLE_2202 SAMPLE_2203 SAMPLE_2204 SAMPLE_2205 SAMPLE_2206 SAMPLE_2207 SAMPLE_2208
#> "031" "0222" "0241" "02312" "0244" "0162" "02311" "02165"
#> SAMPLE_2209 SAMPLE_2210 SAMPLE_2211 SAMPLE_2212 SAMPLE_2213 SAMPLE_2214 SAMPLE_2215 SAMPLE_2216
#> "02374" "031" "02312" "02112" "02375" "0244" "0223" "031"
#> SAMPLE_2217 SAMPLE_2218 SAMPLE_2219 SAMPLE_2220 SAMPLE_2221 SAMPLE_2222 SAMPLE_2223 SAMPLE_2224
#> "02161" "0222" "02143" "02166" "02313" "0234" "0245" "02371"
#> SAMPLE_2225 SAMPLE_2226 SAMPLE_2227 SAMPLE_2228 SAMPLE_2229 SAMPLE_2230 SAMPLE_2231 SAMPLE_2232
#> "02171" "0163" "02141" "031" "02134" "0144" "0241" "0222"
#> SAMPLE_2233 SAMPLE_2234 SAMPLE_2235 SAMPLE_2236 SAMPLE_2237 SAMPLE_2238 SAMPLE_2239 SAMPLE_2240
#> "031" "023625" "031" "031" "0227" "02364" "0233" "031"
#> SAMPLE_2241 SAMPLE_2242 SAMPLE_2243 SAMPLE_2244 SAMPLE_2245 SAMPLE_2246 SAMPLE_2247 SAMPLE_2248
#> "031" "031" "031" "031" "031" "031" "02112" "0241"
#> SAMPLE_2249 SAMPLE_2250 SAMPLE_2251 SAMPLE_2252 SAMPLE_2253 SAMPLE_2254 SAMPLE_2255 SAMPLE_2256
#> "032" "0244" "0145" "02112" "031" "0246" "0222" "0246"
#> SAMPLE_2257 SAMPLE_2258 SAMPLE_2259 SAMPLE_2260 SAMPLE_2261 SAMPLE_2262 SAMPLE_2263 SAMPLE_2264
#> "0227" "02161" "0222" "031" "0142" "0114" "0233" "031"
#> SAMPLE_2265 SAMPLE_2266 SAMPLE_2267 SAMPLE_2268 SAMPLE_2269 SAMPLE_2270 SAMPLE_2271 SAMPLE_2272
#> "02372" "023622" "02165" "031" "02433" "023624" "023624" "023624"
#> SAMPLE_2273 SAMPLE_2274 SAMPLE_2275 SAMPLE_2276 SAMPLE_2277 SAMPLE_2278 SAMPLE_2279 SAMPLE_2280
#> "0114" "02116" "0222" "0246" "0246" "0241" "0222" "02312"
#> SAMPLE_2281 SAMPLE_2282 SAMPLE_2283 SAMPLE_2284 SAMPLE_2285 SAMPLE_2286 SAMPLE_2287 SAMPLE_2288
#> "02121" "02312" "02121" "02133" "02324" "0241" "0222" "0114"
#> SAMPLE_2289 SAMPLE_2290 SAMPLE_2291 SAMPLE_2292 SAMPLE_2293 SAMPLE_2294 SAMPLE_2295 SAMPLE_2296
#> "02161" "031" "033" "0222" "0241" "0241" "0222" "031"
#> SAMPLE_2297 SAMPLE_2298 SAMPLE_2299 SAMPLE_2300 SAMPLE_2301 SAMPLE_2302 SAMPLE_2303 SAMPLE_2304
#> "02166" "0233" "031" "0227" "0246" "02112" "0248" "031"
#> SAMPLE_2305 SAMPLE_2306 SAMPLE_2307 SAMPLE_2308 SAMPLE_2309 SAMPLE_2310 SAMPLE_2311 SAMPLE_2312
#> "0144" "0241" "02312" "02133" "0222" "0246" "0222" "0241"
#> SAMPLE_2313 SAMPLE_2314 SAMPLE_2315 SAMPLE_2316 SAMPLE_2317 SAMPLE_2318 SAMPLE_2319 SAMPLE_2320
#> "02312" "031" "031" "031" "031" "031" "0143" "0241"
#> SAMPLE_2321 SAMPLE_2322 SAMPLE_2323 SAMPLE_2324 SAMPLE_2325 SAMPLE_2326 SAMPLE_2327 SAMPLE_2328
#> "0241" "02121" "0241" "0241" "02112" "02324" "023624" "0227"
#> SAMPLE_2329 SAMPLE_2330 SAMPLE_2331 SAMPLE_2332 SAMPLE_2333 SAMPLE_2334 SAMPLE_2335 SAMPLE_2336
#> "0227" "02161" "0241" "0246" "0222" "02313" "02121" "02121"
#> SAMPLE_2337 SAMPLE_2338 SAMPLE_2339 SAMPLE_2340 SAMPLE_2341 SAMPLE_2342 SAMPLE_2343 SAMPLE_2344
#> "02431" "0226" "031" "033" "031" "031" "033" "0222"
#> SAMPLE_2345 SAMPLE_2346 SAMPLE_2347 SAMPLE_2348 SAMPLE_2349 SAMPLE_2350 SAMPLE_2351 SAMPLE_2352
#> "02111" "0223" "023623" "02143" "033" "0248" "031" "02172"
#> SAMPLE_2353 SAMPLE_2354 SAMPLE_2355 SAMPLE_2356 SAMPLE_2357 SAMPLE_2358 SAMPLE_2359 SAMPLE_2360
#> "0111" "02321" "02171" "0241" "0222" "0241" "02143" "0233"
#> SAMPLE_2361 SAMPLE_2362 SAMPLE_2363 SAMPLE_2364 SAMPLE_2365 SAMPLE_2366 SAMPLE_2367 SAMPLE_2368
#> "0222" "02364" "031" "02311" "023623" "02312" "02121" "02172"
#> SAMPLE_2369 SAMPLE_2370 SAMPLE_2371 SAMPLE_2372 SAMPLE_2373 SAMPLE_2374 SAMPLE_2375 SAMPLE_2376
#> "0142" "0142" "02313" "02134" "0142" "0142" "02172" "0142"
#> SAMPLE_2377 SAMPLE_2378 SAMPLE_2379 SAMPLE_2380 SAMPLE_2381 SAMPLE_2382 SAMPLE_2383 SAMPLE_2384
#> "0142" "0142" "02172" "0142" "02172" "0142" "02172" "0233"
#> SAMPLE_2385 SAMPLE_2386 SAMPLE_2387 SAMPLE_2388 SAMPLE_2389 SAMPLE_2390 SAMPLE_2391 SAMPLE_2392
#> "0233" "0141" "02325" "02325" "0241" "0247" "0244" "031"
#> SAMPLE_2393 SAMPLE_2394 SAMPLE_2395 SAMPLE_2396 SAMPLE_2397 SAMPLE_2398 SAMPLE_2399 SAMPLE_2400
#> "031" "02161" "02321" "02161" "031" "0142" "0142" "0142"
#> SAMPLE_2401 SAMPLE_2402 SAMPLE_2403 SAMPLE_2404 SAMPLE_2405 SAMPLE_2406 SAMPLE_2407 SAMPLE_2408
#> "0142" "0142" "0141" "0141" "02325" "02325" "02325" "02325"
#> SAMPLE_2409 SAMPLE_2410 SAMPLE_2411 SAMPLE_2412 SAMPLE_2413 SAMPLE_2414 SAMPLE_2415 SAMPLE_2416
#> "02312" "0215" "0114" "0233" "02137" "02313" "0235" "0241"
#> SAMPLE_2417 SAMPLE_2418 SAMPLE_2419 SAMPLE_2420 SAMPLE_2421 SAMPLE_2422 SAMPLE_2423 SAMPLE_2424
#> "0241" "023622" "023623" "033" "0111" "0244" "032" "0246"
#> SAMPLE_2425 SAMPLE_2426 SAMPLE_2427 SAMPLE_2428 SAMPLE_2429 SAMPLE_2430 SAMPLE_2431 SAMPLE_2432
#> "0222" "031" "02161" "02161" "02134" "031" "031" "031"
#> SAMPLE_2433 SAMPLE_2434 SAMPLE_2435 SAMPLE_2436 SAMPLE_2437 SAMPLE_2438 SAMPLE_2439 SAMPLE_2440
#> "02161" "0241" "031" "0121" "02431" "02431" "02375" "02312"
#> SAMPLE_2441 SAMPLE_2442 SAMPLE_2443 SAMPLE_2444 SAMPLE_2445 SAMPLE_2446 SAMPLE_2447 SAMPLE_2448
#> "0246" "031" "033" "033" "0233" "033" "0121" "02123"
#> SAMPLE_2449 SAMPLE_2450 SAMPLE_2451 SAMPLE_2452 SAMPLE_2453 SAMPLE_2454 SAMPLE_2455 SAMPLE_2456
#> "032" "02313" "0123" "02311" "0246" "02433" "0247" "02311"
#> SAMPLE_2457 SAMPLE_2458 SAMPLE_2459 SAMPLE_2460 SAMPLE_2461 SAMPLE_2462 SAMPLE_2463 SAMPLE_2464
#> "0241" "02165" "0133" "031" "02313" "02134" "015" "0241"
#> SAMPLE_2465 SAMPLE_2466 SAMPLE_2467 SAMPLE_2468 SAMPLE_2469 SAMPLE_2470 SAMPLE_2471 SAMPLE_2472
#> "0113" "02364" "0112" "02312" "0247" "033" "031" "02312"
#> SAMPLE_2473 SAMPLE_2474 SAMPLE_2475 SAMPLE_2476 SAMPLE_2477 SAMPLE_2478 SAMPLE_2479 SAMPLE_2480
#> "0246" "02161" "0222" "0233" "0225" "02161" "02162" "02311"
#> SAMPLE_2481 SAMPLE_2482 SAMPLE_2483 SAMPLE_2484 SAMPLE_2485 SAMPLE_2486 SAMPLE_2487 SAMPLE_2488
#> "02311" "02374" "02123" "031" "02132" "032" "02123" "02122"
#> SAMPLE_2489 SAMPLE_2490 SAMPLE_2491 SAMPLE_2492 SAMPLE_2493 SAMPLE_2494 SAMPLE_2495 SAMPLE_2496
#> "02122" "02122" "02122" "02122" "02122" "02123" "02123" "02123"
#> SAMPLE_2497 SAMPLE_2498 SAMPLE_2499 SAMPLE_2500 SAMPLE_2501 SAMPLE_2502 SAMPLE_2503 SAMPLE_2504
#> "02122" "02122" "02123" "02122" "02122" "02123" "02123" "02123"
#> SAMPLE_2505 SAMPLE_2506 SAMPLE_2507 SAMPLE_2508 SAMPLE_2509 SAMPLE_2510 SAMPLE_2511 SAMPLE_2512
#> "02123" "02123" "02123" "0144" "0144" "02141" "02141" "0233"
#> SAMPLE_2513 SAMPLE_2514 SAMPLE_2515 SAMPLE_2516 SAMPLE_2517 SAMPLE_2518 SAMPLE_2519 SAMPLE_2520
#> "0233" "02364" "0163" "02171" "0246" "02166" "0246" "0241"
#> SAMPLE_2521 SAMPLE_2522 SAMPLE_2523 SAMPLE_2524 SAMPLE_2525 SAMPLE_2526 SAMPLE_2527 SAMPLE_2528
#> "0241" "02161" "02433" "0222" "033" "02433" "0247" "0111"
#> SAMPLE_2529 SAMPLE_2530 SAMPLE_2531 SAMPLE_2532 SAMPLE_2533 SAMPLE_2534 SAMPLE_2535 SAMPLE_2536
#> "031" "031" "02133" "0246" "031" "02363" "02131" "02131"
#> SAMPLE_2537 SAMPLE_2538 SAMPLE_2539 SAMPLE_2540 SAMPLE_2541 SAMPLE_2542 SAMPLE_2543 SAMPLE_2544
#> "02134" "02136" "0144" "02131" "02131" "02134" "02131" "02161"
#> SAMPLE_2545 SAMPLE_2546 SAMPLE_2547 SAMPLE_2548 SAMPLE_2549 SAMPLE_2550 SAMPLE_2551 SAMPLE_2552
#> "02131" "02131" "02131" "02136" "02131" "02131" "02131" "02363"
#> SAMPLE_2553 SAMPLE_2554 SAMPLE_2555 SAMPLE_2556 SAMPLE_2557 SAMPLE_2558 SAMPLE_2559 SAMPLE_2560
#> "0224" "0142" "0143" "0224" "0224" "02143" "0224" "0224"
#> SAMPLE_2561 SAMPLE_2562 SAMPLE_2563 SAMPLE_2564 SAMPLE_2565 SAMPLE_2566 SAMPLE_2567 SAMPLE_2568
#> "0143" "0224" "0143" "0143" "0143" "0143" "0224" "0142"
#> SAMPLE_2569 SAMPLE_2570 SAMPLE_2571 SAMPLE_2572 SAMPLE_2573 SAMPLE_2574 SAMPLE_2575 SAMPLE_2576
#> "0143" "0233" "02312" "02433" "0242" "02132" "02163" "02163"
#> SAMPLE_2577 SAMPLE_2578 SAMPLE_2579 SAMPLE_2580 SAMPLE_2581 SAMPLE_2582 SAMPLE_2583 SAMPLE_2584
#> "0246" "02134" "02311" "032" "0222" "02321" "02313" "02163"
#> SAMPLE_2585 SAMPLE_2586 SAMPLE_2587 SAMPLE_2588 SAMPLE_2589 SAMPLE_2590 SAMPLE_2591 SAMPLE_2592
#> "023622" "02163" "0241" "0246" "02313" "0222" "033" "02171"
#> SAMPLE_2593 SAMPLE_2594 SAMPLE_2595 SAMPLE_2596 SAMPLE_2597 SAMPLE_2598 SAMPLE_2599 SAMPLE_2600
#> "02321" "02321" "0233" "032" "0247" "0233" "02134" "02311"
#> SAMPLE_2601 SAMPLE_2602 SAMPLE_2603 SAMPLE_2604 SAMPLE_2605 SAMPLE_2606 SAMPLE_2607 SAMPLE_2608
#> "02313" "02433" "02161" "0233" "02134" "02134" "0246" "0143"
#> SAMPLE_2609 SAMPLE_2610 SAMPLE_2611 SAMPLE_2612 SAMPLE_2613 SAMPLE_2614 SAMPLE_2615 SAMPLE_2616
#> "02312" "0241" "023623" "02311" "02134" "0246" "02163" "0241"
#> SAMPLE_2617 SAMPLE_2618 SAMPLE_2619 SAMPLE_2620 SAMPLE_2621 SAMPLE_2622 SAMPLE_2623 SAMPLE_2624
#> "0246" "033" "02163" "02134" "0241" "02313" "02161" "02166"
#> SAMPLE_2625 SAMPLE_2626 SAMPLE_2627 SAMPLE_2628 SAMPLE_2629 SAMPLE_2630 SAMPLE_2631 SAMPLE_2632
#> "023622" "02311" "02314" "0233" "02166" "0233" "02372" "02372"
#> SAMPLE_2633 SAMPLE_2634 SAMPLE_2635 SAMPLE_2636 SAMPLE_2637 SAMPLE_2638 SAMPLE_2639 SAMPLE_2640
#> "0241" "02133" "02161" "02163" "02163" "02132" "02132" "02132"
#> SAMPLE_2641 SAMPLE_2642 SAMPLE_2643 SAMPLE_2644 SAMPLE_2645 SAMPLE_2646 SAMPLE_2647 SAMPLE_2648
#> "032" "0241" "02312" "02313" "02166" "033" "0241" "02372"
#> SAMPLE_2649 SAMPLE_2650 SAMPLE_2651 SAMPLE_2652 SAMPLE_2653 SAMPLE_2654 SAMPLE_2655 SAMPLE_2656
#> "02433" "031" "0233" "032" "032" "032" "031" "02161"
#> SAMPLE_2657 SAMPLE_2658 SAMPLE_2659 SAMPLE_2660 SAMPLE_2661 SAMPLE_2662 SAMPLE_2663 SAMPLE_2664
#> "02163" "031" "031" "0233" "033" "032" "031" "02171"
#> SAMPLE_2665 SAMPLE_2666 SAMPLE_2667 SAMPLE_2668 SAMPLE_2669 SAMPLE_2670 SAMPLE_2671 SAMPLE_2672
#> "02321" "02171" "0224" "0224" "0224" "02163" "02163" "02134"
#> SAMPLE_2673 SAMPLE_2674 SAMPLE_2675 SAMPLE_2676 SAMPLE_2677 SAMPLE_2678 SAMPLE_2679 SAMPLE_2680
#> "02134" "02131" "02131" "02133" "02131" "02115" "0224" "02374"
#> SAMPLE_2681 SAMPLE_2682 SAMPLE_2683 SAMPLE_2684 SAMPLE_2685 SAMPLE_2686 SAMPLE_2687 SAMPLE_2688
#> "02372" "023625" "0233" "0233" "02133" "02131" "02131" "02375"
#> SAMPLE_2689 SAMPLE_2690 SAMPLE_2691 SAMPLE_2692 SAMPLE_2693 SAMPLE_2694 SAMPLE_2695 SAMPLE_2696
#> "0242" "02163" "02137" "031" "0242" "0242" "02322" "0221"
#> SAMPLE_2697 SAMPLE_2698 SAMPLE_2699 SAMPLE_2700 SAMPLE_2701 SAMPLE_2702 SAMPLE_2703 SAMPLE_2704
#> "0242" "02322" "0221" "0221" "0221" "023622" "0241" "0241"
#> SAMPLE_2705 SAMPLE_2706 SAMPLE_2707 SAMPLE_2708 SAMPLE_2709 SAMPLE_2710 SAMPLE_2711 SAMPLE_2712
#> "02313" "02163" "02163" "02163" "02163" "0242" "02174" "02322"
#> SAMPLE_2713 SAMPLE_2714 SAMPLE_2715 SAMPLE_2716 SAMPLE_2717 SAMPLE_2718 SAMPLE_2719 SAMPLE_2720
#> "0221" "0145" "0242" "0145" "0242" "0233" "0233" "0233"
#> SAMPLE_2721 SAMPLE_2722 SAMPLE_2723 SAMPLE_2724 SAMPLE_2725 SAMPLE_2726 SAMPLE_2727 SAMPLE_2728
#> "02163" "0132" "02132" "0226" "0226" "0226" "0247" "0226"
#> SAMPLE_2729 SAMPLE_2730 SAMPLE_2731 SAMPLE_2732 SAMPLE_2733 SAMPLE_2734 SAMPLE_2735 SAMPLE_2736
#> "02322" "02322" "02322" "02322" "02322" "0224" "02431" "0161"
#> SAMPLE_2737 SAMPLE_2738 SAMPLE_2739 SAMPLE_2740 SAMPLE_2741 SAMPLE_2742 SAMPLE_2743 SAMPLE_2744
#> "0143" "0143" "0143" "0143" "0142" "0143" "0144" "0143"
#> SAMPLE_2745 SAMPLE_2746 SAMPLE_2747 SAMPLE_2748 SAMPLE_2749 SAMPLE_2750 SAMPLE_2751 SAMPLE_2752
#> "0143" "02124" "0165" "02131" "02131" "02131" "02131" "02131"
#> SAMPLE_2753 SAMPLE_2754 SAMPLE_2755 SAMPLE_2756 SAMPLE_2757 SAMPLE_2758 SAMPLE_2759 SAMPLE_2760
#> "02131" "02131" "02131" "02131" "02131" "02131" "02132" "0161"
#> SAMPLE_2761 SAMPLE_2762 SAMPLE_2763 SAMPLE_2764 SAMPLE_2765 SAMPLE_2766 SAMPLE_2767 SAMPLE_2768
#> "0221" "0221" "0242" "0221" "0221" "0221" "0221" "0242"
#> SAMPLE_2769 SAMPLE_2770 SAMPLE_2771 SAMPLE_2772 SAMPLE_2773 SAMPLE_2774 SAMPLE_2775 SAMPLE_2776
#> "0242" "0221" "0248" "02124" "02311" "02133" "02165" "0244"
#> SAMPLE_2777 SAMPLE_2778 SAMPLE_2779 SAMPLE_2780 SAMPLE_2781 SAMPLE_2782 SAMPLE_2783 SAMPLE_2784
#> "02135" "02372" "02145" "02143" "0233" "02134" "02163" "0223"
#> SAMPLE_2785 SAMPLE_2786 SAMPLE_2787 SAMPLE_2788 SAMPLE_2789 SAMPLE_2790 SAMPLE_2791 SAMPLE_2792
#> "0161" "0247" "0143" "0141" "0242" "0141" "0141" "0141"
#> SAMPLE_2793 SAMPLE_2794 SAMPLE_2795 SAMPLE_2796 SAMPLE_2797 SAMPLE_2798 SAMPLE_2799 SAMPLE_2800
#> "0242" "0242" "032" "023622" "02325" "02433" "02433" "02166"
#> SAMPLE_2801
#> "0233"
get_classes(res_rh, merge_node = merge_node_param(min_n_signatures = 2579))
#> SAMPLE_1 SAMPLE_2 SAMPLE_3 SAMPLE_4 SAMPLE_5 SAMPLE_6 SAMPLE_7 SAMPLE_8
#> "0226" "0243" "0225" "0243" "0225" "0226" "0226" "0225"
#> SAMPLE_9 SAMPLE_10 SAMPLE_11 SAMPLE_12 SAMPLE_13 SAMPLE_14 SAMPLE_15 SAMPLE_16
#> "0226" "0243" "0243" "0243" "02321" "0226" "0165" "0165"
#> SAMPLE_17 SAMPLE_18 SAMPLE_19 SAMPLE_20 SAMPLE_21 SAMPLE_22 SAMPLE_23 SAMPLE_24
#> "0247" "0243" "0163" "02115" "0163" "0243" "0226" "0226"
#> SAMPLE_25 SAMPLE_26 SAMPLE_27 SAMPLE_28 SAMPLE_29 SAMPLE_30 SAMPLE_31 SAMPLE_32
#> "0226" "0243" "0247" "0243" "0226" "0226" "0233" "0233"
#> SAMPLE_33 SAMPLE_34 SAMPLE_35 SAMPLE_36 SAMPLE_37 SAMPLE_38 SAMPLE_39 SAMPLE_40
#> "02161" "0233" "02161" "02137" "0233" "0233" "02137" "0233"
#> SAMPLE_41 SAMPLE_42 SAMPLE_43 SAMPLE_44 SAMPLE_45 SAMPLE_46 SAMPLE_47 SAMPLE_48
#> "0233" "0233" "02161" "02137" "02137" "0233" "0233" "0233"
#> SAMPLE_49 SAMPLE_50 SAMPLE_51 SAMPLE_52 SAMPLE_53 SAMPLE_54 SAMPLE_55 SAMPLE_56
#> "0233" "0233" "0233" "0233" "0233" "0233" "0233" "0233"
#> SAMPLE_57 SAMPLE_58 SAMPLE_59 SAMPLE_60 SAMPLE_61 SAMPLE_62 SAMPLE_63 SAMPLE_64
#> "015" "015" "015" "015" "015" "02171" "02321" "0223"
#> SAMPLE_65 SAMPLE_66 SAMPLE_67 SAMPLE_68 SAMPLE_69 SAMPLE_70 SAMPLE_71 SAMPLE_72
#> "02171" "02171" "02171" "0244" "02161" "0233" "0233" "02163"
#> SAMPLE_73 SAMPLE_74 SAMPLE_75 SAMPLE_76 SAMPLE_77 SAMPLE_78 SAMPLE_79 SAMPLE_80
#> "0233" "0233" "02161" "0233" "0233" "0233" "0233" "015"
#> SAMPLE_81 SAMPLE_82 SAMPLE_83 SAMPLE_84 SAMPLE_85 SAMPLE_86 SAMPLE_87 SAMPLE_88
#> "015" "015" "015" "015" "0111" "0112" "0164" "0122"
#> SAMPLE_89 SAMPLE_90 SAMPLE_91 SAMPLE_92 SAMPLE_93 SAMPLE_94 SAMPLE_95 SAMPLE_96
#> "0162" "0131" "0134" "0113" "0134" "015" "0111" "0133"
#> SAMPLE_97 SAMPLE_98 SAMPLE_99 SAMPLE_100 SAMPLE_101 SAMPLE_102 SAMPLE_103 SAMPLE_104
#> "0114" "0111" "0133" "02171" "02171" "0244" "02171" "02321"
#> SAMPLE_105 SAMPLE_106 SAMPLE_107 SAMPLE_108 SAMPLE_109 SAMPLE_110 SAMPLE_111 SAMPLE_112
#> "02171" "02321" "02171" "02171" "02171" "02171" "02137" "02161"
#> SAMPLE_113 SAMPLE_114 SAMPLE_115 SAMPLE_116 SAMPLE_117 SAMPLE_118 SAMPLE_119 SAMPLE_120
#> "02124" "0233" "0233" "0233" "0233" "02161" "0233" "02161"
#> SAMPLE_121 SAMPLE_122 SAMPLE_123 SAMPLE_124 SAMPLE_125 SAMPLE_126 SAMPLE_127 SAMPLE_128
#> "0244" "0244" "0245" "02171" "0142" "02142" "02371" "0122"
#> SAMPLE_129 SAMPLE_130 SAMPLE_131 SAMPLE_132 SAMPLE_133 SAMPLE_134 SAMPLE_135 SAMPLE_136
#> "0134" "0113" "0131" "0131" "0133" "0134" "0122" "02113"
#> SAMPLE_137 SAMPLE_138 SAMPLE_139 SAMPLE_140 SAMPLE_141 SAMPLE_142 SAMPLE_143 SAMPLE_144
#> "02141" "02114" "02373" "0234" "0122" "0234" "02111" "02123"
#> SAMPLE_145 SAMPLE_146 SAMPLE_147 SAMPLE_148 SAMPLE_149 SAMPLE_150 SAMPLE_151 SAMPLE_152
#> "02371" "0223" "0224" "0223" "0223" "015" "0122" "0121"
#> SAMPLE_153 SAMPLE_154 SAMPLE_155 SAMPLE_156 SAMPLE_157 SAMPLE_158 SAMPLE_159 SAMPLE_160
#> "0164" "0113" "0121" "015" "0248" "0122" "0132" "0114"
#> SAMPLE_161 SAMPLE_162 SAMPLE_163 SAMPLE_164 SAMPLE_165 SAMPLE_166 SAMPLE_167 SAMPLE_168
#> "0122" "0122" "0121" "0121" "0114" "0112" "0122" "0121"
#> SAMPLE_169 SAMPLE_170 SAMPLE_171 SAMPLE_172 SAMPLE_173 SAMPLE_174 SAMPLE_175 SAMPLE_176
#> "0121" "0113" "0111" "0111" "02171" "02321" "0223" "0233"
#> SAMPLE_177 SAMPLE_178 SAMPLE_179 SAMPLE_180 SAMPLE_181 SAMPLE_182 SAMPLE_183 SAMPLE_184
#> "0233" "0233" "0112" "0112" "0164" "0123" "0122" "0162"
#> SAMPLE_185 SAMPLE_186 SAMPLE_187 SAMPLE_188 SAMPLE_189 SAMPLE_190 SAMPLE_191 SAMPLE_192
#> "0114" "0133" "0131" "0112" "0113" "0162" "0112" "0132"
#> SAMPLE_193 SAMPLE_194 SAMPLE_195 SAMPLE_196 SAMPLE_197 SAMPLE_198 SAMPLE_199 SAMPLE_200
#> "0112" "0224" "0223" "0114" "0112" "0112" "0112" "0162"
#> SAMPLE_201 SAMPLE_202 SAMPLE_203 SAMPLE_204 SAMPLE_205 SAMPLE_206 SAMPLE_207 SAMPLE_208
#> "0112" "0134" "0112" "0112" "0131" "0132" "0113" "0224"
#> SAMPLE_209 SAMPLE_210 SAMPLE_211 SAMPLE_212 SAMPLE_213 SAMPLE_214 SAMPLE_215 SAMPLE_216
#> "0223" "02321" "0245" "0223" "0223" "0243" "02171" "02143"
#> SAMPLE_217 SAMPLE_218 SAMPLE_219 SAMPLE_220 SAMPLE_221 SAMPLE_222 SAMPLE_223 SAMPLE_224
#> "02171" "0223" "0244" "02171" "0223" "0223" "02171" "0122"
#> SAMPLE_225 SAMPLE_226 SAMPLE_227 SAMPLE_228 SAMPLE_229 SAMPLE_230 SAMPLE_231 SAMPLE_232
#> "0123" "0121" "0121" "0122" "0112" "0134" "0233" "02161"
#> SAMPLE_233 SAMPLE_234 SAMPLE_235 SAMPLE_236 SAMPLE_237 SAMPLE_238 SAMPLE_239 SAMPLE_240
#> "0233" "0246" "0241" "0241" "0222" "0246" "0246" "02313"
#> SAMPLE_241 SAMPLE_242 SAMPLE_243 SAMPLE_244 SAMPLE_245 SAMPLE_246 SAMPLE_247 SAMPLE_248
#> "0246" "0241" "02313" "02312" "0246" "0246" "0241" "0241"
#> SAMPLE_249 SAMPLE_250 SAMPLE_251 SAMPLE_252 SAMPLE_253 SAMPLE_254 SAMPLE_255 SAMPLE_256
#> "02312" "0246" "0241" "02312" "0246" "0241" "0241" "0241"
#> SAMPLE_257 SAMPLE_258 SAMPLE_259 SAMPLE_260 SAMPLE_261 SAMPLE_262 SAMPLE_263 SAMPLE_264
#> "0246" "0246" "0225" "0226" "0226" "0243" "0226" "0243"
#> SAMPLE_265 SAMPLE_266 SAMPLE_267 SAMPLE_268 SAMPLE_269 SAMPLE_270 SAMPLE_271 SAMPLE_272
#> "0226" "0243" "02312" "02312" "02312" "0241" "0241" "02312"
#> SAMPLE_273 SAMPLE_274 SAMPLE_275 SAMPLE_276 SAMPLE_277 SAMPLE_278 SAMPLE_279 SAMPLE_280
#> "0245" "02111" "02111" "0123" "0121" "0133" "015" "0112"
#> SAMPLE_281 SAMPLE_282 SAMPLE_283 SAMPLE_284 SAMPLE_285 SAMPLE_286 SAMPLE_287 SAMPLE_288
#> "0112" "015" "015" "0113" "0114" "02137" "02161" "0233"
#> SAMPLE_289 SAMPLE_290 SAMPLE_291 SAMPLE_292 SAMPLE_293 SAMPLE_294 SAMPLE_295 SAMPLE_296
#> "0233" "015" "0112" "0113" "0114" "015" "015" "0233"
#> SAMPLE_297 SAMPLE_298 SAMPLE_299 SAMPLE_300 SAMPLE_301 SAMPLE_302 SAMPLE_303 SAMPLE_304
#> "0233" "0233" "0233" "0233" "0233" "02137" "0233" "0233"
#> SAMPLE_305 SAMPLE_306 SAMPLE_307 SAMPLE_308 SAMPLE_309 SAMPLE_310 SAMPLE_311 SAMPLE_312
#> "0233" "0233" "0233" "0233" "0233" "02137" "0233" "02161"
#> SAMPLE_313 SAMPLE_314 SAMPLE_315 SAMPLE_316 SAMPLE_317 SAMPLE_318 SAMPLE_319 SAMPLE_320
#> "0233" "0233" "0233" "0233" "0233" "0233" "0233" "0233"
#> SAMPLE_321 SAMPLE_322 SAMPLE_323 SAMPLE_324 SAMPLE_325 SAMPLE_326 SAMPLE_327 SAMPLE_328
#> "0233" "02137" "0233" "0233" "0233" "0233" "0233" "0233"
#> SAMPLE_329 SAMPLE_330 SAMPLE_331 SAMPLE_332 SAMPLE_333 SAMPLE_334 SAMPLE_335 SAMPLE_336
#> "02142" "02371" "02142" "02142" "0234" "02114" "02117" "02143"
#> SAMPLE_337 SAMPLE_338 SAMPLE_339 SAMPLE_340 SAMPLE_341 SAMPLE_342 SAMPLE_343 SAMPLE_344
#> "0247" "02142" "02371" "02142" "02142" "02166" "02114" "0245"
#> SAMPLE_345 SAMPLE_346 SAMPLE_347 SAMPLE_348 SAMPLE_349 SAMPLE_350 SAMPLE_351 SAMPLE_352
#> "02114" "02363" "02371" "02371" "02142" "02114" "0245" "02114"
#> SAMPLE_353 SAMPLE_354 SAMPLE_355 SAMPLE_356 SAMPLE_357 SAMPLE_358 SAMPLE_359 SAMPLE_360
#> "02142" "02114" "02371" "02116" "0245" "02114" "02142" "0245"
#> SAMPLE_361 SAMPLE_362 SAMPLE_363 SAMPLE_364 SAMPLE_365 SAMPLE_366 SAMPLE_367 SAMPLE_368
#> "02371" "02142" "02371" "02137" "02137" "02161" "0233" "0233"
#> SAMPLE_369 SAMPLE_370 SAMPLE_371 SAMPLE_372 SAMPLE_373 SAMPLE_374 SAMPLE_375 SAMPLE_376
#> "0233" "02161" "0233" "0233" "02117" "02111" "02371" "02111"
#> SAMPLE_377 SAMPLE_378 SAMPLE_379 SAMPLE_380 SAMPLE_381 SAMPLE_382 SAMPLE_383 SAMPLE_384
#> "02117" "02371" "02111" "0165" "0165" "02131" "02131" "02131"
#> SAMPLE_385 SAMPLE_386 SAMPLE_387 SAMPLE_388 SAMPLE_389 SAMPLE_390 SAMPLE_391 SAMPLE_392
#> "02131" "02131" "02131" "0164" "0111" "0131" "015" "0112"
#> SAMPLE_393 SAMPLE_394 SAMPLE_395 SAMPLE_396 SAMPLE_397 SAMPLE_398 SAMPLE_399 SAMPLE_400
#> "0111" "0112" "0121" "0133" "0113" "0162" "0111" "0112"
#> SAMPLE_401 SAMPLE_402 SAMPLE_403 SAMPLE_404 SAMPLE_405 SAMPLE_406 SAMPLE_407 SAMPLE_408
#> "0114" "0163" "015" "0162" "0163" "0121" "0111" "0121"
#> SAMPLE_409 SAMPLE_410 SAMPLE_411 SAMPLE_412 SAMPLE_413 SAMPLE_414 SAMPLE_415 SAMPLE_416
#> "0112" "0133" "0134" "0114" "0131" "0133" "0113" "0114"
#> SAMPLE_417 SAMPLE_418 SAMPLE_419 SAMPLE_420 SAMPLE_421 SAMPLE_422 SAMPLE_423 SAMPLE_424
#> "0131" "0164" "0112" "0112" "0112" "0133" "0113" "0113"
#> SAMPLE_425 SAMPLE_426 SAMPLE_427 SAMPLE_428 SAMPLE_429 SAMPLE_430 SAMPLE_431 SAMPLE_432
#> "0164" "0114" "0113" "0113" "0131" "015" "0112" "0113"
#> SAMPLE_433 SAMPLE_434 SAMPLE_435 SAMPLE_436 SAMPLE_437 SAMPLE_438 SAMPLE_439 SAMPLE_440
#> "0114" "0133" "0164" "0113" "0111" "0114" "0112" "0164"
#> SAMPLE_441 SAMPLE_442 SAMPLE_443 SAMPLE_444 SAMPLE_445 SAMPLE_446 SAMPLE_447 SAMPLE_448
#> "0121" "0134" "0123" "0114" "0134" "0132" "015" "0111"
#> SAMPLE_449 SAMPLE_450 SAMPLE_451 SAMPLE_452 SAMPLE_453 SAMPLE_454 SAMPLE_455 SAMPLE_456
#> "0133" "0112" "0131" "0112" "0121" "0122" "0113" "0112"
#> SAMPLE_457 SAMPLE_458 SAMPLE_459 SAMPLE_460 SAMPLE_461 SAMPLE_462 SAMPLE_463 SAMPLE_464
#> "0114" "0111" "015" "0111" "0163" "0133" "0131" "0132"
#> SAMPLE_465 SAMPLE_466 SAMPLE_467 SAMPLE_468 SAMPLE_469 SAMPLE_470 SAMPLE_471 SAMPLE_472
#> "0164" "015" "0112" "0162" "015" "02372" "0223" "0112"
#> SAMPLE_473 SAMPLE_474 SAMPLE_475 SAMPLE_476 SAMPLE_477 SAMPLE_478 SAMPLE_479 SAMPLE_480
#> "0162" "0114" "0162" "0112" "0133" "0122" "0112" "0132"
#> SAMPLE_481 SAMPLE_482 SAMPLE_483 SAMPLE_484 SAMPLE_485 SAMPLE_486 SAMPLE_487 SAMPLE_488
#> "0131" "015" "015" "0164" "0133" "0121" "0111" "0164"
#> SAMPLE_489 SAMPLE_490 SAMPLE_491 SAMPLE_492 SAMPLE_493 SAMPLE_494 SAMPLE_495 SAMPLE_496
#> "0162" "0113" "0131" "0122" "0112" "0113" "0112" "015"
#> SAMPLE_497 SAMPLE_498 SAMPLE_499 SAMPLE_500 SAMPLE_501 SAMPLE_502 SAMPLE_503 SAMPLE_504
#> "0113" "015" "0131" "0114" "0163" "0113" "0122" "015"
#> SAMPLE_505 SAMPLE_506 SAMPLE_507 SAMPLE_508 SAMPLE_509 SAMPLE_510 SAMPLE_511 SAMPLE_512
#> "0121" "0112" "0111" "0111" "0122" "0133" "0111" "015"
#> SAMPLE_513 SAMPLE_514 SAMPLE_515 SAMPLE_516 SAMPLE_517 SAMPLE_518 SAMPLE_519 SAMPLE_520
#> "0111" "0133" "0133" "0113" "0134" "0112" "0111" "0134"
#> SAMPLE_521 SAMPLE_522 SAMPLE_523 SAMPLE_524 SAMPLE_525 SAMPLE_526 SAMPLE_527 SAMPLE_528
#> "015" "0123" "0113" "0112" "0131" "0114" "0112" "0162"
#> SAMPLE_529 SAMPLE_530 SAMPLE_531 SAMPLE_532 SAMPLE_533 SAMPLE_534 SAMPLE_535 SAMPLE_536
#> "0133" "0164" "0112" "0134" "0112" "0112" "0111" "0162"
#> SAMPLE_537 SAMPLE_538 SAMPLE_539 SAMPLE_540 SAMPLE_541 SAMPLE_542 SAMPLE_543 SAMPLE_544
#> "0112" "0134" "0121" "0133" "0123" "0134" "0111" "0111"
#> SAMPLE_545 SAMPLE_546 SAMPLE_547 SAMPLE_548 SAMPLE_549 SAMPLE_550 SAMPLE_551 SAMPLE_552
#> "0131" "0133" "0112" "0132" "0112" "0114" "0113" "0112"
#> SAMPLE_553 SAMPLE_554 SAMPLE_555 SAMPLE_556 SAMPLE_557 SAMPLE_558 SAMPLE_559 SAMPLE_560
#> "0244" "0121" "0132" "0122" "0122" "0131" "0113" "0111"
#> SAMPLE_561 SAMPLE_562 SAMPLE_563 SAMPLE_564 SAMPLE_565 SAMPLE_566 SAMPLE_567 SAMPLE_568
#> "0121" "0121" "0121" "0114" "0121" "0121" "0123" "0233"
#> SAMPLE_569 SAMPLE_570 SAMPLE_571 SAMPLE_572 SAMPLE_573 SAMPLE_574 SAMPLE_575 SAMPLE_576
#> "0233" "0233" "0223" "0226" "0123" "0122" "0122" "0123"
#> SAMPLE_577 SAMPLE_578 SAMPLE_579 SAMPLE_580 SAMPLE_581 SAMPLE_582 SAMPLE_583 SAMPLE_584
#> "0134" "0113" "015" "0131" "0164" "0112" "0132" "0123"
#> SAMPLE_585 SAMPLE_586 SAMPLE_587 SAMPLE_588 SAMPLE_589 SAMPLE_590 SAMPLE_591 SAMPLE_592
#> "0112" "0131" "0164" "0113" "02137" "02161" "0233" "02161"
#> SAMPLE_593 SAMPLE_594 SAMPLE_595 SAMPLE_596 SAMPLE_597 SAMPLE_598 SAMPLE_599 SAMPLE_600
#> "0233" "02161" "02161" "02137" "02137" "0233" "0233" "0233"
#> SAMPLE_601 SAMPLE_602 SAMPLE_603 SAMPLE_604 SAMPLE_605 SAMPLE_606 SAMPLE_607 SAMPLE_608
#> "0233" "02161" "0233" "02137" "0233" "02137" "0233" "0233"
#> SAMPLE_609 SAMPLE_610 SAMPLE_611 SAMPLE_612 SAMPLE_613 SAMPLE_614 SAMPLE_615 SAMPLE_616
#> "0244" "0244" "0122" "0113" "0123" "0223" "0133" "0113"
#> SAMPLE_617 SAMPLE_618 SAMPLE_619 SAMPLE_620 SAMPLE_621 SAMPLE_622 SAMPLE_623 SAMPLE_624
#> "0131" "0241" "0246" "0222" "02312" "0241" "0241" "0241"
#> SAMPLE_625 SAMPLE_626 SAMPLE_627 SAMPLE_628 SAMPLE_629 SAMPLE_630 SAMPLE_631 SAMPLE_632
#> "0222" "0241" "0222" "0241" "02312" "0222" "0241" "0241"
#> SAMPLE_633 SAMPLE_634 SAMPLE_635 SAMPLE_636 SAMPLE_637 SAMPLE_638 SAMPLE_639 SAMPLE_640
#> "0241" "0222" "0241" "0225" "0243" "0233" "0233" "0233"
#> SAMPLE_641 SAMPLE_642 SAMPLE_643 SAMPLE_644 SAMPLE_645 SAMPLE_646 SAMPLE_647 SAMPLE_648
#> "02161" "0122" "02321" "02371" "0223" "0224" "02143" "0224"
#> SAMPLE_649 SAMPLE_650 SAMPLE_651 SAMPLE_652 SAMPLE_653 SAMPLE_654 SAMPLE_655 SAMPLE_656
#> "02165" "02132" "02162" "02162" "02135" "031" "02162" "02133"
#> SAMPLE_657 SAMPLE_658 SAMPLE_659 SAMPLE_660 SAMPLE_661 SAMPLE_662 SAMPLE_663 SAMPLE_664
#> "0233" "02161" "02161" "02161" "02161" "0224" "032" "0223"
#> SAMPLE_665 SAMPLE_666 SAMPLE_667 SAMPLE_668 SAMPLE_669 SAMPLE_670 SAMPLE_671 SAMPLE_672
#> "0224" "02161" "0223" "0223" "0223" "0163" "0114" "0224"
#> SAMPLE_673 SAMPLE_674 SAMPLE_675 SAMPLE_676 SAMPLE_677 SAMPLE_678 SAMPLE_679 SAMPLE_680
#> "0224" "0224" "0223" "0225" "02131" "02131" "02131" "02131"
#> SAMPLE_681 SAMPLE_682 SAMPLE_683 SAMPLE_684 SAMPLE_685 SAMPLE_686 SAMPLE_687 SAMPLE_688
#> "02131" "02131" "02122" "02122" "02123" "02123" "02122" "02122"
#> SAMPLE_689 SAMPLE_690 SAMPLE_691 SAMPLE_692 SAMPLE_693 SAMPLE_694 SAMPLE_695 SAMPLE_696
#> "02123" "02123" "02122" "02122" "02123" "02122" "02324" "02122"
#> SAMPLE_697 SAMPLE_698 SAMPLE_699 SAMPLE_700 SAMPLE_701 SAMPLE_702 SAMPLE_703 SAMPLE_704
#> "02122" "02122" "02122" "02122" "02122" "02122" "02122" "02122"
#> SAMPLE_705 SAMPLE_706 SAMPLE_707 SAMPLE_708 SAMPLE_709 SAMPLE_710 SAMPLE_711 SAMPLE_712
#> "02122" "02122" "02123" "02123" "02123" "02122" "02122" "02123"
#> SAMPLE_713 SAMPLE_714 SAMPLE_715 SAMPLE_716 SAMPLE_717 SAMPLE_718 SAMPLE_719 SAMPLE_720
#> "02122" "02324" "0233" "033" "031" "033" "031" "02311"
#> SAMPLE_721 SAMPLE_722 SAMPLE_723 SAMPLE_724 SAMPLE_725 SAMPLE_726 SAMPLE_727 SAMPLE_728
#> "031" "02311" "02116" "02133" "02311" "02116" "02116" "02116"
#> SAMPLE_729 SAMPLE_730 SAMPLE_731 SAMPLE_732 SAMPLE_733 SAMPLE_734 SAMPLE_735 SAMPLE_736
#> "02116" "0233" "0121" "02112" "033" "031" "031" "031"
#> SAMPLE_737 SAMPLE_738 SAMPLE_739 SAMPLE_740 SAMPLE_741 SAMPLE_742 SAMPLE_743 SAMPLE_744
#> "033" "031" "02324" "02122" "02122" "02122" "02122" "0222"
#> SAMPLE_745 SAMPLE_746 SAMPLE_747 SAMPLE_748 SAMPLE_749 SAMPLE_750 SAMPLE_751 SAMPLE_752
#> "0241" "0234" "0234" "02371" "0123" "0111" "02312" "0245"
#> SAMPLE_753 SAMPLE_754 SAMPLE_755 SAMPLE_756 SAMPLE_757 SAMPLE_758 SAMPLE_759 SAMPLE_760
#> "0244" "033" "031" "031" "02161" "02137" "02161" "02124"
#> SAMPLE_761 SAMPLE_762 SAMPLE_763 SAMPLE_764 SAMPLE_765 SAMPLE_766 SAMPLE_767 SAMPLE_768
#> "02124" "02133" "031" "031" "0123" "02171" "0244" "0224"
#> SAMPLE_769 SAMPLE_770 SAMPLE_771 SAMPLE_772 SAMPLE_773 SAMPLE_774 SAMPLE_775 SAMPLE_776
#> "0122" "0121" "02114" "02114" "02133" "0235" "02114" "0235"
#> SAMPLE_777 SAMPLE_778 SAMPLE_779 SAMPLE_780 SAMPLE_781 SAMPLE_782 SAMPLE_783 SAMPLE_784
#> "02163" "02135" "0235" "0235" "0235" "0235" "0235" "0235"
#> SAMPLE_785 SAMPLE_786 SAMPLE_787 SAMPLE_788 SAMPLE_789 SAMPLE_790 SAMPLE_791 SAMPLE_792
#> "02135" "02114" "02114" "02116" "02163" "02163" "0227" "032"
#> SAMPLE_793 SAMPLE_794 SAMPLE_795 SAMPLE_796 SAMPLE_797 SAMPLE_798 SAMPLE_799 SAMPLE_800
#> "0143" "0248" "0241" "0222" "02312" "023623" "02166" "02166"
#> SAMPLE_801 SAMPLE_802 SAMPLE_803 SAMPLE_804 SAMPLE_805 SAMPLE_806 SAMPLE_807 SAMPLE_808
#> "02314" "02311" "02166" "0233" "0233" "023622" "0227" "0223"
#> SAMPLE_809 SAMPLE_810 SAMPLE_811 SAMPLE_812 SAMPLE_813 SAMPLE_814 SAMPLE_815 SAMPLE_816
#> "0223" "0223" "0223" "0223" "0223" "0223" "02312" "0241"
#> SAMPLE_817 SAMPLE_818 SAMPLE_819 SAMPLE_820 SAMPLE_821 SAMPLE_822 SAMPLE_823 SAMPLE_824
#> "0241" "02312" "0241" "0241" "0241" "02313" "0241" "0241"
#> SAMPLE_825 SAMPLE_826 SAMPLE_827 SAMPLE_828 SAMPLE_829 SAMPLE_830 SAMPLE_831 SAMPLE_832
#> "0241" "02312" "0241" "02121" "0246" "0241" "0246" "0241"
#> SAMPLE_833 SAMPLE_834 SAMPLE_835 SAMPLE_836 SAMPLE_837 SAMPLE_838 SAMPLE_839 SAMPLE_840
#> "02124" "023625" "0241" "0241" "0246" "0222" "0162" "0222"
#> SAMPLE_841 SAMPLE_842 SAMPLE_843 SAMPLE_844 SAMPLE_845 SAMPLE_846 SAMPLE_847 SAMPLE_848
#> "0245" "0223" "0241" "02312" "0162" "0223" "0164" "023625"
#> SAMPLE_849 SAMPLE_850 SAMPLE_851 SAMPLE_852 SAMPLE_853 SAMPLE_854 SAMPLE_855 SAMPLE_856
#> "02374" "02161" "02141" "032" "0248" "032" "02161" "02137"
#> SAMPLE_857 SAMPLE_858 SAMPLE_859 SAMPLE_860 SAMPLE_861 SAMPLE_862 SAMPLE_863 SAMPLE_864
#> "0144" "0144" "0215" "0215" "023621" "023621" "0215" "02161"
#> SAMPLE_865 SAMPLE_866 SAMPLE_867 SAMPLE_868 SAMPLE_869 SAMPLE_870 SAMPLE_871 SAMPLE_872
#> "0223" "0244" "0224" "023625" "02135" "0141" "0241" "031"
#> SAMPLE_873 SAMPLE_874 SAMPLE_875 SAMPLE_876 SAMPLE_877 SAMPLE_878 SAMPLE_879 SAMPLE_880
#> "031" "02132" "033" "0246" "031" "0144" "02112" "02361"
#> SAMPLE_881 SAMPLE_882 SAMPLE_883 SAMPLE_884 SAMPLE_885 SAMPLE_886 SAMPLE_887 SAMPLE_888
#> "031" "032" "031" "02112" "02313" "02361" "0226" "031"
#> SAMPLE_889 SAMPLE_890 SAMPLE_891 SAMPLE_892 SAMPLE_893 SAMPLE_894 SAMPLE_895 SAMPLE_896
#> "02172" "02161" "0144" "02136" "0144" "02112" "0226" "0243"
#> SAMPLE_897 SAMPLE_898 SAMPLE_899 SAMPLE_900 SAMPLE_901 SAMPLE_902 SAMPLE_903 SAMPLE_904
#> "032" "023623" "02374" "02131" "02143" "02134" "02134" "0233"
#> SAMPLE_905 SAMPLE_906 SAMPLE_907 SAMPLE_908 SAMPLE_909 SAMPLE_910 SAMPLE_911 SAMPLE_912
#> "0233" "031" "02134" "0243" "0225" "0225" "0224" "0224"
#> SAMPLE_913 SAMPLE_914 SAMPLE_915 SAMPLE_916 SAMPLE_917 SAMPLE_918 SAMPLE_919 SAMPLE_920
#> "0215" "0215" "0235" "0235" "0235" "0235" "0235" "0235"
#> SAMPLE_921 SAMPLE_922 SAMPLE_923 SAMPLE_924 SAMPLE_925 SAMPLE_926 SAMPLE_927 SAMPLE_928
#> "0235" "0235" "02132" "02134" "023623" "02115" "0244" "0245"
#> SAMPLE_929 SAMPLE_930 SAMPLE_931 SAMPLE_932 SAMPLE_933 SAMPLE_934 SAMPLE_935 SAMPLE_936
#> "0234" "0234" "0215" "0215" "0215" "023621" "0215" "0215"
#> SAMPLE_937 SAMPLE_938 SAMPLE_939 SAMPLE_940 SAMPLE_941 SAMPLE_942 SAMPLE_943 SAMPLE_944
#> "0215" "0245" "02142" "02371" "02371" "0245" "02371" "0245"
#> SAMPLE_945 SAMPLE_946 SAMPLE_947 SAMPLE_948 SAMPLE_949 SAMPLE_950 SAMPLE_951 SAMPLE_952
#> "02372" "02371" "02142" "02371" "02371" "02371" "0245" "0245"
#> SAMPLE_953 SAMPLE_954 SAMPLE_955 SAMPLE_956 SAMPLE_957 SAMPLE_958 SAMPLE_959 SAMPLE_960
#> "0234" "02373" "02371" "02371" "02371" "02371" "02371" "02371"
#> SAMPLE_961 SAMPLE_962 SAMPLE_963 SAMPLE_964 SAMPLE_965 SAMPLE_966 SAMPLE_967 SAMPLE_968
#> "02137" "02133" "0234" "0234" "0245" "0234" "0234" "0245"
#> SAMPLE_969 SAMPLE_970 SAMPLE_971 SAMPLE_972 SAMPLE_973 SAMPLE_974 SAMPLE_975 SAMPLE_976
#> "0234" "0234" "02123" "0234" "0225" "033" "02112" "0122"
#> SAMPLE_977 SAMPLE_978 SAMPLE_979 SAMPLE_980 SAMPLE_981 SAMPLE_982 SAMPLE_983 SAMPLE_984
#> "0122" "0122" "0121" "02143" "02123" "02123" "0122" "0122"
#> SAMPLE_985 SAMPLE_986 SAMPLE_987 SAMPLE_988 SAMPLE_989 SAMPLE_990 SAMPLE_991 SAMPLE_992
#> "0123" "0141" "0242" "033" "02137" "0245" "0161" "0111"
#> SAMPLE_993 SAMPLE_994 SAMPLE_995 SAMPLE_996 SAMPLE_997 SAMPLE_998 SAMPLE_999 SAMPLE_1000
#> "02124" "02112" "023621" "023621" "02112" "02132" "02162" "02371"
#> SAMPLE_1001 SAMPLE_1002 SAMPLE_1003 SAMPLE_1004 SAMPLE_1005 SAMPLE_1006 SAMPLE_1007 SAMPLE_1008
#> "02117" "0234" "02371" "0234" "02373" "0234" "0234" "02117"
#> SAMPLE_1009 SAMPLE_1010 SAMPLE_1011 SAMPLE_1012 SAMPLE_1013 SAMPLE_1014 SAMPLE_1015 SAMPLE_1016
#> "0234" "02373" "0234" "0245" "0234" "02117" "02142" "02371"
#> SAMPLE_1017 SAMPLE_1018 SAMPLE_1019 SAMPLE_1020 SAMPLE_1021 SAMPLE_1022 SAMPLE_1023 SAMPLE_1024
#> "0245" "0234" "0234" "0234" "0234" "0234" "0234" "0245"
#> SAMPLE_1025 SAMPLE_1026 SAMPLE_1027 SAMPLE_1028 SAMPLE_1029 SAMPLE_1030 SAMPLE_1031 SAMPLE_1032
#> "0234" "0234" "0234" "0234" "0234" "0234" "0234" "0234"
#> SAMPLE_1033 SAMPLE_1034 SAMPLE_1035 SAMPLE_1036 SAMPLE_1037 SAMPLE_1038 SAMPLE_1039 SAMPLE_1040
#> "0234" "0234" "0234" "0234" "0234" "0163" "0122" "02171"
#> SAMPLE_1041 SAMPLE_1042 SAMPLE_1043 SAMPLE_1044 SAMPLE_1045 SAMPLE_1046 SAMPLE_1047 SAMPLE_1048
#> "0224" "0224" "02314" "02132" "02112" "0215" "023621" "02162"
#> SAMPLE_1049 SAMPLE_1050 SAMPLE_1051 SAMPLE_1052 SAMPLE_1053 SAMPLE_1054 SAMPLE_1055 SAMPLE_1056
#> "02112" "023621" "02112" "023622" "023622" "02165" "023622" "02165"
#> SAMPLE_1057 SAMPLE_1058 SAMPLE_1059 SAMPLE_1060 SAMPLE_1061 SAMPLE_1062 SAMPLE_1063 SAMPLE_1064
#> "02165" "02165" "02165" "023622" "02165" "02165" "0215" "0123"
#> SAMPLE_1065 SAMPLE_1066 SAMPLE_1067 SAMPLE_1068 SAMPLE_1069 SAMPLE_1070 SAMPLE_1071 SAMPLE_1072
#> "0163" "0123" "02141" "02115" "02115" "02375" "02141" "02132"
#> SAMPLE_1073 SAMPLE_1074 SAMPLE_1075 SAMPLE_1076 SAMPLE_1077 SAMPLE_1078 SAMPLE_1079 SAMPLE_1080
#> "02115" "02141" "02141" "02141" "02141" "02363" "02141" "02141"
#> SAMPLE_1081 SAMPLE_1082 SAMPLE_1083 SAMPLE_1084 SAMPLE_1085 SAMPLE_1086 SAMPLE_1087 SAMPLE_1088
#> "02141" "023622" "02311" "02162" "023622" "02165" "02371" "0223"
#> SAMPLE_1089 SAMPLE_1090 SAMPLE_1091 SAMPLE_1092 SAMPLE_1093 SAMPLE_1094 SAMPLE_1095 SAMPLE_1096
#> "0223" "02123" "02122" "02165" "023622" "02311" "02165" "02165"
#> SAMPLE_1097 SAMPLE_1098 SAMPLE_1099 SAMPLE_1100 SAMPLE_1101 SAMPLE_1102 SAMPLE_1103 SAMPLE_1104
#> "02364" "02123" "031" "02135" "02162" "02162" "02162" "02162"
#> SAMPLE_1105 SAMPLE_1106 SAMPLE_1107 SAMPLE_1108 SAMPLE_1109 SAMPLE_1110 SAMPLE_1111 SAMPLE_1112
#> "02162" "02162" "02162" "02162" "02162" "02113" "0131" "02364"
#> SAMPLE_1113 SAMPLE_1114 SAMPLE_1115 SAMPLE_1116 SAMPLE_1117 SAMPLE_1118 SAMPLE_1119 SAMPLE_1120
#> "02133" "02161" "0233" "0111" "02373" "02117" "0234" "02111"
#> SAMPLE_1121 SAMPLE_1122 SAMPLE_1123 SAMPLE_1124 SAMPLE_1125 SAMPLE_1126 SAMPLE_1127 SAMPLE_1128
#> "0234" "0234" "02113" "02111" "0234" "02117" "02115" "02142"
#> SAMPLE_1129 SAMPLE_1130 SAMPLE_1131 SAMPLE_1132 SAMPLE_1133 SAMPLE_1134 SAMPLE_1135 SAMPLE_1136
#> "02111" "02117" "0234" "0234" "0234" "0234" "0234" "02361"
#> SAMPLE_1137 SAMPLE_1138 SAMPLE_1139 SAMPLE_1140 SAMPLE_1141 SAMPLE_1142 SAMPLE_1143 SAMPLE_1144
#> "02361" "02361" "02361" "02361" "02361" "02361" "02112" "02132"
#> SAMPLE_1145 SAMPLE_1146 SAMPLE_1147 SAMPLE_1148 SAMPLE_1149 SAMPLE_1150 SAMPLE_1151 SAMPLE_1152
#> "02133" "02131" "0233" "0215" "0122" "02361" "02112" "02361"
#> SAMPLE_1153 SAMPLE_1154 SAMPLE_1155 SAMPLE_1156 SAMPLE_1157 SAMPLE_1158 SAMPLE_1159 SAMPLE_1160
#> "02361" "02361" "02361" "02364" "023622" "02141" "0144" "0144"
#> SAMPLE_1161 SAMPLE_1162 SAMPLE_1163 SAMPLE_1164 SAMPLE_1165 SAMPLE_1166 SAMPLE_1167 SAMPLE_1168
#> "0143" "02132" "02364" "0243" "02364" "02363" "02372" "0131"
#> SAMPLE_1169 SAMPLE_1170 SAMPLE_1171 SAMPLE_1172 SAMPLE_1173 SAMPLE_1174 SAMPLE_1175 SAMPLE_1176
#> "0112" "0247" "02135" "0222" "02314" "02314" "023622" "02311"
#> SAMPLE_1177 SAMPLE_1178 SAMPLE_1179 SAMPLE_1180 SAMPLE_1181 SAMPLE_1182 SAMPLE_1183 SAMPLE_1184
#> "02364" "02115" "02115" "02134" "02164" "02371" "0233" "0233"
#> SAMPLE_1185 SAMPLE_1186 SAMPLE_1187 SAMPLE_1188 SAMPLE_1189 SAMPLE_1190 SAMPLE_1191 SAMPLE_1192
#> "02163" "02163" "02137" "0247" "0241" "02116" "02116" "0111"
#> SAMPLE_1193 SAMPLE_1194 SAMPLE_1195 SAMPLE_1196 SAMPLE_1197 SAMPLE_1198 SAMPLE_1199 SAMPLE_1200
#> "02171" "02137" "02373" "02142" "02373" "02371" "02142" "02142"
#> SAMPLE_1201 SAMPLE_1202 SAMPLE_1203 SAMPLE_1204 SAMPLE_1205 SAMPLE_1206 SAMPLE_1207 SAMPLE_1208
#> "02111" "02142" "0222" "02113" "02136" "031" "0243" "02162"
#> SAMPLE_1209 SAMPLE_1210 SAMPLE_1211 SAMPLE_1212 SAMPLE_1213 SAMPLE_1214 SAMPLE_1215 SAMPLE_1216
#> "031" "0234" "0162" "0163" "0164" "0243" "02143" "0223"
#> SAMPLE_1217 SAMPLE_1218 SAMPLE_1219 SAMPLE_1220 SAMPLE_1221 SAMPLE_1222 SAMPLE_1223 SAMPLE_1224
#> "0223" "0223" "0234" "02116" "02123" "02324" "0244" "02123"
#> SAMPLE_1225 SAMPLE_1226 SAMPLE_1227 SAMPLE_1228 SAMPLE_1229 SAMPLE_1230 SAMPLE_1231 SAMPLE_1232
#> "0244" "0227" "023622" "02123" "02324" "02123" "02123" "02123"
#> SAMPLE_1233 SAMPLE_1234 SAMPLE_1235 SAMPLE_1236 SAMPLE_1237 SAMPLE_1238 SAMPLE_1239 SAMPLE_1240
#> "02324" "02123" "02123" "02123" "02123" "02123" "023622" "02142"
#> SAMPLE_1241 SAMPLE_1242 SAMPLE_1243 SAMPLE_1244 SAMPLE_1245 SAMPLE_1246 SAMPLE_1247 SAMPLE_1248
#> "0121" "015" "0162" "02171" "02171" "02171" "02171" "02375"
#> SAMPLE_1249 SAMPLE_1250 SAMPLE_1251 SAMPLE_1252 SAMPLE_1253 SAMPLE_1254 SAMPLE_1255 SAMPLE_1256
#> "02114" "02114" "0247" "031" "031" "031" "031" "02114"
#> SAMPLE_1257 SAMPLE_1258 SAMPLE_1259 SAMPLE_1260 SAMPLE_1261 SAMPLE_1262 SAMPLE_1263 SAMPLE_1264
#> "02361" "02137" "0223" "0221" "0221" "0223" "0245" "031"
#> SAMPLE_1265 SAMPLE_1266 SAMPLE_1267 SAMPLE_1268 SAMPLE_1269 SAMPLE_1270 SAMPLE_1271 SAMPLE_1272
#> "02364" "02321" "02322" "0161" "02112" "02321" "02321" "02321"
#> SAMPLE_1273 SAMPLE_1274 SAMPLE_1275 SAMPLE_1276 SAMPLE_1277 SAMPLE_1278 SAMPLE_1279 SAMPLE_1280
#> "02321" "02171" "02171" "0224" "0224" "0222" "0247" "02363"
#> SAMPLE_1281 SAMPLE_1282 SAMPLE_1283 SAMPLE_1284 SAMPLE_1285 SAMPLE_1286 SAMPLE_1287 SAMPLE_1288
#> "031" "02135" "02113" "0226" "0242" "0221" "031" "02361"
#> SAMPLE_1289 SAMPLE_1290 SAMPLE_1291 SAMPLE_1292 SAMPLE_1293 SAMPLE_1294 SAMPLE_1295 SAMPLE_1296
#> "0242" "02322" "02112" "02163" "02133" "02113" "02321" "0244"
#> SAMPLE_1297 SAMPLE_1298 SAMPLE_1299 SAMPLE_1300 SAMPLE_1301 SAMPLE_1302 SAMPLE_1303 SAMPLE_1304
#> "02171" "02321" "0244" "0244" "02171" "02321" "02321" "02321"
#> SAMPLE_1305 SAMPLE_1306 SAMPLE_1307 SAMPLE_1308 SAMPLE_1309 SAMPLE_1310 SAMPLE_1311 SAMPLE_1312
#> "0244" "02321" "02171" "02321" "02321" "02171" "0244" "02171"
#> SAMPLE_1313 SAMPLE_1314 SAMPLE_1315 SAMPLE_1316 SAMPLE_1317 SAMPLE_1318 SAMPLE_1319 SAMPLE_1320
#> "02321" "02321" "02321" "0215" "0215" "0215" "023621" "023621"
#> SAMPLE_1321 SAMPLE_1322 SAMPLE_1323 SAMPLE_1324 SAMPLE_1325 SAMPLE_1326 SAMPLE_1327 SAMPLE_1328
#> "0215" "023621" "0215" "0215" "0234" "02117" "02113" "0234"
#> SAMPLE_1329 SAMPLE_1330 SAMPLE_1331 SAMPLE_1332 SAMPLE_1333 SAMPLE_1334 SAMPLE_1335 SAMPLE_1336
#> "02113" "02113" "02135" "02135" "02113" "02113" "02113" "0161"
#> SAMPLE_1337 SAMPLE_1338 SAMPLE_1339 SAMPLE_1340 SAMPLE_1341 SAMPLE_1342 SAMPLE_1343 SAMPLE_1344
#> "0233" "0227" "02323" "02144" "02132" "023623" "02116" "02114"
#> SAMPLE_1345 SAMPLE_1346 SAMPLE_1347 SAMPLE_1348 SAMPLE_1349 SAMPLE_1350 SAMPLE_1351 SAMPLE_1352
#> "0244" "02123" "02312" "0221" "02134" "02323" "0248" "0225"
#> SAMPLE_1353 SAMPLE_1354 SAMPLE_1355 SAMPLE_1356 SAMPLE_1357 SAMPLE_1358 SAMPLE_1359 SAMPLE_1360
#> "031" "0234" "0222" "031" "031" "031" "033" "031"
#> SAMPLE_1361 SAMPLE_1362 SAMPLE_1363 SAMPLE_1364 SAMPLE_1365 SAMPLE_1366 SAMPLE_1367 SAMPLE_1368
#> "031" "031" "031" "031" "033" "031" "031" "033"
#> SAMPLE_1369 SAMPLE_1370 SAMPLE_1371 SAMPLE_1372 SAMPLE_1373 SAMPLE_1374 SAMPLE_1375 SAMPLE_1376
#> "033" "031" "031" "033" "031" "032" "032" "031"
#> SAMPLE_1377 SAMPLE_1378 SAMPLE_1379 SAMPLE_1380 SAMPLE_1381 SAMPLE_1382 SAMPLE_1383 SAMPLE_1384
#> "031" "031" "031" "033" "033" "031" "033" "031"
#> SAMPLE_1385 SAMPLE_1386 SAMPLE_1387 SAMPLE_1388 SAMPLE_1389 SAMPLE_1390 SAMPLE_1391 SAMPLE_1392
#> "031" "02164" "023623" "0227" "0227" "02162" "02164" "02164"
#> SAMPLE_1393 SAMPLE_1394 SAMPLE_1395 SAMPLE_1396 SAMPLE_1397 SAMPLE_1398 SAMPLE_1399 SAMPLE_1400
#> "02164" "02164" "02164" "02162" "023623" "0244" "023622" "02162"
#> SAMPLE_1401 SAMPLE_1402 SAMPLE_1403 SAMPLE_1404 SAMPLE_1405 SAMPLE_1406 SAMPLE_1407 SAMPLE_1408
#> "023623" "0234" "0221" "0248" "02135" "02113" "02113" "02135"
#> SAMPLE_1409 SAMPLE_1410 SAMPLE_1411 SAMPLE_1412 SAMPLE_1413 SAMPLE_1414 SAMPLE_1415 SAMPLE_1416
#> "02363" "02162" "02161" "0224" "0122" "0121" "0122" "0164"
#> SAMPLE_1417 SAMPLE_1418 SAMPLE_1419 SAMPLE_1420 SAMPLE_1421 SAMPLE_1422 SAMPLE_1423 SAMPLE_1424
#> "0122" "0122" "02361" "02361" "02112" "02112" "02116" "02112"
#> SAMPLE_1425 SAMPLE_1426 SAMPLE_1427 SAMPLE_1428 SAMPLE_1429 SAMPLE_1430 SAMPLE_1431 SAMPLE_1432
#> "0242" "0242" "0141" "02363" "02325" "02142" "02361" "02124"
#> SAMPLE_1433 SAMPLE_1434 SAMPLE_1435 SAMPLE_1436 SAMPLE_1437 SAMPLE_1438 SAMPLE_1439 SAMPLE_1440
#> "031" "02312" "02112" "02112" "02112" "02112" "02112" "0161"
#> SAMPLE_1441 SAMPLE_1442 SAMPLE_1443 SAMPLE_1444 SAMPLE_1445 SAMPLE_1446 SAMPLE_1447 SAMPLE_1448
#> "02112" "02363" "02363" "02163" "02112" "0233" "0133" "0133"
#> SAMPLE_1449 SAMPLE_1450 SAMPLE_1451 SAMPLE_1452 SAMPLE_1453 SAMPLE_1454 SAMPLE_1455 SAMPLE_1456
#> "02163" "02163" "02163" "02135" "023622" "02134" "0234" "0234"
#> SAMPLE_1457 SAMPLE_1458 SAMPLE_1459 SAMPLE_1460 SAMPLE_1461 SAMPLE_1462 SAMPLE_1463 SAMPLE_1464
#> "0234" "0234" "0234" "0234" "0245" "02113" "02113" "02116"
#> SAMPLE_1465 SAMPLE_1466 SAMPLE_1467 SAMPLE_1468 SAMPLE_1469 SAMPLE_1470 SAMPLE_1471 SAMPLE_1472
#> "02134" "02137" "02133" "02134" "02131" "02133" "02133" "02133"
#> SAMPLE_1473 SAMPLE_1474 SAMPLE_1475 SAMPLE_1476 SAMPLE_1477 SAMPLE_1478 SAMPLE_1479 SAMPLE_1480
#> "02134" "02133" "02134" "02311" "02134" "02133" "02133" "0233"
#> SAMPLE_1481 SAMPLE_1482 SAMPLE_1483 SAMPLE_1484 SAMPLE_1485 SAMPLE_1486 SAMPLE_1487 SAMPLE_1488
#> "02133" "02137" "02133" "02133" "02133" "02133" "02133" "02133"
#> SAMPLE_1489 SAMPLE_1490 SAMPLE_1491 SAMPLE_1492 SAMPLE_1493 SAMPLE_1494 SAMPLE_1495 SAMPLE_1496
#> "031" "033" "023623" "0242" "0242" "0242" "0221" "0242"
#> SAMPLE_1497 SAMPLE_1498 SAMPLE_1499 SAMPLE_1500 SAMPLE_1501 SAMPLE_1502 SAMPLE_1503 SAMPLE_1504
#> "0242" "0242" "0221" "0242" "0221" "0221" "0221" "0242"
#> SAMPLE_1505 SAMPLE_1506 SAMPLE_1507 SAMPLE_1508 SAMPLE_1509 SAMPLE_1510 SAMPLE_1511 SAMPLE_1512
#> "0221" "0221" "0242" "0242" "0242" "0242" "0242" "02136"
#> SAMPLE_1513 SAMPLE_1514 SAMPLE_1515 SAMPLE_1516 SAMPLE_1517 SAMPLE_1518 SAMPLE_1519 SAMPLE_1520
#> "0226" "02165" "0222" "0221" "0242" "0221" "0221" "0221"
#> SAMPLE_1521 SAMPLE_1522 SAMPLE_1523 SAMPLE_1524 SAMPLE_1525 SAMPLE_1526 SAMPLE_1527 SAMPLE_1528
#> "0242" "0242" "015" "0233" "0121" "02321" "02112" "02112"
#> SAMPLE_1529 SAMPLE_1530 SAMPLE_1531 SAMPLE_1532 SAMPLE_1533 SAMPLE_1534 SAMPLE_1535 SAMPLE_1536
#> "02112" "02112" "02112" "02112" "02112" "023623" "02111" "0234"
#> SAMPLE_1537 SAMPLE_1538 SAMPLE_1539 SAMPLE_1540 SAMPLE_1541 SAMPLE_1542 SAMPLE_1543 SAMPLE_1544
#> "0245" "02113" "02113" "02111" "0234" "02113" "02117" "0234"
#> SAMPLE_1545 SAMPLE_1546 SAMPLE_1547 SAMPLE_1548 SAMPLE_1549 SAMPLE_1550 SAMPLE_1551 SAMPLE_1552
#> "02113" "0234" "0245" "0234" "02111" "0234" "02142" "02133"
#> SAMPLE_1553 SAMPLE_1554 SAMPLE_1555 SAMPLE_1556 SAMPLE_1557 SAMPLE_1558 SAMPLE_1559 SAMPLE_1560
#> "0221" "02322" "0242" "02322" "02322" "02322" "0242" "02322"
#> SAMPLE_1561 SAMPLE_1562 SAMPLE_1563 SAMPLE_1564 SAMPLE_1565 SAMPLE_1566 SAMPLE_1567 SAMPLE_1568
#> "0242" "0242" "02322" "0242" "02322" "02322" "0242" "0221"
#> SAMPLE_1569 SAMPLE_1570 SAMPLE_1571 SAMPLE_1572 SAMPLE_1573 SAMPLE_1574 SAMPLE_1575 SAMPLE_1576
#> "0221" "0221" "0242" "0221" "0221" "0242" "02322" "0242"
#> SAMPLE_1577 SAMPLE_1578 SAMPLE_1579 SAMPLE_1580 SAMPLE_1581 SAMPLE_1582 SAMPLE_1583 SAMPLE_1584
#> "023623" "02371" "031" "0244" "0227" "031" "02164" "02132"
#> SAMPLE_1585 SAMPLE_1586 SAMPLE_1587 SAMPLE_1588 SAMPLE_1589 SAMPLE_1590 SAMPLE_1591 SAMPLE_1592
#> "02134" "0233" "02132" "02132" "02163" "02132" "02163" "02134"
#> SAMPLE_1593 SAMPLE_1594 SAMPLE_1595 SAMPLE_1596 SAMPLE_1597 SAMPLE_1598 SAMPLE_1599 SAMPLE_1600
#> "02134" "02134" "02314" "02162" "02112" "02136" "02363" "02363"
#> SAMPLE_1601 SAMPLE_1602 SAMPLE_1603 SAMPLE_1604 SAMPLE_1605 SAMPLE_1606 SAMPLE_1607 SAMPLE_1608
#> "02363" "0227" "0144" "0243" "0144" "0143" "0143" "0234"
#> SAMPLE_1609 SAMPLE_1610 SAMPLE_1611 SAMPLE_1612 SAMPLE_1613 SAMPLE_1614 SAMPLE_1615 SAMPLE_1616
#> "02117" "02112" "0234" "02122" "02122" "02122" "02122" "02122"
#> SAMPLE_1617 SAMPLE_1618 SAMPLE_1619 SAMPLE_1620 SAMPLE_1621 SAMPLE_1622 SAMPLE_1623 SAMPLE_1624
#> "02122" "02122" "02162" "02162" "02135" "02162" "02133" "02133"
#> SAMPLE_1625 SAMPLE_1626 SAMPLE_1627 SAMPLE_1628 SAMPLE_1629 SAMPLE_1630 SAMPLE_1631 SAMPLE_1632
#> "0221" "031" "0226" "0225" "0233" "02171" "02144" "02121"
#> SAMPLE_1633 SAMPLE_1634 SAMPLE_1635 SAMPLE_1636 SAMPLE_1637 SAMPLE_1638 SAMPLE_1639 SAMPLE_1640
#> "02314" "0245" "0226" "0247" "02374" "0226" "023623" "0247"
#> SAMPLE_1641 SAMPLE_1642 SAMPLE_1643 SAMPLE_1644 SAMPLE_1645 SAMPLE_1646 SAMPLE_1647 SAMPLE_1648
#> "0243" "0247" "0225" "0243" "02166" "0222" "0247" "0243"
#> SAMPLE_1649 SAMPLE_1650 SAMPLE_1651 SAMPLE_1652 SAMPLE_1653 SAMPLE_1654 SAMPLE_1655 SAMPLE_1656
#> "0243" "023622" "02133" "0243" "0233" "0225" "0243" "0243"
#> SAMPLE_1657 SAMPLE_1658 SAMPLE_1659 SAMPLE_1660 SAMPLE_1661 SAMPLE_1662 SAMPLE_1663 SAMPLE_1664
#> "02325" "0242" "02116" "02363" "02134" "02134" "0233" "031"
#> SAMPLE_1665 SAMPLE_1666 SAMPLE_1667 SAMPLE_1668 SAMPLE_1669 SAMPLE_1670 SAMPLE_1671 SAMPLE_1672
#> "0226" "02321" "0164" "02311" "02141" "02134" "0245" "02134"
#> SAMPLE_1673 SAMPLE_1674 SAMPLE_1675 SAMPLE_1676 SAMPLE_1677 SAMPLE_1678 SAMPLE_1679 SAMPLE_1680
#> "0112" "0246" "0241" "0243" "0143" "02134" "02165" "02112"
#> SAMPLE_1681 SAMPLE_1682 SAMPLE_1683 SAMPLE_1684 SAMPLE_1685 SAMPLE_1686 SAMPLE_1687 SAMPLE_1688
#> "0243" "031" "02166" "023624" "0244" "0241" "02111" "02174"
#> SAMPLE_1689 SAMPLE_1690 SAMPLE_1691 SAMPLE_1692 SAMPLE_1693 SAMPLE_1694 SAMPLE_1695 SAMPLE_1696
#> "02164" "02124" "02174" "02162" "02133" "0144" "02363" "0233"
#> SAMPLE_1697 SAMPLE_1698 SAMPLE_1699 SAMPLE_1700 SAMPLE_1701 SAMPLE_1702 SAMPLE_1703 SAMPLE_1704
#> "0233" "0142" "02134" "02172" "0234" "02363" "02135" "02163"
#> SAMPLE_1705 SAMPLE_1706 SAMPLE_1707 SAMPLE_1708 SAMPLE_1709 SAMPLE_1710 SAMPLE_1711 SAMPLE_1712
#> "02163" "02135" "02163" "02136" "031" "02166" "02163" "0161"
#> SAMPLE_1713 SAMPLE_1714 SAMPLE_1715 SAMPLE_1716 SAMPLE_1717 SAMPLE_1718 SAMPLE_1719 SAMPLE_1720
#> "02364" "0233" "02121" "0241" "02313" "0222" "02121" "0241"
#> SAMPLE_1721 SAMPLE_1722 SAMPLE_1723 SAMPLE_1724 SAMPLE_1725 SAMPLE_1726 SAMPLE_1727 SAMPLE_1728
#> "0246" "02121" "02121" "0241" "02121" "0241" "0222" "02121"
#> SAMPLE_1729 SAMPLE_1730 SAMPLE_1731 SAMPLE_1732 SAMPLE_1733 SAMPLE_1734 SAMPLE_1735 SAMPLE_1736
#> "0246" "02137" "02117" "0224" "031" "02163" "0113" "0142"
#> SAMPLE_1737 SAMPLE_1738 SAMPLE_1739 SAMPLE_1740 SAMPLE_1741 SAMPLE_1742 SAMPLE_1743 SAMPLE_1744
#> "0246" "02113" "02312" "0241" "02121" "02121" "02121" "02312"
#> SAMPLE_1745 SAMPLE_1746 SAMPLE_1747 SAMPLE_1748 SAMPLE_1749 SAMPLE_1750 SAMPLE_1751 SAMPLE_1752
#> "0246" "02121" "0241" "02121" "0246" "0241" "0246" "0215"
#> SAMPLE_1753 SAMPLE_1754 SAMPLE_1755 SAMPLE_1756 SAMPLE_1757 SAMPLE_1758 SAMPLE_1759 SAMPLE_1760
#> "0215" "0243" "02134" "02134" "023624" "02136" "02164" "0247"
#> SAMPLE_1761 SAMPLE_1762 SAMPLE_1763 SAMPLE_1764 SAMPLE_1765 SAMPLE_1766 SAMPLE_1767 SAMPLE_1768
#> "0247" "0225" "02135" "0222" "0225" "02163" "02115" "02363"
#> SAMPLE_1769 SAMPLE_1770 SAMPLE_1771 SAMPLE_1772 SAMPLE_1773 SAMPLE_1774 SAMPLE_1775 SAMPLE_1776
#> "02363" "02363" "02323" "02115" "02363" "02372" "0246" "02141"
#> SAMPLE_1777 SAMPLE_1778 SAMPLE_1779 SAMPLE_1780 SAMPLE_1781 SAMPLE_1782 SAMPLE_1783 SAMPLE_1784
#> "02121" "0222" "0222" "0241" "02313" "0241" "02313" "0241"
#> SAMPLE_1785 SAMPLE_1786 SAMPLE_1787 SAMPLE_1788 SAMPLE_1789 SAMPLE_1790 SAMPLE_1791 SAMPLE_1792
#> "02121" "02121" "0241" "0241" "0241" "02121" "023622" "02312"
#> SAMPLE_1793 SAMPLE_1794 SAMPLE_1795 SAMPLE_1796 SAMPLE_1797 SAMPLE_1798 SAMPLE_1799 SAMPLE_1800
#> "02161" "0241" "0247" "0227" "033" "02364" "0226" "0225"
#> SAMPLE_1801 SAMPLE_1802 SAMPLE_1803 SAMPLE_1804 SAMPLE_1805 SAMPLE_1806 SAMPLE_1807 SAMPLE_1808
#> "0222" "0243" "0225" "0243" "0243" "0247" "0243" "0222"
#> SAMPLE_1809 SAMPLE_1810 SAMPLE_1811 SAMPLE_1812 SAMPLE_1813 SAMPLE_1814 SAMPLE_1815 SAMPLE_1816
#> "0226" "0243" "0243" "0243" "02375" "0222" "0225" "02174"
#> SAMPLE_1817 SAMPLE_1818 SAMPLE_1819 SAMPLE_1820 SAMPLE_1821 SAMPLE_1822 SAMPLE_1823 SAMPLE_1824
#> "02145" "0247" "0247" "0243" "0222" "0243" "0243" "0225"
#> SAMPLE_1825 SAMPLE_1826 SAMPLE_1827 SAMPLE_1828 SAMPLE_1829 SAMPLE_1830 SAMPLE_1831 SAMPLE_1832
#> "0243" "0243" "031" "031" "0144" "031" "031" "0246"
#> SAMPLE_1833 SAMPLE_1834 SAMPLE_1835 SAMPLE_1836 SAMPLE_1837 SAMPLE_1838 SAMPLE_1839 SAMPLE_1840
#> "02312" "0241" "031" "02164" "02112" "0144" "02134" "023623"
#> SAMPLE_1841 SAMPLE_1842 SAMPLE_1843 SAMPLE_1844 SAMPLE_1845 SAMPLE_1846 SAMPLE_1847 SAMPLE_1848
#> "023625" "0224" "0224" "0243" "033" "015" "033" "0246"
#> SAMPLE_1849 SAMPLE_1850 SAMPLE_1851 SAMPLE_1852 SAMPLE_1853 SAMPLE_1854 SAMPLE_1855 SAMPLE_1856
#> "0241" "0243" "02166" "02166" "02166" "02163" "0225" "02166"
#> SAMPLE_1857 SAMPLE_1858 SAMPLE_1859 SAMPLE_1860 SAMPLE_1861 SAMPLE_1862 SAMPLE_1863 SAMPLE_1864
#> "02133" "02311" "0141" "02112" "0241" "0222" "0246" "0224"
#> SAMPLE_1865 SAMPLE_1866 SAMPLE_1867 SAMPLE_1868 SAMPLE_1869 SAMPLE_1870 SAMPLE_1871 SAMPLE_1872
#> "0134" "02363" "02324" "0233" "02325" "0141" "0161" "0242"
#> SAMPLE_1873 SAMPLE_1874 SAMPLE_1875 SAMPLE_1876 SAMPLE_1877 SAMPLE_1878 SAMPLE_1879 SAMPLE_1880
#> "0242" "02363" "0141" "0141" "0141" "02325" "023624" "02165"
#> SAMPLE_1881 SAMPLE_1882 SAMPLE_1883 SAMPLE_1884 SAMPLE_1885 SAMPLE_1886 SAMPLE_1887 SAMPLE_1888
#> "02135" "02112" "02312" "033" "0241" "0223" "0223" "02143"
#> SAMPLE_1889 SAMPLE_1890 SAMPLE_1891 SAMPLE_1892 SAMPLE_1893 SAMPLE_1894 SAMPLE_1895 SAMPLE_1896
#> "0163" "0164" "0162" "0162" "0123" "0162" "031" "031"
#> SAMPLE_1897 SAMPLE_1898 SAMPLE_1899 SAMPLE_1900 SAMPLE_1901 SAMPLE_1902 SAMPLE_1903 SAMPLE_1904
#> "031" "031" "033" "031" "031" "031" "031" "031"
#> SAMPLE_1905 SAMPLE_1906 SAMPLE_1907 SAMPLE_1908 SAMPLE_1909 SAMPLE_1910 SAMPLE_1911 SAMPLE_1912
#> "02324" "02117" "02111" "0133" "02115" "033" "031" "0244"
#> SAMPLE_1913 SAMPLE_1914 SAMPLE_1915 SAMPLE_1916 SAMPLE_1917 SAMPLE_1918 SAMPLE_1919 SAMPLE_1920
#> "0243" "0243" "0233" "02161" "02161" "02161" "02163" "0235"
#> SAMPLE_1921 SAMPLE_1922 SAMPLE_1923 SAMPLE_1924 SAMPLE_1925 SAMPLE_1926 SAMPLE_1927 SAMPLE_1928
#> "0131" "02171" "02321" "023625" "02166" "031" "02164" "031"
#> SAMPLE_1929 SAMPLE_1930 SAMPLE_1931 SAMPLE_1932 SAMPLE_1933 SAMPLE_1934 SAMPLE_1935 SAMPLE_1936
#> "0235" "0144" "0235" "0113" "0233" "02311" "0225" "02113"
#> SAMPLE_1937 SAMPLE_1938 SAMPLE_1939 SAMPLE_1940 SAMPLE_1941 SAMPLE_1942 SAMPLE_1943 SAMPLE_1944
#> "031" "0233" "02112" "02114" "02114" "02113" "02116" "02135"
#> SAMPLE_1945 SAMPLE_1946 SAMPLE_1947 SAMPLE_1948 SAMPLE_1949 SAMPLE_1950 SAMPLE_1951 SAMPLE_1952
#> "02113" "02114" "02113" "02113" "02163" "02132" "02112" "02112"
#> SAMPLE_1953 SAMPLE_1954 SAMPLE_1955 SAMPLE_1956 SAMPLE_1957 SAMPLE_1958 SAMPLE_1959 SAMPLE_1960
#> "02132" "02113" "02113" "02161" "0224" "0244" "0225" "0243"
#> SAMPLE_1961 SAMPLE_1962 SAMPLE_1963 SAMPLE_1964 SAMPLE_1965 SAMPLE_1966 SAMPLE_1967 SAMPLE_1968
#> "0225" "02314" "0243" "02111" "02117" "0242" "02164" "023623"
#> SAMPLE_1969 SAMPLE_1970 SAMPLE_1971 SAMPLE_1972 SAMPLE_1973 SAMPLE_1974 SAMPLE_1975 SAMPLE_1976
#> "0133" "0245" "0243" "0247" "0132" "0241" "02113" "02313"
#> SAMPLE_1977 SAMPLE_1978 SAMPLE_1979 SAMPLE_1980 SAMPLE_1981 SAMPLE_1982 SAMPLE_1983 SAMPLE_1984
#> "0246" "0233" "02112" "0244" "02321" "02321" "02321" "02321"
#> SAMPLE_1985 SAMPLE_1986 SAMPLE_1987 SAMPLE_1988 SAMPLE_1989 SAMPLE_1990 SAMPLE_1991 SAMPLE_1992
#> "02321" "02321" "0244" "02171" "0244" "02321" "02321" "031"
#> SAMPLE_1993 SAMPLE_1994 SAMPLE_1995 SAMPLE_1996 SAMPLE_1997 SAMPLE_1998 SAMPLE_1999 SAMPLE_2000
#> "0241" "0233" "0222" "02116" "02134" "02112" "0244" "0164"
#> SAMPLE_2001 SAMPLE_2002 SAMPLE_2003 SAMPLE_2004 SAMPLE_2005 SAMPLE_2006 SAMPLE_2007 SAMPLE_2008
#> "02321" "02111" "02111" "02113" "02113" "02111" "02111" "02111"
#> SAMPLE_2009 SAMPLE_2010 SAMPLE_2011 SAMPLE_2012 SAMPLE_2013 SAMPLE_2014 SAMPLE_2015 SAMPLE_2016
#> "02113" "02117" "02113" "02117" "02117" "031" "02312" "0222"
#> SAMPLE_2017 SAMPLE_2018 SAMPLE_2019 SAMPLE_2020 SAMPLE_2021 SAMPLE_2022 SAMPLE_2023 SAMPLE_2024
#> "02313" "02134" "0246" "02161" "0241" "0245" "0247" "0233"
#> SAMPLE_2025 SAMPLE_2026 SAMPLE_2027 SAMPLE_2028 SAMPLE_2029 SAMPLE_2030 SAMPLE_2031 SAMPLE_2032
#> "031" "031" "02321" "02171" "02171" "02163" "031" "031"
#> SAMPLE_2033 SAMPLE_2034 SAMPLE_2035 SAMPLE_2036 SAMPLE_2037 SAMPLE_2038 SAMPLE_2039 SAMPLE_2040
#> "031" "031" "031" "031" "0243" "0241" "02111" "02373"
#> SAMPLE_2041 SAMPLE_2042 SAMPLE_2043 SAMPLE_2044 SAMPLE_2045 SAMPLE_2046 SAMPLE_2047 SAMPLE_2048
#> "02143" "02135" "02113" "02111" "02111" "02115" "02115" "02111"
#> SAMPLE_2049 SAMPLE_2050 SAMPLE_2051 SAMPLE_2052 SAMPLE_2053 SAMPLE_2054 SAMPLE_2055 SAMPLE_2056
#> "02163" "02313" "02143" "031" "031" "031" "02375" "02313"
#> SAMPLE_2057 SAMPLE_2058 SAMPLE_2059 SAMPLE_2060 SAMPLE_2061 SAMPLE_2062 SAMPLE_2063 SAMPLE_2064
#> "02116" "02165" "031" "0233" "015" "02314" "02143" "031"
#> SAMPLE_2065 SAMPLE_2066 SAMPLE_2067 SAMPLE_2068 SAMPLE_2069 SAMPLE_2070 SAMPLE_2071 SAMPLE_2072
#> "0225" "031" "0222" "02373" "02364" "02171" "02321" "02111"
#> SAMPLE_2073 SAMPLE_2074 SAMPLE_2075 SAMPLE_2076 SAMPLE_2077 SAMPLE_2078 SAMPLE_2079 SAMPLE_2080
#> "02111" "02117" "02115" "02111" "02323" "02323" "02323" "02326"
#> SAMPLE_2081 SAMPLE_2082 SAMPLE_2083 SAMPLE_2084 SAMPLE_2085 SAMPLE_2086 SAMPLE_2087 SAMPLE_2088
#> "0244" "02115" "0244" "02144" "02144" "02144" "02323" "02173"
#> SAMPLE_2089 SAMPLE_2090 SAMPLE_2091 SAMPLE_2092 SAMPLE_2093 SAMPLE_2094 SAMPLE_2095 SAMPLE_2096
#> "02144" "02173" "02326" "02323" "02132" "02132" "02173" "02144"
#> SAMPLE_2097 SAMPLE_2098 SAMPLE_2099 SAMPLE_2100 SAMPLE_2101 SAMPLE_2102 SAMPLE_2103 SAMPLE_2104
#> "02323" "02132" "02323" "02323" "02323" "02323" "02173" "0244"
#> SAMPLE_2105 SAMPLE_2106 SAMPLE_2107 SAMPLE_2108 SAMPLE_2109 SAMPLE_2110 SAMPLE_2111 SAMPLE_2112
#> "02144" "02144" "02144" "02323" "0244" "02115" "0244" "02323"
#> SAMPLE_2113 SAMPLE_2114 SAMPLE_2115 SAMPLE_2116 SAMPLE_2117 SAMPLE_2118 SAMPLE_2119 SAMPLE_2120
#> "02323" "02323" "02173" "02326" "02323" "02323" "02173" "02144"
#> SAMPLE_2121 SAMPLE_2122 SAMPLE_2123 SAMPLE_2124 SAMPLE_2125 SAMPLE_2126 SAMPLE_2127 SAMPLE_2128
#> "02323" "02323" "02132" "02326" "0244" "02132" "02132" "02323"
#> SAMPLE_2129 SAMPLE_2130 SAMPLE_2131 SAMPLE_2132 SAMPLE_2133 SAMPLE_2134 SAMPLE_2135 SAMPLE_2136
#> "02132" "02323" "02144" "02324" "02323" "02115" "0244" "02132"
#> SAMPLE_2137 SAMPLE_2138 SAMPLE_2139 SAMPLE_2140 SAMPLE_2141 SAMPLE_2142 SAMPLE_2143 SAMPLE_2144
#> "02323" "0244" "0241" "02112" "0132" "0241" "0241" "0222"
#> SAMPLE_2145 SAMPLE_2146 SAMPLE_2147 SAMPLE_2148 SAMPLE_2149 SAMPLE_2150 SAMPLE_2151 SAMPLE_2152
#> "0241" "031" "02313" "0233" "0226" "0247" "02375" "0225"
#> SAMPLE_2153 SAMPLE_2154 SAMPLE_2155 SAMPLE_2156 SAMPLE_2157 SAMPLE_2158 SAMPLE_2159 SAMPLE_2160
#> "0247" "02321" "0244" "02171" "02321" "02171" "02171" "02321"
#> SAMPLE_2161 SAMPLE_2162 SAMPLE_2163 SAMPLE_2164 SAMPLE_2165 SAMPLE_2166 SAMPLE_2167 SAMPLE_2168
#> "02171" "02363" "02141" "02141" "02117" "02132" "02117" "02111"
#> SAMPLE_2169 SAMPLE_2170 SAMPLE_2171 SAMPLE_2172 SAMPLE_2173 SAMPLE_2174 SAMPLE_2175 SAMPLE_2176
#> "02313" "0247" "0247" "0241" "033" "0241" "02313" "02166"
#> SAMPLE_2177 SAMPLE_2178 SAMPLE_2179 SAMPLE_2180 SAMPLE_2181 SAMPLE_2182 SAMPLE_2183 SAMPLE_2184
#> "02314" "023623" "032" "0222" "02313" "0144" "02112" "031"
#> SAMPLE_2185 SAMPLE_2186 SAMPLE_2187 SAMPLE_2188 SAMPLE_2189 SAMPLE_2190 SAMPLE_2191 SAMPLE_2192
#> "031" "0224" "02321" "0215" "0215" "0215" "0215" "0215"
#> SAMPLE_2193 SAMPLE_2194 SAMPLE_2195 SAMPLE_2196 SAMPLE_2197 SAMPLE_2198 SAMPLE_2199 SAMPLE_2200
#> "0215" "0215" "0215" "0215" "0215" "02166" "0222" "0241"
#> SAMPLE_2201 SAMPLE_2202 SAMPLE_2203 SAMPLE_2204 SAMPLE_2205 SAMPLE_2206 SAMPLE_2207 SAMPLE_2208
#> "031" "0222" "0241" "02312" "0244" "0162" "02311" "02165"
#> SAMPLE_2209 SAMPLE_2210 SAMPLE_2211 SAMPLE_2212 SAMPLE_2213 SAMPLE_2214 SAMPLE_2215 SAMPLE_2216
#> "02374" "031" "02312" "02112" "02375" "0244" "0223" "031"
#> SAMPLE_2217 SAMPLE_2218 SAMPLE_2219 SAMPLE_2220 SAMPLE_2221 SAMPLE_2222 SAMPLE_2223 SAMPLE_2224
#> "02161" "0222" "02143" "02166" "02313" "0234" "0245" "02371"
#> SAMPLE_2225 SAMPLE_2226 SAMPLE_2227 SAMPLE_2228 SAMPLE_2229 SAMPLE_2230 SAMPLE_2231 SAMPLE_2232
#> "02171" "0163" "02141" "031" "02134" "0144" "0241" "0222"
#> SAMPLE_2233 SAMPLE_2234 SAMPLE_2235 SAMPLE_2236 SAMPLE_2237 SAMPLE_2238 SAMPLE_2239 SAMPLE_2240
#> "031" "023625" "031" "031" "0227" "02364" "0233" "031"
#> SAMPLE_2241 SAMPLE_2242 SAMPLE_2243 SAMPLE_2244 SAMPLE_2245 SAMPLE_2246 SAMPLE_2247 SAMPLE_2248
#> "031" "031" "031" "031" "031" "031" "02112" "0241"
#> SAMPLE_2249 SAMPLE_2250 SAMPLE_2251 SAMPLE_2252 SAMPLE_2253 SAMPLE_2254 SAMPLE_2255 SAMPLE_2256
#> "032" "0244" "0145" "02112" "031" "0246" "0222" "0246"
#> SAMPLE_2257 SAMPLE_2258 SAMPLE_2259 SAMPLE_2260 SAMPLE_2261 SAMPLE_2262 SAMPLE_2263 SAMPLE_2264
#> "0227" "02161" "0222" "031" "0142" "0114" "0233" "031"
#> SAMPLE_2265 SAMPLE_2266 SAMPLE_2267 SAMPLE_2268 SAMPLE_2269 SAMPLE_2270 SAMPLE_2271 SAMPLE_2272
#> "02372" "023622" "02165" "031" "0243" "023624" "023624" "023624"
#> SAMPLE_2273 SAMPLE_2274 SAMPLE_2275 SAMPLE_2276 SAMPLE_2277 SAMPLE_2278 SAMPLE_2279 SAMPLE_2280
#> "0114" "02116" "0222" "0246" "0246" "0241" "0222" "02312"
#> SAMPLE_2281 SAMPLE_2282 SAMPLE_2283 SAMPLE_2284 SAMPLE_2285 SAMPLE_2286 SAMPLE_2287 SAMPLE_2288
#> "02121" "02312" "02121" "02133" "02324" "0241" "0222" "0114"
#> SAMPLE_2289 SAMPLE_2290 SAMPLE_2291 SAMPLE_2292 SAMPLE_2293 SAMPLE_2294 SAMPLE_2295 SAMPLE_2296
#> "02161" "031" "033" "0222" "0241" "0241" "0222" "031"
#> SAMPLE_2297 SAMPLE_2298 SAMPLE_2299 SAMPLE_2300 SAMPLE_2301 SAMPLE_2302 SAMPLE_2303 SAMPLE_2304
#> "02166" "0233" "031" "0227" "0246" "02112" "0248" "031"
#> SAMPLE_2305 SAMPLE_2306 SAMPLE_2307 SAMPLE_2308 SAMPLE_2309 SAMPLE_2310 SAMPLE_2311 SAMPLE_2312
#> "0144" "0241" "02312" "02133" "0222" "0246" "0222" "0241"
#> SAMPLE_2313 SAMPLE_2314 SAMPLE_2315 SAMPLE_2316 SAMPLE_2317 SAMPLE_2318 SAMPLE_2319 SAMPLE_2320
#> "02312" "031" "031" "031" "031" "031" "0143" "0241"
#> SAMPLE_2321 SAMPLE_2322 SAMPLE_2323 SAMPLE_2324 SAMPLE_2325 SAMPLE_2326 SAMPLE_2327 SAMPLE_2328
#> "0241" "02121" "0241" "0241" "02112" "02324" "023624" "0227"
#> SAMPLE_2329 SAMPLE_2330 SAMPLE_2331 SAMPLE_2332 SAMPLE_2333 SAMPLE_2334 SAMPLE_2335 SAMPLE_2336
#> "0227" "02161" "0241" "0246" "0222" "02313" "02121" "02121"
#> SAMPLE_2337 SAMPLE_2338 SAMPLE_2339 SAMPLE_2340 SAMPLE_2341 SAMPLE_2342 SAMPLE_2343 SAMPLE_2344
#> "0243" "0226" "031" "033" "031" "031" "033" "0222"
#> SAMPLE_2345 SAMPLE_2346 SAMPLE_2347 SAMPLE_2348 SAMPLE_2349 SAMPLE_2350 SAMPLE_2351 SAMPLE_2352
#> "02111" "0223" "023623" "02143" "033" "0248" "031" "02172"
#> SAMPLE_2353 SAMPLE_2354 SAMPLE_2355 SAMPLE_2356 SAMPLE_2357 SAMPLE_2358 SAMPLE_2359 SAMPLE_2360
#> "0111" "02321" "02171" "0241" "0222" "0241" "02143" "0233"
#> SAMPLE_2361 SAMPLE_2362 SAMPLE_2363 SAMPLE_2364 SAMPLE_2365 SAMPLE_2366 SAMPLE_2367 SAMPLE_2368
#> "0222" "02364" "031" "02311" "023623" "02312" "02121" "02172"
#> SAMPLE_2369 SAMPLE_2370 SAMPLE_2371 SAMPLE_2372 SAMPLE_2373 SAMPLE_2374 SAMPLE_2375 SAMPLE_2376
#> "0142" "0142" "02313" "02134" "0142" "0142" "02172" "0142"
#> SAMPLE_2377 SAMPLE_2378 SAMPLE_2379 SAMPLE_2380 SAMPLE_2381 SAMPLE_2382 SAMPLE_2383 SAMPLE_2384
#> "0142" "0142" "02172" "0142" "02172" "0142" "02172" "0233"
#> SAMPLE_2385 SAMPLE_2386 SAMPLE_2387 SAMPLE_2388 SAMPLE_2389 SAMPLE_2390 SAMPLE_2391 SAMPLE_2392
#> "0233" "0141" "02325" "02325" "0241" "0247" "0244" "031"
#> SAMPLE_2393 SAMPLE_2394 SAMPLE_2395 SAMPLE_2396 SAMPLE_2397 SAMPLE_2398 SAMPLE_2399 SAMPLE_2400
#> "031" "02161" "02321" "02161" "031" "0142" "0142" "0142"
#> SAMPLE_2401 SAMPLE_2402 SAMPLE_2403 SAMPLE_2404 SAMPLE_2405 SAMPLE_2406 SAMPLE_2407 SAMPLE_2408
#> "0142" "0142" "0141" "0141" "02325" "02325" "02325" "02325"
#> SAMPLE_2409 SAMPLE_2410 SAMPLE_2411 SAMPLE_2412 SAMPLE_2413 SAMPLE_2414 SAMPLE_2415 SAMPLE_2416
#> "02312" "0215" "0114" "0233" "02137" "02313" "0235" "0241"
#> SAMPLE_2417 SAMPLE_2418 SAMPLE_2419 SAMPLE_2420 SAMPLE_2421 SAMPLE_2422 SAMPLE_2423 SAMPLE_2424
#> "0241" "023622" "023623" "033" "0111" "0244" "032" "0246"
#> SAMPLE_2425 SAMPLE_2426 SAMPLE_2427 SAMPLE_2428 SAMPLE_2429 SAMPLE_2430 SAMPLE_2431 SAMPLE_2432
#> "0222" "031" "02161" "02161" "02134" "031" "031" "031"
#> SAMPLE_2433 SAMPLE_2434 SAMPLE_2435 SAMPLE_2436 SAMPLE_2437 SAMPLE_2438 SAMPLE_2439 SAMPLE_2440
#> "02161" "0241" "031" "0121" "0243" "0243" "02375" "02312"
#> SAMPLE_2441 SAMPLE_2442 SAMPLE_2443 SAMPLE_2444 SAMPLE_2445 SAMPLE_2446 SAMPLE_2447 SAMPLE_2448
#> "0246" "031" "033" "033" "0233" "033" "0121" "02123"
#> SAMPLE_2449 SAMPLE_2450 SAMPLE_2451 SAMPLE_2452 SAMPLE_2453 SAMPLE_2454 SAMPLE_2455 SAMPLE_2456
#> "032" "02313" "0123" "02311" "0246" "0243" "0247" "02311"
#> SAMPLE_2457 SAMPLE_2458 SAMPLE_2459 SAMPLE_2460 SAMPLE_2461 SAMPLE_2462 SAMPLE_2463 SAMPLE_2464
#> "0241" "02165" "0133" "031" "02313" "02134" "015" "0241"
#> SAMPLE_2465 SAMPLE_2466 SAMPLE_2467 SAMPLE_2468 SAMPLE_2469 SAMPLE_2470 SAMPLE_2471 SAMPLE_2472
#> "0113" "02364" "0112" "02312" "0247" "033" "031" "02312"
#> SAMPLE_2473 SAMPLE_2474 SAMPLE_2475 SAMPLE_2476 SAMPLE_2477 SAMPLE_2478 SAMPLE_2479 SAMPLE_2480
#> "0246" "02161" "0222" "0233" "0225" "02161" "02162" "02311"
#> SAMPLE_2481 SAMPLE_2482 SAMPLE_2483 SAMPLE_2484 SAMPLE_2485 SAMPLE_2486 SAMPLE_2487 SAMPLE_2488
#> "02311" "02374" "02123" "031" "02132" "032" "02123" "02122"
#> SAMPLE_2489 SAMPLE_2490 SAMPLE_2491 SAMPLE_2492 SAMPLE_2493 SAMPLE_2494 SAMPLE_2495 SAMPLE_2496
#> "02122" "02122" "02122" "02122" "02122" "02123" "02123" "02123"
#> SAMPLE_2497 SAMPLE_2498 SAMPLE_2499 SAMPLE_2500 SAMPLE_2501 SAMPLE_2502 SAMPLE_2503 SAMPLE_2504
#> "02122" "02122" "02123" "02122" "02122" "02123" "02123" "02123"
#> SAMPLE_2505 SAMPLE_2506 SAMPLE_2507 SAMPLE_2508 SAMPLE_2509 SAMPLE_2510 SAMPLE_2511 SAMPLE_2512
#> "02123" "02123" "02123" "0144" "0144" "02141" "02141" "0233"
#> SAMPLE_2513 SAMPLE_2514 SAMPLE_2515 SAMPLE_2516 SAMPLE_2517 SAMPLE_2518 SAMPLE_2519 SAMPLE_2520
#> "0233" "02364" "0163" "02171" "0246" "02166" "0246" "0241"
#> SAMPLE_2521 SAMPLE_2522 SAMPLE_2523 SAMPLE_2524 SAMPLE_2525 SAMPLE_2526 SAMPLE_2527 SAMPLE_2528
#> "0241" "02161" "0243" "0222" "033" "0243" "0247" "0111"
#> SAMPLE_2529 SAMPLE_2530 SAMPLE_2531 SAMPLE_2532 SAMPLE_2533 SAMPLE_2534 SAMPLE_2535 SAMPLE_2536
#> "031" "031" "02133" "0246" "031" "02363" "02131" "02131"
#> SAMPLE_2537 SAMPLE_2538 SAMPLE_2539 SAMPLE_2540 SAMPLE_2541 SAMPLE_2542 SAMPLE_2543 SAMPLE_2544
#> "02134" "02136" "0144" "02131" "02131" "02134" "02131" "02161"
#> SAMPLE_2545 SAMPLE_2546 SAMPLE_2547 SAMPLE_2548 SAMPLE_2549 SAMPLE_2550 SAMPLE_2551 SAMPLE_2552
#> "02131" "02131" "02131" "02136" "02131" "02131" "02131" "02363"
#> SAMPLE_2553 SAMPLE_2554 SAMPLE_2555 SAMPLE_2556 SAMPLE_2557 SAMPLE_2558 SAMPLE_2559 SAMPLE_2560
#> "0224" "0142" "0143" "0224" "0224" "02143" "0224" "0224"
#> SAMPLE_2561 SAMPLE_2562 SAMPLE_2563 SAMPLE_2564 SAMPLE_2565 SAMPLE_2566 SAMPLE_2567 SAMPLE_2568
#> "0143" "0224" "0143" "0143" "0143" "0143" "0224" "0142"
#> SAMPLE_2569 SAMPLE_2570 SAMPLE_2571 SAMPLE_2572 SAMPLE_2573 SAMPLE_2574 SAMPLE_2575 SAMPLE_2576
#> "0143" "0233" "02312" "0243" "0242" "02132" "02163" "02163"
#> SAMPLE_2577 SAMPLE_2578 SAMPLE_2579 SAMPLE_2580 SAMPLE_2581 SAMPLE_2582 SAMPLE_2583 SAMPLE_2584
#> "0246" "02134" "02311" "032" "0222" "02321" "02313" "02163"
#> SAMPLE_2585 SAMPLE_2586 SAMPLE_2587 SAMPLE_2588 SAMPLE_2589 SAMPLE_2590 SAMPLE_2591 SAMPLE_2592
#> "023622" "02163" "0241" "0246" "02313" "0222" "033" "02171"
#> SAMPLE_2593 SAMPLE_2594 SAMPLE_2595 SAMPLE_2596 SAMPLE_2597 SAMPLE_2598 SAMPLE_2599 SAMPLE_2600
#> "02321" "02321" "0233" "032" "0247" "0233" "02134" "02311"
#> SAMPLE_2601 SAMPLE_2602 SAMPLE_2603 SAMPLE_2604 SAMPLE_2605 SAMPLE_2606 SAMPLE_2607 SAMPLE_2608
#> "02313" "0243" "02161" "0233" "02134" "02134" "0246" "0143"
#> SAMPLE_2609 SAMPLE_2610 SAMPLE_2611 SAMPLE_2612 SAMPLE_2613 SAMPLE_2614 SAMPLE_2615 SAMPLE_2616
#> "02312" "0241" "023623" "02311" "02134" "0246" "02163" "0241"
#> SAMPLE_2617 SAMPLE_2618 SAMPLE_2619 SAMPLE_2620 SAMPLE_2621 SAMPLE_2622 SAMPLE_2623 SAMPLE_2624
#> "0246" "033" "02163" "02134" "0241" "02313" "02161" "02166"
#> SAMPLE_2625 SAMPLE_2626 SAMPLE_2627 SAMPLE_2628 SAMPLE_2629 SAMPLE_2630 SAMPLE_2631 SAMPLE_2632
#> "023622" "02311" "02314" "0233" "02166" "0233" "02372" "02372"
#> SAMPLE_2633 SAMPLE_2634 SAMPLE_2635 SAMPLE_2636 SAMPLE_2637 SAMPLE_2638 SAMPLE_2639 SAMPLE_2640
#> "0241" "02133" "02161" "02163" "02163" "02132" "02132" "02132"
#> SAMPLE_2641 SAMPLE_2642 SAMPLE_2643 SAMPLE_2644 SAMPLE_2645 SAMPLE_2646 SAMPLE_2647 SAMPLE_2648
#> "032" "0241" "02312" "02313" "02166" "033" "0241" "02372"
#> SAMPLE_2649 SAMPLE_2650 SAMPLE_2651 SAMPLE_2652 SAMPLE_2653 SAMPLE_2654 SAMPLE_2655 SAMPLE_2656
#> "0243" "031" "0233" "032" "032" "032" "031" "02161"
#> SAMPLE_2657 SAMPLE_2658 SAMPLE_2659 SAMPLE_2660 SAMPLE_2661 SAMPLE_2662 SAMPLE_2663 SAMPLE_2664
#> "02163" "031" "031" "0233" "033" "032" "031" "02171"
#> SAMPLE_2665 SAMPLE_2666 SAMPLE_2667 SAMPLE_2668 SAMPLE_2669 SAMPLE_2670 SAMPLE_2671 SAMPLE_2672
#> "02321" "02171" "0224" "0224" "0224" "02163" "02163" "02134"
#> SAMPLE_2673 SAMPLE_2674 SAMPLE_2675 SAMPLE_2676 SAMPLE_2677 SAMPLE_2678 SAMPLE_2679 SAMPLE_2680
#> "02134" "02131" "02131" "02133" "02131" "02115" "0224" "02374"
#> SAMPLE_2681 SAMPLE_2682 SAMPLE_2683 SAMPLE_2684 SAMPLE_2685 SAMPLE_2686 SAMPLE_2687 SAMPLE_2688
#> "02372" "023625" "0233" "0233" "02133" "02131" "02131" "02375"
#> SAMPLE_2689 SAMPLE_2690 SAMPLE_2691 SAMPLE_2692 SAMPLE_2693 SAMPLE_2694 SAMPLE_2695 SAMPLE_2696
#> "0242" "02163" "02137" "031" "0242" "0242" "02322" "0221"
#> SAMPLE_2697 SAMPLE_2698 SAMPLE_2699 SAMPLE_2700 SAMPLE_2701 SAMPLE_2702 SAMPLE_2703 SAMPLE_2704
#> "0242" "02322" "0221" "0221" "0221" "023622" "0241" "0241"
#> SAMPLE_2705 SAMPLE_2706 SAMPLE_2707 SAMPLE_2708 SAMPLE_2709 SAMPLE_2710 SAMPLE_2711 SAMPLE_2712
#> "02313" "02163" "02163" "02163" "02163" "0242" "02174" "02322"
#> SAMPLE_2713 SAMPLE_2714 SAMPLE_2715 SAMPLE_2716 SAMPLE_2717 SAMPLE_2718 SAMPLE_2719 SAMPLE_2720
#> "0221" "0145" "0242" "0145" "0242" "0233" "0233" "0233"
#> SAMPLE_2721 SAMPLE_2722 SAMPLE_2723 SAMPLE_2724 SAMPLE_2725 SAMPLE_2726 SAMPLE_2727 SAMPLE_2728
#> "02163" "0132" "02132" "0226" "0226" "0226" "0247" "0226"
#> SAMPLE_2729 SAMPLE_2730 SAMPLE_2731 SAMPLE_2732 SAMPLE_2733 SAMPLE_2734 SAMPLE_2735 SAMPLE_2736
#> "02322" "02322" "02322" "02322" "02322" "0224" "0243" "0161"
#> SAMPLE_2737 SAMPLE_2738 SAMPLE_2739 SAMPLE_2740 SAMPLE_2741 SAMPLE_2742 SAMPLE_2743 SAMPLE_2744
#> "0143" "0143" "0143" "0143" "0142" "0143" "0144" "0143"
#> SAMPLE_2745 SAMPLE_2746 SAMPLE_2747 SAMPLE_2748 SAMPLE_2749 SAMPLE_2750 SAMPLE_2751 SAMPLE_2752
#> "0143" "02124" "0165" "02131" "02131" "02131" "02131" "02131"
#> SAMPLE_2753 SAMPLE_2754 SAMPLE_2755 SAMPLE_2756 SAMPLE_2757 SAMPLE_2758 SAMPLE_2759 SAMPLE_2760
#> "02131" "02131" "02131" "02131" "02131" "02131" "02132" "0161"
#> SAMPLE_2761 SAMPLE_2762 SAMPLE_2763 SAMPLE_2764 SAMPLE_2765 SAMPLE_2766 SAMPLE_2767 SAMPLE_2768
#> "0221" "0221" "0242" "0221" "0221" "0221" "0221" "0242"
#> SAMPLE_2769 SAMPLE_2770 SAMPLE_2771 SAMPLE_2772 SAMPLE_2773 SAMPLE_2774 SAMPLE_2775 SAMPLE_2776
#> "0242" "0221" "0248" "02124" "02311" "02133" "02165" "0244"
#> SAMPLE_2777 SAMPLE_2778 SAMPLE_2779 SAMPLE_2780 SAMPLE_2781 SAMPLE_2782 SAMPLE_2783 SAMPLE_2784
#> "02135" "02372" "02145" "02143" "0233" "02134" "02163" "0223"
#> SAMPLE_2785 SAMPLE_2786 SAMPLE_2787 SAMPLE_2788 SAMPLE_2789 SAMPLE_2790 SAMPLE_2791 SAMPLE_2792
#> "0161" "0247" "0143" "0141" "0242" "0141" "0141" "0141"
#> SAMPLE_2793 SAMPLE_2794 SAMPLE_2795 SAMPLE_2796 SAMPLE_2797 SAMPLE_2798 SAMPLE_2799 SAMPLE_2800
#> "0242" "0242" "032" "023622" "02325" "0243" "0243" "02166"
#> SAMPLE_2801
#> "0233"
get_classes(res_rh, merge_node = merge_node_param(min_n_signatures = 3382))
#> SAMPLE_1 SAMPLE_2 SAMPLE_3 SAMPLE_4 SAMPLE_5 SAMPLE_6 SAMPLE_7 SAMPLE_8
#> "0226" "0243" "0225" "0243" "0225" "0226" "0226" "0225"
#> SAMPLE_9 SAMPLE_10 SAMPLE_11 SAMPLE_12 SAMPLE_13 SAMPLE_14 SAMPLE_15 SAMPLE_16
#> "0226" "0243" "0243" "0243" "02321" "0226" "0165" "0165"
#> SAMPLE_17 SAMPLE_18 SAMPLE_19 SAMPLE_20 SAMPLE_21 SAMPLE_22 SAMPLE_23 SAMPLE_24
#> "0247" "0243" "0163" "02115" "0163" "0243" "0226" "0226"
#> SAMPLE_25 SAMPLE_26 SAMPLE_27 SAMPLE_28 SAMPLE_29 SAMPLE_30 SAMPLE_31 SAMPLE_32
#> "0226" "0243" "0247" "0243" "0226" "0226" "0233" "0233"
#> SAMPLE_33 SAMPLE_34 SAMPLE_35 SAMPLE_36 SAMPLE_37 SAMPLE_38 SAMPLE_39 SAMPLE_40
#> "02161" "0233" "02161" "02137" "0233" "0233" "02137" "0233"
#> SAMPLE_41 SAMPLE_42 SAMPLE_43 SAMPLE_44 SAMPLE_45 SAMPLE_46 SAMPLE_47 SAMPLE_48
#> "0233" "0233" "02161" "02137" "02137" "0233" "0233" "0233"
#> SAMPLE_49 SAMPLE_50 SAMPLE_51 SAMPLE_52 SAMPLE_53 SAMPLE_54 SAMPLE_55 SAMPLE_56
#> "0233" "0233" "0233" "0233" "0233" "0233" "0233" "0233"
#> SAMPLE_57 SAMPLE_58 SAMPLE_59 SAMPLE_60 SAMPLE_61 SAMPLE_62 SAMPLE_63 SAMPLE_64
#> "015" "015" "015" "015" "015" "02171" "02321" "0223"
#> SAMPLE_65 SAMPLE_66 SAMPLE_67 SAMPLE_68 SAMPLE_69 SAMPLE_70 SAMPLE_71 SAMPLE_72
#> "02171" "02171" "02171" "0244" "02161" "0233" "0233" "02163"
#> SAMPLE_73 SAMPLE_74 SAMPLE_75 SAMPLE_76 SAMPLE_77 SAMPLE_78 SAMPLE_79 SAMPLE_80
#> "0233" "0233" "02161" "0233" "0233" "0233" "0233" "015"
#> SAMPLE_81 SAMPLE_82 SAMPLE_83 SAMPLE_84 SAMPLE_85 SAMPLE_86 SAMPLE_87 SAMPLE_88
#> "015" "015" "015" "015" "0111" "0112" "0164" "012"
#> SAMPLE_89 SAMPLE_90 SAMPLE_91 SAMPLE_92 SAMPLE_93 SAMPLE_94 SAMPLE_95 SAMPLE_96
#> "0162" "0131" "0134" "0113" "0134" "015" "0111" "0133"
#> SAMPLE_97 SAMPLE_98 SAMPLE_99 SAMPLE_100 SAMPLE_101 SAMPLE_102 SAMPLE_103 SAMPLE_104
#> "0114" "0111" "0133" "02171" "02171" "0244" "02171" "02321"
#> SAMPLE_105 SAMPLE_106 SAMPLE_107 SAMPLE_108 SAMPLE_109 SAMPLE_110 SAMPLE_111 SAMPLE_112
#> "02171" "02321" "02171" "02171" "02171" "02171" "02137" "02161"
#> SAMPLE_113 SAMPLE_114 SAMPLE_115 SAMPLE_116 SAMPLE_117 SAMPLE_118 SAMPLE_119 SAMPLE_120
#> "02124" "0233" "0233" "0233" "0233" "02161" "0233" "02161"
#> SAMPLE_121 SAMPLE_122 SAMPLE_123 SAMPLE_124 SAMPLE_125 SAMPLE_126 SAMPLE_127 SAMPLE_128
#> "0244" "0244" "0245" "02171" "0142" "02142" "02371" "012"
#> SAMPLE_129 SAMPLE_130 SAMPLE_131 SAMPLE_132 SAMPLE_133 SAMPLE_134 SAMPLE_135 SAMPLE_136
#> "0134" "0113" "0131" "0131" "0133" "0134" "012" "02113"
#> SAMPLE_137 SAMPLE_138 SAMPLE_139 SAMPLE_140 SAMPLE_141 SAMPLE_142 SAMPLE_143 SAMPLE_144
#> "02141" "02114" "02373" "0234" "012" "0234" "02111" "02123"
#> SAMPLE_145 SAMPLE_146 SAMPLE_147 SAMPLE_148 SAMPLE_149 SAMPLE_150 SAMPLE_151 SAMPLE_152
#> "02371" "0223" "0224" "0223" "0223" "015" "012" "012"
#> SAMPLE_153 SAMPLE_154 SAMPLE_155 SAMPLE_156 SAMPLE_157 SAMPLE_158 SAMPLE_159 SAMPLE_160
#> "0164" "0113" "012" "015" "0248" "012" "0132" "0114"
#> SAMPLE_161 SAMPLE_162 SAMPLE_163 SAMPLE_164 SAMPLE_165 SAMPLE_166 SAMPLE_167 SAMPLE_168
#> "012" "012" "012" "012" "0114" "0112" "012" "012"
#> SAMPLE_169 SAMPLE_170 SAMPLE_171 SAMPLE_172 SAMPLE_173 SAMPLE_174 SAMPLE_175 SAMPLE_176
#> "012" "0113" "0111" "0111" "02171" "02321" "0223" "0233"
#> SAMPLE_177 SAMPLE_178 SAMPLE_179 SAMPLE_180 SAMPLE_181 SAMPLE_182 SAMPLE_183 SAMPLE_184
#> "0233" "0233" "0112" "0112" "0164" "012" "012" "0162"
#> SAMPLE_185 SAMPLE_186 SAMPLE_187 SAMPLE_188 SAMPLE_189 SAMPLE_190 SAMPLE_191 SAMPLE_192
#> "0114" "0133" "0131" "0112" "0113" "0162" "0112" "0132"
#> SAMPLE_193 SAMPLE_194 SAMPLE_195 SAMPLE_196 SAMPLE_197 SAMPLE_198 SAMPLE_199 SAMPLE_200
#> "0112" "0224" "0223" "0114" "0112" "0112" "0112" "0162"
#> SAMPLE_201 SAMPLE_202 SAMPLE_203 SAMPLE_204 SAMPLE_205 SAMPLE_206 SAMPLE_207 SAMPLE_208
#> "0112" "0134" "0112" "0112" "0131" "0132" "0113" "0224"
#> SAMPLE_209 SAMPLE_210 SAMPLE_211 SAMPLE_212 SAMPLE_213 SAMPLE_214 SAMPLE_215 SAMPLE_216
#> "0223" "02321" "0245" "0223" "0223" "0243" "02171" "02143"
#> SAMPLE_217 SAMPLE_218 SAMPLE_219 SAMPLE_220 SAMPLE_221 SAMPLE_222 SAMPLE_223 SAMPLE_224
#> "02171" "0223" "0244" "02171" "0223" "0223" "02171" "012"
#> SAMPLE_225 SAMPLE_226 SAMPLE_227 SAMPLE_228 SAMPLE_229 SAMPLE_230 SAMPLE_231 SAMPLE_232
#> "012" "012" "012" "012" "0112" "0134" "0233" "02161"
#> SAMPLE_233 SAMPLE_234 SAMPLE_235 SAMPLE_236 SAMPLE_237 SAMPLE_238 SAMPLE_239 SAMPLE_240
#> "0233" "0246" "0241" "0241" "0222" "0246" "0246" "02313"
#> SAMPLE_241 SAMPLE_242 SAMPLE_243 SAMPLE_244 SAMPLE_245 SAMPLE_246 SAMPLE_247 SAMPLE_248
#> "0246" "0241" "02313" "02312" "0246" "0246" "0241" "0241"
#> SAMPLE_249 SAMPLE_250 SAMPLE_251 SAMPLE_252 SAMPLE_253 SAMPLE_254 SAMPLE_255 SAMPLE_256
#> "02312" "0246" "0241" "02312" "0246" "0241" "0241" "0241"
#> SAMPLE_257 SAMPLE_258 SAMPLE_259 SAMPLE_260 SAMPLE_261 SAMPLE_262 SAMPLE_263 SAMPLE_264
#> "0246" "0246" "0225" "0226" "0226" "0243" "0226" "0243"
#> SAMPLE_265 SAMPLE_266 SAMPLE_267 SAMPLE_268 SAMPLE_269 SAMPLE_270 SAMPLE_271 SAMPLE_272
#> "0226" "0243" "02312" "02312" "02312" "0241" "0241" "02312"
#> SAMPLE_273 SAMPLE_274 SAMPLE_275 SAMPLE_276 SAMPLE_277 SAMPLE_278 SAMPLE_279 SAMPLE_280
#> "0245" "02111" "02111" "012" "012" "0133" "015" "0112"
#> SAMPLE_281 SAMPLE_282 SAMPLE_283 SAMPLE_284 SAMPLE_285 SAMPLE_286 SAMPLE_287 SAMPLE_288
#> "0112" "015" "015" "0113" "0114" "02137" "02161" "0233"
#> SAMPLE_289 SAMPLE_290 SAMPLE_291 SAMPLE_292 SAMPLE_293 SAMPLE_294 SAMPLE_295 SAMPLE_296
#> "0233" "015" "0112" "0113" "0114" "015" "015" "0233"
#> SAMPLE_297 SAMPLE_298 SAMPLE_299 SAMPLE_300 SAMPLE_301 SAMPLE_302 SAMPLE_303 SAMPLE_304
#> "0233" "0233" "0233" "0233" "0233" "02137" "0233" "0233"
#> SAMPLE_305 SAMPLE_306 SAMPLE_307 SAMPLE_308 SAMPLE_309 SAMPLE_310 SAMPLE_311 SAMPLE_312
#> "0233" "0233" "0233" "0233" "0233" "02137" "0233" "02161"
#> SAMPLE_313 SAMPLE_314 SAMPLE_315 SAMPLE_316 SAMPLE_317 SAMPLE_318 SAMPLE_319 SAMPLE_320
#> "0233" "0233" "0233" "0233" "0233" "0233" "0233" "0233"
#> SAMPLE_321 SAMPLE_322 SAMPLE_323 SAMPLE_324 SAMPLE_325 SAMPLE_326 SAMPLE_327 SAMPLE_328
#> "0233" "02137" "0233" "0233" "0233" "0233" "0233" "0233"
#> SAMPLE_329 SAMPLE_330 SAMPLE_331 SAMPLE_332 SAMPLE_333 SAMPLE_334 SAMPLE_335 SAMPLE_336
#> "02142" "02371" "02142" "02142" "0234" "02114" "02117" "02143"
#> SAMPLE_337 SAMPLE_338 SAMPLE_339 SAMPLE_340 SAMPLE_341 SAMPLE_342 SAMPLE_343 SAMPLE_344
#> "0247" "02142" "02371" "02142" "02142" "02166" "02114" "0245"
#> SAMPLE_345 SAMPLE_346 SAMPLE_347 SAMPLE_348 SAMPLE_349 SAMPLE_350 SAMPLE_351 SAMPLE_352
#> "02114" "02363" "02371" "02371" "02142" "02114" "0245" "02114"
#> SAMPLE_353 SAMPLE_354 SAMPLE_355 SAMPLE_356 SAMPLE_357 SAMPLE_358 SAMPLE_359 SAMPLE_360
#> "02142" "02114" "02371" "02116" "0245" "02114" "02142" "0245"
#> SAMPLE_361 SAMPLE_362 SAMPLE_363 SAMPLE_364 SAMPLE_365 SAMPLE_366 SAMPLE_367 SAMPLE_368
#> "02371" "02142" "02371" "02137" "02137" "02161" "0233" "0233"
#> SAMPLE_369 SAMPLE_370 SAMPLE_371 SAMPLE_372 SAMPLE_373 SAMPLE_374 SAMPLE_375 SAMPLE_376
#> "0233" "02161" "0233" "0233" "02117" "02111" "02371" "02111"
#> SAMPLE_377 SAMPLE_378 SAMPLE_379 SAMPLE_380 SAMPLE_381 SAMPLE_382 SAMPLE_383 SAMPLE_384
#> "02117" "02371" "02111" "0165" "0165" "02131" "02131" "02131"
#> SAMPLE_385 SAMPLE_386 SAMPLE_387 SAMPLE_388 SAMPLE_389 SAMPLE_390 SAMPLE_391 SAMPLE_392
#> "02131" "02131" "02131" "0164" "0111" "0131" "015" "0112"
#> SAMPLE_393 SAMPLE_394 SAMPLE_395 SAMPLE_396 SAMPLE_397 SAMPLE_398 SAMPLE_399 SAMPLE_400
#> "0111" "0112" "012" "0133" "0113" "0162" "0111" "0112"
#> SAMPLE_401 SAMPLE_402 SAMPLE_403 SAMPLE_404 SAMPLE_405 SAMPLE_406 SAMPLE_407 SAMPLE_408
#> "0114" "0163" "015" "0162" "0163" "012" "0111" "012"
#> SAMPLE_409 SAMPLE_410 SAMPLE_411 SAMPLE_412 SAMPLE_413 SAMPLE_414 SAMPLE_415 SAMPLE_416
#> "0112" "0133" "0134" "0114" "0131" "0133" "0113" "0114"
#> SAMPLE_417 SAMPLE_418 SAMPLE_419 SAMPLE_420 SAMPLE_421 SAMPLE_422 SAMPLE_423 SAMPLE_424
#> "0131" "0164" "0112" "0112" "0112" "0133" "0113" "0113"
#> SAMPLE_425 SAMPLE_426 SAMPLE_427 SAMPLE_428 SAMPLE_429 SAMPLE_430 SAMPLE_431 SAMPLE_432
#> "0164" "0114" "0113" "0113" "0131" "015" "0112" "0113"
#> SAMPLE_433 SAMPLE_434 SAMPLE_435 SAMPLE_436 SAMPLE_437 SAMPLE_438 SAMPLE_439 SAMPLE_440
#> "0114" "0133" "0164" "0113" "0111" "0114" "0112" "0164"
#> SAMPLE_441 SAMPLE_442 SAMPLE_443 SAMPLE_444 SAMPLE_445 SAMPLE_446 SAMPLE_447 SAMPLE_448
#> "012" "0134" "012" "0114" "0134" "0132" "015" "0111"
#> SAMPLE_449 SAMPLE_450 SAMPLE_451 SAMPLE_452 SAMPLE_453 SAMPLE_454 SAMPLE_455 SAMPLE_456
#> "0133" "0112" "0131" "0112" "012" "012" "0113" "0112"
#> SAMPLE_457 SAMPLE_458 SAMPLE_459 SAMPLE_460 SAMPLE_461 SAMPLE_462 SAMPLE_463 SAMPLE_464
#> "0114" "0111" "015" "0111" "0163" "0133" "0131" "0132"
#> SAMPLE_465 SAMPLE_466 SAMPLE_467 SAMPLE_468 SAMPLE_469 SAMPLE_470 SAMPLE_471 SAMPLE_472
#> "0164" "015" "0112" "0162" "015" "02372" "0223" "0112"
#> SAMPLE_473 SAMPLE_474 SAMPLE_475 SAMPLE_476 SAMPLE_477 SAMPLE_478 SAMPLE_479 SAMPLE_480
#> "0162" "0114" "0162" "0112" "0133" "012" "0112" "0132"
#> SAMPLE_481 SAMPLE_482 SAMPLE_483 SAMPLE_484 SAMPLE_485 SAMPLE_486 SAMPLE_487 SAMPLE_488
#> "0131" "015" "015" "0164" "0133" "012" "0111" "0164"
#> SAMPLE_489 SAMPLE_490 SAMPLE_491 SAMPLE_492 SAMPLE_493 SAMPLE_494 SAMPLE_495 SAMPLE_496
#> "0162" "0113" "0131" "012" "0112" "0113" "0112" "015"
#> SAMPLE_497 SAMPLE_498 SAMPLE_499 SAMPLE_500 SAMPLE_501 SAMPLE_502 SAMPLE_503 SAMPLE_504
#> "0113" "015" "0131" "0114" "0163" "0113" "012" "015"
#> SAMPLE_505 SAMPLE_506 SAMPLE_507 SAMPLE_508 SAMPLE_509 SAMPLE_510 SAMPLE_511 SAMPLE_512
#> "012" "0112" "0111" "0111" "012" "0133" "0111" "015"
#> SAMPLE_513 SAMPLE_514 SAMPLE_515 SAMPLE_516 SAMPLE_517 SAMPLE_518 SAMPLE_519 SAMPLE_520
#> "0111" "0133" "0133" "0113" "0134" "0112" "0111" "0134"
#> SAMPLE_521 SAMPLE_522 SAMPLE_523 SAMPLE_524 SAMPLE_525 SAMPLE_526 SAMPLE_527 SAMPLE_528
#> "015" "012" "0113" "0112" "0131" "0114" "0112" "0162"
#> SAMPLE_529 SAMPLE_530 SAMPLE_531 SAMPLE_532 SAMPLE_533 SAMPLE_534 SAMPLE_535 SAMPLE_536
#> "0133" "0164" "0112" "0134" "0112" "0112" "0111" "0162"
#> SAMPLE_537 SAMPLE_538 SAMPLE_539 SAMPLE_540 SAMPLE_541 SAMPLE_542 SAMPLE_543 SAMPLE_544
#> "0112" "0134" "012" "0133" "012" "0134" "0111" "0111"
#> SAMPLE_545 SAMPLE_546 SAMPLE_547 SAMPLE_548 SAMPLE_549 SAMPLE_550 SAMPLE_551 SAMPLE_552
#> "0131" "0133" "0112" "0132" "0112" "0114" "0113" "0112"
#> SAMPLE_553 SAMPLE_554 SAMPLE_555 SAMPLE_556 SAMPLE_557 SAMPLE_558 SAMPLE_559 SAMPLE_560
#> "0244" "012" "0132" "012" "012" "0131" "0113" "0111"
#> SAMPLE_561 SAMPLE_562 SAMPLE_563 SAMPLE_564 SAMPLE_565 SAMPLE_566 SAMPLE_567 SAMPLE_568
#> "012" "012" "012" "0114" "012" "012" "012" "0233"
#> SAMPLE_569 SAMPLE_570 SAMPLE_571 SAMPLE_572 SAMPLE_573 SAMPLE_574 SAMPLE_575 SAMPLE_576
#> "0233" "0233" "0223" "0226" "012" "012" "012" "012"
#> SAMPLE_577 SAMPLE_578 SAMPLE_579 SAMPLE_580 SAMPLE_581 SAMPLE_582 SAMPLE_583 SAMPLE_584
#> "0134" "0113" "015" "0131" "0164" "0112" "0132" "012"
#> SAMPLE_585 SAMPLE_586 SAMPLE_587 SAMPLE_588 SAMPLE_589 SAMPLE_590 SAMPLE_591 SAMPLE_592
#> "0112" "0131" "0164" "0113" "02137" "02161" "0233" "02161"
#> SAMPLE_593 SAMPLE_594 SAMPLE_595 SAMPLE_596 SAMPLE_597 SAMPLE_598 SAMPLE_599 SAMPLE_600
#> "0233" "02161" "02161" "02137" "02137" "0233" "0233" "0233"
#> SAMPLE_601 SAMPLE_602 SAMPLE_603 SAMPLE_604 SAMPLE_605 SAMPLE_606 SAMPLE_607 SAMPLE_608
#> "0233" "02161" "0233" "02137" "0233" "02137" "0233" "0233"
#> SAMPLE_609 SAMPLE_610 SAMPLE_611 SAMPLE_612 SAMPLE_613 SAMPLE_614 SAMPLE_615 SAMPLE_616
#> "0244" "0244" "012" "0113" "012" "0223" "0133" "0113"
#> SAMPLE_617 SAMPLE_618 SAMPLE_619 SAMPLE_620 SAMPLE_621 SAMPLE_622 SAMPLE_623 SAMPLE_624
#> "0131" "0241" "0246" "0222" "02312" "0241" "0241" "0241"
#> SAMPLE_625 SAMPLE_626 SAMPLE_627 SAMPLE_628 SAMPLE_629 SAMPLE_630 SAMPLE_631 SAMPLE_632
#> "0222" "0241" "0222" "0241" "02312" "0222" "0241" "0241"
#> SAMPLE_633 SAMPLE_634 SAMPLE_635 SAMPLE_636 SAMPLE_637 SAMPLE_638 SAMPLE_639 SAMPLE_640
#> "0241" "0222" "0241" "0225" "0243" "0233" "0233" "0233"
#> SAMPLE_641 SAMPLE_642 SAMPLE_643 SAMPLE_644 SAMPLE_645 SAMPLE_646 SAMPLE_647 SAMPLE_648
#> "02161" "012" "02321" "02371" "0223" "0224" "02143" "0224"
#> SAMPLE_649 SAMPLE_650 SAMPLE_651 SAMPLE_652 SAMPLE_653 SAMPLE_654 SAMPLE_655 SAMPLE_656
#> "02165" "02132" "02162" "02162" "02135" "031" "02162" "02133"
#> SAMPLE_657 SAMPLE_658 SAMPLE_659 SAMPLE_660 SAMPLE_661 SAMPLE_662 SAMPLE_663 SAMPLE_664
#> "0233" "02161" "02161" "02161" "02161" "0224" "032" "0223"
#> SAMPLE_665 SAMPLE_666 SAMPLE_667 SAMPLE_668 SAMPLE_669 SAMPLE_670 SAMPLE_671 SAMPLE_672
#> "0224" "02161" "0223" "0223" "0223" "0163" "0114" "0224"
#> SAMPLE_673 SAMPLE_674 SAMPLE_675 SAMPLE_676 SAMPLE_677 SAMPLE_678 SAMPLE_679 SAMPLE_680
#> "0224" "0224" "0223" "0225" "02131" "02131" "02131" "02131"
#> SAMPLE_681 SAMPLE_682 SAMPLE_683 SAMPLE_684 SAMPLE_685 SAMPLE_686 SAMPLE_687 SAMPLE_688
#> "02131" "02131" "02122" "02122" "02123" "02123" "02122" "02122"
#> SAMPLE_689 SAMPLE_690 SAMPLE_691 SAMPLE_692 SAMPLE_693 SAMPLE_694 SAMPLE_695 SAMPLE_696
#> "02123" "02123" "02122" "02122" "02123" "02122" "02324" "02122"
#> SAMPLE_697 SAMPLE_698 SAMPLE_699 SAMPLE_700 SAMPLE_701 SAMPLE_702 SAMPLE_703 SAMPLE_704
#> "02122" "02122" "02122" "02122" "02122" "02122" "02122" "02122"
#> SAMPLE_705 SAMPLE_706 SAMPLE_707 SAMPLE_708 SAMPLE_709 SAMPLE_710 SAMPLE_711 SAMPLE_712
#> "02122" "02122" "02123" "02123" "02123" "02122" "02122" "02123"
#> SAMPLE_713 SAMPLE_714 SAMPLE_715 SAMPLE_716 SAMPLE_717 SAMPLE_718 SAMPLE_719 SAMPLE_720
#> "02122" "02324" "0233" "033" "031" "033" "031" "02311"
#> SAMPLE_721 SAMPLE_722 SAMPLE_723 SAMPLE_724 SAMPLE_725 SAMPLE_726 SAMPLE_727 SAMPLE_728
#> "031" "02311" "02116" "02133" "02311" "02116" "02116" "02116"
#> SAMPLE_729 SAMPLE_730 SAMPLE_731 SAMPLE_732 SAMPLE_733 SAMPLE_734 SAMPLE_735 SAMPLE_736
#> "02116" "0233" "012" "02112" "033" "031" "031" "031"
#> SAMPLE_737 SAMPLE_738 SAMPLE_739 SAMPLE_740 SAMPLE_741 SAMPLE_742 SAMPLE_743 SAMPLE_744
#> "033" "031" "02324" "02122" "02122" "02122" "02122" "0222"
#> SAMPLE_745 SAMPLE_746 SAMPLE_747 SAMPLE_748 SAMPLE_749 SAMPLE_750 SAMPLE_751 SAMPLE_752
#> "0241" "0234" "0234" "02371" "012" "0111" "02312" "0245"
#> SAMPLE_753 SAMPLE_754 SAMPLE_755 SAMPLE_756 SAMPLE_757 SAMPLE_758 SAMPLE_759 SAMPLE_760
#> "0244" "033" "031" "031" "02161" "02137" "02161" "02124"
#> SAMPLE_761 SAMPLE_762 SAMPLE_763 SAMPLE_764 SAMPLE_765 SAMPLE_766 SAMPLE_767 SAMPLE_768
#> "02124" "02133" "031" "031" "012" "02171" "0244" "0224"
#> SAMPLE_769 SAMPLE_770 SAMPLE_771 SAMPLE_772 SAMPLE_773 SAMPLE_774 SAMPLE_775 SAMPLE_776
#> "012" "012" "02114" "02114" "02133" "0235" "02114" "0235"
#> SAMPLE_777 SAMPLE_778 SAMPLE_779 SAMPLE_780 SAMPLE_781 SAMPLE_782 SAMPLE_783 SAMPLE_784
#> "02163" "02135" "0235" "0235" "0235" "0235" "0235" "0235"
#> SAMPLE_785 SAMPLE_786 SAMPLE_787 SAMPLE_788 SAMPLE_789 SAMPLE_790 SAMPLE_791 SAMPLE_792
#> "02135" "02114" "02114" "02116" "02163" "02163" "0227" "032"
#> SAMPLE_793 SAMPLE_794 SAMPLE_795 SAMPLE_796 SAMPLE_797 SAMPLE_798 SAMPLE_799 SAMPLE_800
#> "0143" "0248" "0241" "0222" "02312" "023623" "02166" "02166"
#> SAMPLE_801 SAMPLE_802 SAMPLE_803 SAMPLE_804 SAMPLE_805 SAMPLE_806 SAMPLE_807 SAMPLE_808
#> "02314" "02311" "02166" "0233" "0233" "023622" "0227" "0223"
#> SAMPLE_809 SAMPLE_810 SAMPLE_811 SAMPLE_812 SAMPLE_813 SAMPLE_814 SAMPLE_815 SAMPLE_816
#> "0223" "0223" "0223" "0223" "0223" "0223" "02312" "0241"
#> SAMPLE_817 SAMPLE_818 SAMPLE_819 SAMPLE_820 SAMPLE_821 SAMPLE_822 SAMPLE_823 SAMPLE_824
#> "0241" "02312" "0241" "0241" "0241" "02313" "0241" "0241"
#> SAMPLE_825 SAMPLE_826 SAMPLE_827 SAMPLE_828 SAMPLE_829 SAMPLE_830 SAMPLE_831 SAMPLE_832
#> "0241" "02312" "0241" "02121" "0246" "0241" "0246" "0241"
#> SAMPLE_833 SAMPLE_834 SAMPLE_835 SAMPLE_836 SAMPLE_837 SAMPLE_838 SAMPLE_839 SAMPLE_840
#> "02124" "023625" "0241" "0241" "0246" "0222" "0162" "0222"
#> SAMPLE_841 SAMPLE_842 SAMPLE_843 SAMPLE_844 SAMPLE_845 SAMPLE_846 SAMPLE_847 SAMPLE_848
#> "0245" "0223" "0241" "02312" "0162" "0223" "0164" "023625"
#> SAMPLE_849 SAMPLE_850 SAMPLE_851 SAMPLE_852 SAMPLE_853 SAMPLE_854 SAMPLE_855 SAMPLE_856
#> "02374" "02161" "02141" "032" "0248" "032" "02161" "02137"
#> SAMPLE_857 SAMPLE_858 SAMPLE_859 SAMPLE_860 SAMPLE_861 SAMPLE_862 SAMPLE_863 SAMPLE_864
#> "0144" "0144" "0215" "0215" "023621" "023621" "0215" "02161"
#> SAMPLE_865 SAMPLE_866 SAMPLE_867 SAMPLE_868 SAMPLE_869 SAMPLE_870 SAMPLE_871 SAMPLE_872
#> "0223" "0244" "0224" "023625" "02135" "0141" "0241" "031"
#> SAMPLE_873 SAMPLE_874 SAMPLE_875 SAMPLE_876 SAMPLE_877 SAMPLE_878 SAMPLE_879 SAMPLE_880
#> "031" "02132" "033" "0246" "031" "0144" "02112" "02361"
#> SAMPLE_881 SAMPLE_882 SAMPLE_883 SAMPLE_884 SAMPLE_885 SAMPLE_886 SAMPLE_887 SAMPLE_888
#> "031" "032" "031" "02112" "02313" "02361" "0226" "031"
#> SAMPLE_889 SAMPLE_890 SAMPLE_891 SAMPLE_892 SAMPLE_893 SAMPLE_894 SAMPLE_895 SAMPLE_896
#> "02172" "02161" "0144" "02136" "0144" "02112" "0226" "0243"
#> SAMPLE_897 SAMPLE_898 SAMPLE_899 SAMPLE_900 SAMPLE_901 SAMPLE_902 SAMPLE_903 SAMPLE_904
#> "032" "023623" "02374" "02131" "02143" "02134" "02134" "0233"
#> SAMPLE_905 SAMPLE_906 SAMPLE_907 SAMPLE_908 SAMPLE_909 SAMPLE_910 SAMPLE_911 SAMPLE_912
#> "0233" "031" "02134" "0243" "0225" "0225" "0224" "0224"
#> SAMPLE_913 SAMPLE_914 SAMPLE_915 SAMPLE_916 SAMPLE_917 SAMPLE_918 SAMPLE_919 SAMPLE_920
#> "0215" "0215" "0235" "0235" "0235" "0235" "0235" "0235"
#> SAMPLE_921 SAMPLE_922 SAMPLE_923 SAMPLE_924 SAMPLE_925 SAMPLE_926 SAMPLE_927 SAMPLE_928
#> "0235" "0235" "02132" "02134" "023623" "02115" "0244" "0245"
#> SAMPLE_929 SAMPLE_930 SAMPLE_931 SAMPLE_932 SAMPLE_933 SAMPLE_934 SAMPLE_935 SAMPLE_936
#> "0234" "0234" "0215" "0215" "0215" "023621" "0215" "0215"
#> SAMPLE_937 SAMPLE_938 SAMPLE_939 SAMPLE_940 SAMPLE_941 SAMPLE_942 SAMPLE_943 SAMPLE_944
#> "0215" "0245" "02142" "02371" "02371" "0245" "02371" "0245"
#> SAMPLE_945 SAMPLE_946 SAMPLE_947 SAMPLE_948 SAMPLE_949 SAMPLE_950 SAMPLE_951 SAMPLE_952
#> "02372" "02371" "02142" "02371" "02371" "02371" "0245" "0245"
#> SAMPLE_953 SAMPLE_954 SAMPLE_955 SAMPLE_956 SAMPLE_957 SAMPLE_958 SAMPLE_959 SAMPLE_960
#> "0234" "02373" "02371" "02371" "02371" "02371" "02371" "02371"
#> SAMPLE_961 SAMPLE_962 SAMPLE_963 SAMPLE_964 SAMPLE_965 SAMPLE_966 SAMPLE_967 SAMPLE_968
#> "02137" "02133" "0234" "0234" "0245" "0234" "0234" "0245"
#> SAMPLE_969 SAMPLE_970 SAMPLE_971 SAMPLE_972 SAMPLE_973 SAMPLE_974 SAMPLE_975 SAMPLE_976
#> "0234" "0234" "02123" "0234" "0225" "033" "02112" "012"
#> SAMPLE_977 SAMPLE_978 SAMPLE_979 SAMPLE_980 SAMPLE_981 SAMPLE_982 SAMPLE_983 SAMPLE_984
#> "012" "012" "012" "02143" "02123" "02123" "012" "012"
#> SAMPLE_985 SAMPLE_986 SAMPLE_987 SAMPLE_988 SAMPLE_989 SAMPLE_990 SAMPLE_991 SAMPLE_992
#> "012" "0141" "0242" "033" "02137" "0245" "0161" "0111"
#> SAMPLE_993 SAMPLE_994 SAMPLE_995 SAMPLE_996 SAMPLE_997 SAMPLE_998 SAMPLE_999 SAMPLE_1000
#> "02124" "02112" "023621" "023621" "02112" "02132" "02162" "02371"
#> SAMPLE_1001 SAMPLE_1002 SAMPLE_1003 SAMPLE_1004 SAMPLE_1005 SAMPLE_1006 SAMPLE_1007 SAMPLE_1008
#> "02117" "0234" "02371" "0234" "02373" "0234" "0234" "02117"
#> SAMPLE_1009 SAMPLE_1010 SAMPLE_1011 SAMPLE_1012 SAMPLE_1013 SAMPLE_1014 SAMPLE_1015 SAMPLE_1016
#> "0234" "02373" "0234" "0245" "0234" "02117" "02142" "02371"
#> SAMPLE_1017 SAMPLE_1018 SAMPLE_1019 SAMPLE_1020 SAMPLE_1021 SAMPLE_1022 SAMPLE_1023 SAMPLE_1024
#> "0245" "0234" "0234" "0234" "0234" "0234" "0234" "0245"
#> SAMPLE_1025 SAMPLE_1026 SAMPLE_1027 SAMPLE_1028 SAMPLE_1029 SAMPLE_1030 SAMPLE_1031 SAMPLE_1032
#> "0234" "0234" "0234" "0234" "0234" "0234" "0234" "0234"
#> SAMPLE_1033 SAMPLE_1034 SAMPLE_1035 SAMPLE_1036 SAMPLE_1037 SAMPLE_1038 SAMPLE_1039 SAMPLE_1040
#> "0234" "0234" "0234" "0234" "0234" "0163" "012" "02171"
#> SAMPLE_1041 SAMPLE_1042 SAMPLE_1043 SAMPLE_1044 SAMPLE_1045 SAMPLE_1046 SAMPLE_1047 SAMPLE_1048
#> "0224" "0224" "02314" "02132" "02112" "0215" "023621" "02162"
#> SAMPLE_1049 SAMPLE_1050 SAMPLE_1051 SAMPLE_1052 SAMPLE_1053 SAMPLE_1054 SAMPLE_1055 SAMPLE_1056
#> "02112" "023621" "02112" "023622" "023622" "02165" "023622" "02165"
#> SAMPLE_1057 SAMPLE_1058 SAMPLE_1059 SAMPLE_1060 SAMPLE_1061 SAMPLE_1062 SAMPLE_1063 SAMPLE_1064
#> "02165" "02165" "02165" "023622" "02165" "02165" "0215" "012"
#> SAMPLE_1065 SAMPLE_1066 SAMPLE_1067 SAMPLE_1068 SAMPLE_1069 SAMPLE_1070 SAMPLE_1071 SAMPLE_1072
#> "0163" "012" "02141" "02115" "02115" "02375" "02141" "02132"
#> SAMPLE_1073 SAMPLE_1074 SAMPLE_1075 SAMPLE_1076 SAMPLE_1077 SAMPLE_1078 SAMPLE_1079 SAMPLE_1080
#> "02115" "02141" "02141" "02141" "02141" "02363" "02141" "02141"
#> SAMPLE_1081 SAMPLE_1082 SAMPLE_1083 SAMPLE_1084 SAMPLE_1085 SAMPLE_1086 SAMPLE_1087 SAMPLE_1088
#> "02141" "023622" "02311" "02162" "023622" "02165" "02371" "0223"
#> SAMPLE_1089 SAMPLE_1090 SAMPLE_1091 SAMPLE_1092 SAMPLE_1093 SAMPLE_1094 SAMPLE_1095 SAMPLE_1096
#> "0223" "02123" "02122" "02165" "023622" "02311" "02165" "02165"
#> SAMPLE_1097 SAMPLE_1098 SAMPLE_1099 SAMPLE_1100 SAMPLE_1101 SAMPLE_1102 SAMPLE_1103 SAMPLE_1104
#> "02364" "02123" "031" "02135" "02162" "02162" "02162" "02162"
#> SAMPLE_1105 SAMPLE_1106 SAMPLE_1107 SAMPLE_1108 SAMPLE_1109 SAMPLE_1110 SAMPLE_1111 SAMPLE_1112
#> "02162" "02162" "02162" "02162" "02162" "02113" "0131" "02364"
#> SAMPLE_1113 SAMPLE_1114 SAMPLE_1115 SAMPLE_1116 SAMPLE_1117 SAMPLE_1118 SAMPLE_1119 SAMPLE_1120
#> "02133" "02161" "0233" "0111" "02373" "02117" "0234" "02111"
#> SAMPLE_1121 SAMPLE_1122 SAMPLE_1123 SAMPLE_1124 SAMPLE_1125 SAMPLE_1126 SAMPLE_1127 SAMPLE_1128
#> "0234" "0234" "02113" "02111" "0234" "02117" "02115" "02142"
#> SAMPLE_1129 SAMPLE_1130 SAMPLE_1131 SAMPLE_1132 SAMPLE_1133 SAMPLE_1134 SAMPLE_1135 SAMPLE_1136
#> "02111" "02117" "0234" "0234" "0234" "0234" "0234" "02361"
#> SAMPLE_1137 SAMPLE_1138 SAMPLE_1139 SAMPLE_1140 SAMPLE_1141 SAMPLE_1142 SAMPLE_1143 SAMPLE_1144
#> "02361" "02361" "02361" "02361" "02361" "02361" "02112" "02132"
#> SAMPLE_1145 SAMPLE_1146 SAMPLE_1147 SAMPLE_1148 SAMPLE_1149 SAMPLE_1150 SAMPLE_1151 SAMPLE_1152
#> "02133" "02131" "0233" "0215" "012" "02361" "02112" "02361"
#> SAMPLE_1153 SAMPLE_1154 SAMPLE_1155 SAMPLE_1156 SAMPLE_1157 SAMPLE_1158 SAMPLE_1159 SAMPLE_1160
#> "02361" "02361" "02361" "02364" "023622" "02141" "0144" "0144"
#> SAMPLE_1161 SAMPLE_1162 SAMPLE_1163 SAMPLE_1164 SAMPLE_1165 SAMPLE_1166 SAMPLE_1167 SAMPLE_1168
#> "0143" "02132" "02364" "0243" "02364" "02363" "02372" "0131"
#> SAMPLE_1169 SAMPLE_1170 SAMPLE_1171 SAMPLE_1172 SAMPLE_1173 SAMPLE_1174 SAMPLE_1175 SAMPLE_1176
#> "0112" "0247" "02135" "0222" "02314" "02314" "023622" "02311"
#> SAMPLE_1177 SAMPLE_1178 SAMPLE_1179 SAMPLE_1180 SAMPLE_1181 SAMPLE_1182 SAMPLE_1183 SAMPLE_1184
#> "02364" "02115" "02115" "02134" "02164" "02371" "0233" "0233"
#> SAMPLE_1185 SAMPLE_1186 SAMPLE_1187 SAMPLE_1188 SAMPLE_1189 SAMPLE_1190 SAMPLE_1191 SAMPLE_1192
#> "02163" "02163" "02137" "0247" "0241" "02116" "02116" "0111"
#> SAMPLE_1193 SAMPLE_1194 SAMPLE_1195 SAMPLE_1196 SAMPLE_1197 SAMPLE_1198 SAMPLE_1199 SAMPLE_1200
#> "02171" "02137" "02373" "02142" "02373" "02371" "02142" "02142"
#> SAMPLE_1201 SAMPLE_1202 SAMPLE_1203 SAMPLE_1204 SAMPLE_1205 SAMPLE_1206 SAMPLE_1207 SAMPLE_1208
#> "02111" "02142" "0222" "02113" "02136" "031" "0243" "02162"
#> SAMPLE_1209 SAMPLE_1210 SAMPLE_1211 SAMPLE_1212 SAMPLE_1213 SAMPLE_1214 SAMPLE_1215 SAMPLE_1216
#> "031" "0234" "0162" "0163" "0164" "0243" "02143" "0223"
#> SAMPLE_1217 SAMPLE_1218 SAMPLE_1219 SAMPLE_1220 SAMPLE_1221 SAMPLE_1222 SAMPLE_1223 SAMPLE_1224
#> "0223" "0223" "0234" "02116" "02123" "02324" "0244" "02123"
#> SAMPLE_1225 SAMPLE_1226 SAMPLE_1227 SAMPLE_1228 SAMPLE_1229 SAMPLE_1230 SAMPLE_1231 SAMPLE_1232
#> "0244" "0227" "023622" "02123" "02324" "02123" "02123" "02123"
#> SAMPLE_1233 SAMPLE_1234 SAMPLE_1235 SAMPLE_1236 SAMPLE_1237 SAMPLE_1238 SAMPLE_1239 SAMPLE_1240
#> "02324" "02123" "02123" "02123" "02123" "02123" "023622" "02142"
#> SAMPLE_1241 SAMPLE_1242 SAMPLE_1243 SAMPLE_1244 SAMPLE_1245 SAMPLE_1246 SAMPLE_1247 SAMPLE_1248
#> "012" "015" "0162" "02171" "02171" "02171" "02171" "02375"
#> SAMPLE_1249 SAMPLE_1250 SAMPLE_1251 SAMPLE_1252 SAMPLE_1253 SAMPLE_1254 SAMPLE_1255 SAMPLE_1256
#> "02114" "02114" "0247" "031" "031" "031" "031" "02114"
#> SAMPLE_1257 SAMPLE_1258 SAMPLE_1259 SAMPLE_1260 SAMPLE_1261 SAMPLE_1262 SAMPLE_1263 SAMPLE_1264
#> "02361" "02137" "0223" "0221" "0221" "0223" "0245" "031"
#> SAMPLE_1265 SAMPLE_1266 SAMPLE_1267 SAMPLE_1268 SAMPLE_1269 SAMPLE_1270 SAMPLE_1271 SAMPLE_1272
#> "02364" "02321" "02322" "0161" "02112" "02321" "02321" "02321"
#> SAMPLE_1273 SAMPLE_1274 SAMPLE_1275 SAMPLE_1276 SAMPLE_1277 SAMPLE_1278 SAMPLE_1279 SAMPLE_1280
#> "02321" "02171" "02171" "0224" "0224" "0222" "0247" "02363"
#> SAMPLE_1281 SAMPLE_1282 SAMPLE_1283 SAMPLE_1284 SAMPLE_1285 SAMPLE_1286 SAMPLE_1287 SAMPLE_1288
#> "031" "02135" "02113" "0226" "0242" "0221" "031" "02361"
#> SAMPLE_1289 SAMPLE_1290 SAMPLE_1291 SAMPLE_1292 SAMPLE_1293 SAMPLE_1294 SAMPLE_1295 SAMPLE_1296
#> "0242" "02322" "02112" "02163" "02133" "02113" "02321" "0244"
#> SAMPLE_1297 SAMPLE_1298 SAMPLE_1299 SAMPLE_1300 SAMPLE_1301 SAMPLE_1302 SAMPLE_1303 SAMPLE_1304
#> "02171" "02321" "0244" "0244" "02171" "02321" "02321" "02321"
#> SAMPLE_1305 SAMPLE_1306 SAMPLE_1307 SAMPLE_1308 SAMPLE_1309 SAMPLE_1310 SAMPLE_1311 SAMPLE_1312
#> "0244" "02321" "02171" "02321" "02321" "02171" "0244" "02171"
#> SAMPLE_1313 SAMPLE_1314 SAMPLE_1315 SAMPLE_1316 SAMPLE_1317 SAMPLE_1318 SAMPLE_1319 SAMPLE_1320
#> "02321" "02321" "02321" "0215" "0215" "0215" "023621" "023621"
#> SAMPLE_1321 SAMPLE_1322 SAMPLE_1323 SAMPLE_1324 SAMPLE_1325 SAMPLE_1326 SAMPLE_1327 SAMPLE_1328
#> "0215" "023621" "0215" "0215" "0234" "02117" "02113" "0234"
#> SAMPLE_1329 SAMPLE_1330 SAMPLE_1331 SAMPLE_1332 SAMPLE_1333 SAMPLE_1334 SAMPLE_1335 SAMPLE_1336
#> "02113" "02113" "02135" "02135" "02113" "02113" "02113" "0161"
#> SAMPLE_1337 SAMPLE_1338 SAMPLE_1339 SAMPLE_1340 SAMPLE_1341 SAMPLE_1342 SAMPLE_1343 SAMPLE_1344
#> "0233" "0227" "02323" "02144" "02132" "023623" "02116" "02114"
#> SAMPLE_1345 SAMPLE_1346 SAMPLE_1347 SAMPLE_1348 SAMPLE_1349 SAMPLE_1350 SAMPLE_1351 SAMPLE_1352
#> "0244" "02123" "02312" "0221" "02134" "02323" "0248" "0225"
#> SAMPLE_1353 SAMPLE_1354 SAMPLE_1355 SAMPLE_1356 SAMPLE_1357 SAMPLE_1358 SAMPLE_1359 SAMPLE_1360
#> "031" "0234" "0222" "031" "031" "031" "033" "031"
#> SAMPLE_1361 SAMPLE_1362 SAMPLE_1363 SAMPLE_1364 SAMPLE_1365 SAMPLE_1366 SAMPLE_1367 SAMPLE_1368
#> "031" "031" "031" "031" "033" "031" "031" "033"
#> SAMPLE_1369 SAMPLE_1370 SAMPLE_1371 SAMPLE_1372 SAMPLE_1373 SAMPLE_1374 SAMPLE_1375 SAMPLE_1376
#> "033" "031" "031" "033" "031" "032" "032" "031"
#> SAMPLE_1377 SAMPLE_1378 SAMPLE_1379 SAMPLE_1380 SAMPLE_1381 SAMPLE_1382 SAMPLE_1383 SAMPLE_1384
#> "031" "031" "031" "033" "033" "031" "033" "031"
#> SAMPLE_1385 SAMPLE_1386 SAMPLE_1387 SAMPLE_1388 SAMPLE_1389 SAMPLE_1390 SAMPLE_1391 SAMPLE_1392
#> "031" "02164" "023623" "0227" "0227" "02162" "02164" "02164"
#> SAMPLE_1393 SAMPLE_1394 SAMPLE_1395 SAMPLE_1396 SAMPLE_1397 SAMPLE_1398 SAMPLE_1399 SAMPLE_1400
#> "02164" "02164" "02164" "02162" "023623" "0244" "023622" "02162"
#> SAMPLE_1401 SAMPLE_1402 SAMPLE_1403 SAMPLE_1404 SAMPLE_1405 SAMPLE_1406 SAMPLE_1407 SAMPLE_1408
#> "023623" "0234" "0221" "0248" "02135" "02113" "02113" "02135"
#> SAMPLE_1409 SAMPLE_1410 SAMPLE_1411 SAMPLE_1412 SAMPLE_1413 SAMPLE_1414 SAMPLE_1415 SAMPLE_1416
#> "02363" "02162" "02161" "0224" "012" "012" "012" "0164"
#> SAMPLE_1417 SAMPLE_1418 SAMPLE_1419 SAMPLE_1420 SAMPLE_1421 SAMPLE_1422 SAMPLE_1423 SAMPLE_1424
#> "012" "012" "02361" "02361" "02112" "02112" "02116" "02112"
#> SAMPLE_1425 SAMPLE_1426 SAMPLE_1427 SAMPLE_1428 SAMPLE_1429 SAMPLE_1430 SAMPLE_1431 SAMPLE_1432
#> "0242" "0242" "0141" "02363" "02325" "02142" "02361" "02124"
#> SAMPLE_1433 SAMPLE_1434 SAMPLE_1435 SAMPLE_1436 SAMPLE_1437 SAMPLE_1438 SAMPLE_1439 SAMPLE_1440
#> "031" "02312" "02112" "02112" "02112" "02112" "02112" "0161"
#> SAMPLE_1441 SAMPLE_1442 SAMPLE_1443 SAMPLE_1444 SAMPLE_1445 SAMPLE_1446 SAMPLE_1447 SAMPLE_1448
#> "02112" "02363" "02363" "02163" "02112" "0233" "0133" "0133"
#> SAMPLE_1449 SAMPLE_1450 SAMPLE_1451 SAMPLE_1452 SAMPLE_1453 SAMPLE_1454 SAMPLE_1455 SAMPLE_1456
#> "02163" "02163" "02163" "02135" "023622" "02134" "0234" "0234"
#> SAMPLE_1457 SAMPLE_1458 SAMPLE_1459 SAMPLE_1460 SAMPLE_1461 SAMPLE_1462 SAMPLE_1463 SAMPLE_1464
#> "0234" "0234" "0234" "0234" "0245" "02113" "02113" "02116"
#> SAMPLE_1465 SAMPLE_1466 SAMPLE_1467 SAMPLE_1468 SAMPLE_1469 SAMPLE_1470 SAMPLE_1471 SAMPLE_1472
#> "02134" "02137" "02133" "02134" "02131" "02133" "02133" "02133"
#> SAMPLE_1473 SAMPLE_1474 SAMPLE_1475 SAMPLE_1476 SAMPLE_1477 SAMPLE_1478 SAMPLE_1479 SAMPLE_1480
#> "02134" "02133" "02134" "02311" "02134" "02133" "02133" "0233"
#> SAMPLE_1481 SAMPLE_1482 SAMPLE_1483 SAMPLE_1484 SAMPLE_1485 SAMPLE_1486 SAMPLE_1487 SAMPLE_1488
#> "02133" "02137" "02133" "02133" "02133" "02133" "02133" "02133"
#> SAMPLE_1489 SAMPLE_1490 SAMPLE_1491 SAMPLE_1492 SAMPLE_1493 SAMPLE_1494 SAMPLE_1495 SAMPLE_1496
#> "031" "033" "023623" "0242" "0242" "0242" "0221" "0242"
#> SAMPLE_1497 SAMPLE_1498 SAMPLE_1499 SAMPLE_1500 SAMPLE_1501 SAMPLE_1502 SAMPLE_1503 SAMPLE_1504
#> "0242" "0242" "0221" "0242" "0221" "0221" "0221" "0242"
#> SAMPLE_1505 SAMPLE_1506 SAMPLE_1507 SAMPLE_1508 SAMPLE_1509 SAMPLE_1510 SAMPLE_1511 SAMPLE_1512
#> "0221" "0221" "0242" "0242" "0242" "0242" "0242" "02136"
#> SAMPLE_1513 SAMPLE_1514 SAMPLE_1515 SAMPLE_1516 SAMPLE_1517 SAMPLE_1518 SAMPLE_1519 SAMPLE_1520
#> "0226" "02165" "0222" "0221" "0242" "0221" "0221" "0221"
#> SAMPLE_1521 SAMPLE_1522 SAMPLE_1523 SAMPLE_1524 SAMPLE_1525 SAMPLE_1526 SAMPLE_1527 SAMPLE_1528
#> "0242" "0242" "015" "0233" "012" "02321" "02112" "02112"
#> SAMPLE_1529 SAMPLE_1530 SAMPLE_1531 SAMPLE_1532 SAMPLE_1533 SAMPLE_1534 SAMPLE_1535 SAMPLE_1536
#> "02112" "02112" "02112" "02112" "02112" "023623" "02111" "0234"
#> SAMPLE_1537 SAMPLE_1538 SAMPLE_1539 SAMPLE_1540 SAMPLE_1541 SAMPLE_1542 SAMPLE_1543 SAMPLE_1544
#> "0245" "02113" "02113" "02111" "0234" "02113" "02117" "0234"
#> SAMPLE_1545 SAMPLE_1546 SAMPLE_1547 SAMPLE_1548 SAMPLE_1549 SAMPLE_1550 SAMPLE_1551 SAMPLE_1552
#> "02113" "0234" "0245" "0234" "02111" "0234" "02142" "02133"
#> SAMPLE_1553 SAMPLE_1554 SAMPLE_1555 SAMPLE_1556 SAMPLE_1557 SAMPLE_1558 SAMPLE_1559 SAMPLE_1560
#> "0221" "02322" "0242" "02322" "02322" "02322" "0242" "02322"
#> SAMPLE_1561 SAMPLE_1562 SAMPLE_1563 SAMPLE_1564 SAMPLE_1565 SAMPLE_1566 SAMPLE_1567 SAMPLE_1568
#> "0242" "0242" "02322" "0242" "02322" "02322" "0242" "0221"
#> SAMPLE_1569 SAMPLE_1570 SAMPLE_1571 SAMPLE_1572 SAMPLE_1573 SAMPLE_1574 SAMPLE_1575 SAMPLE_1576
#> "0221" "0221" "0242" "0221" "0221" "0242" "02322" "0242"
#> SAMPLE_1577 SAMPLE_1578 SAMPLE_1579 SAMPLE_1580 SAMPLE_1581 SAMPLE_1582 SAMPLE_1583 SAMPLE_1584
#> "023623" "02371" "031" "0244" "0227" "031" "02164" "02132"
#> SAMPLE_1585 SAMPLE_1586 SAMPLE_1587 SAMPLE_1588 SAMPLE_1589 SAMPLE_1590 SAMPLE_1591 SAMPLE_1592
#> "02134" "0233" "02132" "02132" "02163" "02132" "02163" "02134"
#> SAMPLE_1593 SAMPLE_1594 SAMPLE_1595 SAMPLE_1596 SAMPLE_1597 SAMPLE_1598 SAMPLE_1599 SAMPLE_1600
#> "02134" "02134" "02314" "02162" "02112" "02136" "02363" "02363"
#> SAMPLE_1601 SAMPLE_1602 SAMPLE_1603 SAMPLE_1604 SAMPLE_1605 SAMPLE_1606 SAMPLE_1607 SAMPLE_1608
#> "02363" "0227" "0144" "0243" "0144" "0143" "0143" "0234"
#> SAMPLE_1609 SAMPLE_1610 SAMPLE_1611 SAMPLE_1612 SAMPLE_1613 SAMPLE_1614 SAMPLE_1615 SAMPLE_1616
#> "02117" "02112" "0234" "02122" "02122" "02122" "02122" "02122"
#> SAMPLE_1617 SAMPLE_1618 SAMPLE_1619 SAMPLE_1620 SAMPLE_1621 SAMPLE_1622 SAMPLE_1623 SAMPLE_1624
#> "02122" "02122" "02162" "02162" "02135" "02162" "02133" "02133"
#> SAMPLE_1625 SAMPLE_1626 SAMPLE_1627 SAMPLE_1628 SAMPLE_1629 SAMPLE_1630 SAMPLE_1631 SAMPLE_1632
#> "0221" "031" "0226" "0225" "0233" "02171" "02144" "02121"
#> SAMPLE_1633 SAMPLE_1634 SAMPLE_1635 SAMPLE_1636 SAMPLE_1637 SAMPLE_1638 SAMPLE_1639 SAMPLE_1640
#> "02314" "0245" "0226" "0247" "02374" "0226" "023623" "0247"
#> SAMPLE_1641 SAMPLE_1642 SAMPLE_1643 SAMPLE_1644 SAMPLE_1645 SAMPLE_1646 SAMPLE_1647 SAMPLE_1648
#> "0243" "0247" "0225" "0243" "02166" "0222" "0247" "0243"
#> SAMPLE_1649 SAMPLE_1650 SAMPLE_1651 SAMPLE_1652 SAMPLE_1653 SAMPLE_1654 SAMPLE_1655 SAMPLE_1656
#> "0243" "023622" "02133" "0243" "0233" "0225" "0243" "0243"
#> SAMPLE_1657 SAMPLE_1658 SAMPLE_1659 SAMPLE_1660 SAMPLE_1661 SAMPLE_1662 SAMPLE_1663 SAMPLE_1664
#> "02325" "0242" "02116" "02363" "02134" "02134" "0233" "031"
#> SAMPLE_1665 SAMPLE_1666 SAMPLE_1667 SAMPLE_1668 SAMPLE_1669 SAMPLE_1670 SAMPLE_1671 SAMPLE_1672
#> "0226" "02321" "0164" "02311" "02141" "02134" "0245" "02134"
#> SAMPLE_1673 SAMPLE_1674 SAMPLE_1675 SAMPLE_1676 SAMPLE_1677 SAMPLE_1678 SAMPLE_1679 SAMPLE_1680
#> "0112" "0246" "0241" "0243" "0143" "02134" "02165" "02112"
#> SAMPLE_1681 SAMPLE_1682 SAMPLE_1683 SAMPLE_1684 SAMPLE_1685 SAMPLE_1686 SAMPLE_1687 SAMPLE_1688
#> "0243" "031" "02166" "023624" "0244" "0241" "02111" "02174"
#> SAMPLE_1689 SAMPLE_1690 SAMPLE_1691 SAMPLE_1692 SAMPLE_1693 SAMPLE_1694 SAMPLE_1695 SAMPLE_1696
#> "02164" "02124" "02174" "02162" "02133" "0144" "02363" "0233"
#> SAMPLE_1697 SAMPLE_1698 SAMPLE_1699 SAMPLE_1700 SAMPLE_1701 SAMPLE_1702 SAMPLE_1703 SAMPLE_1704
#> "0233" "0142" "02134" "02172" "0234" "02363" "02135" "02163"
#> SAMPLE_1705 SAMPLE_1706 SAMPLE_1707 SAMPLE_1708 SAMPLE_1709 SAMPLE_1710 SAMPLE_1711 SAMPLE_1712
#> "02163" "02135" "02163" "02136" "031" "02166" "02163" "0161"
#> SAMPLE_1713 SAMPLE_1714 SAMPLE_1715 SAMPLE_1716 SAMPLE_1717 SAMPLE_1718 SAMPLE_1719 SAMPLE_1720
#> "02364" "0233" "02121" "0241" "02313" "0222" "02121" "0241"
#> SAMPLE_1721 SAMPLE_1722 SAMPLE_1723 SAMPLE_1724 SAMPLE_1725 SAMPLE_1726 SAMPLE_1727 SAMPLE_1728
#> "0246" "02121" "02121" "0241" "02121" "0241" "0222" "02121"
#> SAMPLE_1729 SAMPLE_1730 SAMPLE_1731 SAMPLE_1732 SAMPLE_1733 SAMPLE_1734 SAMPLE_1735 SAMPLE_1736
#> "0246" "02137" "02117" "0224" "031" "02163" "0113" "0142"
#> SAMPLE_1737 SAMPLE_1738 SAMPLE_1739 SAMPLE_1740 SAMPLE_1741 SAMPLE_1742 SAMPLE_1743 SAMPLE_1744
#> "0246" "02113" "02312" "0241" "02121" "02121" "02121" "02312"
#> SAMPLE_1745 SAMPLE_1746 SAMPLE_1747 SAMPLE_1748 SAMPLE_1749 SAMPLE_1750 SAMPLE_1751 SAMPLE_1752
#> "0246" "02121" "0241" "02121" "0246" "0241" "0246" "0215"
#> SAMPLE_1753 SAMPLE_1754 SAMPLE_1755 SAMPLE_1756 SAMPLE_1757 SAMPLE_1758 SAMPLE_1759 SAMPLE_1760
#> "0215" "0243" "02134" "02134" "023624" "02136" "02164" "0247"
#> SAMPLE_1761 SAMPLE_1762 SAMPLE_1763 SAMPLE_1764 SAMPLE_1765 SAMPLE_1766 SAMPLE_1767 SAMPLE_1768
#> "0247" "0225" "02135" "0222" "0225" "02163" "02115" "02363"
#> SAMPLE_1769 SAMPLE_1770 SAMPLE_1771 SAMPLE_1772 SAMPLE_1773 SAMPLE_1774 SAMPLE_1775 SAMPLE_1776
#> "02363" "02363" "02323" "02115" "02363" "02372" "0246" "02141"
#> SAMPLE_1777 SAMPLE_1778 SAMPLE_1779 SAMPLE_1780 SAMPLE_1781 SAMPLE_1782 SAMPLE_1783 SAMPLE_1784
#> "02121" "0222" "0222" "0241" "02313" "0241" "02313" "0241"
#> SAMPLE_1785 SAMPLE_1786 SAMPLE_1787 SAMPLE_1788 SAMPLE_1789 SAMPLE_1790 SAMPLE_1791 SAMPLE_1792
#> "02121" "02121" "0241" "0241" "0241" "02121" "023622" "02312"
#> SAMPLE_1793 SAMPLE_1794 SAMPLE_1795 SAMPLE_1796 SAMPLE_1797 SAMPLE_1798 SAMPLE_1799 SAMPLE_1800
#> "02161" "0241" "0247" "0227" "033" "02364" "0226" "0225"
#> SAMPLE_1801 SAMPLE_1802 SAMPLE_1803 SAMPLE_1804 SAMPLE_1805 SAMPLE_1806 SAMPLE_1807 SAMPLE_1808
#> "0222" "0243" "0225" "0243" "0243" "0247" "0243" "0222"
#> SAMPLE_1809 SAMPLE_1810 SAMPLE_1811 SAMPLE_1812 SAMPLE_1813 SAMPLE_1814 SAMPLE_1815 SAMPLE_1816
#> "0226" "0243" "0243" "0243" "02375" "0222" "0225" "02174"
#> SAMPLE_1817 SAMPLE_1818 SAMPLE_1819 SAMPLE_1820 SAMPLE_1821 SAMPLE_1822 SAMPLE_1823 SAMPLE_1824
#> "02145" "0247" "0247" "0243" "0222" "0243" "0243" "0225"
#> SAMPLE_1825 SAMPLE_1826 SAMPLE_1827 SAMPLE_1828 SAMPLE_1829 SAMPLE_1830 SAMPLE_1831 SAMPLE_1832
#> "0243" "0243" "031" "031" "0144" "031" "031" "0246"
#> SAMPLE_1833 SAMPLE_1834 SAMPLE_1835 SAMPLE_1836 SAMPLE_1837 SAMPLE_1838 SAMPLE_1839 SAMPLE_1840
#> "02312" "0241" "031" "02164" "02112" "0144" "02134" "023623"
#> SAMPLE_1841 SAMPLE_1842 SAMPLE_1843 SAMPLE_1844 SAMPLE_1845 SAMPLE_1846 SAMPLE_1847 SAMPLE_1848
#> "023625" "0224" "0224" "0243" "033" "015" "033" "0246"
#> SAMPLE_1849 SAMPLE_1850 SAMPLE_1851 SAMPLE_1852 SAMPLE_1853 SAMPLE_1854 SAMPLE_1855 SAMPLE_1856
#> "0241" "0243" "02166" "02166" "02166" "02163" "0225" "02166"
#> SAMPLE_1857 SAMPLE_1858 SAMPLE_1859 SAMPLE_1860 SAMPLE_1861 SAMPLE_1862 SAMPLE_1863 SAMPLE_1864
#> "02133" "02311" "0141" "02112" "0241" "0222" "0246" "0224"
#> SAMPLE_1865 SAMPLE_1866 SAMPLE_1867 SAMPLE_1868 SAMPLE_1869 SAMPLE_1870 SAMPLE_1871 SAMPLE_1872
#> "0134" "02363" "02324" "0233" "02325" "0141" "0161" "0242"
#> SAMPLE_1873 SAMPLE_1874 SAMPLE_1875 SAMPLE_1876 SAMPLE_1877 SAMPLE_1878 SAMPLE_1879 SAMPLE_1880
#> "0242" "02363" "0141" "0141" "0141" "02325" "023624" "02165"
#> SAMPLE_1881 SAMPLE_1882 SAMPLE_1883 SAMPLE_1884 SAMPLE_1885 SAMPLE_1886 SAMPLE_1887 SAMPLE_1888
#> "02135" "02112" "02312" "033" "0241" "0223" "0223" "02143"
#> SAMPLE_1889 SAMPLE_1890 SAMPLE_1891 SAMPLE_1892 SAMPLE_1893 SAMPLE_1894 SAMPLE_1895 SAMPLE_1896
#> "0163" "0164" "0162" "0162" "012" "0162" "031" "031"
#> SAMPLE_1897 SAMPLE_1898 SAMPLE_1899 SAMPLE_1900 SAMPLE_1901 SAMPLE_1902 SAMPLE_1903 SAMPLE_1904
#> "031" "031" "033" "031" "031" "031" "031" "031"
#> SAMPLE_1905 SAMPLE_1906 SAMPLE_1907 SAMPLE_1908 SAMPLE_1909 SAMPLE_1910 SAMPLE_1911 SAMPLE_1912
#> "02324" "02117" "02111" "0133" "02115" "033" "031" "0244"
#> SAMPLE_1913 SAMPLE_1914 SAMPLE_1915 SAMPLE_1916 SAMPLE_1917 SAMPLE_1918 SAMPLE_1919 SAMPLE_1920
#> "0243" "0243" "0233" "02161" "02161" "02161" "02163" "0235"
#> SAMPLE_1921 SAMPLE_1922 SAMPLE_1923 SAMPLE_1924 SAMPLE_1925 SAMPLE_1926 SAMPLE_1927 SAMPLE_1928
#> "0131" "02171" "02321" "023625" "02166" "031" "02164" "031"
#> SAMPLE_1929 SAMPLE_1930 SAMPLE_1931 SAMPLE_1932 SAMPLE_1933 SAMPLE_1934 SAMPLE_1935 SAMPLE_1936
#> "0235" "0144" "0235" "0113" "0233" "02311" "0225" "02113"
#> SAMPLE_1937 SAMPLE_1938 SAMPLE_1939 SAMPLE_1940 SAMPLE_1941 SAMPLE_1942 SAMPLE_1943 SAMPLE_1944
#> "031" "0233" "02112" "02114" "02114" "02113" "02116" "02135"
#> SAMPLE_1945 SAMPLE_1946 SAMPLE_1947 SAMPLE_1948 SAMPLE_1949 SAMPLE_1950 SAMPLE_1951 SAMPLE_1952
#> "02113" "02114" "02113" "02113" "02163" "02132" "02112" "02112"
#> SAMPLE_1953 SAMPLE_1954 SAMPLE_1955 SAMPLE_1956 SAMPLE_1957 SAMPLE_1958 SAMPLE_1959 SAMPLE_1960
#> "02132" "02113" "02113" "02161" "0224" "0244" "0225" "0243"
#> SAMPLE_1961 SAMPLE_1962 SAMPLE_1963 SAMPLE_1964 SAMPLE_1965 SAMPLE_1966 SAMPLE_1967 SAMPLE_1968
#> "0225" "02314" "0243" "02111" "02117" "0242" "02164" "023623"
#> SAMPLE_1969 SAMPLE_1970 SAMPLE_1971 SAMPLE_1972 SAMPLE_1973 SAMPLE_1974 SAMPLE_1975 SAMPLE_1976
#> "0133" "0245" "0243" "0247" "0132" "0241" "02113" "02313"
#> SAMPLE_1977 SAMPLE_1978 SAMPLE_1979 SAMPLE_1980 SAMPLE_1981 SAMPLE_1982 SAMPLE_1983 SAMPLE_1984
#> "0246" "0233" "02112" "0244" "02321" "02321" "02321" "02321"
#> SAMPLE_1985 SAMPLE_1986 SAMPLE_1987 SAMPLE_1988 SAMPLE_1989 SAMPLE_1990 SAMPLE_1991 SAMPLE_1992
#> "02321" "02321" "0244" "02171" "0244" "02321" "02321" "031"
#> SAMPLE_1993 SAMPLE_1994 SAMPLE_1995 SAMPLE_1996 SAMPLE_1997 SAMPLE_1998 SAMPLE_1999 SAMPLE_2000
#> "0241" "0233" "0222" "02116" "02134" "02112" "0244" "0164"
#> SAMPLE_2001 SAMPLE_2002 SAMPLE_2003 SAMPLE_2004 SAMPLE_2005 SAMPLE_2006 SAMPLE_2007 SAMPLE_2008
#> "02321" "02111" "02111" "02113" "02113" "02111" "02111" "02111"
#> SAMPLE_2009 SAMPLE_2010 SAMPLE_2011 SAMPLE_2012 SAMPLE_2013 SAMPLE_2014 SAMPLE_2015 SAMPLE_2016
#> "02113" "02117" "02113" "02117" "02117" "031" "02312" "0222"
#> SAMPLE_2017 SAMPLE_2018 SAMPLE_2019 SAMPLE_2020 SAMPLE_2021 SAMPLE_2022 SAMPLE_2023 SAMPLE_2024
#> "02313" "02134" "0246" "02161" "0241" "0245" "0247" "0233"
#> SAMPLE_2025 SAMPLE_2026 SAMPLE_2027 SAMPLE_2028 SAMPLE_2029 SAMPLE_2030 SAMPLE_2031 SAMPLE_2032
#> "031" "031" "02321" "02171" "02171" "02163" "031" "031"
#> SAMPLE_2033 SAMPLE_2034 SAMPLE_2035 SAMPLE_2036 SAMPLE_2037 SAMPLE_2038 SAMPLE_2039 SAMPLE_2040
#> "031" "031" "031" "031" "0243" "0241" "02111" "02373"
#> SAMPLE_2041 SAMPLE_2042 SAMPLE_2043 SAMPLE_2044 SAMPLE_2045 SAMPLE_2046 SAMPLE_2047 SAMPLE_2048
#> "02143" "02135" "02113" "02111" "02111" "02115" "02115" "02111"
#> SAMPLE_2049 SAMPLE_2050 SAMPLE_2051 SAMPLE_2052 SAMPLE_2053 SAMPLE_2054 SAMPLE_2055 SAMPLE_2056
#> "02163" "02313" "02143" "031" "031" "031" "02375" "02313"
#> SAMPLE_2057 SAMPLE_2058 SAMPLE_2059 SAMPLE_2060 SAMPLE_2061 SAMPLE_2062 SAMPLE_2063 SAMPLE_2064
#> "02116" "02165" "031" "0233" "015" "02314" "02143" "031"
#> SAMPLE_2065 SAMPLE_2066 SAMPLE_2067 SAMPLE_2068 SAMPLE_2069 SAMPLE_2070 SAMPLE_2071 SAMPLE_2072
#> "0225" "031" "0222" "02373" "02364" "02171" "02321" "02111"
#> SAMPLE_2073 SAMPLE_2074 SAMPLE_2075 SAMPLE_2076 SAMPLE_2077 SAMPLE_2078 SAMPLE_2079 SAMPLE_2080
#> "02111" "02117" "02115" "02111" "02323" "02323" "02323" "02326"
#> SAMPLE_2081 SAMPLE_2082 SAMPLE_2083 SAMPLE_2084 SAMPLE_2085 SAMPLE_2086 SAMPLE_2087 SAMPLE_2088
#> "0244" "02115" "0244" "02144" "02144" "02144" "02323" "02173"
#> SAMPLE_2089 SAMPLE_2090 SAMPLE_2091 SAMPLE_2092 SAMPLE_2093 SAMPLE_2094 SAMPLE_2095 SAMPLE_2096
#> "02144" "02173" "02326" "02323" "02132" "02132" "02173" "02144"
#> SAMPLE_2097 SAMPLE_2098 SAMPLE_2099 SAMPLE_2100 SAMPLE_2101 SAMPLE_2102 SAMPLE_2103 SAMPLE_2104
#> "02323" "02132" "02323" "02323" "02323" "02323" "02173" "0244"
#> SAMPLE_2105 SAMPLE_2106 SAMPLE_2107 SAMPLE_2108 SAMPLE_2109 SAMPLE_2110 SAMPLE_2111 SAMPLE_2112
#> "02144" "02144" "02144" "02323" "0244" "02115" "0244" "02323"
#> SAMPLE_2113 SAMPLE_2114 SAMPLE_2115 SAMPLE_2116 SAMPLE_2117 SAMPLE_2118 SAMPLE_2119 SAMPLE_2120
#> "02323" "02323" "02173" "02326" "02323" "02323" "02173" "02144"
#> SAMPLE_2121 SAMPLE_2122 SAMPLE_2123 SAMPLE_2124 SAMPLE_2125 SAMPLE_2126 SAMPLE_2127 SAMPLE_2128
#> "02323" "02323" "02132" "02326" "0244" "02132" "02132" "02323"
#> SAMPLE_2129 SAMPLE_2130 SAMPLE_2131 SAMPLE_2132 SAMPLE_2133 SAMPLE_2134 SAMPLE_2135 SAMPLE_2136
#> "02132" "02323" "02144" "02324" "02323" "02115" "0244" "02132"
#> SAMPLE_2137 SAMPLE_2138 SAMPLE_2139 SAMPLE_2140 SAMPLE_2141 SAMPLE_2142 SAMPLE_2143 SAMPLE_2144
#> "02323" "0244" "0241" "02112" "0132" "0241" "0241" "0222"
#> SAMPLE_2145 SAMPLE_2146 SAMPLE_2147 SAMPLE_2148 SAMPLE_2149 SAMPLE_2150 SAMPLE_2151 SAMPLE_2152
#> "0241" "031" "02313" "0233" "0226" "0247" "02375" "0225"
#> SAMPLE_2153 SAMPLE_2154 SAMPLE_2155 SAMPLE_2156 SAMPLE_2157 SAMPLE_2158 SAMPLE_2159 SAMPLE_2160
#> "0247" "02321" "0244" "02171" "02321" "02171" "02171" "02321"
#> SAMPLE_2161 SAMPLE_2162 SAMPLE_2163 SAMPLE_2164 SAMPLE_2165 SAMPLE_2166 SAMPLE_2167 SAMPLE_2168
#> "02171" "02363" "02141" "02141" "02117" "02132" "02117" "02111"
#> SAMPLE_2169 SAMPLE_2170 SAMPLE_2171 SAMPLE_2172 SAMPLE_2173 SAMPLE_2174 SAMPLE_2175 SAMPLE_2176
#> "02313" "0247" "0247" "0241" "033" "0241" "02313" "02166"
#> SAMPLE_2177 SAMPLE_2178 SAMPLE_2179 SAMPLE_2180 SAMPLE_2181 SAMPLE_2182 SAMPLE_2183 SAMPLE_2184
#> "02314" "023623" "032" "0222" "02313" "0144" "02112" "031"
#> SAMPLE_2185 SAMPLE_2186 SAMPLE_2187 SAMPLE_2188 SAMPLE_2189 SAMPLE_2190 SAMPLE_2191 SAMPLE_2192
#> "031" "0224" "02321" "0215" "0215" "0215" "0215" "0215"
#> SAMPLE_2193 SAMPLE_2194 SAMPLE_2195 SAMPLE_2196 SAMPLE_2197 SAMPLE_2198 SAMPLE_2199 SAMPLE_2200
#> "0215" "0215" "0215" "0215" "0215" "02166" "0222" "0241"
#> SAMPLE_2201 SAMPLE_2202 SAMPLE_2203 SAMPLE_2204 SAMPLE_2205 SAMPLE_2206 SAMPLE_2207 SAMPLE_2208
#> "031" "0222" "0241" "02312" "0244" "0162" "02311" "02165"
#> SAMPLE_2209 SAMPLE_2210 SAMPLE_2211 SAMPLE_2212 SAMPLE_2213 SAMPLE_2214 SAMPLE_2215 SAMPLE_2216
#> "02374" "031" "02312" "02112" "02375" "0244" "0223" "031"
#> SAMPLE_2217 SAMPLE_2218 SAMPLE_2219 SAMPLE_2220 SAMPLE_2221 SAMPLE_2222 SAMPLE_2223 SAMPLE_2224
#> "02161" "0222" "02143" "02166" "02313" "0234" "0245" "02371"
#> SAMPLE_2225 SAMPLE_2226 SAMPLE_2227 SAMPLE_2228 SAMPLE_2229 SAMPLE_2230 SAMPLE_2231 SAMPLE_2232
#> "02171" "0163" "02141" "031" "02134" "0144" "0241" "0222"
#> SAMPLE_2233 SAMPLE_2234 SAMPLE_2235 SAMPLE_2236 SAMPLE_2237 SAMPLE_2238 SAMPLE_2239 SAMPLE_2240
#> "031" "023625" "031" "031" "0227" "02364" "0233" "031"
#> SAMPLE_2241 SAMPLE_2242 SAMPLE_2243 SAMPLE_2244 SAMPLE_2245 SAMPLE_2246 SAMPLE_2247 SAMPLE_2248
#> "031" "031" "031" "031" "031" "031" "02112" "0241"
#> SAMPLE_2249 SAMPLE_2250 SAMPLE_2251 SAMPLE_2252 SAMPLE_2253 SAMPLE_2254 SAMPLE_2255 SAMPLE_2256
#> "032" "0244" "0145" "02112" "031" "0246" "0222" "0246"
#> SAMPLE_2257 SAMPLE_2258 SAMPLE_2259 SAMPLE_2260 SAMPLE_2261 SAMPLE_2262 SAMPLE_2263 SAMPLE_2264
#> "0227" "02161" "0222" "031" "0142" "0114" "0233" "031"
#> SAMPLE_2265 SAMPLE_2266 SAMPLE_2267 SAMPLE_2268 SAMPLE_2269 SAMPLE_2270 SAMPLE_2271 SAMPLE_2272
#> "02372" "023622" "02165" "031" "0243" "023624" "023624" "023624"
#> SAMPLE_2273 SAMPLE_2274 SAMPLE_2275 SAMPLE_2276 SAMPLE_2277 SAMPLE_2278 SAMPLE_2279 SAMPLE_2280
#> "0114" "02116" "0222" "0246" "0246" "0241" "0222" "02312"
#> SAMPLE_2281 SAMPLE_2282 SAMPLE_2283 SAMPLE_2284 SAMPLE_2285 SAMPLE_2286 SAMPLE_2287 SAMPLE_2288
#> "02121" "02312" "02121" "02133" "02324" "0241" "0222" "0114"
#> SAMPLE_2289 SAMPLE_2290 SAMPLE_2291 SAMPLE_2292 SAMPLE_2293 SAMPLE_2294 SAMPLE_2295 SAMPLE_2296
#> "02161" "031" "033" "0222" "0241" "0241" "0222" "031"
#> SAMPLE_2297 SAMPLE_2298 SAMPLE_2299 SAMPLE_2300 SAMPLE_2301 SAMPLE_2302 SAMPLE_2303 SAMPLE_2304
#> "02166" "0233" "031" "0227" "0246" "02112" "0248" "031"
#> SAMPLE_2305 SAMPLE_2306 SAMPLE_2307 SAMPLE_2308 SAMPLE_2309 SAMPLE_2310 SAMPLE_2311 SAMPLE_2312
#> "0144" "0241" "02312" "02133" "0222" "0246" "0222" "0241"
#> SAMPLE_2313 SAMPLE_2314 SAMPLE_2315 SAMPLE_2316 SAMPLE_2317 SAMPLE_2318 SAMPLE_2319 SAMPLE_2320
#> "02312" "031" "031" "031" "031" "031" "0143" "0241"
#> SAMPLE_2321 SAMPLE_2322 SAMPLE_2323 SAMPLE_2324 SAMPLE_2325 SAMPLE_2326 SAMPLE_2327 SAMPLE_2328
#> "0241" "02121" "0241" "0241" "02112" "02324" "023624" "0227"
#> SAMPLE_2329 SAMPLE_2330 SAMPLE_2331 SAMPLE_2332 SAMPLE_2333 SAMPLE_2334 SAMPLE_2335 SAMPLE_2336
#> "0227" "02161" "0241" "0246" "0222" "02313" "02121" "02121"
#> SAMPLE_2337 SAMPLE_2338 SAMPLE_2339 SAMPLE_2340 SAMPLE_2341 SAMPLE_2342 SAMPLE_2343 SAMPLE_2344
#> "0243" "0226" "031" "033" "031" "031" "033" "0222"
#> SAMPLE_2345 SAMPLE_2346 SAMPLE_2347 SAMPLE_2348 SAMPLE_2349 SAMPLE_2350 SAMPLE_2351 SAMPLE_2352
#> "02111" "0223" "023623" "02143" "033" "0248" "031" "02172"
#> SAMPLE_2353 SAMPLE_2354 SAMPLE_2355 SAMPLE_2356 SAMPLE_2357 SAMPLE_2358 SAMPLE_2359 SAMPLE_2360
#> "0111" "02321" "02171" "0241" "0222" "0241" "02143" "0233"
#> SAMPLE_2361 SAMPLE_2362 SAMPLE_2363 SAMPLE_2364 SAMPLE_2365 SAMPLE_2366 SAMPLE_2367 SAMPLE_2368
#> "0222" "02364" "031" "02311" "023623" "02312" "02121" "02172"
#> SAMPLE_2369 SAMPLE_2370 SAMPLE_2371 SAMPLE_2372 SAMPLE_2373 SAMPLE_2374 SAMPLE_2375 SAMPLE_2376
#> "0142" "0142" "02313" "02134" "0142" "0142" "02172" "0142"
#> SAMPLE_2377 SAMPLE_2378 SAMPLE_2379 SAMPLE_2380 SAMPLE_2381 SAMPLE_2382 SAMPLE_2383 SAMPLE_2384
#> "0142" "0142" "02172" "0142" "02172" "0142" "02172" "0233"
#> SAMPLE_2385 SAMPLE_2386 SAMPLE_2387 SAMPLE_2388 SAMPLE_2389 SAMPLE_2390 SAMPLE_2391 SAMPLE_2392
#> "0233" "0141" "02325" "02325" "0241" "0247" "0244" "031"
#> SAMPLE_2393 SAMPLE_2394 SAMPLE_2395 SAMPLE_2396 SAMPLE_2397 SAMPLE_2398 SAMPLE_2399 SAMPLE_2400
#> "031" "02161" "02321" "02161" "031" "0142" "0142" "0142"
#> SAMPLE_2401 SAMPLE_2402 SAMPLE_2403 SAMPLE_2404 SAMPLE_2405 SAMPLE_2406 SAMPLE_2407 SAMPLE_2408
#> "0142" "0142" "0141" "0141" "02325" "02325" "02325" "02325"
#> SAMPLE_2409 SAMPLE_2410 SAMPLE_2411 SAMPLE_2412 SAMPLE_2413 SAMPLE_2414 SAMPLE_2415 SAMPLE_2416
#> "02312" "0215" "0114" "0233" "02137" "02313" "0235" "0241"
#> SAMPLE_2417 SAMPLE_2418 SAMPLE_2419 SAMPLE_2420 SAMPLE_2421 SAMPLE_2422 SAMPLE_2423 SAMPLE_2424
#> "0241" "023622" "023623" "033" "0111" "0244" "032" "0246"
#> SAMPLE_2425 SAMPLE_2426 SAMPLE_2427 SAMPLE_2428 SAMPLE_2429 SAMPLE_2430 SAMPLE_2431 SAMPLE_2432
#> "0222" "031" "02161" "02161" "02134" "031" "031" "031"
#> SAMPLE_2433 SAMPLE_2434 SAMPLE_2435 SAMPLE_2436 SAMPLE_2437 SAMPLE_2438 SAMPLE_2439 SAMPLE_2440
#> "02161" "0241" "031" "012" "0243" "0243" "02375" "02312"
#> SAMPLE_2441 SAMPLE_2442 SAMPLE_2443 SAMPLE_2444 SAMPLE_2445 SAMPLE_2446 SAMPLE_2447 SAMPLE_2448
#> "0246" "031" "033" "033" "0233" "033" "012" "02123"
#> SAMPLE_2449 SAMPLE_2450 SAMPLE_2451 SAMPLE_2452 SAMPLE_2453 SAMPLE_2454 SAMPLE_2455 SAMPLE_2456
#> "032" "02313" "012" "02311" "0246" "0243" "0247" "02311"
#> SAMPLE_2457 SAMPLE_2458 SAMPLE_2459 SAMPLE_2460 SAMPLE_2461 SAMPLE_2462 SAMPLE_2463 SAMPLE_2464
#> "0241" "02165" "0133" "031" "02313" "02134" "015" "0241"
#> SAMPLE_2465 SAMPLE_2466 SAMPLE_2467 SAMPLE_2468 SAMPLE_2469 SAMPLE_2470 SAMPLE_2471 SAMPLE_2472
#> "0113" "02364" "0112" "02312" "0247" "033" "031" "02312"
#> SAMPLE_2473 SAMPLE_2474 SAMPLE_2475 SAMPLE_2476 SAMPLE_2477 SAMPLE_2478 SAMPLE_2479 SAMPLE_2480
#> "0246" "02161" "0222" "0233" "0225" "02161" "02162" "02311"
#> SAMPLE_2481 SAMPLE_2482 SAMPLE_2483 SAMPLE_2484 SAMPLE_2485 SAMPLE_2486 SAMPLE_2487 SAMPLE_2488
#> "02311" "02374" "02123" "031" "02132" "032" "02123" "02122"
#> SAMPLE_2489 SAMPLE_2490 SAMPLE_2491 SAMPLE_2492 SAMPLE_2493 SAMPLE_2494 SAMPLE_2495 SAMPLE_2496
#> "02122" "02122" "02122" "02122" "02122" "02123" "02123" "02123"
#> SAMPLE_2497 SAMPLE_2498 SAMPLE_2499 SAMPLE_2500 SAMPLE_2501 SAMPLE_2502 SAMPLE_2503 SAMPLE_2504
#> "02122" "02122" "02123" "02122" "02122" "02123" "02123" "02123"
#> SAMPLE_2505 SAMPLE_2506 SAMPLE_2507 SAMPLE_2508 SAMPLE_2509 SAMPLE_2510 SAMPLE_2511 SAMPLE_2512
#> "02123" "02123" "02123" "0144" "0144" "02141" "02141" "0233"
#> SAMPLE_2513 SAMPLE_2514 SAMPLE_2515 SAMPLE_2516 SAMPLE_2517 SAMPLE_2518 SAMPLE_2519 SAMPLE_2520
#> "0233" "02364" "0163" "02171" "0246" "02166" "0246" "0241"
#> SAMPLE_2521 SAMPLE_2522 SAMPLE_2523 SAMPLE_2524 SAMPLE_2525 SAMPLE_2526 SAMPLE_2527 SAMPLE_2528
#> "0241" "02161" "0243" "0222" "033" "0243" "0247" "0111"
#> SAMPLE_2529 SAMPLE_2530 SAMPLE_2531 SAMPLE_2532 SAMPLE_2533 SAMPLE_2534 SAMPLE_2535 SAMPLE_2536
#> "031" "031" "02133" "0246" "031" "02363" "02131" "02131"
#> SAMPLE_2537 SAMPLE_2538 SAMPLE_2539 SAMPLE_2540 SAMPLE_2541 SAMPLE_2542 SAMPLE_2543 SAMPLE_2544
#> "02134" "02136" "0144" "02131" "02131" "02134" "02131" "02161"
#> SAMPLE_2545 SAMPLE_2546 SAMPLE_2547 SAMPLE_2548 SAMPLE_2549 SAMPLE_2550 SAMPLE_2551 SAMPLE_2552
#> "02131" "02131" "02131" "02136" "02131" "02131" "02131" "02363"
#> SAMPLE_2553 SAMPLE_2554 SAMPLE_2555 SAMPLE_2556 SAMPLE_2557 SAMPLE_2558 SAMPLE_2559 SAMPLE_2560
#> "0224" "0142" "0143" "0224" "0224" "02143" "0224" "0224"
#> SAMPLE_2561 SAMPLE_2562 SAMPLE_2563 SAMPLE_2564 SAMPLE_2565 SAMPLE_2566 SAMPLE_2567 SAMPLE_2568
#> "0143" "0224" "0143" "0143" "0143" "0143" "0224" "0142"
#> SAMPLE_2569 SAMPLE_2570 SAMPLE_2571 SAMPLE_2572 SAMPLE_2573 SAMPLE_2574 SAMPLE_2575 SAMPLE_2576
#> "0143" "0233" "02312" "0243" "0242" "02132" "02163" "02163"
#> SAMPLE_2577 SAMPLE_2578 SAMPLE_2579 SAMPLE_2580 SAMPLE_2581 SAMPLE_2582 SAMPLE_2583 SAMPLE_2584
#> "0246" "02134" "02311" "032" "0222" "02321" "02313" "02163"
#> SAMPLE_2585 SAMPLE_2586 SAMPLE_2587 SAMPLE_2588 SAMPLE_2589 SAMPLE_2590 SAMPLE_2591 SAMPLE_2592
#> "023622" "02163" "0241" "0246" "02313" "0222" "033" "02171"
#> SAMPLE_2593 SAMPLE_2594 SAMPLE_2595 SAMPLE_2596 SAMPLE_2597 SAMPLE_2598 SAMPLE_2599 SAMPLE_2600
#> "02321" "02321" "0233" "032" "0247" "0233" "02134" "02311"
#> SAMPLE_2601 SAMPLE_2602 SAMPLE_2603 SAMPLE_2604 SAMPLE_2605 SAMPLE_2606 SAMPLE_2607 SAMPLE_2608
#> "02313" "0243" "02161" "0233" "02134" "02134" "0246" "0143"
#> SAMPLE_2609 SAMPLE_2610 SAMPLE_2611 SAMPLE_2612 SAMPLE_2613 SAMPLE_2614 SAMPLE_2615 SAMPLE_2616
#> "02312" "0241" "023623" "02311" "02134" "0246" "02163" "0241"
#> SAMPLE_2617 SAMPLE_2618 SAMPLE_2619 SAMPLE_2620 SAMPLE_2621 SAMPLE_2622 SAMPLE_2623 SAMPLE_2624
#> "0246" "033" "02163" "02134" "0241" "02313" "02161" "02166"
#> SAMPLE_2625 SAMPLE_2626 SAMPLE_2627 SAMPLE_2628 SAMPLE_2629 SAMPLE_2630 SAMPLE_2631 SAMPLE_2632
#> "023622" "02311" "02314" "0233" "02166" "0233" "02372" "02372"
#> SAMPLE_2633 SAMPLE_2634 SAMPLE_2635 SAMPLE_2636 SAMPLE_2637 SAMPLE_2638 SAMPLE_2639 SAMPLE_2640
#> "0241" "02133" "02161" "02163" "02163" "02132" "02132" "02132"
#> SAMPLE_2641 SAMPLE_2642 SAMPLE_2643 SAMPLE_2644 SAMPLE_2645 SAMPLE_2646 SAMPLE_2647 SAMPLE_2648
#> "032" "0241" "02312" "02313" "02166" "033" "0241" "02372"
#> SAMPLE_2649 SAMPLE_2650 SAMPLE_2651 SAMPLE_2652 SAMPLE_2653 SAMPLE_2654 SAMPLE_2655 SAMPLE_2656
#> "0243" "031" "0233" "032" "032" "032" "031" "02161"
#> SAMPLE_2657 SAMPLE_2658 SAMPLE_2659 SAMPLE_2660 SAMPLE_2661 SAMPLE_2662 SAMPLE_2663 SAMPLE_2664
#> "02163" "031" "031" "0233" "033" "032" "031" "02171"
#> SAMPLE_2665 SAMPLE_2666 SAMPLE_2667 SAMPLE_2668 SAMPLE_2669 SAMPLE_2670 SAMPLE_2671 SAMPLE_2672
#> "02321" "02171" "0224" "0224" "0224" "02163" "02163" "02134"
#> SAMPLE_2673 SAMPLE_2674 SAMPLE_2675 SAMPLE_2676 SAMPLE_2677 SAMPLE_2678 SAMPLE_2679 SAMPLE_2680
#> "02134" "02131" "02131" "02133" "02131" "02115" "0224" "02374"
#> SAMPLE_2681 SAMPLE_2682 SAMPLE_2683 SAMPLE_2684 SAMPLE_2685 SAMPLE_2686 SAMPLE_2687 SAMPLE_2688
#> "02372" "023625" "0233" "0233" "02133" "02131" "02131" "02375"
#> SAMPLE_2689 SAMPLE_2690 SAMPLE_2691 SAMPLE_2692 SAMPLE_2693 SAMPLE_2694 SAMPLE_2695 SAMPLE_2696
#> "0242" "02163" "02137" "031" "0242" "0242" "02322" "0221"
#> SAMPLE_2697 SAMPLE_2698 SAMPLE_2699 SAMPLE_2700 SAMPLE_2701 SAMPLE_2702 SAMPLE_2703 SAMPLE_2704
#> "0242" "02322" "0221" "0221" "0221" "023622" "0241" "0241"
#> SAMPLE_2705 SAMPLE_2706 SAMPLE_2707 SAMPLE_2708 SAMPLE_2709 SAMPLE_2710 SAMPLE_2711 SAMPLE_2712
#> "02313" "02163" "02163" "02163" "02163" "0242" "02174" "02322"
#> SAMPLE_2713 SAMPLE_2714 SAMPLE_2715 SAMPLE_2716 SAMPLE_2717 SAMPLE_2718 SAMPLE_2719 SAMPLE_2720
#> "0221" "0145" "0242" "0145" "0242" "0233" "0233" "0233"
#> SAMPLE_2721 SAMPLE_2722 SAMPLE_2723 SAMPLE_2724 SAMPLE_2725 SAMPLE_2726 SAMPLE_2727 SAMPLE_2728
#> "02163" "0132" "02132" "0226" "0226" "0226" "0247" "0226"
#> SAMPLE_2729 SAMPLE_2730 SAMPLE_2731 SAMPLE_2732 SAMPLE_2733 SAMPLE_2734 SAMPLE_2735 SAMPLE_2736
#> "02322" "02322" "02322" "02322" "02322" "0224" "0243" "0161"
#> SAMPLE_2737 SAMPLE_2738 SAMPLE_2739 SAMPLE_2740 SAMPLE_2741 SAMPLE_2742 SAMPLE_2743 SAMPLE_2744
#> "0143" "0143" "0143" "0143" "0142" "0143" "0144" "0143"
#> SAMPLE_2745 SAMPLE_2746 SAMPLE_2747 SAMPLE_2748 SAMPLE_2749 SAMPLE_2750 SAMPLE_2751 SAMPLE_2752
#> "0143" "02124" "0165" "02131" "02131" "02131" "02131" "02131"
#> SAMPLE_2753 SAMPLE_2754 SAMPLE_2755 SAMPLE_2756 SAMPLE_2757 SAMPLE_2758 SAMPLE_2759 SAMPLE_2760
#> "02131" "02131" "02131" "02131" "02131" "02131" "02132" "0161"
#> SAMPLE_2761 SAMPLE_2762 SAMPLE_2763 SAMPLE_2764 SAMPLE_2765 SAMPLE_2766 SAMPLE_2767 SAMPLE_2768
#> "0221" "0221" "0242" "0221" "0221" "0221" "0221" "0242"
#> SAMPLE_2769 SAMPLE_2770 SAMPLE_2771 SAMPLE_2772 SAMPLE_2773 SAMPLE_2774 SAMPLE_2775 SAMPLE_2776
#> "0242" "0221" "0248" "02124" "02311" "02133" "02165" "0244"
#> SAMPLE_2777 SAMPLE_2778 SAMPLE_2779 SAMPLE_2780 SAMPLE_2781 SAMPLE_2782 SAMPLE_2783 SAMPLE_2784
#> "02135" "02372" "02145" "02143" "0233" "02134" "02163" "0223"
#> SAMPLE_2785 SAMPLE_2786 SAMPLE_2787 SAMPLE_2788 SAMPLE_2789 SAMPLE_2790 SAMPLE_2791 SAMPLE_2792
#> "0161" "0247" "0143" "0141" "0242" "0141" "0141" "0141"
#> SAMPLE_2793 SAMPLE_2794 SAMPLE_2795 SAMPLE_2796 SAMPLE_2797 SAMPLE_2798 SAMPLE_2799 SAMPLE_2800
#> "0242" "0242" "032" "023622" "02325" "0243" "0243" "02166"
#> SAMPLE_2801
#> "0233"
get_classes(res_rh, merge_node = merge_node_param(min_n_signatures = 5485))
#> SAMPLE_1 SAMPLE_2 SAMPLE_3 SAMPLE_4 SAMPLE_5 SAMPLE_6 SAMPLE_7 SAMPLE_8
#> "0226" "0243" "0225" "0243" "0225" "0226" "0226" "0225"
#> SAMPLE_9 SAMPLE_10 SAMPLE_11 SAMPLE_12 SAMPLE_13 SAMPLE_14 SAMPLE_15 SAMPLE_16
#> "0226" "0243" "0243" "0243" "02321" "0226" "0165" "0165"
#> SAMPLE_17 SAMPLE_18 SAMPLE_19 SAMPLE_20 SAMPLE_21 SAMPLE_22 SAMPLE_23 SAMPLE_24
#> "0247" "0243" "0163" "02115" "0163" "0243" "0226" "0226"
#> SAMPLE_25 SAMPLE_26 SAMPLE_27 SAMPLE_28 SAMPLE_29 SAMPLE_30 SAMPLE_31 SAMPLE_32
#> "0226" "0243" "0247" "0243" "0226" "0226" "0233" "0233"
#> SAMPLE_33 SAMPLE_34 SAMPLE_35 SAMPLE_36 SAMPLE_37 SAMPLE_38 SAMPLE_39 SAMPLE_40
#> "02161" "0233" "02161" "02137" "0233" "0233" "02137" "0233"
#> SAMPLE_41 SAMPLE_42 SAMPLE_43 SAMPLE_44 SAMPLE_45 SAMPLE_46 SAMPLE_47 SAMPLE_48
#> "0233" "0233" "02161" "02137" "02137" "0233" "0233" "0233"
#> SAMPLE_49 SAMPLE_50 SAMPLE_51 SAMPLE_52 SAMPLE_53 SAMPLE_54 SAMPLE_55 SAMPLE_56
#> "0233" "0233" "0233" "0233" "0233" "0233" "0233" "0233"
#> SAMPLE_57 SAMPLE_58 SAMPLE_59 SAMPLE_60 SAMPLE_61 SAMPLE_62 SAMPLE_63 SAMPLE_64
#> "015" "015" "015" "015" "015" "02171" "02321" "0223"
#> SAMPLE_65 SAMPLE_66 SAMPLE_67 SAMPLE_68 SAMPLE_69 SAMPLE_70 SAMPLE_71 SAMPLE_72
#> "02171" "02171" "02171" "0244" "02161" "0233" "0233" "02163"
#> SAMPLE_73 SAMPLE_74 SAMPLE_75 SAMPLE_76 SAMPLE_77 SAMPLE_78 SAMPLE_79 SAMPLE_80
#> "0233" "0233" "02161" "0233" "0233" "0233" "0233" "015"
#> SAMPLE_81 SAMPLE_82 SAMPLE_83 SAMPLE_84 SAMPLE_85 SAMPLE_86 SAMPLE_87 SAMPLE_88
#> "015" "015" "015" "015" "011" "011" "0164" "012"
#> SAMPLE_89 SAMPLE_90 SAMPLE_91 SAMPLE_92 SAMPLE_93 SAMPLE_94 SAMPLE_95 SAMPLE_96
#> "0162" "0131" "0134" "011" "0134" "015" "011" "0133"
#> SAMPLE_97 SAMPLE_98 SAMPLE_99 SAMPLE_100 SAMPLE_101 SAMPLE_102 SAMPLE_103 SAMPLE_104
#> "011" "011" "0133" "02171" "02171" "0244" "02171" "02321"
#> SAMPLE_105 SAMPLE_106 SAMPLE_107 SAMPLE_108 SAMPLE_109 SAMPLE_110 SAMPLE_111 SAMPLE_112
#> "02171" "02321" "02171" "02171" "02171" "02171" "02137" "02161"
#> SAMPLE_113 SAMPLE_114 SAMPLE_115 SAMPLE_116 SAMPLE_117 SAMPLE_118 SAMPLE_119 SAMPLE_120
#> "02124" "0233" "0233" "0233" "0233" "02161" "0233" "02161"
#> SAMPLE_121 SAMPLE_122 SAMPLE_123 SAMPLE_124 SAMPLE_125 SAMPLE_126 SAMPLE_127 SAMPLE_128
#> "0244" "0244" "0245" "02171" "0142" "02142" "02371" "012"
#> SAMPLE_129 SAMPLE_130 SAMPLE_131 SAMPLE_132 SAMPLE_133 SAMPLE_134 SAMPLE_135 SAMPLE_136
#> "0134" "011" "0131" "0131" "0133" "0134" "012" "02113"
#> SAMPLE_137 SAMPLE_138 SAMPLE_139 SAMPLE_140 SAMPLE_141 SAMPLE_142 SAMPLE_143 SAMPLE_144
#> "02141" "02114" "02373" "0234" "012" "0234" "02111" "02123"
#> SAMPLE_145 SAMPLE_146 SAMPLE_147 SAMPLE_148 SAMPLE_149 SAMPLE_150 SAMPLE_151 SAMPLE_152
#> "02371" "0223" "0224" "0223" "0223" "015" "012" "012"
#> SAMPLE_153 SAMPLE_154 SAMPLE_155 SAMPLE_156 SAMPLE_157 SAMPLE_158 SAMPLE_159 SAMPLE_160
#> "0164" "011" "012" "015" "0248" "012" "0132" "011"
#> SAMPLE_161 SAMPLE_162 SAMPLE_163 SAMPLE_164 SAMPLE_165 SAMPLE_166 SAMPLE_167 SAMPLE_168
#> "012" "012" "012" "012" "011" "011" "012" "012"
#> SAMPLE_169 SAMPLE_170 SAMPLE_171 SAMPLE_172 SAMPLE_173 SAMPLE_174 SAMPLE_175 SAMPLE_176
#> "012" "011" "011" "011" "02171" "02321" "0223" "0233"
#> SAMPLE_177 SAMPLE_178 SAMPLE_179 SAMPLE_180 SAMPLE_181 SAMPLE_182 SAMPLE_183 SAMPLE_184
#> "0233" "0233" "011" "011" "0164" "012" "012" "0162"
#> SAMPLE_185 SAMPLE_186 SAMPLE_187 SAMPLE_188 SAMPLE_189 SAMPLE_190 SAMPLE_191 SAMPLE_192
#> "011" "0133" "0131" "011" "011" "0162" "011" "0132"
#> SAMPLE_193 SAMPLE_194 SAMPLE_195 SAMPLE_196 SAMPLE_197 SAMPLE_198 SAMPLE_199 SAMPLE_200
#> "011" "0224" "0223" "011" "011" "011" "011" "0162"
#> SAMPLE_201 SAMPLE_202 SAMPLE_203 SAMPLE_204 SAMPLE_205 SAMPLE_206 SAMPLE_207 SAMPLE_208
#> "011" "0134" "011" "011" "0131" "0132" "011" "0224"
#> SAMPLE_209 SAMPLE_210 SAMPLE_211 SAMPLE_212 SAMPLE_213 SAMPLE_214 SAMPLE_215 SAMPLE_216
#> "0223" "02321" "0245" "0223" "0223" "0243" "02171" "02143"
#> SAMPLE_217 SAMPLE_218 SAMPLE_219 SAMPLE_220 SAMPLE_221 SAMPLE_222 SAMPLE_223 SAMPLE_224
#> "02171" "0223" "0244" "02171" "0223" "0223" "02171" "012"
#> SAMPLE_225 SAMPLE_226 SAMPLE_227 SAMPLE_228 SAMPLE_229 SAMPLE_230 SAMPLE_231 SAMPLE_232
#> "012" "012" "012" "012" "011" "0134" "0233" "02161"
#> SAMPLE_233 SAMPLE_234 SAMPLE_235 SAMPLE_236 SAMPLE_237 SAMPLE_238 SAMPLE_239 SAMPLE_240
#> "0233" "0246" "0241" "0241" "0222" "0246" "0246" "02313"
#> SAMPLE_241 SAMPLE_242 SAMPLE_243 SAMPLE_244 SAMPLE_245 SAMPLE_246 SAMPLE_247 SAMPLE_248
#> "0246" "0241" "02313" "02312" "0246" "0246" "0241" "0241"
#> SAMPLE_249 SAMPLE_250 SAMPLE_251 SAMPLE_252 SAMPLE_253 SAMPLE_254 SAMPLE_255 SAMPLE_256
#> "02312" "0246" "0241" "02312" "0246" "0241" "0241" "0241"
#> SAMPLE_257 SAMPLE_258 SAMPLE_259 SAMPLE_260 SAMPLE_261 SAMPLE_262 SAMPLE_263 SAMPLE_264
#> "0246" "0246" "0225" "0226" "0226" "0243" "0226" "0243"
#> SAMPLE_265 SAMPLE_266 SAMPLE_267 SAMPLE_268 SAMPLE_269 SAMPLE_270 SAMPLE_271 SAMPLE_272
#> "0226" "0243" "02312" "02312" "02312" "0241" "0241" "02312"
#> SAMPLE_273 SAMPLE_274 SAMPLE_275 SAMPLE_276 SAMPLE_277 SAMPLE_278 SAMPLE_279 SAMPLE_280
#> "0245" "02111" "02111" "012" "012" "0133" "015" "011"
#> SAMPLE_281 SAMPLE_282 SAMPLE_283 SAMPLE_284 SAMPLE_285 SAMPLE_286 SAMPLE_287 SAMPLE_288
#> "011" "015" "015" "011" "011" "02137" "02161" "0233"
#> SAMPLE_289 SAMPLE_290 SAMPLE_291 SAMPLE_292 SAMPLE_293 SAMPLE_294 SAMPLE_295 SAMPLE_296
#> "0233" "015" "011" "011" "011" "015" "015" "0233"
#> SAMPLE_297 SAMPLE_298 SAMPLE_299 SAMPLE_300 SAMPLE_301 SAMPLE_302 SAMPLE_303 SAMPLE_304
#> "0233" "0233" "0233" "0233" "0233" "02137" "0233" "0233"
#> SAMPLE_305 SAMPLE_306 SAMPLE_307 SAMPLE_308 SAMPLE_309 SAMPLE_310 SAMPLE_311 SAMPLE_312
#> "0233" "0233" "0233" "0233" "0233" "02137" "0233" "02161"
#> SAMPLE_313 SAMPLE_314 SAMPLE_315 SAMPLE_316 SAMPLE_317 SAMPLE_318 SAMPLE_319 SAMPLE_320
#> "0233" "0233" "0233" "0233" "0233" "0233" "0233" "0233"
#> SAMPLE_321 SAMPLE_322 SAMPLE_323 SAMPLE_324 SAMPLE_325 SAMPLE_326 SAMPLE_327 SAMPLE_328
#> "0233" "02137" "0233" "0233" "0233" "0233" "0233" "0233"
#> SAMPLE_329 SAMPLE_330 SAMPLE_331 SAMPLE_332 SAMPLE_333 SAMPLE_334 SAMPLE_335 SAMPLE_336
#> "02142" "02371" "02142" "02142" "0234" "02114" "02117" "02143"
#> SAMPLE_337 SAMPLE_338 SAMPLE_339 SAMPLE_340 SAMPLE_341 SAMPLE_342 SAMPLE_343 SAMPLE_344
#> "0247" "02142" "02371" "02142" "02142" "02166" "02114" "0245"
#> SAMPLE_345 SAMPLE_346 SAMPLE_347 SAMPLE_348 SAMPLE_349 SAMPLE_350 SAMPLE_351 SAMPLE_352
#> "02114" "02363" "02371" "02371" "02142" "02114" "0245" "02114"
#> SAMPLE_353 SAMPLE_354 SAMPLE_355 SAMPLE_356 SAMPLE_357 SAMPLE_358 SAMPLE_359 SAMPLE_360
#> "02142" "02114" "02371" "02116" "0245" "02114" "02142" "0245"
#> SAMPLE_361 SAMPLE_362 SAMPLE_363 SAMPLE_364 SAMPLE_365 SAMPLE_366 SAMPLE_367 SAMPLE_368
#> "02371" "02142" "02371" "02137" "02137" "02161" "0233" "0233"
#> SAMPLE_369 SAMPLE_370 SAMPLE_371 SAMPLE_372 SAMPLE_373 SAMPLE_374 SAMPLE_375 SAMPLE_376
#> "0233" "02161" "0233" "0233" "02117" "02111" "02371" "02111"
#> SAMPLE_377 SAMPLE_378 SAMPLE_379 SAMPLE_380 SAMPLE_381 SAMPLE_382 SAMPLE_383 SAMPLE_384
#> "02117" "02371" "02111" "0165" "0165" "02131" "02131" "02131"
#> SAMPLE_385 SAMPLE_386 SAMPLE_387 SAMPLE_388 SAMPLE_389 SAMPLE_390 SAMPLE_391 SAMPLE_392
#> "02131" "02131" "02131" "0164" "011" "0131" "015" "011"
#> SAMPLE_393 SAMPLE_394 SAMPLE_395 SAMPLE_396 SAMPLE_397 SAMPLE_398 SAMPLE_399 SAMPLE_400
#> "011" "011" "012" "0133" "011" "0162" "011" "011"
#> SAMPLE_401 SAMPLE_402 SAMPLE_403 SAMPLE_404 SAMPLE_405 SAMPLE_406 SAMPLE_407 SAMPLE_408
#> "011" "0163" "015" "0162" "0163" "012" "011" "012"
#> SAMPLE_409 SAMPLE_410 SAMPLE_411 SAMPLE_412 SAMPLE_413 SAMPLE_414 SAMPLE_415 SAMPLE_416
#> "011" "0133" "0134" "011" "0131" "0133" "011" "011"
#> SAMPLE_417 SAMPLE_418 SAMPLE_419 SAMPLE_420 SAMPLE_421 SAMPLE_422 SAMPLE_423 SAMPLE_424
#> "0131" "0164" "011" "011" "011" "0133" "011" "011"
#> SAMPLE_425 SAMPLE_426 SAMPLE_427 SAMPLE_428 SAMPLE_429 SAMPLE_430 SAMPLE_431 SAMPLE_432
#> "0164" "011" "011" "011" "0131" "015" "011" "011"
#> SAMPLE_433 SAMPLE_434 SAMPLE_435 SAMPLE_436 SAMPLE_437 SAMPLE_438 SAMPLE_439 SAMPLE_440
#> "011" "0133" "0164" "011" "011" "011" "011" "0164"
#> SAMPLE_441 SAMPLE_442 SAMPLE_443 SAMPLE_444 SAMPLE_445 SAMPLE_446 SAMPLE_447 SAMPLE_448
#> "012" "0134" "012" "011" "0134" "0132" "015" "011"
#> SAMPLE_449 SAMPLE_450 SAMPLE_451 SAMPLE_452 SAMPLE_453 SAMPLE_454 SAMPLE_455 SAMPLE_456
#> "0133" "011" "0131" "011" "012" "012" "011" "011"
#> SAMPLE_457 SAMPLE_458 SAMPLE_459 SAMPLE_460 SAMPLE_461 SAMPLE_462 SAMPLE_463 SAMPLE_464
#> "011" "011" "015" "011" "0163" "0133" "0131" "0132"
#> SAMPLE_465 SAMPLE_466 SAMPLE_467 SAMPLE_468 SAMPLE_469 SAMPLE_470 SAMPLE_471 SAMPLE_472
#> "0164" "015" "011" "0162" "015" "02372" "0223" "011"
#> SAMPLE_473 SAMPLE_474 SAMPLE_475 SAMPLE_476 SAMPLE_477 SAMPLE_478 SAMPLE_479 SAMPLE_480
#> "0162" "011" "0162" "011" "0133" "012" "011" "0132"
#> SAMPLE_481 SAMPLE_482 SAMPLE_483 SAMPLE_484 SAMPLE_485 SAMPLE_486 SAMPLE_487 SAMPLE_488
#> "0131" "015" "015" "0164" "0133" "012" "011" "0164"
#> SAMPLE_489 SAMPLE_490 SAMPLE_491 SAMPLE_492 SAMPLE_493 SAMPLE_494 SAMPLE_495 SAMPLE_496
#> "0162" "011" "0131" "012" "011" "011" "011" "015"
#> SAMPLE_497 SAMPLE_498 SAMPLE_499 SAMPLE_500 SAMPLE_501 SAMPLE_502 SAMPLE_503 SAMPLE_504
#> "011" "015" "0131" "011" "0163" "011" "012" "015"
#> SAMPLE_505 SAMPLE_506 SAMPLE_507 SAMPLE_508 SAMPLE_509 SAMPLE_510 SAMPLE_511 SAMPLE_512
#> "012" "011" "011" "011" "012" "0133" "011" "015"
#> SAMPLE_513 SAMPLE_514 SAMPLE_515 SAMPLE_516 SAMPLE_517 SAMPLE_518 SAMPLE_519 SAMPLE_520
#> "011" "0133" "0133" "011" "0134" "011" "011" "0134"
#> SAMPLE_521 SAMPLE_522 SAMPLE_523 SAMPLE_524 SAMPLE_525 SAMPLE_526 SAMPLE_527 SAMPLE_528
#> "015" "012" "011" "011" "0131" "011" "011" "0162"
#> SAMPLE_529 SAMPLE_530 SAMPLE_531 SAMPLE_532 SAMPLE_533 SAMPLE_534 SAMPLE_535 SAMPLE_536
#> "0133" "0164" "011" "0134" "011" "011" "011" "0162"
#> SAMPLE_537 SAMPLE_538 SAMPLE_539 SAMPLE_540 SAMPLE_541 SAMPLE_542 SAMPLE_543 SAMPLE_544
#> "011" "0134" "012" "0133" "012" "0134" "011" "011"
#> SAMPLE_545 SAMPLE_546 SAMPLE_547 SAMPLE_548 SAMPLE_549 SAMPLE_550 SAMPLE_551 SAMPLE_552
#> "0131" "0133" "011" "0132" "011" "011" "011" "011"
#> SAMPLE_553 SAMPLE_554 SAMPLE_555 SAMPLE_556 SAMPLE_557 SAMPLE_558 SAMPLE_559 SAMPLE_560
#> "0244" "012" "0132" "012" "012" "0131" "011" "011"
#> SAMPLE_561 SAMPLE_562 SAMPLE_563 SAMPLE_564 SAMPLE_565 SAMPLE_566 SAMPLE_567 SAMPLE_568
#> "012" "012" "012" "011" "012" "012" "012" "0233"
#> SAMPLE_569 SAMPLE_570 SAMPLE_571 SAMPLE_572 SAMPLE_573 SAMPLE_574 SAMPLE_575 SAMPLE_576
#> "0233" "0233" "0223" "0226" "012" "012" "012" "012"
#> SAMPLE_577 SAMPLE_578 SAMPLE_579 SAMPLE_580 SAMPLE_581 SAMPLE_582 SAMPLE_583 SAMPLE_584
#> "0134" "011" "015" "0131" "0164" "011" "0132" "012"
#> SAMPLE_585 SAMPLE_586 SAMPLE_587 SAMPLE_588 SAMPLE_589 SAMPLE_590 SAMPLE_591 SAMPLE_592
#> "011" "0131" "0164" "011" "02137" "02161" "0233" "02161"
#> SAMPLE_593 SAMPLE_594 SAMPLE_595 SAMPLE_596 SAMPLE_597 SAMPLE_598 SAMPLE_599 SAMPLE_600
#> "0233" "02161" "02161" "02137" "02137" "0233" "0233" "0233"
#> SAMPLE_601 SAMPLE_602 SAMPLE_603 SAMPLE_604 SAMPLE_605 SAMPLE_606 SAMPLE_607 SAMPLE_608
#> "0233" "02161" "0233" "02137" "0233" "02137" "0233" "0233"
#> SAMPLE_609 SAMPLE_610 SAMPLE_611 SAMPLE_612 SAMPLE_613 SAMPLE_614 SAMPLE_615 SAMPLE_616
#> "0244" "0244" "012" "011" "012" "0223" "0133" "011"
#> SAMPLE_617 SAMPLE_618 SAMPLE_619 SAMPLE_620 SAMPLE_621 SAMPLE_622 SAMPLE_623 SAMPLE_624
#> "0131" "0241" "0246" "0222" "02312" "0241" "0241" "0241"
#> SAMPLE_625 SAMPLE_626 SAMPLE_627 SAMPLE_628 SAMPLE_629 SAMPLE_630 SAMPLE_631 SAMPLE_632
#> "0222" "0241" "0222" "0241" "02312" "0222" "0241" "0241"
#> SAMPLE_633 SAMPLE_634 SAMPLE_635 SAMPLE_636 SAMPLE_637 SAMPLE_638 SAMPLE_639 SAMPLE_640
#> "0241" "0222" "0241" "0225" "0243" "0233" "0233" "0233"
#> SAMPLE_641 SAMPLE_642 SAMPLE_643 SAMPLE_644 SAMPLE_645 SAMPLE_646 SAMPLE_647 SAMPLE_648
#> "02161" "012" "02321" "02371" "0223" "0224" "02143" "0224"
#> SAMPLE_649 SAMPLE_650 SAMPLE_651 SAMPLE_652 SAMPLE_653 SAMPLE_654 SAMPLE_655 SAMPLE_656
#> "02165" "02132" "02162" "02162" "02135" "031" "02162" "02133"
#> SAMPLE_657 SAMPLE_658 SAMPLE_659 SAMPLE_660 SAMPLE_661 SAMPLE_662 SAMPLE_663 SAMPLE_664
#> "0233" "02161" "02161" "02161" "02161" "0224" "032" "0223"
#> SAMPLE_665 SAMPLE_666 SAMPLE_667 SAMPLE_668 SAMPLE_669 SAMPLE_670 SAMPLE_671 SAMPLE_672
#> "0224" "02161" "0223" "0223" "0223" "0163" "011" "0224"
#> SAMPLE_673 SAMPLE_674 SAMPLE_675 SAMPLE_676 SAMPLE_677 SAMPLE_678 SAMPLE_679 SAMPLE_680
#> "0224" "0224" "0223" "0225" "02131" "02131" "02131" "02131"
#> SAMPLE_681 SAMPLE_682 SAMPLE_683 SAMPLE_684 SAMPLE_685 SAMPLE_686 SAMPLE_687 SAMPLE_688
#> "02131" "02131" "02122" "02122" "02123" "02123" "02122" "02122"
#> SAMPLE_689 SAMPLE_690 SAMPLE_691 SAMPLE_692 SAMPLE_693 SAMPLE_694 SAMPLE_695 SAMPLE_696
#> "02123" "02123" "02122" "02122" "02123" "02122" "02324" "02122"
#> SAMPLE_697 SAMPLE_698 SAMPLE_699 SAMPLE_700 SAMPLE_701 SAMPLE_702 SAMPLE_703 SAMPLE_704
#> "02122" "02122" "02122" "02122" "02122" "02122" "02122" "02122"
#> SAMPLE_705 SAMPLE_706 SAMPLE_707 SAMPLE_708 SAMPLE_709 SAMPLE_710 SAMPLE_711 SAMPLE_712
#> "02122" "02122" "02123" "02123" "02123" "02122" "02122" "02123"
#> SAMPLE_713 SAMPLE_714 SAMPLE_715 SAMPLE_716 SAMPLE_717 SAMPLE_718 SAMPLE_719 SAMPLE_720
#> "02122" "02324" "0233" "033" "031" "033" "031" "02311"
#> SAMPLE_721 SAMPLE_722 SAMPLE_723 SAMPLE_724 SAMPLE_725 SAMPLE_726 SAMPLE_727 SAMPLE_728
#> "031" "02311" "02116" "02133" "02311" "02116" "02116" "02116"
#> SAMPLE_729 SAMPLE_730 SAMPLE_731 SAMPLE_732 SAMPLE_733 SAMPLE_734 SAMPLE_735 SAMPLE_736
#> "02116" "0233" "012" "02112" "033" "031" "031" "031"
#> SAMPLE_737 SAMPLE_738 SAMPLE_739 SAMPLE_740 SAMPLE_741 SAMPLE_742 SAMPLE_743 SAMPLE_744
#> "033" "031" "02324" "02122" "02122" "02122" "02122" "0222"
#> SAMPLE_745 SAMPLE_746 SAMPLE_747 SAMPLE_748 SAMPLE_749 SAMPLE_750 SAMPLE_751 SAMPLE_752
#> "0241" "0234" "0234" "02371" "012" "011" "02312" "0245"
#> SAMPLE_753 SAMPLE_754 SAMPLE_755 SAMPLE_756 SAMPLE_757 SAMPLE_758 SAMPLE_759 SAMPLE_760
#> "0244" "033" "031" "031" "02161" "02137" "02161" "02124"
#> SAMPLE_761 SAMPLE_762 SAMPLE_763 SAMPLE_764 SAMPLE_765 SAMPLE_766 SAMPLE_767 SAMPLE_768
#> "02124" "02133" "031" "031" "012" "02171" "0244" "0224"
#> SAMPLE_769 SAMPLE_770 SAMPLE_771 SAMPLE_772 SAMPLE_773 SAMPLE_774 SAMPLE_775 SAMPLE_776
#> "012" "012" "02114" "02114" "02133" "0235" "02114" "0235"
#> SAMPLE_777 SAMPLE_778 SAMPLE_779 SAMPLE_780 SAMPLE_781 SAMPLE_782 SAMPLE_783 SAMPLE_784
#> "02163" "02135" "0235" "0235" "0235" "0235" "0235" "0235"
#> SAMPLE_785 SAMPLE_786 SAMPLE_787 SAMPLE_788 SAMPLE_789 SAMPLE_790 SAMPLE_791 SAMPLE_792
#> "02135" "02114" "02114" "02116" "02163" "02163" "0227" "032"
#> SAMPLE_793 SAMPLE_794 SAMPLE_795 SAMPLE_796 SAMPLE_797 SAMPLE_798 SAMPLE_799 SAMPLE_800
#> "0143" "0248" "0241" "0222" "02312" "023623" "02166" "02166"
#> SAMPLE_801 SAMPLE_802 SAMPLE_803 SAMPLE_804 SAMPLE_805 SAMPLE_806 SAMPLE_807 SAMPLE_808
#> "02314" "02311" "02166" "0233" "0233" "023622" "0227" "0223"
#> SAMPLE_809 SAMPLE_810 SAMPLE_811 SAMPLE_812 SAMPLE_813 SAMPLE_814 SAMPLE_815 SAMPLE_816
#> "0223" "0223" "0223" "0223" "0223" "0223" "02312" "0241"
#> SAMPLE_817 SAMPLE_818 SAMPLE_819 SAMPLE_820 SAMPLE_821 SAMPLE_822 SAMPLE_823 SAMPLE_824
#> "0241" "02312" "0241" "0241" "0241" "02313" "0241" "0241"
#> SAMPLE_825 SAMPLE_826 SAMPLE_827 SAMPLE_828 SAMPLE_829 SAMPLE_830 SAMPLE_831 SAMPLE_832
#> "0241" "02312" "0241" "02121" "0246" "0241" "0246" "0241"
#> SAMPLE_833 SAMPLE_834 SAMPLE_835 SAMPLE_836 SAMPLE_837 SAMPLE_838 SAMPLE_839 SAMPLE_840
#> "02124" "023625" "0241" "0241" "0246" "0222" "0162" "0222"
#> SAMPLE_841 SAMPLE_842 SAMPLE_843 SAMPLE_844 SAMPLE_845 SAMPLE_846 SAMPLE_847 SAMPLE_848
#> "0245" "0223" "0241" "02312" "0162" "0223" "0164" "023625"
#> SAMPLE_849 SAMPLE_850 SAMPLE_851 SAMPLE_852 SAMPLE_853 SAMPLE_854 SAMPLE_855 SAMPLE_856
#> "02374" "02161" "02141" "032" "0248" "032" "02161" "02137"
#> SAMPLE_857 SAMPLE_858 SAMPLE_859 SAMPLE_860 SAMPLE_861 SAMPLE_862 SAMPLE_863 SAMPLE_864
#> "0144" "0144" "0215" "0215" "023621" "023621" "0215" "02161"
#> SAMPLE_865 SAMPLE_866 SAMPLE_867 SAMPLE_868 SAMPLE_869 SAMPLE_870 SAMPLE_871 SAMPLE_872
#> "0223" "0244" "0224" "023625" "02135" "0141" "0241" "031"
#> SAMPLE_873 SAMPLE_874 SAMPLE_875 SAMPLE_876 SAMPLE_877 SAMPLE_878 SAMPLE_879 SAMPLE_880
#> "031" "02132" "033" "0246" "031" "0144" "02112" "02361"
#> SAMPLE_881 SAMPLE_882 SAMPLE_883 SAMPLE_884 SAMPLE_885 SAMPLE_886 SAMPLE_887 SAMPLE_888
#> "031" "032" "031" "02112" "02313" "02361" "0226" "031"
#> SAMPLE_889 SAMPLE_890 SAMPLE_891 SAMPLE_892 SAMPLE_893 SAMPLE_894 SAMPLE_895 SAMPLE_896
#> "02172" "02161" "0144" "02136" "0144" "02112" "0226" "0243"
#> SAMPLE_897 SAMPLE_898 SAMPLE_899 SAMPLE_900 SAMPLE_901 SAMPLE_902 SAMPLE_903 SAMPLE_904
#> "032" "023623" "02374" "02131" "02143" "02134" "02134" "0233"
#> SAMPLE_905 SAMPLE_906 SAMPLE_907 SAMPLE_908 SAMPLE_909 SAMPLE_910 SAMPLE_911 SAMPLE_912
#> "0233" "031" "02134" "0243" "0225" "0225" "0224" "0224"
#> SAMPLE_913 SAMPLE_914 SAMPLE_915 SAMPLE_916 SAMPLE_917 SAMPLE_918 SAMPLE_919 SAMPLE_920
#> "0215" "0215" "0235" "0235" "0235" "0235" "0235" "0235"
#> SAMPLE_921 SAMPLE_922 SAMPLE_923 SAMPLE_924 SAMPLE_925 SAMPLE_926 SAMPLE_927 SAMPLE_928
#> "0235" "0235" "02132" "02134" "023623" "02115" "0244" "0245"
#> SAMPLE_929 SAMPLE_930 SAMPLE_931 SAMPLE_932 SAMPLE_933 SAMPLE_934 SAMPLE_935 SAMPLE_936
#> "0234" "0234" "0215" "0215" "0215" "023621" "0215" "0215"
#> SAMPLE_937 SAMPLE_938 SAMPLE_939 SAMPLE_940 SAMPLE_941 SAMPLE_942 SAMPLE_943 SAMPLE_944
#> "0215" "0245" "02142" "02371" "02371" "0245" "02371" "0245"
#> SAMPLE_945 SAMPLE_946 SAMPLE_947 SAMPLE_948 SAMPLE_949 SAMPLE_950 SAMPLE_951 SAMPLE_952
#> "02372" "02371" "02142" "02371" "02371" "02371" "0245" "0245"
#> SAMPLE_953 SAMPLE_954 SAMPLE_955 SAMPLE_956 SAMPLE_957 SAMPLE_958 SAMPLE_959 SAMPLE_960
#> "0234" "02373" "02371" "02371" "02371" "02371" "02371" "02371"
#> SAMPLE_961 SAMPLE_962 SAMPLE_963 SAMPLE_964 SAMPLE_965 SAMPLE_966 SAMPLE_967 SAMPLE_968
#> "02137" "02133" "0234" "0234" "0245" "0234" "0234" "0245"
#> SAMPLE_969 SAMPLE_970 SAMPLE_971 SAMPLE_972 SAMPLE_973 SAMPLE_974 SAMPLE_975 SAMPLE_976
#> "0234" "0234" "02123" "0234" "0225" "033" "02112" "012"
#> SAMPLE_977 SAMPLE_978 SAMPLE_979 SAMPLE_980 SAMPLE_981 SAMPLE_982 SAMPLE_983 SAMPLE_984
#> "012" "012" "012" "02143" "02123" "02123" "012" "012"
#> SAMPLE_985 SAMPLE_986 SAMPLE_987 SAMPLE_988 SAMPLE_989 SAMPLE_990 SAMPLE_991 SAMPLE_992
#> "012" "0141" "0242" "033" "02137" "0245" "0161" "011"
#> SAMPLE_993 SAMPLE_994 SAMPLE_995 SAMPLE_996 SAMPLE_997 SAMPLE_998 SAMPLE_999 SAMPLE_1000
#> "02124" "02112" "023621" "023621" "02112" "02132" "02162" "02371"
#> SAMPLE_1001 SAMPLE_1002 SAMPLE_1003 SAMPLE_1004 SAMPLE_1005 SAMPLE_1006 SAMPLE_1007 SAMPLE_1008
#> "02117" "0234" "02371" "0234" "02373" "0234" "0234" "02117"
#> SAMPLE_1009 SAMPLE_1010 SAMPLE_1011 SAMPLE_1012 SAMPLE_1013 SAMPLE_1014 SAMPLE_1015 SAMPLE_1016
#> "0234" "02373" "0234" "0245" "0234" "02117" "02142" "02371"
#> SAMPLE_1017 SAMPLE_1018 SAMPLE_1019 SAMPLE_1020 SAMPLE_1021 SAMPLE_1022 SAMPLE_1023 SAMPLE_1024
#> "0245" "0234" "0234" "0234" "0234" "0234" "0234" "0245"
#> SAMPLE_1025 SAMPLE_1026 SAMPLE_1027 SAMPLE_1028 SAMPLE_1029 SAMPLE_1030 SAMPLE_1031 SAMPLE_1032
#> "0234" "0234" "0234" "0234" "0234" "0234" "0234" "0234"
#> SAMPLE_1033 SAMPLE_1034 SAMPLE_1035 SAMPLE_1036 SAMPLE_1037 SAMPLE_1038 SAMPLE_1039 SAMPLE_1040
#> "0234" "0234" "0234" "0234" "0234" "0163" "012" "02171"
#> SAMPLE_1041 SAMPLE_1042 SAMPLE_1043 SAMPLE_1044 SAMPLE_1045 SAMPLE_1046 SAMPLE_1047 SAMPLE_1048
#> "0224" "0224" "02314" "02132" "02112" "0215" "023621" "02162"
#> SAMPLE_1049 SAMPLE_1050 SAMPLE_1051 SAMPLE_1052 SAMPLE_1053 SAMPLE_1054 SAMPLE_1055 SAMPLE_1056
#> "02112" "023621" "02112" "023622" "023622" "02165" "023622" "02165"
#> SAMPLE_1057 SAMPLE_1058 SAMPLE_1059 SAMPLE_1060 SAMPLE_1061 SAMPLE_1062 SAMPLE_1063 SAMPLE_1064
#> "02165" "02165" "02165" "023622" "02165" "02165" "0215" "012"
#> SAMPLE_1065 SAMPLE_1066 SAMPLE_1067 SAMPLE_1068 SAMPLE_1069 SAMPLE_1070 SAMPLE_1071 SAMPLE_1072
#> "0163" "012" "02141" "02115" "02115" "02375" "02141" "02132"
#> SAMPLE_1073 SAMPLE_1074 SAMPLE_1075 SAMPLE_1076 SAMPLE_1077 SAMPLE_1078 SAMPLE_1079 SAMPLE_1080
#> "02115" "02141" "02141" "02141" "02141" "02363" "02141" "02141"
#> SAMPLE_1081 SAMPLE_1082 SAMPLE_1083 SAMPLE_1084 SAMPLE_1085 SAMPLE_1086 SAMPLE_1087 SAMPLE_1088
#> "02141" "023622" "02311" "02162" "023622" "02165" "02371" "0223"
#> SAMPLE_1089 SAMPLE_1090 SAMPLE_1091 SAMPLE_1092 SAMPLE_1093 SAMPLE_1094 SAMPLE_1095 SAMPLE_1096
#> "0223" "02123" "02122" "02165" "023622" "02311" "02165" "02165"
#> SAMPLE_1097 SAMPLE_1098 SAMPLE_1099 SAMPLE_1100 SAMPLE_1101 SAMPLE_1102 SAMPLE_1103 SAMPLE_1104
#> "02364" "02123" "031" "02135" "02162" "02162" "02162" "02162"
#> SAMPLE_1105 SAMPLE_1106 SAMPLE_1107 SAMPLE_1108 SAMPLE_1109 SAMPLE_1110 SAMPLE_1111 SAMPLE_1112
#> "02162" "02162" "02162" "02162" "02162" "02113" "0131" "02364"
#> SAMPLE_1113 SAMPLE_1114 SAMPLE_1115 SAMPLE_1116 SAMPLE_1117 SAMPLE_1118 SAMPLE_1119 SAMPLE_1120
#> "02133" "02161" "0233" "011" "02373" "02117" "0234" "02111"
#> SAMPLE_1121 SAMPLE_1122 SAMPLE_1123 SAMPLE_1124 SAMPLE_1125 SAMPLE_1126 SAMPLE_1127 SAMPLE_1128
#> "0234" "0234" "02113" "02111" "0234" "02117" "02115" "02142"
#> SAMPLE_1129 SAMPLE_1130 SAMPLE_1131 SAMPLE_1132 SAMPLE_1133 SAMPLE_1134 SAMPLE_1135 SAMPLE_1136
#> "02111" "02117" "0234" "0234" "0234" "0234" "0234" "02361"
#> SAMPLE_1137 SAMPLE_1138 SAMPLE_1139 SAMPLE_1140 SAMPLE_1141 SAMPLE_1142 SAMPLE_1143 SAMPLE_1144
#> "02361" "02361" "02361" "02361" "02361" "02361" "02112" "02132"
#> SAMPLE_1145 SAMPLE_1146 SAMPLE_1147 SAMPLE_1148 SAMPLE_1149 SAMPLE_1150 SAMPLE_1151 SAMPLE_1152
#> "02133" "02131" "0233" "0215" "012" "02361" "02112" "02361"
#> SAMPLE_1153 SAMPLE_1154 SAMPLE_1155 SAMPLE_1156 SAMPLE_1157 SAMPLE_1158 SAMPLE_1159 SAMPLE_1160
#> "02361" "02361" "02361" "02364" "023622" "02141" "0144" "0144"
#> SAMPLE_1161 SAMPLE_1162 SAMPLE_1163 SAMPLE_1164 SAMPLE_1165 SAMPLE_1166 SAMPLE_1167 SAMPLE_1168
#> "0143" "02132" "02364" "0243" "02364" "02363" "02372" "0131"
#> SAMPLE_1169 SAMPLE_1170 SAMPLE_1171 SAMPLE_1172 SAMPLE_1173 SAMPLE_1174 SAMPLE_1175 SAMPLE_1176
#> "011" "0247" "02135" "0222" "02314" "02314" "023622" "02311"
#> SAMPLE_1177 SAMPLE_1178 SAMPLE_1179 SAMPLE_1180 SAMPLE_1181 SAMPLE_1182 SAMPLE_1183 SAMPLE_1184
#> "02364" "02115" "02115" "02134" "02164" "02371" "0233" "0233"
#> SAMPLE_1185 SAMPLE_1186 SAMPLE_1187 SAMPLE_1188 SAMPLE_1189 SAMPLE_1190 SAMPLE_1191 SAMPLE_1192
#> "02163" "02163" "02137" "0247" "0241" "02116" "02116" "011"
#> SAMPLE_1193 SAMPLE_1194 SAMPLE_1195 SAMPLE_1196 SAMPLE_1197 SAMPLE_1198 SAMPLE_1199 SAMPLE_1200
#> "02171" "02137" "02373" "02142" "02373" "02371" "02142" "02142"
#> SAMPLE_1201 SAMPLE_1202 SAMPLE_1203 SAMPLE_1204 SAMPLE_1205 SAMPLE_1206 SAMPLE_1207 SAMPLE_1208
#> "02111" "02142" "0222" "02113" "02136" "031" "0243" "02162"
#> SAMPLE_1209 SAMPLE_1210 SAMPLE_1211 SAMPLE_1212 SAMPLE_1213 SAMPLE_1214 SAMPLE_1215 SAMPLE_1216
#> "031" "0234" "0162" "0163" "0164" "0243" "02143" "0223"
#> SAMPLE_1217 SAMPLE_1218 SAMPLE_1219 SAMPLE_1220 SAMPLE_1221 SAMPLE_1222 SAMPLE_1223 SAMPLE_1224
#> "0223" "0223" "0234" "02116" "02123" "02324" "0244" "02123"
#> SAMPLE_1225 SAMPLE_1226 SAMPLE_1227 SAMPLE_1228 SAMPLE_1229 SAMPLE_1230 SAMPLE_1231 SAMPLE_1232
#> "0244" "0227" "023622" "02123" "02324" "02123" "02123" "02123"
#> SAMPLE_1233 SAMPLE_1234 SAMPLE_1235 SAMPLE_1236 SAMPLE_1237 SAMPLE_1238 SAMPLE_1239 SAMPLE_1240
#> "02324" "02123" "02123" "02123" "02123" "02123" "023622" "02142"
#> SAMPLE_1241 SAMPLE_1242 SAMPLE_1243 SAMPLE_1244 SAMPLE_1245 SAMPLE_1246 SAMPLE_1247 SAMPLE_1248
#> "012" "015" "0162" "02171" "02171" "02171" "02171" "02375"
#> SAMPLE_1249 SAMPLE_1250 SAMPLE_1251 SAMPLE_1252 SAMPLE_1253 SAMPLE_1254 SAMPLE_1255 SAMPLE_1256
#> "02114" "02114" "0247" "031" "031" "031" "031" "02114"
#> SAMPLE_1257 SAMPLE_1258 SAMPLE_1259 SAMPLE_1260 SAMPLE_1261 SAMPLE_1262 SAMPLE_1263 SAMPLE_1264
#> "02361" "02137" "0223" "0221" "0221" "0223" "0245" "031"
#> SAMPLE_1265 SAMPLE_1266 SAMPLE_1267 SAMPLE_1268 SAMPLE_1269 SAMPLE_1270 SAMPLE_1271 SAMPLE_1272
#> "02364" "02321" "02322" "0161" "02112" "02321" "02321" "02321"
#> SAMPLE_1273 SAMPLE_1274 SAMPLE_1275 SAMPLE_1276 SAMPLE_1277 SAMPLE_1278 SAMPLE_1279 SAMPLE_1280
#> "02321" "02171" "02171" "0224" "0224" "0222" "0247" "02363"
#> SAMPLE_1281 SAMPLE_1282 SAMPLE_1283 SAMPLE_1284 SAMPLE_1285 SAMPLE_1286 SAMPLE_1287 SAMPLE_1288
#> "031" "02135" "02113" "0226" "0242" "0221" "031" "02361"
#> SAMPLE_1289 SAMPLE_1290 SAMPLE_1291 SAMPLE_1292 SAMPLE_1293 SAMPLE_1294 SAMPLE_1295 SAMPLE_1296
#> "0242" "02322" "02112" "02163" "02133" "02113" "02321" "0244"
#> SAMPLE_1297 SAMPLE_1298 SAMPLE_1299 SAMPLE_1300 SAMPLE_1301 SAMPLE_1302 SAMPLE_1303 SAMPLE_1304
#> "02171" "02321" "0244" "0244" "02171" "02321" "02321" "02321"
#> SAMPLE_1305 SAMPLE_1306 SAMPLE_1307 SAMPLE_1308 SAMPLE_1309 SAMPLE_1310 SAMPLE_1311 SAMPLE_1312
#> "0244" "02321" "02171" "02321" "02321" "02171" "0244" "02171"
#> SAMPLE_1313 SAMPLE_1314 SAMPLE_1315 SAMPLE_1316 SAMPLE_1317 SAMPLE_1318 SAMPLE_1319 SAMPLE_1320
#> "02321" "02321" "02321" "0215" "0215" "0215" "023621" "023621"
#> SAMPLE_1321 SAMPLE_1322 SAMPLE_1323 SAMPLE_1324 SAMPLE_1325 SAMPLE_1326 SAMPLE_1327 SAMPLE_1328
#> "0215" "023621" "0215" "0215" "0234" "02117" "02113" "0234"
#> SAMPLE_1329 SAMPLE_1330 SAMPLE_1331 SAMPLE_1332 SAMPLE_1333 SAMPLE_1334 SAMPLE_1335 SAMPLE_1336
#> "02113" "02113" "02135" "02135" "02113" "02113" "02113" "0161"
#> SAMPLE_1337 SAMPLE_1338 SAMPLE_1339 SAMPLE_1340 SAMPLE_1341 SAMPLE_1342 SAMPLE_1343 SAMPLE_1344
#> "0233" "0227" "02323" "02144" "02132" "023623" "02116" "02114"
#> SAMPLE_1345 SAMPLE_1346 SAMPLE_1347 SAMPLE_1348 SAMPLE_1349 SAMPLE_1350 SAMPLE_1351 SAMPLE_1352
#> "0244" "02123" "02312" "0221" "02134" "02323" "0248" "0225"
#> SAMPLE_1353 SAMPLE_1354 SAMPLE_1355 SAMPLE_1356 SAMPLE_1357 SAMPLE_1358 SAMPLE_1359 SAMPLE_1360
#> "031" "0234" "0222" "031" "031" "031" "033" "031"
#> SAMPLE_1361 SAMPLE_1362 SAMPLE_1363 SAMPLE_1364 SAMPLE_1365 SAMPLE_1366 SAMPLE_1367 SAMPLE_1368
#> "031" "031" "031" "031" "033" "031" "031" "033"
#> SAMPLE_1369 SAMPLE_1370 SAMPLE_1371 SAMPLE_1372 SAMPLE_1373 SAMPLE_1374 SAMPLE_1375 SAMPLE_1376
#> "033" "031" "031" "033" "031" "032" "032" "031"
#> SAMPLE_1377 SAMPLE_1378 SAMPLE_1379 SAMPLE_1380 SAMPLE_1381 SAMPLE_1382 SAMPLE_1383 SAMPLE_1384
#> "031" "031" "031" "033" "033" "031" "033" "031"
#> SAMPLE_1385 SAMPLE_1386 SAMPLE_1387 SAMPLE_1388 SAMPLE_1389 SAMPLE_1390 SAMPLE_1391 SAMPLE_1392
#> "031" "02164" "023623" "0227" "0227" "02162" "02164" "02164"
#> SAMPLE_1393 SAMPLE_1394 SAMPLE_1395 SAMPLE_1396 SAMPLE_1397 SAMPLE_1398 SAMPLE_1399 SAMPLE_1400
#> "02164" "02164" "02164" "02162" "023623" "0244" "023622" "02162"
#> SAMPLE_1401 SAMPLE_1402 SAMPLE_1403 SAMPLE_1404 SAMPLE_1405 SAMPLE_1406 SAMPLE_1407 SAMPLE_1408
#> "023623" "0234" "0221" "0248" "02135" "02113" "02113" "02135"
#> SAMPLE_1409 SAMPLE_1410 SAMPLE_1411 SAMPLE_1412 SAMPLE_1413 SAMPLE_1414 SAMPLE_1415 SAMPLE_1416
#> "02363" "02162" "02161" "0224" "012" "012" "012" "0164"
#> SAMPLE_1417 SAMPLE_1418 SAMPLE_1419 SAMPLE_1420 SAMPLE_1421 SAMPLE_1422 SAMPLE_1423 SAMPLE_1424
#> "012" "012" "02361" "02361" "02112" "02112" "02116" "02112"
#> SAMPLE_1425 SAMPLE_1426 SAMPLE_1427 SAMPLE_1428 SAMPLE_1429 SAMPLE_1430 SAMPLE_1431 SAMPLE_1432
#> "0242" "0242" "0141" "02363" "02325" "02142" "02361" "02124"
#> SAMPLE_1433 SAMPLE_1434 SAMPLE_1435 SAMPLE_1436 SAMPLE_1437 SAMPLE_1438 SAMPLE_1439 SAMPLE_1440
#> "031" "02312" "02112" "02112" "02112" "02112" "02112" "0161"
#> SAMPLE_1441 SAMPLE_1442 SAMPLE_1443 SAMPLE_1444 SAMPLE_1445 SAMPLE_1446 SAMPLE_1447 SAMPLE_1448
#> "02112" "02363" "02363" "02163" "02112" "0233" "0133" "0133"
#> SAMPLE_1449 SAMPLE_1450 SAMPLE_1451 SAMPLE_1452 SAMPLE_1453 SAMPLE_1454 SAMPLE_1455 SAMPLE_1456
#> "02163" "02163" "02163" "02135" "023622" "02134" "0234" "0234"
#> SAMPLE_1457 SAMPLE_1458 SAMPLE_1459 SAMPLE_1460 SAMPLE_1461 SAMPLE_1462 SAMPLE_1463 SAMPLE_1464
#> "0234" "0234" "0234" "0234" "0245" "02113" "02113" "02116"
#> SAMPLE_1465 SAMPLE_1466 SAMPLE_1467 SAMPLE_1468 SAMPLE_1469 SAMPLE_1470 SAMPLE_1471 SAMPLE_1472
#> "02134" "02137" "02133" "02134" "02131" "02133" "02133" "02133"
#> SAMPLE_1473 SAMPLE_1474 SAMPLE_1475 SAMPLE_1476 SAMPLE_1477 SAMPLE_1478 SAMPLE_1479 SAMPLE_1480
#> "02134" "02133" "02134" "02311" "02134" "02133" "02133" "0233"
#> SAMPLE_1481 SAMPLE_1482 SAMPLE_1483 SAMPLE_1484 SAMPLE_1485 SAMPLE_1486 SAMPLE_1487 SAMPLE_1488
#> "02133" "02137" "02133" "02133" "02133" "02133" "02133" "02133"
#> SAMPLE_1489 SAMPLE_1490 SAMPLE_1491 SAMPLE_1492 SAMPLE_1493 SAMPLE_1494 SAMPLE_1495 SAMPLE_1496
#> "031" "033" "023623" "0242" "0242" "0242" "0221" "0242"
#> SAMPLE_1497 SAMPLE_1498 SAMPLE_1499 SAMPLE_1500 SAMPLE_1501 SAMPLE_1502 SAMPLE_1503 SAMPLE_1504
#> "0242" "0242" "0221" "0242" "0221" "0221" "0221" "0242"
#> SAMPLE_1505 SAMPLE_1506 SAMPLE_1507 SAMPLE_1508 SAMPLE_1509 SAMPLE_1510 SAMPLE_1511 SAMPLE_1512
#> "0221" "0221" "0242" "0242" "0242" "0242" "0242" "02136"
#> SAMPLE_1513 SAMPLE_1514 SAMPLE_1515 SAMPLE_1516 SAMPLE_1517 SAMPLE_1518 SAMPLE_1519 SAMPLE_1520
#> "0226" "02165" "0222" "0221" "0242" "0221" "0221" "0221"
#> SAMPLE_1521 SAMPLE_1522 SAMPLE_1523 SAMPLE_1524 SAMPLE_1525 SAMPLE_1526 SAMPLE_1527 SAMPLE_1528
#> "0242" "0242" "015" "0233" "012" "02321" "02112" "02112"
#> SAMPLE_1529 SAMPLE_1530 SAMPLE_1531 SAMPLE_1532 SAMPLE_1533 SAMPLE_1534 SAMPLE_1535 SAMPLE_1536
#> "02112" "02112" "02112" "02112" "02112" "023623" "02111" "0234"
#> SAMPLE_1537 SAMPLE_1538 SAMPLE_1539 SAMPLE_1540 SAMPLE_1541 SAMPLE_1542 SAMPLE_1543 SAMPLE_1544
#> "0245" "02113" "02113" "02111" "0234" "02113" "02117" "0234"
#> SAMPLE_1545 SAMPLE_1546 SAMPLE_1547 SAMPLE_1548 SAMPLE_1549 SAMPLE_1550 SAMPLE_1551 SAMPLE_1552
#> "02113" "0234" "0245" "0234" "02111" "0234" "02142" "02133"
#> SAMPLE_1553 SAMPLE_1554 SAMPLE_1555 SAMPLE_1556 SAMPLE_1557 SAMPLE_1558 SAMPLE_1559 SAMPLE_1560
#> "0221" "02322" "0242" "02322" "02322" "02322" "0242" "02322"
#> SAMPLE_1561 SAMPLE_1562 SAMPLE_1563 SAMPLE_1564 SAMPLE_1565 SAMPLE_1566 SAMPLE_1567 SAMPLE_1568
#> "0242" "0242" "02322" "0242" "02322" "02322" "0242" "0221"
#> SAMPLE_1569 SAMPLE_1570 SAMPLE_1571 SAMPLE_1572 SAMPLE_1573 SAMPLE_1574 SAMPLE_1575 SAMPLE_1576
#> "0221" "0221" "0242" "0221" "0221" "0242" "02322" "0242"
#> SAMPLE_1577 SAMPLE_1578 SAMPLE_1579 SAMPLE_1580 SAMPLE_1581 SAMPLE_1582 SAMPLE_1583 SAMPLE_1584
#> "023623" "02371" "031" "0244" "0227" "031" "02164" "02132"
#> SAMPLE_1585 SAMPLE_1586 SAMPLE_1587 SAMPLE_1588 SAMPLE_1589 SAMPLE_1590 SAMPLE_1591 SAMPLE_1592
#> "02134" "0233" "02132" "02132" "02163" "02132" "02163" "02134"
#> SAMPLE_1593 SAMPLE_1594 SAMPLE_1595 SAMPLE_1596 SAMPLE_1597 SAMPLE_1598 SAMPLE_1599 SAMPLE_1600
#> "02134" "02134" "02314" "02162" "02112" "02136" "02363" "02363"
#> SAMPLE_1601 SAMPLE_1602 SAMPLE_1603 SAMPLE_1604 SAMPLE_1605 SAMPLE_1606 SAMPLE_1607 SAMPLE_1608
#> "02363" "0227" "0144" "0243" "0144" "0143" "0143" "0234"
#> SAMPLE_1609 SAMPLE_1610 SAMPLE_1611 SAMPLE_1612 SAMPLE_1613 SAMPLE_1614 SAMPLE_1615 SAMPLE_1616
#> "02117" "02112" "0234" "02122" "02122" "02122" "02122" "02122"
#> SAMPLE_1617 SAMPLE_1618 SAMPLE_1619 SAMPLE_1620 SAMPLE_1621 SAMPLE_1622 SAMPLE_1623 SAMPLE_1624
#> "02122" "02122" "02162" "02162" "02135" "02162" "02133" "02133"
#> SAMPLE_1625 SAMPLE_1626 SAMPLE_1627 SAMPLE_1628 SAMPLE_1629 SAMPLE_1630 SAMPLE_1631 SAMPLE_1632
#> "0221" "031" "0226" "0225" "0233" "02171" "02144" "02121"
#> SAMPLE_1633 SAMPLE_1634 SAMPLE_1635 SAMPLE_1636 SAMPLE_1637 SAMPLE_1638 SAMPLE_1639 SAMPLE_1640
#> "02314" "0245" "0226" "0247" "02374" "0226" "023623" "0247"
#> SAMPLE_1641 SAMPLE_1642 SAMPLE_1643 SAMPLE_1644 SAMPLE_1645 SAMPLE_1646 SAMPLE_1647 SAMPLE_1648
#> "0243" "0247" "0225" "0243" "02166" "0222" "0247" "0243"
#> SAMPLE_1649 SAMPLE_1650 SAMPLE_1651 SAMPLE_1652 SAMPLE_1653 SAMPLE_1654 SAMPLE_1655 SAMPLE_1656
#> "0243" "023622" "02133" "0243" "0233" "0225" "0243" "0243"
#> SAMPLE_1657 SAMPLE_1658 SAMPLE_1659 SAMPLE_1660 SAMPLE_1661 SAMPLE_1662 SAMPLE_1663 SAMPLE_1664
#> "02325" "0242" "02116" "02363" "02134" "02134" "0233" "031"
#> SAMPLE_1665 SAMPLE_1666 SAMPLE_1667 SAMPLE_1668 SAMPLE_1669 SAMPLE_1670 SAMPLE_1671 SAMPLE_1672
#> "0226" "02321" "0164" "02311" "02141" "02134" "0245" "02134"
#> SAMPLE_1673 SAMPLE_1674 SAMPLE_1675 SAMPLE_1676 SAMPLE_1677 SAMPLE_1678 SAMPLE_1679 SAMPLE_1680
#> "011" "0246" "0241" "0243" "0143" "02134" "02165" "02112"
#> SAMPLE_1681 SAMPLE_1682 SAMPLE_1683 SAMPLE_1684 SAMPLE_1685 SAMPLE_1686 SAMPLE_1687 SAMPLE_1688
#> "0243" "031" "02166" "023624" "0244" "0241" "02111" "02174"
#> SAMPLE_1689 SAMPLE_1690 SAMPLE_1691 SAMPLE_1692 SAMPLE_1693 SAMPLE_1694 SAMPLE_1695 SAMPLE_1696
#> "02164" "02124" "02174" "02162" "02133" "0144" "02363" "0233"
#> SAMPLE_1697 SAMPLE_1698 SAMPLE_1699 SAMPLE_1700 SAMPLE_1701 SAMPLE_1702 SAMPLE_1703 SAMPLE_1704
#> "0233" "0142" "02134" "02172" "0234" "02363" "02135" "02163"
#> SAMPLE_1705 SAMPLE_1706 SAMPLE_1707 SAMPLE_1708 SAMPLE_1709 SAMPLE_1710 SAMPLE_1711 SAMPLE_1712
#> "02163" "02135" "02163" "02136" "031" "02166" "02163" "0161"
#> SAMPLE_1713 SAMPLE_1714 SAMPLE_1715 SAMPLE_1716 SAMPLE_1717 SAMPLE_1718 SAMPLE_1719 SAMPLE_1720
#> "02364" "0233" "02121" "0241" "02313" "0222" "02121" "0241"
#> SAMPLE_1721 SAMPLE_1722 SAMPLE_1723 SAMPLE_1724 SAMPLE_1725 SAMPLE_1726 SAMPLE_1727 SAMPLE_1728
#> "0246" "02121" "02121" "0241" "02121" "0241" "0222" "02121"
#> SAMPLE_1729 SAMPLE_1730 SAMPLE_1731 SAMPLE_1732 SAMPLE_1733 SAMPLE_1734 SAMPLE_1735 SAMPLE_1736
#> "0246" "02137" "02117" "0224" "031" "02163" "011" "0142"
#> SAMPLE_1737 SAMPLE_1738 SAMPLE_1739 SAMPLE_1740 SAMPLE_1741 SAMPLE_1742 SAMPLE_1743 SAMPLE_1744
#> "0246" "02113" "02312" "0241" "02121" "02121" "02121" "02312"
#> SAMPLE_1745 SAMPLE_1746 SAMPLE_1747 SAMPLE_1748 SAMPLE_1749 SAMPLE_1750 SAMPLE_1751 SAMPLE_1752
#> "0246" "02121" "0241" "02121" "0246" "0241" "0246" "0215"
#> SAMPLE_1753 SAMPLE_1754 SAMPLE_1755 SAMPLE_1756 SAMPLE_1757 SAMPLE_1758 SAMPLE_1759 SAMPLE_1760
#> "0215" "0243" "02134" "02134" "023624" "02136" "02164" "0247"
#> SAMPLE_1761 SAMPLE_1762 SAMPLE_1763 SAMPLE_1764 SAMPLE_1765 SAMPLE_1766 SAMPLE_1767 SAMPLE_1768
#> "0247" "0225" "02135" "0222" "0225" "02163" "02115" "02363"
#> SAMPLE_1769 SAMPLE_1770 SAMPLE_1771 SAMPLE_1772 SAMPLE_1773 SAMPLE_1774 SAMPLE_1775 SAMPLE_1776
#> "02363" "02363" "02323" "02115" "02363" "02372" "0246" "02141"
#> SAMPLE_1777 SAMPLE_1778 SAMPLE_1779 SAMPLE_1780 SAMPLE_1781 SAMPLE_1782 SAMPLE_1783 SAMPLE_1784
#> "02121" "0222" "0222" "0241" "02313" "0241" "02313" "0241"
#> SAMPLE_1785 SAMPLE_1786 SAMPLE_1787 SAMPLE_1788 SAMPLE_1789 SAMPLE_1790 SAMPLE_1791 SAMPLE_1792
#> "02121" "02121" "0241" "0241" "0241" "02121" "023622" "02312"
#> SAMPLE_1793 SAMPLE_1794 SAMPLE_1795 SAMPLE_1796 SAMPLE_1797 SAMPLE_1798 SAMPLE_1799 SAMPLE_1800
#> "02161" "0241" "0247" "0227" "033" "02364" "0226" "0225"
#> SAMPLE_1801 SAMPLE_1802 SAMPLE_1803 SAMPLE_1804 SAMPLE_1805 SAMPLE_1806 SAMPLE_1807 SAMPLE_1808
#> "0222" "0243" "0225" "0243" "0243" "0247" "0243" "0222"
#> SAMPLE_1809 SAMPLE_1810 SAMPLE_1811 SAMPLE_1812 SAMPLE_1813 SAMPLE_1814 SAMPLE_1815 SAMPLE_1816
#> "0226" "0243" "0243" "0243" "02375" "0222" "0225" "02174"
#> SAMPLE_1817 SAMPLE_1818 SAMPLE_1819 SAMPLE_1820 SAMPLE_1821 SAMPLE_1822 SAMPLE_1823 SAMPLE_1824
#> "02145" "0247" "0247" "0243" "0222" "0243" "0243" "0225"
#> SAMPLE_1825 SAMPLE_1826 SAMPLE_1827 SAMPLE_1828 SAMPLE_1829 SAMPLE_1830 SAMPLE_1831 SAMPLE_1832
#> "0243" "0243" "031" "031" "0144" "031" "031" "0246"
#> SAMPLE_1833 SAMPLE_1834 SAMPLE_1835 SAMPLE_1836 SAMPLE_1837 SAMPLE_1838 SAMPLE_1839 SAMPLE_1840
#> "02312" "0241" "031" "02164" "02112" "0144" "02134" "023623"
#> SAMPLE_1841 SAMPLE_1842 SAMPLE_1843 SAMPLE_1844 SAMPLE_1845 SAMPLE_1846 SAMPLE_1847 SAMPLE_1848
#> "023625" "0224" "0224" "0243" "033" "015" "033" "0246"
#> SAMPLE_1849 SAMPLE_1850 SAMPLE_1851 SAMPLE_1852 SAMPLE_1853 SAMPLE_1854 SAMPLE_1855 SAMPLE_1856
#> "0241" "0243" "02166" "02166" "02166" "02163" "0225" "02166"
#> SAMPLE_1857 SAMPLE_1858 SAMPLE_1859 SAMPLE_1860 SAMPLE_1861 SAMPLE_1862 SAMPLE_1863 SAMPLE_1864
#> "02133" "02311" "0141" "02112" "0241" "0222" "0246" "0224"
#> SAMPLE_1865 SAMPLE_1866 SAMPLE_1867 SAMPLE_1868 SAMPLE_1869 SAMPLE_1870 SAMPLE_1871 SAMPLE_1872
#> "0134" "02363" "02324" "0233" "02325" "0141" "0161" "0242"
#> SAMPLE_1873 SAMPLE_1874 SAMPLE_1875 SAMPLE_1876 SAMPLE_1877 SAMPLE_1878 SAMPLE_1879 SAMPLE_1880
#> "0242" "02363" "0141" "0141" "0141" "02325" "023624" "02165"
#> SAMPLE_1881 SAMPLE_1882 SAMPLE_1883 SAMPLE_1884 SAMPLE_1885 SAMPLE_1886 SAMPLE_1887 SAMPLE_1888
#> "02135" "02112" "02312" "033" "0241" "0223" "0223" "02143"
#> SAMPLE_1889 SAMPLE_1890 SAMPLE_1891 SAMPLE_1892 SAMPLE_1893 SAMPLE_1894 SAMPLE_1895 SAMPLE_1896
#> "0163" "0164" "0162" "0162" "012" "0162" "031" "031"
#> SAMPLE_1897 SAMPLE_1898 SAMPLE_1899 SAMPLE_1900 SAMPLE_1901 SAMPLE_1902 SAMPLE_1903 SAMPLE_1904
#> "031" "031" "033" "031" "031" "031" "031" "031"
#> SAMPLE_1905 SAMPLE_1906 SAMPLE_1907 SAMPLE_1908 SAMPLE_1909 SAMPLE_1910 SAMPLE_1911 SAMPLE_1912
#> "02324" "02117" "02111" "0133" "02115" "033" "031" "0244"
#> SAMPLE_1913 SAMPLE_1914 SAMPLE_1915 SAMPLE_1916 SAMPLE_1917 SAMPLE_1918 SAMPLE_1919 SAMPLE_1920
#> "0243" "0243" "0233" "02161" "02161" "02161" "02163" "0235"
#> SAMPLE_1921 SAMPLE_1922 SAMPLE_1923 SAMPLE_1924 SAMPLE_1925 SAMPLE_1926 SAMPLE_1927 SAMPLE_1928
#> "0131" "02171" "02321" "023625" "02166" "031" "02164" "031"
#> SAMPLE_1929 SAMPLE_1930 SAMPLE_1931 SAMPLE_1932 SAMPLE_1933 SAMPLE_1934 SAMPLE_1935 SAMPLE_1936
#> "0235" "0144" "0235" "011" "0233" "02311" "0225" "02113"
#> SAMPLE_1937 SAMPLE_1938 SAMPLE_1939 SAMPLE_1940 SAMPLE_1941 SAMPLE_1942 SAMPLE_1943 SAMPLE_1944
#> "031" "0233" "02112" "02114" "02114" "02113" "02116" "02135"
#> SAMPLE_1945 SAMPLE_1946 SAMPLE_1947 SAMPLE_1948 SAMPLE_1949 SAMPLE_1950 SAMPLE_1951 SAMPLE_1952
#> "02113" "02114" "02113" "02113" "02163" "02132" "02112" "02112"
#> SAMPLE_1953 SAMPLE_1954 SAMPLE_1955 SAMPLE_1956 SAMPLE_1957 SAMPLE_1958 SAMPLE_1959 SAMPLE_1960
#> "02132" "02113" "02113" "02161" "0224" "0244" "0225" "0243"
#> SAMPLE_1961 SAMPLE_1962 SAMPLE_1963 SAMPLE_1964 SAMPLE_1965 SAMPLE_1966 SAMPLE_1967 SAMPLE_1968
#> "0225" "02314" "0243" "02111" "02117" "0242" "02164" "023623"
#> SAMPLE_1969 SAMPLE_1970 SAMPLE_1971 SAMPLE_1972 SAMPLE_1973 SAMPLE_1974 SAMPLE_1975 SAMPLE_1976
#> "0133" "0245" "0243" "0247" "0132" "0241" "02113" "02313"
#> SAMPLE_1977 SAMPLE_1978 SAMPLE_1979 SAMPLE_1980 SAMPLE_1981 SAMPLE_1982 SAMPLE_1983 SAMPLE_1984
#> "0246" "0233" "02112" "0244" "02321" "02321" "02321" "02321"
#> SAMPLE_1985 SAMPLE_1986 SAMPLE_1987 SAMPLE_1988 SAMPLE_1989 SAMPLE_1990 SAMPLE_1991 SAMPLE_1992
#> "02321" "02321" "0244" "02171" "0244" "02321" "02321" "031"
#> SAMPLE_1993 SAMPLE_1994 SAMPLE_1995 SAMPLE_1996 SAMPLE_1997 SAMPLE_1998 SAMPLE_1999 SAMPLE_2000
#> "0241" "0233" "0222" "02116" "02134" "02112" "0244" "0164"
#> SAMPLE_2001 SAMPLE_2002 SAMPLE_2003 SAMPLE_2004 SAMPLE_2005 SAMPLE_2006 SAMPLE_2007 SAMPLE_2008
#> "02321" "02111" "02111" "02113" "02113" "02111" "02111" "02111"
#> SAMPLE_2009 SAMPLE_2010 SAMPLE_2011 SAMPLE_2012 SAMPLE_2013 SAMPLE_2014 SAMPLE_2015 SAMPLE_2016
#> "02113" "02117" "02113" "02117" "02117" "031" "02312" "0222"
#> SAMPLE_2017 SAMPLE_2018 SAMPLE_2019 SAMPLE_2020 SAMPLE_2021 SAMPLE_2022 SAMPLE_2023 SAMPLE_2024
#> "02313" "02134" "0246" "02161" "0241" "0245" "0247" "0233"
#> SAMPLE_2025 SAMPLE_2026 SAMPLE_2027 SAMPLE_2028 SAMPLE_2029 SAMPLE_2030 SAMPLE_2031 SAMPLE_2032
#> "031" "031" "02321" "02171" "02171" "02163" "031" "031"
#> SAMPLE_2033 SAMPLE_2034 SAMPLE_2035 SAMPLE_2036 SAMPLE_2037 SAMPLE_2038 SAMPLE_2039 SAMPLE_2040
#> "031" "031" "031" "031" "0243" "0241" "02111" "02373"
#> SAMPLE_2041 SAMPLE_2042 SAMPLE_2043 SAMPLE_2044 SAMPLE_2045 SAMPLE_2046 SAMPLE_2047 SAMPLE_2048
#> "02143" "02135" "02113" "02111" "02111" "02115" "02115" "02111"
#> SAMPLE_2049 SAMPLE_2050 SAMPLE_2051 SAMPLE_2052 SAMPLE_2053 SAMPLE_2054 SAMPLE_2055 SAMPLE_2056
#> "02163" "02313" "02143" "031" "031" "031" "02375" "02313"
#> SAMPLE_2057 SAMPLE_2058 SAMPLE_2059 SAMPLE_2060 SAMPLE_2061 SAMPLE_2062 SAMPLE_2063 SAMPLE_2064
#> "02116" "02165" "031" "0233" "015" "02314" "02143" "031"
#> SAMPLE_2065 SAMPLE_2066 SAMPLE_2067 SAMPLE_2068 SAMPLE_2069 SAMPLE_2070 SAMPLE_2071 SAMPLE_2072
#> "0225" "031" "0222" "02373" "02364" "02171" "02321" "02111"
#> SAMPLE_2073 SAMPLE_2074 SAMPLE_2075 SAMPLE_2076 SAMPLE_2077 SAMPLE_2078 SAMPLE_2079 SAMPLE_2080
#> "02111" "02117" "02115" "02111" "02323" "02323" "02323" "02326"
#> SAMPLE_2081 SAMPLE_2082 SAMPLE_2083 SAMPLE_2084 SAMPLE_2085 SAMPLE_2086 SAMPLE_2087 SAMPLE_2088
#> "0244" "02115" "0244" "02144" "02144" "02144" "02323" "02173"
#> SAMPLE_2089 SAMPLE_2090 SAMPLE_2091 SAMPLE_2092 SAMPLE_2093 SAMPLE_2094 SAMPLE_2095 SAMPLE_2096
#> "02144" "02173" "02326" "02323" "02132" "02132" "02173" "02144"
#> SAMPLE_2097 SAMPLE_2098 SAMPLE_2099 SAMPLE_2100 SAMPLE_2101 SAMPLE_2102 SAMPLE_2103 SAMPLE_2104
#> "02323" "02132" "02323" "02323" "02323" "02323" "02173" "0244"
#> SAMPLE_2105 SAMPLE_2106 SAMPLE_2107 SAMPLE_2108 SAMPLE_2109 SAMPLE_2110 SAMPLE_2111 SAMPLE_2112
#> "02144" "02144" "02144" "02323" "0244" "02115" "0244" "02323"
#> SAMPLE_2113 SAMPLE_2114 SAMPLE_2115 SAMPLE_2116 SAMPLE_2117 SAMPLE_2118 SAMPLE_2119 SAMPLE_2120
#> "02323" "02323" "02173" "02326" "02323" "02323" "02173" "02144"
#> SAMPLE_2121 SAMPLE_2122 SAMPLE_2123 SAMPLE_2124 SAMPLE_2125 SAMPLE_2126 SAMPLE_2127 SAMPLE_2128
#> "02323" "02323" "02132" "02326" "0244" "02132" "02132" "02323"
#> SAMPLE_2129 SAMPLE_2130 SAMPLE_2131 SAMPLE_2132 SAMPLE_2133 SAMPLE_2134 SAMPLE_2135 SAMPLE_2136
#> "02132" "02323" "02144" "02324" "02323" "02115" "0244" "02132"
#> SAMPLE_2137 SAMPLE_2138 SAMPLE_2139 SAMPLE_2140 SAMPLE_2141 SAMPLE_2142 SAMPLE_2143 SAMPLE_2144
#> "02323" "0244" "0241" "02112" "0132" "0241" "0241" "0222"
#> SAMPLE_2145 SAMPLE_2146 SAMPLE_2147 SAMPLE_2148 SAMPLE_2149 SAMPLE_2150 SAMPLE_2151 SAMPLE_2152
#> "0241" "031" "02313" "0233" "0226" "0247" "02375" "0225"
#> SAMPLE_2153 SAMPLE_2154 SAMPLE_2155 SAMPLE_2156 SAMPLE_2157 SAMPLE_2158 SAMPLE_2159 SAMPLE_2160
#> "0247" "02321" "0244" "02171" "02321" "02171" "02171" "02321"
#> SAMPLE_2161 SAMPLE_2162 SAMPLE_2163 SAMPLE_2164 SAMPLE_2165 SAMPLE_2166 SAMPLE_2167 SAMPLE_2168
#> "02171" "02363" "02141" "02141" "02117" "02132" "02117" "02111"
#> SAMPLE_2169 SAMPLE_2170 SAMPLE_2171 SAMPLE_2172 SAMPLE_2173 SAMPLE_2174 SAMPLE_2175 SAMPLE_2176
#> "02313" "0247" "0247" "0241" "033" "0241" "02313" "02166"
#> SAMPLE_2177 SAMPLE_2178 SAMPLE_2179 SAMPLE_2180 SAMPLE_2181 SAMPLE_2182 SAMPLE_2183 SAMPLE_2184
#> "02314" "023623" "032" "0222" "02313" "0144" "02112" "031"
#> SAMPLE_2185 SAMPLE_2186 SAMPLE_2187 SAMPLE_2188 SAMPLE_2189 SAMPLE_2190 SAMPLE_2191 SAMPLE_2192
#> "031" "0224" "02321" "0215" "0215" "0215" "0215" "0215"
#> SAMPLE_2193 SAMPLE_2194 SAMPLE_2195 SAMPLE_2196 SAMPLE_2197 SAMPLE_2198 SAMPLE_2199 SAMPLE_2200
#> "0215" "0215" "0215" "0215" "0215" "02166" "0222" "0241"
#> SAMPLE_2201 SAMPLE_2202 SAMPLE_2203 SAMPLE_2204 SAMPLE_2205 SAMPLE_2206 SAMPLE_2207 SAMPLE_2208
#> "031" "0222" "0241" "02312" "0244" "0162" "02311" "02165"
#> SAMPLE_2209 SAMPLE_2210 SAMPLE_2211 SAMPLE_2212 SAMPLE_2213 SAMPLE_2214 SAMPLE_2215 SAMPLE_2216
#> "02374" "031" "02312" "02112" "02375" "0244" "0223" "031"
#> SAMPLE_2217 SAMPLE_2218 SAMPLE_2219 SAMPLE_2220 SAMPLE_2221 SAMPLE_2222 SAMPLE_2223 SAMPLE_2224
#> "02161" "0222" "02143" "02166" "02313" "0234" "0245" "02371"
#> SAMPLE_2225 SAMPLE_2226 SAMPLE_2227 SAMPLE_2228 SAMPLE_2229 SAMPLE_2230 SAMPLE_2231 SAMPLE_2232
#> "02171" "0163" "02141" "031" "02134" "0144" "0241" "0222"
#> SAMPLE_2233 SAMPLE_2234 SAMPLE_2235 SAMPLE_2236 SAMPLE_2237 SAMPLE_2238 SAMPLE_2239 SAMPLE_2240
#> "031" "023625" "031" "031" "0227" "02364" "0233" "031"
#> SAMPLE_2241 SAMPLE_2242 SAMPLE_2243 SAMPLE_2244 SAMPLE_2245 SAMPLE_2246 SAMPLE_2247 SAMPLE_2248
#> "031" "031" "031" "031" "031" "031" "02112" "0241"
#> SAMPLE_2249 SAMPLE_2250 SAMPLE_2251 SAMPLE_2252 SAMPLE_2253 SAMPLE_2254 SAMPLE_2255 SAMPLE_2256
#> "032" "0244" "0145" "02112" "031" "0246" "0222" "0246"
#> SAMPLE_2257 SAMPLE_2258 SAMPLE_2259 SAMPLE_2260 SAMPLE_2261 SAMPLE_2262 SAMPLE_2263 SAMPLE_2264
#> "0227" "02161" "0222" "031" "0142" "011" "0233" "031"
#> SAMPLE_2265 SAMPLE_2266 SAMPLE_2267 SAMPLE_2268 SAMPLE_2269 SAMPLE_2270 SAMPLE_2271 SAMPLE_2272
#> "02372" "023622" "02165" "031" "0243" "023624" "023624" "023624"
#> SAMPLE_2273 SAMPLE_2274 SAMPLE_2275 SAMPLE_2276 SAMPLE_2277 SAMPLE_2278 SAMPLE_2279 SAMPLE_2280
#> "011" "02116" "0222" "0246" "0246" "0241" "0222" "02312"
#> SAMPLE_2281 SAMPLE_2282 SAMPLE_2283 SAMPLE_2284 SAMPLE_2285 SAMPLE_2286 SAMPLE_2287 SAMPLE_2288
#> "02121" "02312" "02121" "02133" "02324" "0241" "0222" "011"
#> SAMPLE_2289 SAMPLE_2290 SAMPLE_2291 SAMPLE_2292 SAMPLE_2293 SAMPLE_2294 SAMPLE_2295 SAMPLE_2296
#> "02161" "031" "033" "0222" "0241" "0241" "0222" "031"
#> SAMPLE_2297 SAMPLE_2298 SAMPLE_2299 SAMPLE_2300 SAMPLE_2301 SAMPLE_2302 SAMPLE_2303 SAMPLE_2304
#> "02166" "0233" "031" "0227" "0246" "02112" "0248" "031"
#> SAMPLE_2305 SAMPLE_2306 SAMPLE_2307 SAMPLE_2308 SAMPLE_2309 SAMPLE_2310 SAMPLE_2311 SAMPLE_2312
#> "0144" "0241" "02312" "02133" "0222" "0246" "0222" "0241"
#> SAMPLE_2313 SAMPLE_2314 SAMPLE_2315 SAMPLE_2316 SAMPLE_2317 SAMPLE_2318 SAMPLE_2319 SAMPLE_2320
#> "02312" "031" "031" "031" "031" "031" "0143" "0241"
#> SAMPLE_2321 SAMPLE_2322 SAMPLE_2323 SAMPLE_2324 SAMPLE_2325 SAMPLE_2326 SAMPLE_2327 SAMPLE_2328
#> "0241" "02121" "0241" "0241" "02112" "02324" "023624" "0227"
#> SAMPLE_2329 SAMPLE_2330 SAMPLE_2331 SAMPLE_2332 SAMPLE_2333 SAMPLE_2334 SAMPLE_2335 SAMPLE_2336
#> "0227" "02161" "0241" "0246" "0222" "02313" "02121" "02121"
#> SAMPLE_2337 SAMPLE_2338 SAMPLE_2339 SAMPLE_2340 SAMPLE_2341 SAMPLE_2342 SAMPLE_2343 SAMPLE_2344
#> "0243" "0226" "031" "033" "031" "031" "033" "0222"
#> SAMPLE_2345 SAMPLE_2346 SAMPLE_2347 SAMPLE_2348 SAMPLE_2349 SAMPLE_2350 SAMPLE_2351 SAMPLE_2352
#> "02111" "0223" "023623" "02143" "033" "0248" "031" "02172"
#> SAMPLE_2353 SAMPLE_2354 SAMPLE_2355 SAMPLE_2356 SAMPLE_2357 SAMPLE_2358 SAMPLE_2359 SAMPLE_2360
#> "011" "02321" "02171" "0241" "0222" "0241" "02143" "0233"
#> SAMPLE_2361 SAMPLE_2362 SAMPLE_2363 SAMPLE_2364 SAMPLE_2365 SAMPLE_2366 SAMPLE_2367 SAMPLE_2368
#> "0222" "02364" "031" "02311" "023623" "02312" "02121" "02172"
#> SAMPLE_2369 SAMPLE_2370 SAMPLE_2371 SAMPLE_2372 SAMPLE_2373 SAMPLE_2374 SAMPLE_2375 SAMPLE_2376
#> "0142" "0142" "02313" "02134" "0142" "0142" "02172" "0142"
#> SAMPLE_2377 SAMPLE_2378 SAMPLE_2379 SAMPLE_2380 SAMPLE_2381 SAMPLE_2382 SAMPLE_2383 SAMPLE_2384
#> "0142" "0142" "02172" "0142" "02172" "0142" "02172" "0233"
#> SAMPLE_2385 SAMPLE_2386 SAMPLE_2387 SAMPLE_2388 SAMPLE_2389 SAMPLE_2390 SAMPLE_2391 SAMPLE_2392
#> "0233" "0141" "02325" "02325" "0241" "0247" "0244" "031"
#> SAMPLE_2393 SAMPLE_2394 SAMPLE_2395 SAMPLE_2396 SAMPLE_2397 SAMPLE_2398 SAMPLE_2399 SAMPLE_2400
#> "031" "02161" "02321" "02161" "031" "0142" "0142" "0142"
#> SAMPLE_2401 SAMPLE_2402 SAMPLE_2403 SAMPLE_2404 SAMPLE_2405 SAMPLE_2406 SAMPLE_2407 SAMPLE_2408
#> "0142" "0142" "0141" "0141" "02325" "02325" "02325" "02325"
#> SAMPLE_2409 SAMPLE_2410 SAMPLE_2411 SAMPLE_2412 SAMPLE_2413 SAMPLE_2414 SAMPLE_2415 SAMPLE_2416
#> "02312" "0215" "011" "0233" "02137" "02313" "0235" "0241"
#> SAMPLE_2417 SAMPLE_2418 SAMPLE_2419 SAMPLE_2420 SAMPLE_2421 SAMPLE_2422 SAMPLE_2423 SAMPLE_2424
#> "0241" "023622" "023623" "033" "011" "0244" "032" "0246"
#> SAMPLE_2425 SAMPLE_2426 SAMPLE_2427 SAMPLE_2428 SAMPLE_2429 SAMPLE_2430 SAMPLE_2431 SAMPLE_2432
#> "0222" "031" "02161" "02161" "02134" "031" "031" "031"
#> SAMPLE_2433 SAMPLE_2434 SAMPLE_2435 SAMPLE_2436 SAMPLE_2437 SAMPLE_2438 SAMPLE_2439 SAMPLE_2440
#> "02161" "0241" "031" "012" "0243" "0243" "02375" "02312"
#> SAMPLE_2441 SAMPLE_2442 SAMPLE_2443 SAMPLE_2444 SAMPLE_2445 SAMPLE_2446 SAMPLE_2447 SAMPLE_2448
#> "0246" "031" "033" "033" "0233" "033" "012" "02123"
#> SAMPLE_2449 SAMPLE_2450 SAMPLE_2451 SAMPLE_2452 SAMPLE_2453 SAMPLE_2454 SAMPLE_2455 SAMPLE_2456
#> "032" "02313" "012" "02311" "0246" "0243" "0247" "02311"
#> SAMPLE_2457 SAMPLE_2458 SAMPLE_2459 SAMPLE_2460 SAMPLE_2461 SAMPLE_2462 SAMPLE_2463 SAMPLE_2464
#> "0241" "02165" "0133" "031" "02313" "02134" "015" "0241"
#> SAMPLE_2465 SAMPLE_2466 SAMPLE_2467 SAMPLE_2468 SAMPLE_2469 SAMPLE_2470 SAMPLE_2471 SAMPLE_2472
#> "011" "02364" "011" "02312" "0247" "033" "031" "02312"
#> SAMPLE_2473 SAMPLE_2474 SAMPLE_2475 SAMPLE_2476 SAMPLE_2477 SAMPLE_2478 SAMPLE_2479 SAMPLE_2480
#> "0246" "02161" "0222" "0233" "0225" "02161" "02162" "02311"
#> SAMPLE_2481 SAMPLE_2482 SAMPLE_2483 SAMPLE_2484 SAMPLE_2485 SAMPLE_2486 SAMPLE_2487 SAMPLE_2488
#> "02311" "02374" "02123" "031" "02132" "032" "02123" "02122"
#> SAMPLE_2489 SAMPLE_2490 SAMPLE_2491 SAMPLE_2492 SAMPLE_2493 SAMPLE_2494 SAMPLE_2495 SAMPLE_2496
#> "02122" "02122" "02122" "02122" "02122" "02123" "02123" "02123"
#> SAMPLE_2497 SAMPLE_2498 SAMPLE_2499 SAMPLE_2500 SAMPLE_2501 SAMPLE_2502 SAMPLE_2503 SAMPLE_2504
#> "02122" "02122" "02123" "02122" "02122" "02123" "02123" "02123"
#> SAMPLE_2505 SAMPLE_2506 SAMPLE_2507 SAMPLE_2508 SAMPLE_2509 SAMPLE_2510 SAMPLE_2511 SAMPLE_2512
#> "02123" "02123" "02123" "0144" "0144" "02141" "02141" "0233"
#> SAMPLE_2513 SAMPLE_2514 SAMPLE_2515 SAMPLE_2516 SAMPLE_2517 SAMPLE_2518 SAMPLE_2519 SAMPLE_2520
#> "0233" "02364" "0163" "02171" "0246" "02166" "0246" "0241"
#> SAMPLE_2521 SAMPLE_2522 SAMPLE_2523 SAMPLE_2524 SAMPLE_2525 SAMPLE_2526 SAMPLE_2527 SAMPLE_2528
#> "0241" "02161" "0243" "0222" "033" "0243" "0247" "011"
#> SAMPLE_2529 SAMPLE_2530 SAMPLE_2531 SAMPLE_2532 SAMPLE_2533 SAMPLE_2534 SAMPLE_2535 SAMPLE_2536
#> "031" "031" "02133" "0246" "031" "02363" "02131" "02131"
#> SAMPLE_2537 SAMPLE_2538 SAMPLE_2539 SAMPLE_2540 SAMPLE_2541 SAMPLE_2542 SAMPLE_2543 SAMPLE_2544
#> "02134" "02136" "0144" "02131" "02131" "02134" "02131" "02161"
#> SAMPLE_2545 SAMPLE_2546 SAMPLE_2547 SAMPLE_2548 SAMPLE_2549 SAMPLE_2550 SAMPLE_2551 SAMPLE_2552
#> "02131" "02131" "02131" "02136" "02131" "02131" "02131" "02363"
#> SAMPLE_2553 SAMPLE_2554 SAMPLE_2555 SAMPLE_2556 SAMPLE_2557 SAMPLE_2558 SAMPLE_2559 SAMPLE_2560
#> "0224" "0142" "0143" "0224" "0224" "02143" "0224" "0224"
#> SAMPLE_2561 SAMPLE_2562 SAMPLE_2563 SAMPLE_2564 SAMPLE_2565 SAMPLE_2566 SAMPLE_2567 SAMPLE_2568
#> "0143" "0224" "0143" "0143" "0143" "0143" "0224" "0142"
#> SAMPLE_2569 SAMPLE_2570 SAMPLE_2571 SAMPLE_2572 SAMPLE_2573 SAMPLE_2574 SAMPLE_2575 SAMPLE_2576
#> "0143" "0233" "02312" "0243" "0242" "02132" "02163" "02163"
#> SAMPLE_2577 SAMPLE_2578 SAMPLE_2579 SAMPLE_2580 SAMPLE_2581 SAMPLE_2582 SAMPLE_2583 SAMPLE_2584
#> "0246" "02134" "02311" "032" "0222" "02321" "02313" "02163"
#> SAMPLE_2585 SAMPLE_2586 SAMPLE_2587 SAMPLE_2588 SAMPLE_2589 SAMPLE_2590 SAMPLE_2591 SAMPLE_2592
#> "023622" "02163" "0241" "0246" "02313" "0222" "033" "02171"
#> SAMPLE_2593 SAMPLE_2594 SAMPLE_2595 SAMPLE_2596 SAMPLE_2597 SAMPLE_2598 SAMPLE_2599 SAMPLE_2600
#> "02321" "02321" "0233" "032" "0247" "0233" "02134" "02311"
#> SAMPLE_2601 SAMPLE_2602 SAMPLE_2603 SAMPLE_2604 SAMPLE_2605 SAMPLE_2606 SAMPLE_2607 SAMPLE_2608
#> "02313" "0243" "02161" "0233" "02134" "02134" "0246" "0143"
#> SAMPLE_2609 SAMPLE_2610 SAMPLE_2611 SAMPLE_2612 SAMPLE_2613 SAMPLE_2614 SAMPLE_2615 SAMPLE_2616
#> "02312" "0241" "023623" "02311" "02134" "0246" "02163" "0241"
#> SAMPLE_2617 SAMPLE_2618 SAMPLE_2619 SAMPLE_2620 SAMPLE_2621 SAMPLE_2622 SAMPLE_2623 SAMPLE_2624
#> "0246" "033" "02163" "02134" "0241" "02313" "02161" "02166"
#> SAMPLE_2625 SAMPLE_2626 SAMPLE_2627 SAMPLE_2628 SAMPLE_2629 SAMPLE_2630 SAMPLE_2631 SAMPLE_2632
#> "023622" "02311" "02314" "0233" "02166" "0233" "02372" "02372"
#> SAMPLE_2633 SAMPLE_2634 SAMPLE_2635 SAMPLE_2636 SAMPLE_2637 SAMPLE_2638 SAMPLE_2639 SAMPLE_2640
#> "0241" "02133" "02161" "02163" "02163" "02132" "02132" "02132"
#> SAMPLE_2641 SAMPLE_2642 SAMPLE_2643 SAMPLE_2644 SAMPLE_2645 SAMPLE_2646 SAMPLE_2647 SAMPLE_2648
#> "032" "0241" "02312" "02313" "02166" "033" "0241" "02372"
#> SAMPLE_2649 SAMPLE_2650 SAMPLE_2651 SAMPLE_2652 SAMPLE_2653 SAMPLE_2654 SAMPLE_2655 SAMPLE_2656
#> "0243" "031" "0233" "032" "032" "032" "031" "02161"
#> SAMPLE_2657 SAMPLE_2658 SAMPLE_2659 SAMPLE_2660 SAMPLE_2661 SAMPLE_2662 SAMPLE_2663 SAMPLE_2664
#> "02163" "031" "031" "0233" "033" "032" "031" "02171"
#> SAMPLE_2665 SAMPLE_2666 SAMPLE_2667 SAMPLE_2668 SAMPLE_2669 SAMPLE_2670 SAMPLE_2671 SAMPLE_2672
#> "02321" "02171" "0224" "0224" "0224" "02163" "02163" "02134"
#> SAMPLE_2673 SAMPLE_2674 SAMPLE_2675 SAMPLE_2676 SAMPLE_2677 SAMPLE_2678 SAMPLE_2679 SAMPLE_2680
#> "02134" "02131" "02131" "02133" "02131" "02115" "0224" "02374"
#> SAMPLE_2681 SAMPLE_2682 SAMPLE_2683 SAMPLE_2684 SAMPLE_2685 SAMPLE_2686 SAMPLE_2687 SAMPLE_2688
#> "02372" "023625" "0233" "0233" "02133" "02131" "02131" "02375"
#> SAMPLE_2689 SAMPLE_2690 SAMPLE_2691 SAMPLE_2692 SAMPLE_2693 SAMPLE_2694 SAMPLE_2695 SAMPLE_2696
#> "0242" "02163" "02137" "031" "0242" "0242" "02322" "0221"
#> SAMPLE_2697 SAMPLE_2698 SAMPLE_2699 SAMPLE_2700 SAMPLE_2701 SAMPLE_2702 SAMPLE_2703 SAMPLE_2704
#> "0242" "02322" "0221" "0221" "0221" "023622" "0241" "0241"
#> SAMPLE_2705 SAMPLE_2706 SAMPLE_2707 SAMPLE_2708 SAMPLE_2709 SAMPLE_2710 SAMPLE_2711 SAMPLE_2712
#> "02313" "02163" "02163" "02163" "02163" "0242" "02174" "02322"
#> SAMPLE_2713 SAMPLE_2714 SAMPLE_2715 SAMPLE_2716 SAMPLE_2717 SAMPLE_2718 SAMPLE_2719 SAMPLE_2720
#> "0221" "0145" "0242" "0145" "0242" "0233" "0233" "0233"
#> SAMPLE_2721 SAMPLE_2722 SAMPLE_2723 SAMPLE_2724 SAMPLE_2725 SAMPLE_2726 SAMPLE_2727 SAMPLE_2728
#> "02163" "0132" "02132" "0226" "0226" "0226" "0247" "0226"
#> SAMPLE_2729 SAMPLE_2730 SAMPLE_2731 SAMPLE_2732 SAMPLE_2733 SAMPLE_2734 SAMPLE_2735 SAMPLE_2736
#> "02322" "02322" "02322" "02322" "02322" "0224" "0243" "0161"
#> SAMPLE_2737 SAMPLE_2738 SAMPLE_2739 SAMPLE_2740 SAMPLE_2741 SAMPLE_2742 SAMPLE_2743 SAMPLE_2744
#> "0143" "0143" "0143" "0143" "0142" "0143" "0144" "0143"
#> SAMPLE_2745 SAMPLE_2746 SAMPLE_2747 SAMPLE_2748 SAMPLE_2749 SAMPLE_2750 SAMPLE_2751 SAMPLE_2752
#> "0143" "02124" "0165" "02131" "02131" "02131" "02131" "02131"
#> SAMPLE_2753 SAMPLE_2754 SAMPLE_2755 SAMPLE_2756 SAMPLE_2757 SAMPLE_2758 SAMPLE_2759 SAMPLE_2760
#> "02131" "02131" "02131" "02131" "02131" "02131" "02132" "0161"
#> SAMPLE_2761 SAMPLE_2762 SAMPLE_2763 SAMPLE_2764 SAMPLE_2765 SAMPLE_2766 SAMPLE_2767 SAMPLE_2768
#> "0221" "0221" "0242" "0221" "0221" "0221" "0221" "0242"
#> SAMPLE_2769 SAMPLE_2770 SAMPLE_2771 SAMPLE_2772 SAMPLE_2773 SAMPLE_2774 SAMPLE_2775 SAMPLE_2776
#> "0242" "0221" "0248" "02124" "02311" "02133" "02165" "0244"
#> SAMPLE_2777 SAMPLE_2778 SAMPLE_2779 SAMPLE_2780 SAMPLE_2781 SAMPLE_2782 SAMPLE_2783 SAMPLE_2784
#> "02135" "02372" "02145" "02143" "0233" "02134" "02163" "0223"
#> SAMPLE_2785 SAMPLE_2786 SAMPLE_2787 SAMPLE_2788 SAMPLE_2789 SAMPLE_2790 SAMPLE_2791 SAMPLE_2792
#> "0161" "0247" "0143" "0141" "0242" "0141" "0141" "0141"
#> SAMPLE_2793 SAMPLE_2794 SAMPLE_2795 SAMPLE_2796 SAMPLE_2797 SAMPLE_2798 SAMPLE_2799 SAMPLE_2800
#> "0242" "0242" "032" "023622" "02325" "0243" "0243" "02166"
#> SAMPLE_2801
#> "0233"
get_classes(res_rh, merge_node = merge_node_param(min_n_signatures = 6568))
#> SAMPLE_1 SAMPLE_2 SAMPLE_3 SAMPLE_4 SAMPLE_5 SAMPLE_6 SAMPLE_7 SAMPLE_8
#> "0226" "0243" "0225" "0243" "0225" "0226" "0226" "0225"
#> SAMPLE_9 SAMPLE_10 SAMPLE_11 SAMPLE_12 SAMPLE_13 SAMPLE_14 SAMPLE_15 SAMPLE_16
#> "0226" "0243" "0243" "0243" "02321" "0226" "0165" "0165"
#> SAMPLE_17 SAMPLE_18 SAMPLE_19 SAMPLE_20 SAMPLE_21 SAMPLE_22 SAMPLE_23 SAMPLE_24
#> "0247" "0243" "0163" "02115" "0163" "0243" "0226" "0226"
#> SAMPLE_25 SAMPLE_26 SAMPLE_27 SAMPLE_28 SAMPLE_29 SAMPLE_30 SAMPLE_31 SAMPLE_32
#> "0226" "0243" "0247" "0243" "0226" "0226" "0233" "0233"
#> SAMPLE_33 SAMPLE_34 SAMPLE_35 SAMPLE_36 SAMPLE_37 SAMPLE_38 SAMPLE_39 SAMPLE_40
#> "02161" "0233" "02161" "02137" "0233" "0233" "02137" "0233"
#> SAMPLE_41 SAMPLE_42 SAMPLE_43 SAMPLE_44 SAMPLE_45 SAMPLE_46 SAMPLE_47 SAMPLE_48
#> "0233" "0233" "02161" "02137" "02137" "0233" "0233" "0233"
#> SAMPLE_49 SAMPLE_50 SAMPLE_51 SAMPLE_52 SAMPLE_53 SAMPLE_54 SAMPLE_55 SAMPLE_56
#> "0233" "0233" "0233" "0233" "0233" "0233" "0233" "0233"
#> SAMPLE_57 SAMPLE_58 SAMPLE_59 SAMPLE_60 SAMPLE_61 SAMPLE_62 SAMPLE_63 SAMPLE_64
#> "015" "015" "015" "015" "015" "02171" "02321" "0223"
#> SAMPLE_65 SAMPLE_66 SAMPLE_67 SAMPLE_68 SAMPLE_69 SAMPLE_70 SAMPLE_71 SAMPLE_72
#> "02171" "02171" "02171" "0244" "02161" "0233" "0233" "02163"
#> SAMPLE_73 SAMPLE_74 SAMPLE_75 SAMPLE_76 SAMPLE_77 SAMPLE_78 SAMPLE_79 SAMPLE_80
#> "0233" "0233" "02161" "0233" "0233" "0233" "0233" "015"
#> SAMPLE_81 SAMPLE_82 SAMPLE_83 SAMPLE_84 SAMPLE_85 SAMPLE_86 SAMPLE_87 SAMPLE_88
#> "015" "015" "015" "015" "011" "011" "0164" "012"
#> SAMPLE_89 SAMPLE_90 SAMPLE_91 SAMPLE_92 SAMPLE_93 SAMPLE_94 SAMPLE_95 SAMPLE_96
#> "0162" "0131" "0134" "011" "0134" "015" "011" "0133"
#> SAMPLE_97 SAMPLE_98 SAMPLE_99 SAMPLE_100 SAMPLE_101 SAMPLE_102 SAMPLE_103 SAMPLE_104
#> "011" "011" "0133" "02171" "02171" "0244" "02171" "02321"
#> SAMPLE_105 SAMPLE_106 SAMPLE_107 SAMPLE_108 SAMPLE_109 SAMPLE_110 SAMPLE_111 SAMPLE_112
#> "02171" "02321" "02171" "02171" "02171" "02171" "02137" "02161"
#> SAMPLE_113 SAMPLE_114 SAMPLE_115 SAMPLE_116 SAMPLE_117 SAMPLE_118 SAMPLE_119 SAMPLE_120
#> "02124" "0233" "0233" "0233" "0233" "02161" "0233" "02161"
#> SAMPLE_121 SAMPLE_122 SAMPLE_123 SAMPLE_124 SAMPLE_125 SAMPLE_126 SAMPLE_127 SAMPLE_128
#> "0244" "0244" "0245" "02171" "0142" "02142" "02371" "012"
#> SAMPLE_129 SAMPLE_130 SAMPLE_131 SAMPLE_132 SAMPLE_133 SAMPLE_134 SAMPLE_135 SAMPLE_136
#> "0134" "011" "0131" "0131" "0133" "0134" "012" "02113"
#> SAMPLE_137 SAMPLE_138 SAMPLE_139 SAMPLE_140 SAMPLE_141 SAMPLE_142 SAMPLE_143 SAMPLE_144
#> "02141" "02114" "02373" "0234" "012" "0234" "02111" "02123"
#> SAMPLE_145 SAMPLE_146 SAMPLE_147 SAMPLE_148 SAMPLE_149 SAMPLE_150 SAMPLE_151 SAMPLE_152
#> "02371" "0223" "0224" "0223" "0223" "015" "012" "012"
#> SAMPLE_153 SAMPLE_154 SAMPLE_155 SAMPLE_156 SAMPLE_157 SAMPLE_158 SAMPLE_159 SAMPLE_160
#> "0164" "011" "012" "015" "0248" "012" "0132" "011"
#> SAMPLE_161 SAMPLE_162 SAMPLE_163 SAMPLE_164 SAMPLE_165 SAMPLE_166 SAMPLE_167 SAMPLE_168
#> "012" "012" "012" "012" "011" "011" "012" "012"
#> SAMPLE_169 SAMPLE_170 SAMPLE_171 SAMPLE_172 SAMPLE_173 SAMPLE_174 SAMPLE_175 SAMPLE_176
#> "012" "011" "011" "011" "02171" "02321" "0223" "0233"
#> SAMPLE_177 SAMPLE_178 SAMPLE_179 SAMPLE_180 SAMPLE_181 SAMPLE_182 SAMPLE_183 SAMPLE_184
#> "0233" "0233" "011" "011" "0164" "012" "012" "0162"
#> SAMPLE_185 SAMPLE_186 SAMPLE_187 SAMPLE_188 SAMPLE_189 SAMPLE_190 SAMPLE_191 SAMPLE_192
#> "011" "0133" "0131" "011" "011" "0162" "011" "0132"
#> SAMPLE_193 SAMPLE_194 SAMPLE_195 SAMPLE_196 SAMPLE_197 SAMPLE_198 SAMPLE_199 SAMPLE_200
#> "011" "0224" "0223" "011" "011" "011" "011" "0162"
#> SAMPLE_201 SAMPLE_202 SAMPLE_203 SAMPLE_204 SAMPLE_205 SAMPLE_206 SAMPLE_207 SAMPLE_208
#> "011" "0134" "011" "011" "0131" "0132" "011" "0224"
#> SAMPLE_209 SAMPLE_210 SAMPLE_211 SAMPLE_212 SAMPLE_213 SAMPLE_214 SAMPLE_215 SAMPLE_216
#> "0223" "02321" "0245" "0223" "0223" "0243" "02171" "02143"
#> SAMPLE_217 SAMPLE_218 SAMPLE_219 SAMPLE_220 SAMPLE_221 SAMPLE_222 SAMPLE_223 SAMPLE_224
#> "02171" "0223" "0244" "02171" "0223" "0223" "02171" "012"
#> SAMPLE_225 SAMPLE_226 SAMPLE_227 SAMPLE_228 SAMPLE_229 SAMPLE_230 SAMPLE_231 SAMPLE_232
#> "012" "012" "012" "012" "011" "0134" "0233" "02161"
#> SAMPLE_233 SAMPLE_234 SAMPLE_235 SAMPLE_236 SAMPLE_237 SAMPLE_238 SAMPLE_239 SAMPLE_240
#> "0233" "0246" "0241" "0241" "0222" "0246" "0246" "0231"
#> SAMPLE_241 SAMPLE_242 SAMPLE_243 SAMPLE_244 SAMPLE_245 SAMPLE_246 SAMPLE_247 SAMPLE_248
#> "0246" "0241" "0231" "0231" "0246" "0246" "0241" "0241"
#> SAMPLE_249 SAMPLE_250 SAMPLE_251 SAMPLE_252 SAMPLE_253 SAMPLE_254 SAMPLE_255 SAMPLE_256
#> "0231" "0246" "0241" "0231" "0246" "0241" "0241" "0241"
#> SAMPLE_257 SAMPLE_258 SAMPLE_259 SAMPLE_260 SAMPLE_261 SAMPLE_262 SAMPLE_263 SAMPLE_264
#> "0246" "0246" "0225" "0226" "0226" "0243" "0226" "0243"
#> SAMPLE_265 SAMPLE_266 SAMPLE_267 SAMPLE_268 SAMPLE_269 SAMPLE_270 SAMPLE_271 SAMPLE_272
#> "0226" "0243" "0231" "0231" "0231" "0241" "0241" "0231"
#> SAMPLE_273 SAMPLE_274 SAMPLE_275 SAMPLE_276 SAMPLE_277 SAMPLE_278 SAMPLE_279 SAMPLE_280
#> "0245" "02111" "02111" "012" "012" "0133" "015" "011"
#> SAMPLE_281 SAMPLE_282 SAMPLE_283 SAMPLE_284 SAMPLE_285 SAMPLE_286 SAMPLE_287 SAMPLE_288
#> "011" "015" "015" "011" "011" "02137" "02161" "0233"
#> SAMPLE_289 SAMPLE_290 SAMPLE_291 SAMPLE_292 SAMPLE_293 SAMPLE_294 SAMPLE_295 SAMPLE_296
#> "0233" "015" "011" "011" "011" "015" "015" "0233"
#> SAMPLE_297 SAMPLE_298 SAMPLE_299 SAMPLE_300 SAMPLE_301 SAMPLE_302 SAMPLE_303 SAMPLE_304
#> "0233" "0233" "0233" "0233" "0233" "02137" "0233" "0233"
#> SAMPLE_305 SAMPLE_306 SAMPLE_307 SAMPLE_308 SAMPLE_309 SAMPLE_310 SAMPLE_311 SAMPLE_312
#> "0233" "0233" "0233" "0233" "0233" "02137" "0233" "02161"
#> SAMPLE_313 SAMPLE_314 SAMPLE_315 SAMPLE_316 SAMPLE_317 SAMPLE_318 SAMPLE_319 SAMPLE_320
#> "0233" "0233" "0233" "0233" "0233" "0233" "0233" "0233"
#> SAMPLE_321 SAMPLE_322 SAMPLE_323 SAMPLE_324 SAMPLE_325 SAMPLE_326 SAMPLE_327 SAMPLE_328
#> "0233" "02137" "0233" "0233" "0233" "0233" "0233" "0233"
#> SAMPLE_329 SAMPLE_330 SAMPLE_331 SAMPLE_332 SAMPLE_333 SAMPLE_334 SAMPLE_335 SAMPLE_336
#> "02142" "02371" "02142" "02142" "0234" "02114" "02117" "02143"
#> SAMPLE_337 SAMPLE_338 SAMPLE_339 SAMPLE_340 SAMPLE_341 SAMPLE_342 SAMPLE_343 SAMPLE_344
#> "0247" "02142" "02371" "02142" "02142" "02166" "02114" "0245"
#> SAMPLE_345 SAMPLE_346 SAMPLE_347 SAMPLE_348 SAMPLE_349 SAMPLE_350 SAMPLE_351 SAMPLE_352
#> "02114" "02363" "02371" "02371" "02142" "02114" "0245" "02114"
#> SAMPLE_353 SAMPLE_354 SAMPLE_355 SAMPLE_356 SAMPLE_357 SAMPLE_358 SAMPLE_359 SAMPLE_360
#> "02142" "02114" "02371" "02116" "0245" "02114" "02142" "0245"
#> SAMPLE_361 SAMPLE_362 SAMPLE_363 SAMPLE_364 SAMPLE_365 SAMPLE_366 SAMPLE_367 SAMPLE_368
#> "02371" "02142" "02371" "02137" "02137" "02161" "0233" "0233"
#> SAMPLE_369 SAMPLE_370 SAMPLE_371 SAMPLE_372 SAMPLE_373 SAMPLE_374 SAMPLE_375 SAMPLE_376
#> "0233" "02161" "0233" "0233" "02117" "02111" "02371" "02111"
#> SAMPLE_377 SAMPLE_378 SAMPLE_379 SAMPLE_380 SAMPLE_381 SAMPLE_382 SAMPLE_383 SAMPLE_384
#> "02117" "02371" "02111" "0165" "0165" "02131" "02131" "02131"
#> SAMPLE_385 SAMPLE_386 SAMPLE_387 SAMPLE_388 SAMPLE_389 SAMPLE_390 SAMPLE_391 SAMPLE_392
#> "02131" "02131" "02131" "0164" "011" "0131" "015" "011"
#> SAMPLE_393 SAMPLE_394 SAMPLE_395 SAMPLE_396 SAMPLE_397 SAMPLE_398 SAMPLE_399 SAMPLE_400
#> "011" "011" "012" "0133" "011" "0162" "011" "011"
#> SAMPLE_401 SAMPLE_402 SAMPLE_403 SAMPLE_404 SAMPLE_405 SAMPLE_406 SAMPLE_407 SAMPLE_408
#> "011" "0163" "015" "0162" "0163" "012" "011" "012"
#> SAMPLE_409 SAMPLE_410 SAMPLE_411 SAMPLE_412 SAMPLE_413 SAMPLE_414 SAMPLE_415 SAMPLE_416
#> "011" "0133" "0134" "011" "0131" "0133" "011" "011"
#> SAMPLE_417 SAMPLE_418 SAMPLE_419 SAMPLE_420 SAMPLE_421 SAMPLE_422 SAMPLE_423 SAMPLE_424
#> "0131" "0164" "011" "011" "011" "0133" "011" "011"
#> SAMPLE_425 SAMPLE_426 SAMPLE_427 SAMPLE_428 SAMPLE_429 SAMPLE_430 SAMPLE_431 SAMPLE_432
#> "0164" "011" "011" "011" "0131" "015" "011" "011"
#> SAMPLE_433 SAMPLE_434 SAMPLE_435 SAMPLE_436 SAMPLE_437 SAMPLE_438 SAMPLE_439 SAMPLE_440
#> "011" "0133" "0164" "011" "011" "011" "011" "0164"
#> SAMPLE_441 SAMPLE_442 SAMPLE_443 SAMPLE_444 SAMPLE_445 SAMPLE_446 SAMPLE_447 SAMPLE_448
#> "012" "0134" "012" "011" "0134" "0132" "015" "011"
#> SAMPLE_449 SAMPLE_450 SAMPLE_451 SAMPLE_452 SAMPLE_453 SAMPLE_454 SAMPLE_455 SAMPLE_456
#> "0133" "011" "0131" "011" "012" "012" "011" "011"
#> SAMPLE_457 SAMPLE_458 SAMPLE_459 SAMPLE_460 SAMPLE_461 SAMPLE_462 SAMPLE_463 SAMPLE_464
#> "011" "011" "015" "011" "0163" "0133" "0131" "0132"
#> SAMPLE_465 SAMPLE_466 SAMPLE_467 SAMPLE_468 SAMPLE_469 SAMPLE_470 SAMPLE_471 SAMPLE_472
#> "0164" "015" "011" "0162" "015" "02372" "0223" "011"
#> SAMPLE_473 SAMPLE_474 SAMPLE_475 SAMPLE_476 SAMPLE_477 SAMPLE_478 SAMPLE_479 SAMPLE_480
#> "0162" "011" "0162" "011" "0133" "012" "011" "0132"
#> SAMPLE_481 SAMPLE_482 SAMPLE_483 SAMPLE_484 SAMPLE_485 SAMPLE_486 SAMPLE_487 SAMPLE_488
#> "0131" "015" "015" "0164" "0133" "012" "011" "0164"
#> SAMPLE_489 SAMPLE_490 SAMPLE_491 SAMPLE_492 SAMPLE_493 SAMPLE_494 SAMPLE_495 SAMPLE_496
#> "0162" "011" "0131" "012" "011" "011" "011" "015"
#> SAMPLE_497 SAMPLE_498 SAMPLE_499 SAMPLE_500 SAMPLE_501 SAMPLE_502 SAMPLE_503 SAMPLE_504
#> "011" "015" "0131" "011" "0163" "011" "012" "015"
#> SAMPLE_505 SAMPLE_506 SAMPLE_507 SAMPLE_508 SAMPLE_509 SAMPLE_510 SAMPLE_511 SAMPLE_512
#> "012" "011" "011" "011" "012" "0133" "011" "015"
#> SAMPLE_513 SAMPLE_514 SAMPLE_515 SAMPLE_516 SAMPLE_517 SAMPLE_518 SAMPLE_519 SAMPLE_520
#> "011" "0133" "0133" "011" "0134" "011" "011" "0134"
#> SAMPLE_521 SAMPLE_522 SAMPLE_523 SAMPLE_524 SAMPLE_525 SAMPLE_526 SAMPLE_527 SAMPLE_528
#> "015" "012" "011" "011" "0131" "011" "011" "0162"
#> SAMPLE_529 SAMPLE_530 SAMPLE_531 SAMPLE_532 SAMPLE_533 SAMPLE_534 SAMPLE_535 SAMPLE_536
#> "0133" "0164" "011" "0134" "011" "011" "011" "0162"
#> SAMPLE_537 SAMPLE_538 SAMPLE_539 SAMPLE_540 SAMPLE_541 SAMPLE_542 SAMPLE_543 SAMPLE_544
#> "011" "0134" "012" "0133" "012" "0134" "011" "011"
#> SAMPLE_545 SAMPLE_546 SAMPLE_547 SAMPLE_548 SAMPLE_549 SAMPLE_550 SAMPLE_551 SAMPLE_552
#> "0131" "0133" "011" "0132" "011" "011" "011" "011"
#> SAMPLE_553 SAMPLE_554 SAMPLE_555 SAMPLE_556 SAMPLE_557 SAMPLE_558 SAMPLE_559 SAMPLE_560
#> "0244" "012" "0132" "012" "012" "0131" "011" "011"
#> SAMPLE_561 SAMPLE_562 SAMPLE_563 SAMPLE_564 SAMPLE_565 SAMPLE_566 SAMPLE_567 SAMPLE_568
#> "012" "012" "012" "011" "012" "012" "012" "0233"
#> SAMPLE_569 SAMPLE_570 SAMPLE_571 SAMPLE_572 SAMPLE_573 SAMPLE_574 SAMPLE_575 SAMPLE_576
#> "0233" "0233" "0223" "0226" "012" "012" "012" "012"
#> SAMPLE_577 SAMPLE_578 SAMPLE_579 SAMPLE_580 SAMPLE_581 SAMPLE_582 SAMPLE_583 SAMPLE_584
#> "0134" "011" "015" "0131" "0164" "011" "0132" "012"
#> SAMPLE_585 SAMPLE_586 SAMPLE_587 SAMPLE_588 SAMPLE_589 SAMPLE_590 SAMPLE_591 SAMPLE_592
#> "011" "0131" "0164" "011" "02137" "02161" "0233" "02161"
#> SAMPLE_593 SAMPLE_594 SAMPLE_595 SAMPLE_596 SAMPLE_597 SAMPLE_598 SAMPLE_599 SAMPLE_600
#> "0233" "02161" "02161" "02137" "02137" "0233" "0233" "0233"
#> SAMPLE_601 SAMPLE_602 SAMPLE_603 SAMPLE_604 SAMPLE_605 SAMPLE_606 SAMPLE_607 SAMPLE_608
#> "0233" "02161" "0233" "02137" "0233" "02137" "0233" "0233"
#> SAMPLE_609 SAMPLE_610 SAMPLE_611 SAMPLE_612 SAMPLE_613 SAMPLE_614 SAMPLE_615 SAMPLE_616
#> "0244" "0244" "012" "011" "012" "0223" "0133" "011"
#> SAMPLE_617 SAMPLE_618 SAMPLE_619 SAMPLE_620 SAMPLE_621 SAMPLE_622 SAMPLE_623 SAMPLE_624
#> "0131" "0241" "0246" "0222" "0231" "0241" "0241" "0241"
#> SAMPLE_625 SAMPLE_626 SAMPLE_627 SAMPLE_628 SAMPLE_629 SAMPLE_630 SAMPLE_631 SAMPLE_632
#> "0222" "0241" "0222" "0241" "0231" "0222" "0241" "0241"
#> SAMPLE_633 SAMPLE_634 SAMPLE_635 SAMPLE_636 SAMPLE_637 SAMPLE_638 SAMPLE_639 SAMPLE_640
#> "0241" "0222" "0241" "0225" "0243" "0233" "0233" "0233"
#> SAMPLE_641 SAMPLE_642 SAMPLE_643 SAMPLE_644 SAMPLE_645 SAMPLE_646 SAMPLE_647 SAMPLE_648
#> "02161" "012" "02321" "02371" "0223" "0224" "02143" "0224"
#> SAMPLE_649 SAMPLE_650 SAMPLE_651 SAMPLE_652 SAMPLE_653 SAMPLE_654 SAMPLE_655 SAMPLE_656
#> "02165" "02132" "02162" "02162" "02135" "031" "02162" "02133"
#> SAMPLE_657 SAMPLE_658 SAMPLE_659 SAMPLE_660 SAMPLE_661 SAMPLE_662 SAMPLE_663 SAMPLE_664
#> "0233" "02161" "02161" "02161" "02161" "0224" "032" "0223"
#> SAMPLE_665 SAMPLE_666 SAMPLE_667 SAMPLE_668 SAMPLE_669 SAMPLE_670 SAMPLE_671 SAMPLE_672
#> "0224" "02161" "0223" "0223" "0223" "0163" "011" "0224"
#> SAMPLE_673 SAMPLE_674 SAMPLE_675 SAMPLE_676 SAMPLE_677 SAMPLE_678 SAMPLE_679 SAMPLE_680
#> "0224" "0224" "0223" "0225" "02131" "02131" "02131" "02131"
#> SAMPLE_681 SAMPLE_682 SAMPLE_683 SAMPLE_684 SAMPLE_685 SAMPLE_686 SAMPLE_687 SAMPLE_688
#> "02131" "02131" "02122" "02122" "02123" "02123" "02122" "02122"
#> SAMPLE_689 SAMPLE_690 SAMPLE_691 SAMPLE_692 SAMPLE_693 SAMPLE_694 SAMPLE_695 SAMPLE_696
#> "02123" "02123" "02122" "02122" "02123" "02122" "02324" "02122"
#> SAMPLE_697 SAMPLE_698 SAMPLE_699 SAMPLE_700 SAMPLE_701 SAMPLE_702 SAMPLE_703 SAMPLE_704
#> "02122" "02122" "02122" "02122" "02122" "02122" "02122" "02122"
#> SAMPLE_705 SAMPLE_706 SAMPLE_707 SAMPLE_708 SAMPLE_709 SAMPLE_710 SAMPLE_711 SAMPLE_712
#> "02122" "02122" "02123" "02123" "02123" "02122" "02122" "02123"
#> SAMPLE_713 SAMPLE_714 SAMPLE_715 SAMPLE_716 SAMPLE_717 SAMPLE_718 SAMPLE_719 SAMPLE_720
#> "02122" "02324" "0233" "033" "031" "033" "031" "0231"
#> SAMPLE_721 SAMPLE_722 SAMPLE_723 SAMPLE_724 SAMPLE_725 SAMPLE_726 SAMPLE_727 SAMPLE_728
#> "031" "0231" "02116" "02133" "0231" "02116" "02116" "02116"
#> SAMPLE_729 SAMPLE_730 SAMPLE_731 SAMPLE_732 SAMPLE_733 SAMPLE_734 SAMPLE_735 SAMPLE_736
#> "02116" "0233" "012" "02112" "033" "031" "031" "031"
#> SAMPLE_737 SAMPLE_738 SAMPLE_739 SAMPLE_740 SAMPLE_741 SAMPLE_742 SAMPLE_743 SAMPLE_744
#> "033" "031" "02324" "02122" "02122" "02122" "02122" "0222"
#> SAMPLE_745 SAMPLE_746 SAMPLE_747 SAMPLE_748 SAMPLE_749 SAMPLE_750 SAMPLE_751 SAMPLE_752
#> "0241" "0234" "0234" "02371" "012" "011" "0231" "0245"
#> SAMPLE_753 SAMPLE_754 SAMPLE_755 SAMPLE_756 SAMPLE_757 SAMPLE_758 SAMPLE_759 SAMPLE_760
#> "0244" "033" "031" "031" "02161" "02137" "02161" "02124"
#> SAMPLE_761 SAMPLE_762 SAMPLE_763 SAMPLE_764 SAMPLE_765 SAMPLE_766 SAMPLE_767 SAMPLE_768
#> "02124" "02133" "031" "031" "012" "02171" "0244" "0224"
#> SAMPLE_769 SAMPLE_770 SAMPLE_771 SAMPLE_772 SAMPLE_773 SAMPLE_774 SAMPLE_775 SAMPLE_776
#> "012" "012" "02114" "02114" "02133" "0235" "02114" "0235"
#> SAMPLE_777 SAMPLE_778 SAMPLE_779 SAMPLE_780 SAMPLE_781 SAMPLE_782 SAMPLE_783 SAMPLE_784
#> "02163" "02135" "0235" "0235" "0235" "0235" "0235" "0235"
#> SAMPLE_785 SAMPLE_786 SAMPLE_787 SAMPLE_788 SAMPLE_789 SAMPLE_790 SAMPLE_791 SAMPLE_792
#> "02135" "02114" "02114" "02116" "02163" "02163" "0227" "032"
#> SAMPLE_793 SAMPLE_794 SAMPLE_795 SAMPLE_796 SAMPLE_797 SAMPLE_798 SAMPLE_799 SAMPLE_800
#> "0143" "0248" "0241" "0222" "0231" "023623" "02166" "02166"
#> SAMPLE_801 SAMPLE_802 SAMPLE_803 SAMPLE_804 SAMPLE_805 SAMPLE_806 SAMPLE_807 SAMPLE_808
#> "0231" "0231" "02166" "0233" "0233" "023622" "0227" "0223"
#> SAMPLE_809 SAMPLE_810 SAMPLE_811 SAMPLE_812 SAMPLE_813 SAMPLE_814 SAMPLE_815 SAMPLE_816
#> "0223" "0223" "0223" "0223" "0223" "0223" "0231" "0241"
#> SAMPLE_817 SAMPLE_818 SAMPLE_819 SAMPLE_820 SAMPLE_821 SAMPLE_822 SAMPLE_823 SAMPLE_824
#> "0241" "0231" "0241" "0241" "0241" "0231" "0241" "0241"
#> SAMPLE_825 SAMPLE_826 SAMPLE_827 SAMPLE_828 SAMPLE_829 SAMPLE_830 SAMPLE_831 SAMPLE_832
#> "0241" "0231" "0241" "02121" "0246" "0241" "0246" "0241"
#> SAMPLE_833 SAMPLE_834 SAMPLE_835 SAMPLE_836 SAMPLE_837 SAMPLE_838 SAMPLE_839 SAMPLE_840
#> "02124" "023625" "0241" "0241" "0246" "0222" "0162" "0222"
#> SAMPLE_841 SAMPLE_842 SAMPLE_843 SAMPLE_844 SAMPLE_845 SAMPLE_846 SAMPLE_847 SAMPLE_848
#> "0245" "0223" "0241" "0231" "0162" "0223" "0164" "023625"
#> SAMPLE_849 SAMPLE_850 SAMPLE_851 SAMPLE_852 SAMPLE_853 SAMPLE_854 SAMPLE_855 SAMPLE_856
#> "02374" "02161" "02141" "032" "0248" "032" "02161" "02137"
#> SAMPLE_857 SAMPLE_858 SAMPLE_859 SAMPLE_860 SAMPLE_861 SAMPLE_862 SAMPLE_863 SAMPLE_864
#> "0144" "0144" "0215" "0215" "023621" "023621" "0215" "02161"
#> SAMPLE_865 SAMPLE_866 SAMPLE_867 SAMPLE_868 SAMPLE_869 SAMPLE_870 SAMPLE_871 SAMPLE_872
#> "0223" "0244" "0224" "023625" "02135" "0141" "0241" "031"
#> SAMPLE_873 SAMPLE_874 SAMPLE_875 SAMPLE_876 SAMPLE_877 SAMPLE_878 SAMPLE_879 SAMPLE_880
#> "031" "02132" "033" "0246" "031" "0144" "02112" "02361"
#> SAMPLE_881 SAMPLE_882 SAMPLE_883 SAMPLE_884 SAMPLE_885 SAMPLE_886 SAMPLE_887 SAMPLE_888
#> "031" "032" "031" "02112" "0231" "02361" "0226" "031"
#> SAMPLE_889 SAMPLE_890 SAMPLE_891 SAMPLE_892 SAMPLE_893 SAMPLE_894 SAMPLE_895 SAMPLE_896
#> "02172" "02161" "0144" "02136" "0144" "02112" "0226" "0243"
#> SAMPLE_897 SAMPLE_898 SAMPLE_899 SAMPLE_900 SAMPLE_901 SAMPLE_902 SAMPLE_903 SAMPLE_904
#> "032" "023623" "02374" "02131" "02143" "02134" "02134" "0233"
#> SAMPLE_905 SAMPLE_906 SAMPLE_907 SAMPLE_908 SAMPLE_909 SAMPLE_910 SAMPLE_911 SAMPLE_912
#> "0233" "031" "02134" "0243" "0225" "0225" "0224" "0224"
#> SAMPLE_913 SAMPLE_914 SAMPLE_915 SAMPLE_916 SAMPLE_917 SAMPLE_918 SAMPLE_919 SAMPLE_920
#> "0215" "0215" "0235" "0235" "0235" "0235" "0235" "0235"
#> SAMPLE_921 SAMPLE_922 SAMPLE_923 SAMPLE_924 SAMPLE_925 SAMPLE_926 SAMPLE_927 SAMPLE_928
#> "0235" "0235" "02132" "02134" "023623" "02115" "0244" "0245"
#> SAMPLE_929 SAMPLE_930 SAMPLE_931 SAMPLE_932 SAMPLE_933 SAMPLE_934 SAMPLE_935 SAMPLE_936
#> "0234" "0234" "0215" "0215" "0215" "023621" "0215" "0215"
#> SAMPLE_937 SAMPLE_938 SAMPLE_939 SAMPLE_940 SAMPLE_941 SAMPLE_942 SAMPLE_943 SAMPLE_944
#> "0215" "0245" "02142" "02371" "02371" "0245" "02371" "0245"
#> SAMPLE_945 SAMPLE_946 SAMPLE_947 SAMPLE_948 SAMPLE_949 SAMPLE_950 SAMPLE_951 SAMPLE_952
#> "02372" "02371" "02142" "02371" "02371" "02371" "0245" "0245"
#> SAMPLE_953 SAMPLE_954 SAMPLE_955 SAMPLE_956 SAMPLE_957 SAMPLE_958 SAMPLE_959 SAMPLE_960
#> "0234" "02373" "02371" "02371" "02371" "02371" "02371" "02371"
#> SAMPLE_961 SAMPLE_962 SAMPLE_963 SAMPLE_964 SAMPLE_965 SAMPLE_966 SAMPLE_967 SAMPLE_968
#> "02137" "02133" "0234" "0234" "0245" "0234" "0234" "0245"
#> SAMPLE_969 SAMPLE_970 SAMPLE_971 SAMPLE_972 SAMPLE_973 SAMPLE_974 SAMPLE_975 SAMPLE_976
#> "0234" "0234" "02123" "0234" "0225" "033" "02112" "012"
#> SAMPLE_977 SAMPLE_978 SAMPLE_979 SAMPLE_980 SAMPLE_981 SAMPLE_982 SAMPLE_983 SAMPLE_984
#> "012" "012" "012" "02143" "02123" "02123" "012" "012"
#> SAMPLE_985 SAMPLE_986 SAMPLE_987 SAMPLE_988 SAMPLE_989 SAMPLE_990 SAMPLE_991 SAMPLE_992
#> "012" "0141" "0242" "033" "02137" "0245" "0161" "011"
#> SAMPLE_993 SAMPLE_994 SAMPLE_995 SAMPLE_996 SAMPLE_997 SAMPLE_998 SAMPLE_999 SAMPLE_1000
#> "02124" "02112" "023621" "023621" "02112" "02132" "02162" "02371"
#> SAMPLE_1001 SAMPLE_1002 SAMPLE_1003 SAMPLE_1004 SAMPLE_1005 SAMPLE_1006 SAMPLE_1007 SAMPLE_1008
#> "02117" "0234" "02371" "0234" "02373" "0234" "0234" "02117"
#> SAMPLE_1009 SAMPLE_1010 SAMPLE_1011 SAMPLE_1012 SAMPLE_1013 SAMPLE_1014 SAMPLE_1015 SAMPLE_1016
#> "0234" "02373" "0234" "0245" "0234" "02117" "02142" "02371"
#> SAMPLE_1017 SAMPLE_1018 SAMPLE_1019 SAMPLE_1020 SAMPLE_1021 SAMPLE_1022 SAMPLE_1023 SAMPLE_1024
#> "0245" "0234" "0234" "0234" "0234" "0234" "0234" "0245"
#> SAMPLE_1025 SAMPLE_1026 SAMPLE_1027 SAMPLE_1028 SAMPLE_1029 SAMPLE_1030 SAMPLE_1031 SAMPLE_1032
#> "0234" "0234" "0234" "0234" "0234" "0234" "0234" "0234"
#> SAMPLE_1033 SAMPLE_1034 SAMPLE_1035 SAMPLE_1036 SAMPLE_1037 SAMPLE_1038 SAMPLE_1039 SAMPLE_1040
#> "0234" "0234" "0234" "0234" "0234" "0163" "012" "02171"
#> SAMPLE_1041 SAMPLE_1042 SAMPLE_1043 SAMPLE_1044 SAMPLE_1045 SAMPLE_1046 SAMPLE_1047 SAMPLE_1048
#> "0224" "0224" "0231" "02132" "02112" "0215" "023621" "02162"
#> SAMPLE_1049 SAMPLE_1050 SAMPLE_1051 SAMPLE_1052 SAMPLE_1053 SAMPLE_1054 SAMPLE_1055 SAMPLE_1056
#> "02112" "023621" "02112" "023622" "023622" "02165" "023622" "02165"
#> SAMPLE_1057 SAMPLE_1058 SAMPLE_1059 SAMPLE_1060 SAMPLE_1061 SAMPLE_1062 SAMPLE_1063 SAMPLE_1064
#> "02165" "02165" "02165" "023622" "02165" "02165" "0215" "012"
#> SAMPLE_1065 SAMPLE_1066 SAMPLE_1067 SAMPLE_1068 SAMPLE_1069 SAMPLE_1070 SAMPLE_1071 SAMPLE_1072
#> "0163" "012" "02141" "02115" "02115" "02375" "02141" "02132"
#> SAMPLE_1073 SAMPLE_1074 SAMPLE_1075 SAMPLE_1076 SAMPLE_1077 SAMPLE_1078 SAMPLE_1079 SAMPLE_1080
#> "02115" "02141" "02141" "02141" "02141" "02363" "02141" "02141"
#> SAMPLE_1081 SAMPLE_1082 SAMPLE_1083 SAMPLE_1084 SAMPLE_1085 SAMPLE_1086 SAMPLE_1087 SAMPLE_1088
#> "02141" "023622" "0231" "02162" "023622" "02165" "02371" "0223"
#> SAMPLE_1089 SAMPLE_1090 SAMPLE_1091 SAMPLE_1092 SAMPLE_1093 SAMPLE_1094 SAMPLE_1095 SAMPLE_1096
#> "0223" "02123" "02122" "02165" "023622" "0231" "02165" "02165"
#> SAMPLE_1097 SAMPLE_1098 SAMPLE_1099 SAMPLE_1100 SAMPLE_1101 SAMPLE_1102 SAMPLE_1103 SAMPLE_1104
#> "02364" "02123" "031" "02135" "02162" "02162" "02162" "02162"
#> SAMPLE_1105 SAMPLE_1106 SAMPLE_1107 SAMPLE_1108 SAMPLE_1109 SAMPLE_1110 SAMPLE_1111 SAMPLE_1112
#> "02162" "02162" "02162" "02162" "02162" "02113" "0131" "02364"
#> SAMPLE_1113 SAMPLE_1114 SAMPLE_1115 SAMPLE_1116 SAMPLE_1117 SAMPLE_1118 SAMPLE_1119 SAMPLE_1120
#> "02133" "02161" "0233" "011" "02373" "02117" "0234" "02111"
#> SAMPLE_1121 SAMPLE_1122 SAMPLE_1123 SAMPLE_1124 SAMPLE_1125 SAMPLE_1126 SAMPLE_1127 SAMPLE_1128
#> "0234" "0234" "02113" "02111" "0234" "02117" "02115" "02142"
#> SAMPLE_1129 SAMPLE_1130 SAMPLE_1131 SAMPLE_1132 SAMPLE_1133 SAMPLE_1134 SAMPLE_1135 SAMPLE_1136
#> "02111" "02117" "0234" "0234" "0234" "0234" "0234" "02361"
#> SAMPLE_1137 SAMPLE_1138 SAMPLE_1139 SAMPLE_1140 SAMPLE_1141 SAMPLE_1142 SAMPLE_1143 SAMPLE_1144
#> "02361" "02361" "02361" "02361" "02361" "02361" "02112" "02132"
#> SAMPLE_1145 SAMPLE_1146 SAMPLE_1147 SAMPLE_1148 SAMPLE_1149 SAMPLE_1150 SAMPLE_1151 SAMPLE_1152
#> "02133" "02131" "0233" "0215" "012" "02361" "02112" "02361"
#> SAMPLE_1153 SAMPLE_1154 SAMPLE_1155 SAMPLE_1156 SAMPLE_1157 SAMPLE_1158 SAMPLE_1159 SAMPLE_1160
#> "02361" "02361" "02361" "02364" "023622" "02141" "0144" "0144"
#> SAMPLE_1161 SAMPLE_1162 SAMPLE_1163 SAMPLE_1164 SAMPLE_1165 SAMPLE_1166 SAMPLE_1167 SAMPLE_1168
#> "0143" "02132" "02364" "0243" "02364" "02363" "02372" "0131"
#> SAMPLE_1169 SAMPLE_1170 SAMPLE_1171 SAMPLE_1172 SAMPLE_1173 SAMPLE_1174 SAMPLE_1175 SAMPLE_1176
#> "011" "0247" "02135" "0222" "0231" "0231" "023622" "0231"
#> SAMPLE_1177 SAMPLE_1178 SAMPLE_1179 SAMPLE_1180 SAMPLE_1181 SAMPLE_1182 SAMPLE_1183 SAMPLE_1184
#> "02364" "02115" "02115" "02134" "02164" "02371" "0233" "0233"
#> SAMPLE_1185 SAMPLE_1186 SAMPLE_1187 SAMPLE_1188 SAMPLE_1189 SAMPLE_1190 SAMPLE_1191 SAMPLE_1192
#> "02163" "02163" "02137" "0247" "0241" "02116" "02116" "011"
#> SAMPLE_1193 SAMPLE_1194 SAMPLE_1195 SAMPLE_1196 SAMPLE_1197 SAMPLE_1198 SAMPLE_1199 SAMPLE_1200
#> "02171" "02137" "02373" "02142" "02373" "02371" "02142" "02142"
#> SAMPLE_1201 SAMPLE_1202 SAMPLE_1203 SAMPLE_1204 SAMPLE_1205 SAMPLE_1206 SAMPLE_1207 SAMPLE_1208
#> "02111" "02142" "0222" "02113" "02136" "031" "0243" "02162"
#> SAMPLE_1209 SAMPLE_1210 SAMPLE_1211 SAMPLE_1212 SAMPLE_1213 SAMPLE_1214 SAMPLE_1215 SAMPLE_1216
#> "031" "0234" "0162" "0163" "0164" "0243" "02143" "0223"
#> SAMPLE_1217 SAMPLE_1218 SAMPLE_1219 SAMPLE_1220 SAMPLE_1221 SAMPLE_1222 SAMPLE_1223 SAMPLE_1224
#> "0223" "0223" "0234" "02116" "02123" "02324" "0244" "02123"
#> SAMPLE_1225 SAMPLE_1226 SAMPLE_1227 SAMPLE_1228 SAMPLE_1229 SAMPLE_1230 SAMPLE_1231 SAMPLE_1232
#> "0244" "0227" "023622" "02123" "02324" "02123" "02123" "02123"
#> SAMPLE_1233 SAMPLE_1234 SAMPLE_1235 SAMPLE_1236 SAMPLE_1237 SAMPLE_1238 SAMPLE_1239 SAMPLE_1240
#> "02324" "02123" "02123" "02123" "02123" "02123" "023622" "02142"
#> SAMPLE_1241 SAMPLE_1242 SAMPLE_1243 SAMPLE_1244 SAMPLE_1245 SAMPLE_1246 SAMPLE_1247 SAMPLE_1248
#> "012" "015" "0162" "02171" "02171" "02171" "02171" "02375"
#> SAMPLE_1249 SAMPLE_1250 SAMPLE_1251 SAMPLE_1252 SAMPLE_1253 SAMPLE_1254 SAMPLE_1255 SAMPLE_1256
#> "02114" "02114" "0247" "031" "031" "031" "031" "02114"
#> SAMPLE_1257 SAMPLE_1258 SAMPLE_1259 SAMPLE_1260 SAMPLE_1261 SAMPLE_1262 SAMPLE_1263 SAMPLE_1264
#> "02361" "02137" "0223" "0221" "0221" "0223" "0245" "031"
#> SAMPLE_1265 SAMPLE_1266 SAMPLE_1267 SAMPLE_1268 SAMPLE_1269 SAMPLE_1270 SAMPLE_1271 SAMPLE_1272
#> "02364" "02321" "02322" "0161" "02112" "02321" "02321" "02321"
#> SAMPLE_1273 SAMPLE_1274 SAMPLE_1275 SAMPLE_1276 SAMPLE_1277 SAMPLE_1278 SAMPLE_1279 SAMPLE_1280
#> "02321" "02171" "02171" "0224" "0224" "0222" "0247" "02363"
#> SAMPLE_1281 SAMPLE_1282 SAMPLE_1283 SAMPLE_1284 SAMPLE_1285 SAMPLE_1286 SAMPLE_1287 SAMPLE_1288
#> "031" "02135" "02113" "0226" "0242" "0221" "031" "02361"
#> SAMPLE_1289 SAMPLE_1290 SAMPLE_1291 SAMPLE_1292 SAMPLE_1293 SAMPLE_1294 SAMPLE_1295 SAMPLE_1296
#> "0242" "02322" "02112" "02163" "02133" "02113" "02321" "0244"
#> SAMPLE_1297 SAMPLE_1298 SAMPLE_1299 SAMPLE_1300 SAMPLE_1301 SAMPLE_1302 SAMPLE_1303 SAMPLE_1304
#> "02171" "02321" "0244" "0244" "02171" "02321" "02321" "02321"
#> SAMPLE_1305 SAMPLE_1306 SAMPLE_1307 SAMPLE_1308 SAMPLE_1309 SAMPLE_1310 SAMPLE_1311 SAMPLE_1312
#> "0244" "02321" "02171" "02321" "02321" "02171" "0244" "02171"
#> SAMPLE_1313 SAMPLE_1314 SAMPLE_1315 SAMPLE_1316 SAMPLE_1317 SAMPLE_1318 SAMPLE_1319 SAMPLE_1320
#> "02321" "02321" "02321" "0215" "0215" "0215" "023621" "023621"
#> SAMPLE_1321 SAMPLE_1322 SAMPLE_1323 SAMPLE_1324 SAMPLE_1325 SAMPLE_1326 SAMPLE_1327 SAMPLE_1328
#> "0215" "023621" "0215" "0215" "0234" "02117" "02113" "0234"
#> SAMPLE_1329 SAMPLE_1330 SAMPLE_1331 SAMPLE_1332 SAMPLE_1333 SAMPLE_1334 SAMPLE_1335 SAMPLE_1336
#> "02113" "02113" "02135" "02135" "02113" "02113" "02113" "0161"
#> SAMPLE_1337 SAMPLE_1338 SAMPLE_1339 SAMPLE_1340 SAMPLE_1341 SAMPLE_1342 SAMPLE_1343 SAMPLE_1344
#> "0233" "0227" "02323" "02144" "02132" "023623" "02116" "02114"
#> SAMPLE_1345 SAMPLE_1346 SAMPLE_1347 SAMPLE_1348 SAMPLE_1349 SAMPLE_1350 SAMPLE_1351 SAMPLE_1352
#> "0244" "02123" "0231" "0221" "02134" "02323" "0248" "0225"
#> SAMPLE_1353 SAMPLE_1354 SAMPLE_1355 SAMPLE_1356 SAMPLE_1357 SAMPLE_1358 SAMPLE_1359 SAMPLE_1360
#> "031" "0234" "0222" "031" "031" "031" "033" "031"
#> SAMPLE_1361 SAMPLE_1362 SAMPLE_1363 SAMPLE_1364 SAMPLE_1365 SAMPLE_1366 SAMPLE_1367 SAMPLE_1368
#> "031" "031" "031" "031" "033" "031" "031" "033"
#> SAMPLE_1369 SAMPLE_1370 SAMPLE_1371 SAMPLE_1372 SAMPLE_1373 SAMPLE_1374 SAMPLE_1375 SAMPLE_1376
#> "033" "031" "031" "033" "031" "032" "032" "031"
#> SAMPLE_1377 SAMPLE_1378 SAMPLE_1379 SAMPLE_1380 SAMPLE_1381 SAMPLE_1382 SAMPLE_1383 SAMPLE_1384
#> "031" "031" "031" "033" "033" "031" "033" "031"
#> SAMPLE_1385 SAMPLE_1386 SAMPLE_1387 SAMPLE_1388 SAMPLE_1389 SAMPLE_1390 SAMPLE_1391 SAMPLE_1392
#> "031" "02164" "023623" "0227" "0227" "02162" "02164" "02164"
#> SAMPLE_1393 SAMPLE_1394 SAMPLE_1395 SAMPLE_1396 SAMPLE_1397 SAMPLE_1398 SAMPLE_1399 SAMPLE_1400
#> "02164" "02164" "02164" "02162" "023623" "0244" "023622" "02162"
#> SAMPLE_1401 SAMPLE_1402 SAMPLE_1403 SAMPLE_1404 SAMPLE_1405 SAMPLE_1406 SAMPLE_1407 SAMPLE_1408
#> "023623" "0234" "0221" "0248" "02135" "02113" "02113" "02135"
#> SAMPLE_1409 SAMPLE_1410 SAMPLE_1411 SAMPLE_1412 SAMPLE_1413 SAMPLE_1414 SAMPLE_1415 SAMPLE_1416
#> "02363" "02162" "02161" "0224" "012" "012" "012" "0164"
#> SAMPLE_1417 SAMPLE_1418 SAMPLE_1419 SAMPLE_1420 SAMPLE_1421 SAMPLE_1422 SAMPLE_1423 SAMPLE_1424
#> "012" "012" "02361" "02361" "02112" "02112" "02116" "02112"
#> SAMPLE_1425 SAMPLE_1426 SAMPLE_1427 SAMPLE_1428 SAMPLE_1429 SAMPLE_1430 SAMPLE_1431 SAMPLE_1432
#> "0242" "0242" "0141" "02363" "02325" "02142" "02361" "02124"
#> SAMPLE_1433 SAMPLE_1434 SAMPLE_1435 SAMPLE_1436 SAMPLE_1437 SAMPLE_1438 SAMPLE_1439 SAMPLE_1440
#> "031" "0231" "02112" "02112" "02112" "02112" "02112" "0161"
#> SAMPLE_1441 SAMPLE_1442 SAMPLE_1443 SAMPLE_1444 SAMPLE_1445 SAMPLE_1446 SAMPLE_1447 SAMPLE_1448
#> "02112" "02363" "02363" "02163" "02112" "0233" "0133" "0133"
#> SAMPLE_1449 SAMPLE_1450 SAMPLE_1451 SAMPLE_1452 SAMPLE_1453 SAMPLE_1454 SAMPLE_1455 SAMPLE_1456
#> "02163" "02163" "02163" "02135" "023622" "02134" "0234" "0234"
#> SAMPLE_1457 SAMPLE_1458 SAMPLE_1459 SAMPLE_1460 SAMPLE_1461 SAMPLE_1462 SAMPLE_1463 SAMPLE_1464
#> "0234" "0234" "0234" "0234" "0245" "02113" "02113" "02116"
#> SAMPLE_1465 SAMPLE_1466 SAMPLE_1467 SAMPLE_1468 SAMPLE_1469 SAMPLE_1470 SAMPLE_1471 SAMPLE_1472
#> "02134" "02137" "02133" "02134" "02131" "02133" "02133" "02133"
#> SAMPLE_1473 SAMPLE_1474 SAMPLE_1475 SAMPLE_1476 SAMPLE_1477 SAMPLE_1478 SAMPLE_1479 SAMPLE_1480
#> "02134" "02133" "02134" "0231" "02134" "02133" "02133" "0233"
#> SAMPLE_1481 SAMPLE_1482 SAMPLE_1483 SAMPLE_1484 SAMPLE_1485 SAMPLE_1486 SAMPLE_1487 SAMPLE_1488
#> "02133" "02137" "02133" "02133" "02133" "02133" "02133" "02133"
#> SAMPLE_1489 SAMPLE_1490 SAMPLE_1491 SAMPLE_1492 SAMPLE_1493 SAMPLE_1494 SAMPLE_1495 SAMPLE_1496
#> "031" "033" "023623" "0242" "0242" "0242" "0221" "0242"
#> SAMPLE_1497 SAMPLE_1498 SAMPLE_1499 SAMPLE_1500 SAMPLE_1501 SAMPLE_1502 SAMPLE_1503 SAMPLE_1504
#> "0242" "0242" "0221" "0242" "0221" "0221" "0221" "0242"
#> SAMPLE_1505 SAMPLE_1506 SAMPLE_1507 SAMPLE_1508 SAMPLE_1509 SAMPLE_1510 SAMPLE_1511 SAMPLE_1512
#> "0221" "0221" "0242" "0242" "0242" "0242" "0242" "02136"
#> SAMPLE_1513 SAMPLE_1514 SAMPLE_1515 SAMPLE_1516 SAMPLE_1517 SAMPLE_1518 SAMPLE_1519 SAMPLE_1520
#> "0226" "02165" "0222" "0221" "0242" "0221" "0221" "0221"
#> SAMPLE_1521 SAMPLE_1522 SAMPLE_1523 SAMPLE_1524 SAMPLE_1525 SAMPLE_1526 SAMPLE_1527 SAMPLE_1528
#> "0242" "0242" "015" "0233" "012" "02321" "02112" "02112"
#> SAMPLE_1529 SAMPLE_1530 SAMPLE_1531 SAMPLE_1532 SAMPLE_1533 SAMPLE_1534 SAMPLE_1535 SAMPLE_1536
#> "02112" "02112" "02112" "02112" "02112" "023623" "02111" "0234"
#> SAMPLE_1537 SAMPLE_1538 SAMPLE_1539 SAMPLE_1540 SAMPLE_1541 SAMPLE_1542 SAMPLE_1543 SAMPLE_1544
#> "0245" "02113" "02113" "02111" "0234" "02113" "02117" "0234"
#> SAMPLE_1545 SAMPLE_1546 SAMPLE_1547 SAMPLE_1548 SAMPLE_1549 SAMPLE_1550 SAMPLE_1551 SAMPLE_1552
#> "02113" "0234" "0245" "0234" "02111" "0234" "02142" "02133"
#> SAMPLE_1553 SAMPLE_1554 SAMPLE_1555 SAMPLE_1556 SAMPLE_1557 SAMPLE_1558 SAMPLE_1559 SAMPLE_1560
#> "0221" "02322" "0242" "02322" "02322" "02322" "0242" "02322"
#> SAMPLE_1561 SAMPLE_1562 SAMPLE_1563 SAMPLE_1564 SAMPLE_1565 SAMPLE_1566 SAMPLE_1567 SAMPLE_1568
#> "0242" "0242" "02322" "0242" "02322" "02322" "0242" "0221"
#> SAMPLE_1569 SAMPLE_1570 SAMPLE_1571 SAMPLE_1572 SAMPLE_1573 SAMPLE_1574 SAMPLE_1575 SAMPLE_1576
#> "0221" "0221" "0242" "0221" "0221" "0242" "02322" "0242"
#> SAMPLE_1577 SAMPLE_1578 SAMPLE_1579 SAMPLE_1580 SAMPLE_1581 SAMPLE_1582 SAMPLE_1583 SAMPLE_1584
#> "023623" "02371" "031" "0244" "0227" "031" "02164" "02132"
#> SAMPLE_1585 SAMPLE_1586 SAMPLE_1587 SAMPLE_1588 SAMPLE_1589 SAMPLE_1590 SAMPLE_1591 SAMPLE_1592
#> "02134" "0233" "02132" "02132" "02163" "02132" "02163" "02134"
#> SAMPLE_1593 SAMPLE_1594 SAMPLE_1595 SAMPLE_1596 SAMPLE_1597 SAMPLE_1598 SAMPLE_1599 SAMPLE_1600
#> "02134" "02134" "0231" "02162" "02112" "02136" "02363" "02363"
#> SAMPLE_1601 SAMPLE_1602 SAMPLE_1603 SAMPLE_1604 SAMPLE_1605 SAMPLE_1606 SAMPLE_1607 SAMPLE_1608
#> "02363" "0227" "0144" "0243" "0144" "0143" "0143" "0234"
#> SAMPLE_1609 SAMPLE_1610 SAMPLE_1611 SAMPLE_1612 SAMPLE_1613 SAMPLE_1614 SAMPLE_1615 SAMPLE_1616
#> "02117" "02112" "0234" "02122" "02122" "02122" "02122" "02122"
#> SAMPLE_1617 SAMPLE_1618 SAMPLE_1619 SAMPLE_1620 SAMPLE_1621 SAMPLE_1622 SAMPLE_1623 SAMPLE_1624
#> "02122" "02122" "02162" "02162" "02135" "02162" "02133" "02133"
#> SAMPLE_1625 SAMPLE_1626 SAMPLE_1627 SAMPLE_1628 SAMPLE_1629 SAMPLE_1630 SAMPLE_1631 SAMPLE_1632
#> "0221" "031" "0226" "0225" "0233" "02171" "02144" "02121"
#> SAMPLE_1633 SAMPLE_1634 SAMPLE_1635 SAMPLE_1636 SAMPLE_1637 SAMPLE_1638 SAMPLE_1639 SAMPLE_1640
#> "0231" "0245" "0226" "0247" "02374" "0226" "023623" "0247"
#> SAMPLE_1641 SAMPLE_1642 SAMPLE_1643 SAMPLE_1644 SAMPLE_1645 SAMPLE_1646 SAMPLE_1647 SAMPLE_1648
#> "0243" "0247" "0225" "0243" "02166" "0222" "0247" "0243"
#> SAMPLE_1649 SAMPLE_1650 SAMPLE_1651 SAMPLE_1652 SAMPLE_1653 SAMPLE_1654 SAMPLE_1655 SAMPLE_1656
#> "0243" "023622" "02133" "0243" "0233" "0225" "0243" "0243"
#> SAMPLE_1657 SAMPLE_1658 SAMPLE_1659 SAMPLE_1660 SAMPLE_1661 SAMPLE_1662 SAMPLE_1663 SAMPLE_1664
#> "02325" "0242" "02116" "02363" "02134" "02134" "0233" "031"
#> SAMPLE_1665 SAMPLE_1666 SAMPLE_1667 SAMPLE_1668 SAMPLE_1669 SAMPLE_1670 SAMPLE_1671 SAMPLE_1672
#> "0226" "02321" "0164" "0231" "02141" "02134" "0245" "02134"
#> SAMPLE_1673 SAMPLE_1674 SAMPLE_1675 SAMPLE_1676 SAMPLE_1677 SAMPLE_1678 SAMPLE_1679 SAMPLE_1680
#> "011" "0246" "0241" "0243" "0143" "02134" "02165" "02112"
#> SAMPLE_1681 SAMPLE_1682 SAMPLE_1683 SAMPLE_1684 SAMPLE_1685 SAMPLE_1686 SAMPLE_1687 SAMPLE_1688
#> "0243" "031" "02166" "023624" "0244" "0241" "02111" "02174"
#> SAMPLE_1689 SAMPLE_1690 SAMPLE_1691 SAMPLE_1692 SAMPLE_1693 SAMPLE_1694 SAMPLE_1695 SAMPLE_1696
#> "02164" "02124" "02174" "02162" "02133" "0144" "02363" "0233"
#> SAMPLE_1697 SAMPLE_1698 SAMPLE_1699 SAMPLE_1700 SAMPLE_1701 SAMPLE_1702 SAMPLE_1703 SAMPLE_1704
#> "0233" "0142" "02134" "02172" "0234" "02363" "02135" "02163"
#> SAMPLE_1705 SAMPLE_1706 SAMPLE_1707 SAMPLE_1708 SAMPLE_1709 SAMPLE_1710 SAMPLE_1711 SAMPLE_1712
#> "02163" "02135" "02163" "02136" "031" "02166" "02163" "0161"
#> SAMPLE_1713 SAMPLE_1714 SAMPLE_1715 SAMPLE_1716 SAMPLE_1717 SAMPLE_1718 SAMPLE_1719 SAMPLE_1720
#> "02364" "0233" "02121" "0241" "0231" "0222" "02121" "0241"
#> SAMPLE_1721 SAMPLE_1722 SAMPLE_1723 SAMPLE_1724 SAMPLE_1725 SAMPLE_1726 SAMPLE_1727 SAMPLE_1728
#> "0246" "02121" "02121" "0241" "02121" "0241" "0222" "02121"
#> SAMPLE_1729 SAMPLE_1730 SAMPLE_1731 SAMPLE_1732 SAMPLE_1733 SAMPLE_1734 SAMPLE_1735 SAMPLE_1736
#> "0246" "02137" "02117" "0224" "031" "02163" "011" "0142"
#> SAMPLE_1737 SAMPLE_1738 SAMPLE_1739 SAMPLE_1740 SAMPLE_1741 SAMPLE_1742 SAMPLE_1743 SAMPLE_1744
#> "0246" "02113" "0231" "0241" "02121" "02121" "02121" "0231"
#> SAMPLE_1745 SAMPLE_1746 SAMPLE_1747 SAMPLE_1748 SAMPLE_1749 SAMPLE_1750 SAMPLE_1751 SAMPLE_1752
#> "0246" "02121" "0241" "02121" "0246" "0241" "0246" "0215"
#> SAMPLE_1753 SAMPLE_1754 SAMPLE_1755 SAMPLE_1756 SAMPLE_1757 SAMPLE_1758 SAMPLE_1759 SAMPLE_1760
#> "0215" "0243" "02134" "02134" "023624" "02136" "02164" "0247"
#> SAMPLE_1761 SAMPLE_1762 SAMPLE_1763 SAMPLE_1764 SAMPLE_1765 SAMPLE_1766 SAMPLE_1767 SAMPLE_1768
#> "0247" "0225" "02135" "0222" "0225" "02163" "02115" "02363"
#> SAMPLE_1769 SAMPLE_1770 SAMPLE_1771 SAMPLE_1772 SAMPLE_1773 SAMPLE_1774 SAMPLE_1775 SAMPLE_1776
#> "02363" "02363" "02323" "02115" "02363" "02372" "0246" "02141"
#> SAMPLE_1777 SAMPLE_1778 SAMPLE_1779 SAMPLE_1780 SAMPLE_1781 SAMPLE_1782 SAMPLE_1783 SAMPLE_1784
#> "02121" "0222" "0222" "0241" "0231" "0241" "0231" "0241"
#> SAMPLE_1785 SAMPLE_1786 SAMPLE_1787 SAMPLE_1788 SAMPLE_1789 SAMPLE_1790 SAMPLE_1791 SAMPLE_1792
#> "02121" "02121" "0241" "0241" "0241" "02121" "023622" "0231"
#> SAMPLE_1793 SAMPLE_1794 SAMPLE_1795 SAMPLE_1796 SAMPLE_1797 SAMPLE_1798 SAMPLE_1799 SAMPLE_1800
#> "02161" "0241" "0247" "0227" "033" "02364" "0226" "0225"
#> SAMPLE_1801 SAMPLE_1802 SAMPLE_1803 SAMPLE_1804 SAMPLE_1805 SAMPLE_1806 SAMPLE_1807 SAMPLE_1808
#> "0222" "0243" "0225" "0243" "0243" "0247" "0243" "0222"
#> SAMPLE_1809 SAMPLE_1810 SAMPLE_1811 SAMPLE_1812 SAMPLE_1813 SAMPLE_1814 SAMPLE_1815 SAMPLE_1816
#> "0226" "0243" "0243" "0243" "02375" "0222" "0225" "02174"
#> SAMPLE_1817 SAMPLE_1818 SAMPLE_1819 SAMPLE_1820 SAMPLE_1821 SAMPLE_1822 SAMPLE_1823 SAMPLE_1824
#> "02145" "0247" "0247" "0243" "0222" "0243" "0243" "0225"
#> SAMPLE_1825 SAMPLE_1826 SAMPLE_1827 SAMPLE_1828 SAMPLE_1829 SAMPLE_1830 SAMPLE_1831 SAMPLE_1832
#> "0243" "0243" "031" "031" "0144" "031" "031" "0246"
#> SAMPLE_1833 SAMPLE_1834 SAMPLE_1835 SAMPLE_1836 SAMPLE_1837 SAMPLE_1838 SAMPLE_1839 SAMPLE_1840
#> "0231" "0241" "031" "02164" "02112" "0144" "02134" "023623"
#> SAMPLE_1841 SAMPLE_1842 SAMPLE_1843 SAMPLE_1844 SAMPLE_1845 SAMPLE_1846 SAMPLE_1847 SAMPLE_1848
#> "023625" "0224" "0224" "0243" "033" "015" "033" "0246"
#> SAMPLE_1849 SAMPLE_1850 SAMPLE_1851 SAMPLE_1852 SAMPLE_1853 SAMPLE_1854 SAMPLE_1855 SAMPLE_1856
#> "0241" "0243" "02166" "02166" "02166" "02163" "0225" "02166"
#> SAMPLE_1857 SAMPLE_1858 SAMPLE_1859 SAMPLE_1860 SAMPLE_1861 SAMPLE_1862 SAMPLE_1863 SAMPLE_1864
#> "02133" "0231" "0141" "02112" "0241" "0222" "0246" "0224"
#> SAMPLE_1865 SAMPLE_1866 SAMPLE_1867 SAMPLE_1868 SAMPLE_1869 SAMPLE_1870 SAMPLE_1871 SAMPLE_1872
#> "0134" "02363" "02324" "0233" "02325" "0141" "0161" "0242"
#> SAMPLE_1873 SAMPLE_1874 SAMPLE_1875 SAMPLE_1876 SAMPLE_1877 SAMPLE_1878 SAMPLE_1879 SAMPLE_1880
#> "0242" "02363" "0141" "0141" "0141" "02325" "023624" "02165"
#> SAMPLE_1881 SAMPLE_1882 SAMPLE_1883 SAMPLE_1884 SAMPLE_1885 SAMPLE_1886 SAMPLE_1887 SAMPLE_1888
#> "02135" "02112" "0231" "033" "0241" "0223" "0223" "02143"
#> SAMPLE_1889 SAMPLE_1890 SAMPLE_1891 SAMPLE_1892 SAMPLE_1893 SAMPLE_1894 SAMPLE_1895 SAMPLE_1896
#> "0163" "0164" "0162" "0162" "012" "0162" "031" "031"
#> SAMPLE_1897 SAMPLE_1898 SAMPLE_1899 SAMPLE_1900 SAMPLE_1901 SAMPLE_1902 SAMPLE_1903 SAMPLE_1904
#> "031" "031" "033" "031" "031" "031" "031" "031"
#> SAMPLE_1905 SAMPLE_1906 SAMPLE_1907 SAMPLE_1908 SAMPLE_1909 SAMPLE_1910 SAMPLE_1911 SAMPLE_1912
#> "02324" "02117" "02111" "0133" "02115" "033" "031" "0244"
#> SAMPLE_1913 SAMPLE_1914 SAMPLE_1915 SAMPLE_1916 SAMPLE_1917 SAMPLE_1918 SAMPLE_1919 SAMPLE_1920
#> "0243" "0243" "0233" "02161" "02161" "02161" "02163" "0235"
#> SAMPLE_1921 SAMPLE_1922 SAMPLE_1923 SAMPLE_1924 SAMPLE_1925 SAMPLE_1926 SAMPLE_1927 SAMPLE_1928
#> "0131" "02171" "02321" "023625" "02166" "031" "02164" "031"
#> SAMPLE_1929 SAMPLE_1930 SAMPLE_1931 SAMPLE_1932 SAMPLE_1933 SAMPLE_1934 SAMPLE_1935 SAMPLE_1936
#> "0235" "0144" "0235" "011" "0233" "0231" "0225" "02113"
#> SAMPLE_1937 SAMPLE_1938 SAMPLE_1939 SAMPLE_1940 SAMPLE_1941 SAMPLE_1942 SAMPLE_1943 SAMPLE_1944
#> "031" "0233" "02112" "02114" "02114" "02113" "02116" "02135"
#> SAMPLE_1945 SAMPLE_1946 SAMPLE_1947 SAMPLE_1948 SAMPLE_1949 SAMPLE_1950 SAMPLE_1951 SAMPLE_1952
#> "02113" "02114" "02113" "02113" "02163" "02132" "02112" "02112"
#> SAMPLE_1953 SAMPLE_1954 SAMPLE_1955 SAMPLE_1956 SAMPLE_1957 SAMPLE_1958 SAMPLE_1959 SAMPLE_1960
#> "02132" "02113" "02113" "02161" "0224" "0244" "0225" "0243"
#> SAMPLE_1961 SAMPLE_1962 SAMPLE_1963 SAMPLE_1964 SAMPLE_1965 SAMPLE_1966 SAMPLE_1967 SAMPLE_1968
#> "0225" "0231" "0243" "02111" "02117" "0242" "02164" "023623"
#> SAMPLE_1969 SAMPLE_1970 SAMPLE_1971 SAMPLE_1972 SAMPLE_1973 SAMPLE_1974 SAMPLE_1975 SAMPLE_1976
#> "0133" "0245" "0243" "0247" "0132" "0241" "02113" "0231"
#> SAMPLE_1977 SAMPLE_1978 SAMPLE_1979 SAMPLE_1980 SAMPLE_1981 SAMPLE_1982 SAMPLE_1983 SAMPLE_1984
#> "0246" "0233" "02112" "0244" "02321" "02321" "02321" "02321"
#> SAMPLE_1985 SAMPLE_1986 SAMPLE_1987 SAMPLE_1988 SAMPLE_1989 SAMPLE_1990 SAMPLE_1991 SAMPLE_1992
#> "02321" "02321" "0244" "02171" "0244" "02321" "02321" "031"
#> SAMPLE_1993 SAMPLE_1994 SAMPLE_1995 SAMPLE_1996 SAMPLE_1997 SAMPLE_1998 SAMPLE_1999 SAMPLE_2000
#> "0241" "0233" "0222" "02116" "02134" "02112" "0244" "0164"
#> SAMPLE_2001 SAMPLE_2002 SAMPLE_2003 SAMPLE_2004 SAMPLE_2005 SAMPLE_2006 SAMPLE_2007 SAMPLE_2008
#> "02321" "02111" "02111" "02113" "02113" "02111" "02111" "02111"
#> SAMPLE_2009 SAMPLE_2010 SAMPLE_2011 SAMPLE_2012 SAMPLE_2013 SAMPLE_2014 SAMPLE_2015 SAMPLE_2016
#> "02113" "02117" "02113" "02117" "02117" "031" "0231" "0222"
#> SAMPLE_2017 SAMPLE_2018 SAMPLE_2019 SAMPLE_2020 SAMPLE_2021 SAMPLE_2022 SAMPLE_2023 SAMPLE_2024
#> "0231" "02134" "0246" "02161" "0241" "0245" "0247" "0233"
#> SAMPLE_2025 SAMPLE_2026 SAMPLE_2027 SAMPLE_2028 SAMPLE_2029 SAMPLE_2030 SAMPLE_2031 SAMPLE_2032
#> "031" "031" "02321" "02171" "02171" "02163" "031" "031"
#> SAMPLE_2033 SAMPLE_2034 SAMPLE_2035 SAMPLE_2036 SAMPLE_2037 SAMPLE_2038 SAMPLE_2039 SAMPLE_2040
#> "031" "031" "031" "031" "0243" "0241" "02111" "02373"
#> SAMPLE_2041 SAMPLE_2042 SAMPLE_2043 SAMPLE_2044 SAMPLE_2045 SAMPLE_2046 SAMPLE_2047 SAMPLE_2048
#> "02143" "02135" "02113" "02111" "02111" "02115" "02115" "02111"
#> SAMPLE_2049 SAMPLE_2050 SAMPLE_2051 SAMPLE_2052 SAMPLE_2053 SAMPLE_2054 SAMPLE_2055 SAMPLE_2056
#> "02163" "0231" "02143" "031" "031" "031" "02375" "0231"
#> SAMPLE_2057 SAMPLE_2058 SAMPLE_2059 SAMPLE_2060 SAMPLE_2061 SAMPLE_2062 SAMPLE_2063 SAMPLE_2064
#> "02116" "02165" "031" "0233" "015" "0231" "02143" "031"
#> SAMPLE_2065 SAMPLE_2066 SAMPLE_2067 SAMPLE_2068 SAMPLE_2069 SAMPLE_2070 SAMPLE_2071 SAMPLE_2072
#> "0225" "031" "0222" "02373" "02364" "02171" "02321" "02111"
#> SAMPLE_2073 SAMPLE_2074 SAMPLE_2075 SAMPLE_2076 SAMPLE_2077 SAMPLE_2078 SAMPLE_2079 SAMPLE_2080
#> "02111" "02117" "02115" "02111" "02323" "02323" "02323" "02326"
#> SAMPLE_2081 SAMPLE_2082 SAMPLE_2083 SAMPLE_2084 SAMPLE_2085 SAMPLE_2086 SAMPLE_2087 SAMPLE_2088
#> "0244" "02115" "0244" "02144" "02144" "02144" "02323" "02173"
#> SAMPLE_2089 SAMPLE_2090 SAMPLE_2091 SAMPLE_2092 SAMPLE_2093 SAMPLE_2094 SAMPLE_2095 SAMPLE_2096
#> "02144" "02173" "02326" "02323" "02132" "02132" "02173" "02144"
#> SAMPLE_2097 SAMPLE_2098 SAMPLE_2099 SAMPLE_2100 SAMPLE_2101 SAMPLE_2102 SAMPLE_2103 SAMPLE_2104
#> "02323" "02132" "02323" "02323" "02323" "02323" "02173" "0244"
#> SAMPLE_2105 SAMPLE_2106 SAMPLE_2107 SAMPLE_2108 SAMPLE_2109 SAMPLE_2110 SAMPLE_2111 SAMPLE_2112
#> "02144" "02144" "02144" "02323" "0244" "02115" "0244" "02323"
#> SAMPLE_2113 SAMPLE_2114 SAMPLE_2115 SAMPLE_2116 SAMPLE_2117 SAMPLE_2118 SAMPLE_2119 SAMPLE_2120
#> "02323" "02323" "02173" "02326" "02323" "02323" "02173" "02144"
#> SAMPLE_2121 SAMPLE_2122 SAMPLE_2123 SAMPLE_2124 SAMPLE_2125 SAMPLE_2126 SAMPLE_2127 SAMPLE_2128
#> "02323" "02323" "02132" "02326" "0244" "02132" "02132" "02323"
#> SAMPLE_2129 SAMPLE_2130 SAMPLE_2131 SAMPLE_2132 SAMPLE_2133 SAMPLE_2134 SAMPLE_2135 SAMPLE_2136
#> "02132" "02323" "02144" "02324" "02323" "02115" "0244" "02132"
#> SAMPLE_2137 SAMPLE_2138 SAMPLE_2139 SAMPLE_2140 SAMPLE_2141 SAMPLE_2142 SAMPLE_2143 SAMPLE_2144
#> "02323" "0244" "0241" "02112" "0132" "0241" "0241" "0222"
#> SAMPLE_2145 SAMPLE_2146 SAMPLE_2147 SAMPLE_2148 SAMPLE_2149 SAMPLE_2150 SAMPLE_2151 SAMPLE_2152
#> "0241" "031" "0231" "0233" "0226" "0247" "02375" "0225"
#> SAMPLE_2153 SAMPLE_2154 SAMPLE_2155 SAMPLE_2156 SAMPLE_2157 SAMPLE_2158 SAMPLE_2159 SAMPLE_2160
#> "0247" "02321" "0244" "02171" "02321" "02171" "02171" "02321"
#> SAMPLE_2161 SAMPLE_2162 SAMPLE_2163 SAMPLE_2164 SAMPLE_2165 SAMPLE_2166 SAMPLE_2167 SAMPLE_2168
#> "02171" "02363" "02141" "02141" "02117" "02132" "02117" "02111"
#> SAMPLE_2169 SAMPLE_2170 SAMPLE_2171 SAMPLE_2172 SAMPLE_2173 SAMPLE_2174 SAMPLE_2175 SAMPLE_2176
#> "0231" "0247" "0247" "0241" "033" "0241" "0231" "02166"
#> SAMPLE_2177 SAMPLE_2178 SAMPLE_2179 SAMPLE_2180 SAMPLE_2181 SAMPLE_2182 SAMPLE_2183 SAMPLE_2184
#> "0231" "023623" "032" "0222" "0231" "0144" "02112" "031"
#> SAMPLE_2185 SAMPLE_2186 SAMPLE_2187 SAMPLE_2188 SAMPLE_2189 SAMPLE_2190 SAMPLE_2191 SAMPLE_2192
#> "031" "0224" "02321" "0215" "0215" "0215" "0215" "0215"
#> SAMPLE_2193 SAMPLE_2194 SAMPLE_2195 SAMPLE_2196 SAMPLE_2197 SAMPLE_2198 SAMPLE_2199 SAMPLE_2200
#> "0215" "0215" "0215" "0215" "0215" "02166" "0222" "0241"
#> SAMPLE_2201 SAMPLE_2202 SAMPLE_2203 SAMPLE_2204 SAMPLE_2205 SAMPLE_2206 SAMPLE_2207 SAMPLE_2208
#> "031" "0222" "0241" "0231" "0244" "0162" "0231" "02165"
#> SAMPLE_2209 SAMPLE_2210 SAMPLE_2211 SAMPLE_2212 SAMPLE_2213 SAMPLE_2214 SAMPLE_2215 SAMPLE_2216
#> "02374" "031" "0231" "02112" "02375" "0244" "0223" "031"
#> SAMPLE_2217 SAMPLE_2218 SAMPLE_2219 SAMPLE_2220 SAMPLE_2221 SAMPLE_2222 SAMPLE_2223 SAMPLE_2224
#> "02161" "0222" "02143" "02166" "0231" "0234" "0245" "02371"
#> SAMPLE_2225 SAMPLE_2226 SAMPLE_2227 SAMPLE_2228 SAMPLE_2229 SAMPLE_2230 SAMPLE_2231 SAMPLE_2232
#> "02171" "0163" "02141" "031" "02134" "0144" "0241" "0222"
#> SAMPLE_2233 SAMPLE_2234 SAMPLE_2235 SAMPLE_2236 SAMPLE_2237 SAMPLE_2238 SAMPLE_2239 SAMPLE_2240
#> "031" "023625" "031" "031" "0227" "02364" "0233" "031"
#> SAMPLE_2241 SAMPLE_2242 SAMPLE_2243 SAMPLE_2244 SAMPLE_2245 SAMPLE_2246 SAMPLE_2247 SAMPLE_2248
#> "031" "031" "031" "031" "031" "031" "02112" "0241"
#> SAMPLE_2249 SAMPLE_2250 SAMPLE_2251 SAMPLE_2252 SAMPLE_2253 SAMPLE_2254 SAMPLE_2255 SAMPLE_2256
#> "032" "0244" "0145" "02112" "031" "0246" "0222" "0246"
#> SAMPLE_2257 SAMPLE_2258 SAMPLE_2259 SAMPLE_2260 SAMPLE_2261 SAMPLE_2262 SAMPLE_2263 SAMPLE_2264
#> "0227" "02161" "0222" "031" "0142" "011" "0233" "031"
#> SAMPLE_2265 SAMPLE_2266 SAMPLE_2267 SAMPLE_2268 SAMPLE_2269 SAMPLE_2270 SAMPLE_2271 SAMPLE_2272
#> "02372" "023622" "02165" "031" "0243" "023624" "023624" "023624"
#> SAMPLE_2273 SAMPLE_2274 SAMPLE_2275 SAMPLE_2276 SAMPLE_2277 SAMPLE_2278 SAMPLE_2279 SAMPLE_2280
#> "011" "02116" "0222" "0246" "0246" "0241" "0222" "0231"
#> SAMPLE_2281 SAMPLE_2282 SAMPLE_2283 SAMPLE_2284 SAMPLE_2285 SAMPLE_2286 SAMPLE_2287 SAMPLE_2288
#> "02121" "0231" "02121" "02133" "02324" "0241" "0222" "011"
#> SAMPLE_2289 SAMPLE_2290 SAMPLE_2291 SAMPLE_2292 SAMPLE_2293 SAMPLE_2294 SAMPLE_2295 SAMPLE_2296
#> "02161" "031" "033" "0222" "0241" "0241" "0222" "031"
#> SAMPLE_2297 SAMPLE_2298 SAMPLE_2299 SAMPLE_2300 SAMPLE_2301 SAMPLE_2302 SAMPLE_2303 SAMPLE_2304
#> "02166" "0233" "031" "0227" "0246" "02112" "0248" "031"
#> SAMPLE_2305 SAMPLE_2306 SAMPLE_2307 SAMPLE_2308 SAMPLE_2309 SAMPLE_2310 SAMPLE_2311 SAMPLE_2312
#> "0144" "0241" "0231" "02133" "0222" "0246" "0222" "0241"
#> SAMPLE_2313 SAMPLE_2314 SAMPLE_2315 SAMPLE_2316 SAMPLE_2317 SAMPLE_2318 SAMPLE_2319 SAMPLE_2320
#> "0231" "031" "031" "031" "031" "031" "0143" "0241"
#> SAMPLE_2321 SAMPLE_2322 SAMPLE_2323 SAMPLE_2324 SAMPLE_2325 SAMPLE_2326 SAMPLE_2327 SAMPLE_2328
#> "0241" "02121" "0241" "0241" "02112" "02324" "023624" "0227"
#> SAMPLE_2329 SAMPLE_2330 SAMPLE_2331 SAMPLE_2332 SAMPLE_2333 SAMPLE_2334 SAMPLE_2335 SAMPLE_2336
#> "0227" "02161" "0241" "0246" "0222" "0231" "02121" "02121"
#> SAMPLE_2337 SAMPLE_2338 SAMPLE_2339 SAMPLE_2340 SAMPLE_2341 SAMPLE_2342 SAMPLE_2343 SAMPLE_2344
#> "0243" "0226" "031" "033" "031" "031" "033" "0222"
#> SAMPLE_2345 SAMPLE_2346 SAMPLE_2347 SAMPLE_2348 SAMPLE_2349 SAMPLE_2350 SAMPLE_2351 SAMPLE_2352
#> "02111" "0223" "023623" "02143" "033" "0248" "031" "02172"
#> SAMPLE_2353 SAMPLE_2354 SAMPLE_2355 SAMPLE_2356 SAMPLE_2357 SAMPLE_2358 SAMPLE_2359 SAMPLE_2360
#> "011" "02321" "02171" "0241" "0222" "0241" "02143" "0233"
#> SAMPLE_2361 SAMPLE_2362 SAMPLE_2363 SAMPLE_2364 SAMPLE_2365 SAMPLE_2366 SAMPLE_2367 SAMPLE_2368
#> "0222" "02364" "031" "0231" "023623" "0231" "02121" "02172"
#> SAMPLE_2369 SAMPLE_2370 SAMPLE_2371 SAMPLE_2372 SAMPLE_2373 SAMPLE_2374 SAMPLE_2375 SAMPLE_2376
#> "0142" "0142" "0231" "02134" "0142" "0142" "02172" "0142"
#> SAMPLE_2377 SAMPLE_2378 SAMPLE_2379 SAMPLE_2380 SAMPLE_2381 SAMPLE_2382 SAMPLE_2383 SAMPLE_2384
#> "0142" "0142" "02172" "0142" "02172" "0142" "02172" "0233"
#> SAMPLE_2385 SAMPLE_2386 SAMPLE_2387 SAMPLE_2388 SAMPLE_2389 SAMPLE_2390 SAMPLE_2391 SAMPLE_2392
#> "0233" "0141" "02325" "02325" "0241" "0247" "0244" "031"
#> SAMPLE_2393 SAMPLE_2394 SAMPLE_2395 SAMPLE_2396 SAMPLE_2397 SAMPLE_2398 SAMPLE_2399 SAMPLE_2400
#> "031" "02161" "02321" "02161" "031" "0142" "0142" "0142"
#> SAMPLE_2401 SAMPLE_2402 SAMPLE_2403 SAMPLE_2404 SAMPLE_2405 SAMPLE_2406 SAMPLE_2407 SAMPLE_2408
#> "0142" "0142" "0141" "0141" "02325" "02325" "02325" "02325"
#> SAMPLE_2409 SAMPLE_2410 SAMPLE_2411 SAMPLE_2412 SAMPLE_2413 SAMPLE_2414 SAMPLE_2415 SAMPLE_2416
#> "0231" "0215" "011" "0233" "02137" "0231" "0235" "0241"
#> SAMPLE_2417 SAMPLE_2418 SAMPLE_2419 SAMPLE_2420 SAMPLE_2421 SAMPLE_2422 SAMPLE_2423 SAMPLE_2424
#> "0241" "023622" "023623" "033" "011" "0244" "032" "0246"
#> SAMPLE_2425 SAMPLE_2426 SAMPLE_2427 SAMPLE_2428 SAMPLE_2429 SAMPLE_2430 SAMPLE_2431 SAMPLE_2432
#> "0222" "031" "02161" "02161" "02134" "031" "031" "031"
#> SAMPLE_2433 SAMPLE_2434 SAMPLE_2435 SAMPLE_2436 SAMPLE_2437 SAMPLE_2438 SAMPLE_2439 SAMPLE_2440
#> "02161" "0241" "031" "012" "0243" "0243" "02375" "0231"
#> SAMPLE_2441 SAMPLE_2442 SAMPLE_2443 SAMPLE_2444 SAMPLE_2445 SAMPLE_2446 SAMPLE_2447 SAMPLE_2448
#> "0246" "031" "033" "033" "0233" "033" "012" "02123"
#> SAMPLE_2449 SAMPLE_2450 SAMPLE_2451 SAMPLE_2452 SAMPLE_2453 SAMPLE_2454 SAMPLE_2455 SAMPLE_2456
#> "032" "0231" "012" "0231" "0246" "0243" "0247" "0231"
#> SAMPLE_2457 SAMPLE_2458 SAMPLE_2459 SAMPLE_2460 SAMPLE_2461 SAMPLE_2462 SAMPLE_2463 SAMPLE_2464
#> "0241" "02165" "0133" "031" "0231" "02134" "015" "0241"
#> SAMPLE_2465 SAMPLE_2466 SAMPLE_2467 SAMPLE_2468 SAMPLE_2469 SAMPLE_2470 SAMPLE_2471 SAMPLE_2472
#> "011" "02364" "011" "0231" "0247" "033" "031" "0231"
#> SAMPLE_2473 SAMPLE_2474 SAMPLE_2475 SAMPLE_2476 SAMPLE_2477 SAMPLE_2478 SAMPLE_2479 SAMPLE_2480
#> "0246" "02161" "0222" "0233" "0225" "02161" "02162" "0231"
#> SAMPLE_2481 SAMPLE_2482 SAMPLE_2483 SAMPLE_2484 SAMPLE_2485 SAMPLE_2486 SAMPLE_2487 SAMPLE_2488
#> "0231" "02374" "02123" "031" "02132" "032" "02123" "02122"
#> SAMPLE_2489 SAMPLE_2490 SAMPLE_2491 SAMPLE_2492 SAMPLE_2493 SAMPLE_2494 SAMPLE_2495 SAMPLE_2496
#> "02122" "02122" "02122" "02122" "02122" "02123" "02123" "02123"
#> SAMPLE_2497 SAMPLE_2498 SAMPLE_2499 SAMPLE_2500 SAMPLE_2501 SAMPLE_2502 SAMPLE_2503 SAMPLE_2504
#> "02122" "02122" "02123" "02122" "02122" "02123" "02123" "02123"
#> SAMPLE_2505 SAMPLE_2506 SAMPLE_2507 SAMPLE_2508 SAMPLE_2509 SAMPLE_2510 SAMPLE_2511 SAMPLE_2512
#> "02123" "02123" "02123" "0144" "0144" "02141" "02141" "0233"
#> SAMPLE_2513 SAMPLE_2514 SAMPLE_2515 SAMPLE_2516 SAMPLE_2517 SAMPLE_2518 SAMPLE_2519 SAMPLE_2520
#> "0233" "02364" "0163" "02171" "0246" "02166" "0246" "0241"
#> SAMPLE_2521 SAMPLE_2522 SAMPLE_2523 SAMPLE_2524 SAMPLE_2525 SAMPLE_2526 SAMPLE_2527 SAMPLE_2528
#> "0241" "02161" "0243" "0222" "033" "0243" "0247" "011"
#> SAMPLE_2529 SAMPLE_2530 SAMPLE_2531 SAMPLE_2532 SAMPLE_2533 SAMPLE_2534 SAMPLE_2535 SAMPLE_2536
#> "031" "031" "02133" "0246" "031" "02363" "02131" "02131"
#> SAMPLE_2537 SAMPLE_2538 SAMPLE_2539 SAMPLE_2540 SAMPLE_2541 SAMPLE_2542 SAMPLE_2543 SAMPLE_2544
#> "02134" "02136" "0144" "02131" "02131" "02134" "02131" "02161"
#> SAMPLE_2545 SAMPLE_2546 SAMPLE_2547 SAMPLE_2548 SAMPLE_2549 SAMPLE_2550 SAMPLE_2551 SAMPLE_2552
#> "02131" "02131" "02131" "02136" "02131" "02131" "02131" "02363"
#> SAMPLE_2553 SAMPLE_2554 SAMPLE_2555 SAMPLE_2556 SAMPLE_2557 SAMPLE_2558 SAMPLE_2559 SAMPLE_2560
#> "0224" "0142" "0143" "0224" "0224" "02143" "0224" "0224"
#> SAMPLE_2561 SAMPLE_2562 SAMPLE_2563 SAMPLE_2564 SAMPLE_2565 SAMPLE_2566 SAMPLE_2567 SAMPLE_2568
#> "0143" "0224" "0143" "0143" "0143" "0143" "0224" "0142"
#> SAMPLE_2569 SAMPLE_2570 SAMPLE_2571 SAMPLE_2572 SAMPLE_2573 SAMPLE_2574 SAMPLE_2575 SAMPLE_2576
#> "0143" "0233" "0231" "0243" "0242" "02132" "02163" "02163"
#> SAMPLE_2577 SAMPLE_2578 SAMPLE_2579 SAMPLE_2580 SAMPLE_2581 SAMPLE_2582 SAMPLE_2583 SAMPLE_2584
#> "0246" "02134" "0231" "032" "0222" "02321" "0231" "02163"
#> SAMPLE_2585 SAMPLE_2586 SAMPLE_2587 SAMPLE_2588 SAMPLE_2589 SAMPLE_2590 SAMPLE_2591 SAMPLE_2592
#> "023622" "02163" "0241" "0246" "0231" "0222" "033" "02171"
#> SAMPLE_2593 SAMPLE_2594 SAMPLE_2595 SAMPLE_2596 SAMPLE_2597 SAMPLE_2598 SAMPLE_2599 SAMPLE_2600
#> "02321" "02321" "0233" "032" "0247" "0233" "02134" "0231"
#> SAMPLE_2601 SAMPLE_2602 SAMPLE_2603 SAMPLE_2604 SAMPLE_2605 SAMPLE_2606 SAMPLE_2607 SAMPLE_2608
#> "0231" "0243" "02161" "0233" "02134" "02134" "0246" "0143"
#> SAMPLE_2609 SAMPLE_2610 SAMPLE_2611 SAMPLE_2612 SAMPLE_2613 SAMPLE_2614 SAMPLE_2615 SAMPLE_2616
#> "0231" "0241" "023623" "0231" "02134" "0246" "02163" "0241"
#> SAMPLE_2617 SAMPLE_2618 SAMPLE_2619 SAMPLE_2620 SAMPLE_2621 SAMPLE_2622 SAMPLE_2623 SAMPLE_2624
#> "0246" "033" "02163" "02134" "0241" "0231" "02161" "02166"
#> SAMPLE_2625 SAMPLE_2626 SAMPLE_2627 SAMPLE_2628 SAMPLE_2629 SAMPLE_2630 SAMPLE_2631 SAMPLE_2632
#> "023622" "0231" "0231" "0233" "02166" "0233" "02372" "02372"
#> SAMPLE_2633 SAMPLE_2634 SAMPLE_2635 SAMPLE_2636 SAMPLE_2637 SAMPLE_2638 SAMPLE_2639 SAMPLE_2640
#> "0241" "02133" "02161" "02163" "02163" "02132" "02132" "02132"
#> SAMPLE_2641 SAMPLE_2642 SAMPLE_2643 SAMPLE_2644 SAMPLE_2645 SAMPLE_2646 SAMPLE_2647 SAMPLE_2648
#> "032" "0241" "0231" "0231" "02166" "033" "0241" "02372"
#> SAMPLE_2649 SAMPLE_2650 SAMPLE_2651 SAMPLE_2652 SAMPLE_2653 SAMPLE_2654 SAMPLE_2655 SAMPLE_2656
#> "0243" "031" "0233" "032" "032" "032" "031" "02161"
#> SAMPLE_2657 SAMPLE_2658 SAMPLE_2659 SAMPLE_2660 SAMPLE_2661 SAMPLE_2662 SAMPLE_2663 SAMPLE_2664
#> "02163" "031" "031" "0233" "033" "032" "031" "02171"
#> SAMPLE_2665 SAMPLE_2666 SAMPLE_2667 SAMPLE_2668 SAMPLE_2669 SAMPLE_2670 SAMPLE_2671 SAMPLE_2672
#> "02321" "02171" "0224" "0224" "0224" "02163" "02163" "02134"
#> SAMPLE_2673 SAMPLE_2674 SAMPLE_2675 SAMPLE_2676 SAMPLE_2677 SAMPLE_2678 SAMPLE_2679 SAMPLE_2680
#> "02134" "02131" "02131" "02133" "02131" "02115" "0224" "02374"
#> SAMPLE_2681 SAMPLE_2682 SAMPLE_2683 SAMPLE_2684 SAMPLE_2685 SAMPLE_2686 SAMPLE_2687 SAMPLE_2688
#> "02372" "023625" "0233" "0233" "02133" "02131" "02131" "02375"
#> SAMPLE_2689 SAMPLE_2690 SAMPLE_2691 SAMPLE_2692 SAMPLE_2693 SAMPLE_2694 SAMPLE_2695 SAMPLE_2696
#> "0242" "02163" "02137" "031" "0242" "0242" "02322" "0221"
#> SAMPLE_2697 SAMPLE_2698 SAMPLE_2699 SAMPLE_2700 SAMPLE_2701 SAMPLE_2702 SAMPLE_2703 SAMPLE_2704
#> "0242" "02322" "0221" "0221" "0221" "023622" "0241" "0241"
#> SAMPLE_2705 SAMPLE_2706 SAMPLE_2707 SAMPLE_2708 SAMPLE_2709 SAMPLE_2710 SAMPLE_2711 SAMPLE_2712
#> "0231" "02163" "02163" "02163" "02163" "0242" "02174" "02322"
#> SAMPLE_2713 SAMPLE_2714 SAMPLE_2715 SAMPLE_2716 SAMPLE_2717 SAMPLE_2718 SAMPLE_2719 SAMPLE_2720
#> "0221" "0145" "0242" "0145" "0242" "0233" "0233" "0233"
#> SAMPLE_2721 SAMPLE_2722 SAMPLE_2723 SAMPLE_2724 SAMPLE_2725 SAMPLE_2726 SAMPLE_2727 SAMPLE_2728
#> "02163" "0132" "02132" "0226" "0226" "0226" "0247" "0226"
#> SAMPLE_2729 SAMPLE_2730 SAMPLE_2731 SAMPLE_2732 SAMPLE_2733 SAMPLE_2734 SAMPLE_2735 SAMPLE_2736
#> "02322" "02322" "02322" "02322" "02322" "0224" "0243" "0161"
#> SAMPLE_2737 SAMPLE_2738 SAMPLE_2739 SAMPLE_2740 SAMPLE_2741 SAMPLE_2742 SAMPLE_2743 SAMPLE_2744
#> "0143" "0143" "0143" "0143" "0142" "0143" "0144" "0143"
#> SAMPLE_2745 SAMPLE_2746 SAMPLE_2747 SAMPLE_2748 SAMPLE_2749 SAMPLE_2750 SAMPLE_2751 SAMPLE_2752
#> "0143" "02124" "0165" "02131" "02131" "02131" "02131" "02131"
#> SAMPLE_2753 SAMPLE_2754 SAMPLE_2755 SAMPLE_2756 SAMPLE_2757 SAMPLE_2758 SAMPLE_2759 SAMPLE_2760
#> "02131" "02131" "02131" "02131" "02131" "02131" "02132" "0161"
#> SAMPLE_2761 SAMPLE_2762 SAMPLE_2763 SAMPLE_2764 SAMPLE_2765 SAMPLE_2766 SAMPLE_2767 SAMPLE_2768
#> "0221" "0221" "0242" "0221" "0221" "0221" "0221" "0242"
#> SAMPLE_2769 SAMPLE_2770 SAMPLE_2771 SAMPLE_2772 SAMPLE_2773 SAMPLE_2774 SAMPLE_2775 SAMPLE_2776
#> "0242" "0221" "0248" "02124" "0231" "02133" "02165" "0244"
#> SAMPLE_2777 SAMPLE_2778 SAMPLE_2779 SAMPLE_2780 SAMPLE_2781 SAMPLE_2782 SAMPLE_2783 SAMPLE_2784
#> "02135" "02372" "02145" "02143" "0233" "02134" "02163" "0223"
#> SAMPLE_2785 SAMPLE_2786 SAMPLE_2787 SAMPLE_2788 SAMPLE_2789 SAMPLE_2790 SAMPLE_2791 SAMPLE_2792
#> "0161" "0247" "0143" "0141" "0242" "0141" "0141" "0141"
#> SAMPLE_2793 SAMPLE_2794 SAMPLE_2795 SAMPLE_2796 SAMPLE_2797 SAMPLE_2798 SAMPLE_2799 SAMPLE_2800
#> "0242" "0242" "032" "023622" "02325" "0243" "0243" "02166"
#> SAMPLE_2801
#> "0233"
get_classes(res_rh, merge_node = merge_node_param(min_n_signatures = 6714))
#> SAMPLE_1 SAMPLE_2 SAMPLE_3 SAMPLE_4 SAMPLE_5 SAMPLE_6 SAMPLE_7 SAMPLE_8
#> "0226" "0243" "0225" "0243" "0225" "0226" "0226" "0225"
#> SAMPLE_9 SAMPLE_10 SAMPLE_11 SAMPLE_12 SAMPLE_13 SAMPLE_14 SAMPLE_15 SAMPLE_16
#> "0226" "0243" "0243" "0243" "02321" "0226" "0165" "0165"
#> SAMPLE_17 SAMPLE_18 SAMPLE_19 SAMPLE_20 SAMPLE_21 SAMPLE_22 SAMPLE_23 SAMPLE_24
#> "0247" "0243" "0163" "02115" "0163" "0243" "0226" "0226"
#> SAMPLE_25 SAMPLE_26 SAMPLE_27 SAMPLE_28 SAMPLE_29 SAMPLE_30 SAMPLE_31 SAMPLE_32
#> "0226" "0243" "0247" "0243" "0226" "0226" "0233" "0233"
#> SAMPLE_33 SAMPLE_34 SAMPLE_35 SAMPLE_36 SAMPLE_37 SAMPLE_38 SAMPLE_39 SAMPLE_40
#> "02161" "0233" "02161" "02137" "0233" "0233" "02137" "0233"
#> SAMPLE_41 SAMPLE_42 SAMPLE_43 SAMPLE_44 SAMPLE_45 SAMPLE_46 SAMPLE_47 SAMPLE_48
#> "0233" "0233" "02161" "02137" "02137" "0233" "0233" "0233"
#> SAMPLE_49 SAMPLE_50 SAMPLE_51 SAMPLE_52 SAMPLE_53 SAMPLE_54 SAMPLE_55 SAMPLE_56
#> "0233" "0233" "0233" "0233" "0233" "0233" "0233" "0233"
#> SAMPLE_57 SAMPLE_58 SAMPLE_59 SAMPLE_60 SAMPLE_61 SAMPLE_62 SAMPLE_63 SAMPLE_64
#> "015" "015" "015" "015" "015" "02171" "02321" "0223"
#> SAMPLE_65 SAMPLE_66 SAMPLE_67 SAMPLE_68 SAMPLE_69 SAMPLE_70 SAMPLE_71 SAMPLE_72
#> "02171" "02171" "02171" "0244" "02161" "0233" "0233" "02163"
#> SAMPLE_73 SAMPLE_74 SAMPLE_75 SAMPLE_76 SAMPLE_77 SAMPLE_78 SAMPLE_79 SAMPLE_80
#> "0233" "0233" "02161" "0233" "0233" "0233" "0233" "015"
#> SAMPLE_81 SAMPLE_82 SAMPLE_83 SAMPLE_84 SAMPLE_85 SAMPLE_86 SAMPLE_87 SAMPLE_88
#> "015" "015" "015" "015" "011" "011" "0164" "012"
#> SAMPLE_89 SAMPLE_90 SAMPLE_91 SAMPLE_92 SAMPLE_93 SAMPLE_94 SAMPLE_95 SAMPLE_96
#> "0162" "0131" "0134" "011" "0134" "015" "011" "0133"
#> SAMPLE_97 SAMPLE_98 SAMPLE_99 SAMPLE_100 SAMPLE_101 SAMPLE_102 SAMPLE_103 SAMPLE_104
#> "011" "011" "0133" "02171" "02171" "0244" "02171" "02321"
#> SAMPLE_105 SAMPLE_106 SAMPLE_107 SAMPLE_108 SAMPLE_109 SAMPLE_110 SAMPLE_111 SAMPLE_112
#> "02171" "02321" "02171" "02171" "02171" "02171" "02137" "02161"
#> SAMPLE_113 SAMPLE_114 SAMPLE_115 SAMPLE_116 SAMPLE_117 SAMPLE_118 SAMPLE_119 SAMPLE_120
#> "02124" "0233" "0233" "0233" "0233" "02161" "0233" "02161"
#> SAMPLE_121 SAMPLE_122 SAMPLE_123 SAMPLE_124 SAMPLE_125 SAMPLE_126 SAMPLE_127 SAMPLE_128
#> "0244" "0244" "0245" "02171" "0142" "02142" "02371" "012"
#> SAMPLE_129 SAMPLE_130 SAMPLE_131 SAMPLE_132 SAMPLE_133 SAMPLE_134 SAMPLE_135 SAMPLE_136
#> "0134" "011" "0131" "0131" "0133" "0134" "012" "02113"
#> SAMPLE_137 SAMPLE_138 SAMPLE_139 SAMPLE_140 SAMPLE_141 SAMPLE_142 SAMPLE_143 SAMPLE_144
#> "02141" "02114" "02373" "0234" "012" "0234" "02111" "02123"
#> SAMPLE_145 SAMPLE_146 SAMPLE_147 SAMPLE_148 SAMPLE_149 SAMPLE_150 SAMPLE_151 SAMPLE_152
#> "02371" "0223" "0224" "0223" "0223" "015" "012" "012"
#> SAMPLE_153 SAMPLE_154 SAMPLE_155 SAMPLE_156 SAMPLE_157 SAMPLE_158 SAMPLE_159 SAMPLE_160
#> "0164" "011" "012" "015" "0248" "012" "0132" "011"
#> SAMPLE_161 SAMPLE_162 SAMPLE_163 SAMPLE_164 SAMPLE_165 SAMPLE_166 SAMPLE_167 SAMPLE_168
#> "012" "012" "012" "012" "011" "011" "012" "012"
#> SAMPLE_169 SAMPLE_170 SAMPLE_171 SAMPLE_172 SAMPLE_173 SAMPLE_174 SAMPLE_175 SAMPLE_176
#> "012" "011" "011" "011" "02171" "02321" "0223" "0233"
#> SAMPLE_177 SAMPLE_178 SAMPLE_179 SAMPLE_180 SAMPLE_181 SAMPLE_182 SAMPLE_183 SAMPLE_184
#> "0233" "0233" "011" "011" "0164" "012" "012" "0162"
#> SAMPLE_185 SAMPLE_186 SAMPLE_187 SAMPLE_188 SAMPLE_189 SAMPLE_190 SAMPLE_191 SAMPLE_192
#> "011" "0133" "0131" "011" "011" "0162" "011" "0132"
#> SAMPLE_193 SAMPLE_194 SAMPLE_195 SAMPLE_196 SAMPLE_197 SAMPLE_198 SAMPLE_199 SAMPLE_200
#> "011" "0224" "0223" "011" "011" "011" "011" "0162"
#> SAMPLE_201 SAMPLE_202 SAMPLE_203 SAMPLE_204 SAMPLE_205 SAMPLE_206 SAMPLE_207 SAMPLE_208
#> "011" "0134" "011" "011" "0131" "0132" "011" "0224"
#> SAMPLE_209 SAMPLE_210 SAMPLE_211 SAMPLE_212 SAMPLE_213 SAMPLE_214 SAMPLE_215 SAMPLE_216
#> "0223" "02321" "0245" "0223" "0223" "0243" "02171" "02143"
#> SAMPLE_217 SAMPLE_218 SAMPLE_219 SAMPLE_220 SAMPLE_221 SAMPLE_222 SAMPLE_223 SAMPLE_224
#> "02171" "0223" "0244" "02171" "0223" "0223" "02171" "012"
#> SAMPLE_225 SAMPLE_226 SAMPLE_227 SAMPLE_228 SAMPLE_229 SAMPLE_230 SAMPLE_231 SAMPLE_232
#> "012" "012" "012" "012" "011" "0134" "0233" "02161"
#> SAMPLE_233 SAMPLE_234 SAMPLE_235 SAMPLE_236 SAMPLE_237 SAMPLE_238 SAMPLE_239 SAMPLE_240
#> "0233" "0246" "0241" "0241" "0222" "0246" "0246" "0231"
#> SAMPLE_241 SAMPLE_242 SAMPLE_243 SAMPLE_244 SAMPLE_245 SAMPLE_246 SAMPLE_247 SAMPLE_248
#> "0246" "0241" "0231" "0231" "0246" "0246" "0241" "0241"
#> SAMPLE_249 SAMPLE_250 SAMPLE_251 SAMPLE_252 SAMPLE_253 SAMPLE_254 SAMPLE_255 SAMPLE_256
#> "0231" "0246" "0241" "0231" "0246" "0241" "0241" "0241"
#> SAMPLE_257 SAMPLE_258 SAMPLE_259 SAMPLE_260 SAMPLE_261 SAMPLE_262 SAMPLE_263 SAMPLE_264
#> "0246" "0246" "0225" "0226" "0226" "0243" "0226" "0243"
#> SAMPLE_265 SAMPLE_266 SAMPLE_267 SAMPLE_268 SAMPLE_269 SAMPLE_270 SAMPLE_271 SAMPLE_272
#> "0226" "0243" "0231" "0231" "0231" "0241" "0241" "0231"
#> SAMPLE_273 SAMPLE_274 SAMPLE_275 SAMPLE_276 SAMPLE_277 SAMPLE_278 SAMPLE_279 SAMPLE_280
#> "0245" "02111" "02111" "012" "012" "0133" "015" "011"
#> SAMPLE_281 SAMPLE_282 SAMPLE_283 SAMPLE_284 SAMPLE_285 SAMPLE_286 SAMPLE_287 SAMPLE_288
#> "011" "015" "015" "011" "011" "02137" "02161" "0233"
#> SAMPLE_289 SAMPLE_290 SAMPLE_291 SAMPLE_292 SAMPLE_293 SAMPLE_294 SAMPLE_295 SAMPLE_296
#> "0233" "015" "011" "011" "011" "015" "015" "0233"
#> SAMPLE_297 SAMPLE_298 SAMPLE_299 SAMPLE_300 SAMPLE_301 SAMPLE_302 SAMPLE_303 SAMPLE_304
#> "0233" "0233" "0233" "0233" "0233" "02137" "0233" "0233"
#> SAMPLE_305 SAMPLE_306 SAMPLE_307 SAMPLE_308 SAMPLE_309 SAMPLE_310 SAMPLE_311 SAMPLE_312
#> "0233" "0233" "0233" "0233" "0233" "02137" "0233" "02161"
#> SAMPLE_313 SAMPLE_314 SAMPLE_315 SAMPLE_316 SAMPLE_317 SAMPLE_318 SAMPLE_319 SAMPLE_320
#> "0233" "0233" "0233" "0233" "0233" "0233" "0233" "0233"
#> SAMPLE_321 SAMPLE_322 SAMPLE_323 SAMPLE_324 SAMPLE_325 SAMPLE_326 SAMPLE_327 SAMPLE_328
#> "0233" "02137" "0233" "0233" "0233" "0233" "0233" "0233"
#> SAMPLE_329 SAMPLE_330 SAMPLE_331 SAMPLE_332 SAMPLE_333 SAMPLE_334 SAMPLE_335 SAMPLE_336
#> "02142" "02371" "02142" "02142" "0234" "02114" "02117" "02143"
#> SAMPLE_337 SAMPLE_338 SAMPLE_339 SAMPLE_340 SAMPLE_341 SAMPLE_342 SAMPLE_343 SAMPLE_344
#> "0247" "02142" "02371" "02142" "02142" "02166" "02114" "0245"
#> SAMPLE_345 SAMPLE_346 SAMPLE_347 SAMPLE_348 SAMPLE_349 SAMPLE_350 SAMPLE_351 SAMPLE_352
#> "02114" "02363" "02371" "02371" "02142" "02114" "0245" "02114"
#> SAMPLE_353 SAMPLE_354 SAMPLE_355 SAMPLE_356 SAMPLE_357 SAMPLE_358 SAMPLE_359 SAMPLE_360
#> "02142" "02114" "02371" "02116" "0245" "02114" "02142" "0245"
#> SAMPLE_361 SAMPLE_362 SAMPLE_363 SAMPLE_364 SAMPLE_365 SAMPLE_366 SAMPLE_367 SAMPLE_368
#> "02371" "02142" "02371" "02137" "02137" "02161" "0233" "0233"
#> SAMPLE_369 SAMPLE_370 SAMPLE_371 SAMPLE_372 SAMPLE_373 SAMPLE_374 SAMPLE_375 SAMPLE_376
#> "0233" "02161" "0233" "0233" "02117" "02111" "02371" "02111"
#> SAMPLE_377 SAMPLE_378 SAMPLE_379 SAMPLE_380 SAMPLE_381 SAMPLE_382 SAMPLE_383 SAMPLE_384
#> "02117" "02371" "02111" "0165" "0165" "02131" "02131" "02131"
#> SAMPLE_385 SAMPLE_386 SAMPLE_387 SAMPLE_388 SAMPLE_389 SAMPLE_390 SAMPLE_391 SAMPLE_392
#> "02131" "02131" "02131" "0164" "011" "0131" "015" "011"
#> SAMPLE_393 SAMPLE_394 SAMPLE_395 SAMPLE_396 SAMPLE_397 SAMPLE_398 SAMPLE_399 SAMPLE_400
#> "011" "011" "012" "0133" "011" "0162" "011" "011"
#> SAMPLE_401 SAMPLE_402 SAMPLE_403 SAMPLE_404 SAMPLE_405 SAMPLE_406 SAMPLE_407 SAMPLE_408
#> "011" "0163" "015" "0162" "0163" "012" "011" "012"
#> SAMPLE_409 SAMPLE_410 SAMPLE_411 SAMPLE_412 SAMPLE_413 SAMPLE_414 SAMPLE_415 SAMPLE_416
#> "011" "0133" "0134" "011" "0131" "0133" "011" "011"
#> SAMPLE_417 SAMPLE_418 SAMPLE_419 SAMPLE_420 SAMPLE_421 SAMPLE_422 SAMPLE_423 SAMPLE_424
#> "0131" "0164" "011" "011" "011" "0133" "011" "011"
#> SAMPLE_425 SAMPLE_426 SAMPLE_427 SAMPLE_428 SAMPLE_429 SAMPLE_430 SAMPLE_431 SAMPLE_432
#> "0164" "011" "011" "011" "0131" "015" "011" "011"
#> SAMPLE_433 SAMPLE_434 SAMPLE_435 SAMPLE_436 SAMPLE_437 SAMPLE_438 SAMPLE_439 SAMPLE_440
#> "011" "0133" "0164" "011" "011" "011" "011" "0164"
#> SAMPLE_441 SAMPLE_442 SAMPLE_443 SAMPLE_444 SAMPLE_445 SAMPLE_446 SAMPLE_447 SAMPLE_448
#> "012" "0134" "012" "011" "0134" "0132" "015" "011"
#> SAMPLE_449 SAMPLE_450 SAMPLE_451 SAMPLE_452 SAMPLE_453 SAMPLE_454 SAMPLE_455 SAMPLE_456
#> "0133" "011" "0131" "011" "012" "012" "011" "011"
#> SAMPLE_457 SAMPLE_458 SAMPLE_459 SAMPLE_460 SAMPLE_461 SAMPLE_462 SAMPLE_463 SAMPLE_464
#> "011" "011" "015" "011" "0163" "0133" "0131" "0132"
#> SAMPLE_465 SAMPLE_466 SAMPLE_467 SAMPLE_468 SAMPLE_469 SAMPLE_470 SAMPLE_471 SAMPLE_472
#> "0164" "015" "011" "0162" "015" "02372" "0223" "011"
#> SAMPLE_473 SAMPLE_474 SAMPLE_475 SAMPLE_476 SAMPLE_477 SAMPLE_478 SAMPLE_479 SAMPLE_480
#> "0162" "011" "0162" "011" "0133" "012" "011" "0132"
#> SAMPLE_481 SAMPLE_482 SAMPLE_483 SAMPLE_484 SAMPLE_485 SAMPLE_486 SAMPLE_487 SAMPLE_488
#> "0131" "015" "015" "0164" "0133" "012" "011" "0164"
#> SAMPLE_489 SAMPLE_490 SAMPLE_491 SAMPLE_492 SAMPLE_493 SAMPLE_494 SAMPLE_495 SAMPLE_496
#> "0162" "011" "0131" "012" "011" "011" "011" "015"
#> SAMPLE_497 SAMPLE_498 SAMPLE_499 SAMPLE_500 SAMPLE_501 SAMPLE_502 SAMPLE_503 SAMPLE_504
#> "011" "015" "0131" "011" "0163" "011" "012" "015"
#> SAMPLE_505 SAMPLE_506 SAMPLE_507 SAMPLE_508 SAMPLE_509 SAMPLE_510 SAMPLE_511 SAMPLE_512
#> "012" "011" "011" "011" "012" "0133" "011" "015"
#> SAMPLE_513 SAMPLE_514 SAMPLE_515 SAMPLE_516 SAMPLE_517 SAMPLE_518 SAMPLE_519 SAMPLE_520
#> "011" "0133" "0133" "011" "0134" "011" "011" "0134"
#> SAMPLE_521 SAMPLE_522 SAMPLE_523 SAMPLE_524 SAMPLE_525 SAMPLE_526 SAMPLE_527 SAMPLE_528
#> "015" "012" "011" "011" "0131" "011" "011" "0162"
#> SAMPLE_529 SAMPLE_530 SAMPLE_531 SAMPLE_532 SAMPLE_533 SAMPLE_534 SAMPLE_535 SAMPLE_536
#> "0133" "0164" "011" "0134" "011" "011" "011" "0162"
#> SAMPLE_537 SAMPLE_538 SAMPLE_539 SAMPLE_540 SAMPLE_541 SAMPLE_542 SAMPLE_543 SAMPLE_544
#> "011" "0134" "012" "0133" "012" "0134" "011" "011"
#> SAMPLE_545 SAMPLE_546 SAMPLE_547 SAMPLE_548 SAMPLE_549 SAMPLE_550 SAMPLE_551 SAMPLE_552
#> "0131" "0133" "011" "0132" "011" "011" "011" "011"
#> SAMPLE_553 SAMPLE_554 SAMPLE_555 SAMPLE_556 SAMPLE_557 SAMPLE_558 SAMPLE_559 SAMPLE_560
#> "0244" "012" "0132" "012" "012" "0131" "011" "011"
#> SAMPLE_561 SAMPLE_562 SAMPLE_563 SAMPLE_564 SAMPLE_565 SAMPLE_566 SAMPLE_567 SAMPLE_568
#> "012" "012" "012" "011" "012" "012" "012" "0233"
#> SAMPLE_569 SAMPLE_570 SAMPLE_571 SAMPLE_572 SAMPLE_573 SAMPLE_574 SAMPLE_575 SAMPLE_576
#> "0233" "0233" "0223" "0226" "012" "012" "012" "012"
#> SAMPLE_577 SAMPLE_578 SAMPLE_579 SAMPLE_580 SAMPLE_581 SAMPLE_582 SAMPLE_583 SAMPLE_584
#> "0134" "011" "015" "0131" "0164" "011" "0132" "012"
#> SAMPLE_585 SAMPLE_586 SAMPLE_587 SAMPLE_588 SAMPLE_589 SAMPLE_590 SAMPLE_591 SAMPLE_592
#> "011" "0131" "0164" "011" "02137" "02161" "0233" "02161"
#> SAMPLE_593 SAMPLE_594 SAMPLE_595 SAMPLE_596 SAMPLE_597 SAMPLE_598 SAMPLE_599 SAMPLE_600
#> "0233" "02161" "02161" "02137" "02137" "0233" "0233" "0233"
#> SAMPLE_601 SAMPLE_602 SAMPLE_603 SAMPLE_604 SAMPLE_605 SAMPLE_606 SAMPLE_607 SAMPLE_608
#> "0233" "02161" "0233" "02137" "0233" "02137" "0233" "0233"
#> SAMPLE_609 SAMPLE_610 SAMPLE_611 SAMPLE_612 SAMPLE_613 SAMPLE_614 SAMPLE_615 SAMPLE_616
#> "0244" "0244" "012" "011" "012" "0223" "0133" "011"
#> SAMPLE_617 SAMPLE_618 SAMPLE_619 SAMPLE_620 SAMPLE_621 SAMPLE_622 SAMPLE_623 SAMPLE_624
#> "0131" "0241" "0246" "0222" "0231" "0241" "0241" "0241"
#> SAMPLE_625 SAMPLE_626 SAMPLE_627 SAMPLE_628 SAMPLE_629 SAMPLE_630 SAMPLE_631 SAMPLE_632
#> "0222" "0241" "0222" "0241" "0231" "0222" "0241" "0241"
#> SAMPLE_633 SAMPLE_634 SAMPLE_635 SAMPLE_636 SAMPLE_637 SAMPLE_638 SAMPLE_639 SAMPLE_640
#> "0241" "0222" "0241" "0225" "0243" "0233" "0233" "0233"
#> SAMPLE_641 SAMPLE_642 SAMPLE_643 SAMPLE_644 SAMPLE_645 SAMPLE_646 SAMPLE_647 SAMPLE_648
#> "02161" "012" "02321" "02371" "0223" "0224" "02143" "0224"
#> SAMPLE_649 SAMPLE_650 SAMPLE_651 SAMPLE_652 SAMPLE_653 SAMPLE_654 SAMPLE_655 SAMPLE_656
#> "02165" "02132" "02162" "02162" "02135" "03" "02162" "02133"
#> SAMPLE_657 SAMPLE_658 SAMPLE_659 SAMPLE_660 SAMPLE_661 SAMPLE_662 SAMPLE_663 SAMPLE_664
#> "0233" "02161" "02161" "02161" "02161" "0224" "03" "0223"
#> SAMPLE_665 SAMPLE_666 SAMPLE_667 SAMPLE_668 SAMPLE_669 SAMPLE_670 SAMPLE_671 SAMPLE_672
#> "0224" "02161" "0223" "0223" "0223" "0163" "011" "0224"
#> SAMPLE_673 SAMPLE_674 SAMPLE_675 SAMPLE_676 SAMPLE_677 SAMPLE_678 SAMPLE_679 SAMPLE_680
#> "0224" "0224" "0223" "0225" "02131" "02131" "02131" "02131"
#> SAMPLE_681 SAMPLE_682 SAMPLE_683 SAMPLE_684 SAMPLE_685 SAMPLE_686 SAMPLE_687 SAMPLE_688
#> "02131" "02131" "02122" "02122" "02123" "02123" "02122" "02122"
#> SAMPLE_689 SAMPLE_690 SAMPLE_691 SAMPLE_692 SAMPLE_693 SAMPLE_694 SAMPLE_695 SAMPLE_696
#> "02123" "02123" "02122" "02122" "02123" "02122" "02324" "02122"
#> SAMPLE_697 SAMPLE_698 SAMPLE_699 SAMPLE_700 SAMPLE_701 SAMPLE_702 SAMPLE_703 SAMPLE_704
#> "02122" "02122" "02122" "02122" "02122" "02122" "02122" "02122"
#> SAMPLE_705 SAMPLE_706 SAMPLE_707 SAMPLE_708 SAMPLE_709 SAMPLE_710 SAMPLE_711 SAMPLE_712
#> "02122" "02122" "02123" "02123" "02123" "02122" "02122" "02123"
#> SAMPLE_713 SAMPLE_714 SAMPLE_715 SAMPLE_716 SAMPLE_717 SAMPLE_718 SAMPLE_719 SAMPLE_720
#> "02122" "02324" "0233" "03" "03" "03" "03" "0231"
#> SAMPLE_721 SAMPLE_722 SAMPLE_723 SAMPLE_724 SAMPLE_725 SAMPLE_726 SAMPLE_727 SAMPLE_728
#> "03" "0231" "02116" "02133" "0231" "02116" "02116" "02116"
#> SAMPLE_729 SAMPLE_730 SAMPLE_731 SAMPLE_732 SAMPLE_733 SAMPLE_734 SAMPLE_735 SAMPLE_736
#> "02116" "0233" "012" "02112" "03" "03" "03" "03"
#> SAMPLE_737 SAMPLE_738 SAMPLE_739 SAMPLE_740 SAMPLE_741 SAMPLE_742 SAMPLE_743 SAMPLE_744
#> "03" "03" "02324" "02122" "02122" "02122" "02122" "0222"
#> SAMPLE_745 SAMPLE_746 SAMPLE_747 SAMPLE_748 SAMPLE_749 SAMPLE_750 SAMPLE_751 SAMPLE_752
#> "0241" "0234" "0234" "02371" "012" "011" "0231" "0245"
#> SAMPLE_753 SAMPLE_754 SAMPLE_755 SAMPLE_756 SAMPLE_757 SAMPLE_758 SAMPLE_759 SAMPLE_760
#> "0244" "03" "03" "03" "02161" "02137" "02161" "02124"
#> SAMPLE_761 SAMPLE_762 SAMPLE_763 SAMPLE_764 SAMPLE_765 SAMPLE_766 SAMPLE_767 SAMPLE_768
#> "02124" "02133" "03" "03" "012" "02171" "0244" "0224"
#> SAMPLE_769 SAMPLE_770 SAMPLE_771 SAMPLE_772 SAMPLE_773 SAMPLE_774 SAMPLE_775 SAMPLE_776
#> "012" "012" "02114" "02114" "02133" "0235" "02114" "0235"
#> SAMPLE_777 SAMPLE_778 SAMPLE_779 SAMPLE_780 SAMPLE_781 SAMPLE_782 SAMPLE_783 SAMPLE_784
#> "02163" "02135" "0235" "0235" "0235" "0235" "0235" "0235"
#> SAMPLE_785 SAMPLE_786 SAMPLE_787 SAMPLE_788 SAMPLE_789 SAMPLE_790 SAMPLE_791 SAMPLE_792
#> "02135" "02114" "02114" "02116" "02163" "02163" "0227" "03"
#> SAMPLE_793 SAMPLE_794 SAMPLE_795 SAMPLE_796 SAMPLE_797 SAMPLE_798 SAMPLE_799 SAMPLE_800
#> "0143" "0248" "0241" "0222" "0231" "023623" "02166" "02166"
#> SAMPLE_801 SAMPLE_802 SAMPLE_803 SAMPLE_804 SAMPLE_805 SAMPLE_806 SAMPLE_807 SAMPLE_808
#> "0231" "0231" "02166" "0233" "0233" "023622" "0227" "0223"
#> SAMPLE_809 SAMPLE_810 SAMPLE_811 SAMPLE_812 SAMPLE_813 SAMPLE_814 SAMPLE_815 SAMPLE_816
#> "0223" "0223" "0223" "0223" "0223" "0223" "0231" "0241"
#> SAMPLE_817 SAMPLE_818 SAMPLE_819 SAMPLE_820 SAMPLE_821 SAMPLE_822 SAMPLE_823 SAMPLE_824
#> "0241" "0231" "0241" "0241" "0241" "0231" "0241" "0241"
#> SAMPLE_825 SAMPLE_826 SAMPLE_827 SAMPLE_828 SAMPLE_829 SAMPLE_830 SAMPLE_831 SAMPLE_832
#> "0241" "0231" "0241" "02121" "0246" "0241" "0246" "0241"
#> SAMPLE_833 SAMPLE_834 SAMPLE_835 SAMPLE_836 SAMPLE_837 SAMPLE_838 SAMPLE_839 SAMPLE_840
#> "02124" "023625" "0241" "0241" "0246" "0222" "0162" "0222"
#> SAMPLE_841 SAMPLE_842 SAMPLE_843 SAMPLE_844 SAMPLE_845 SAMPLE_846 SAMPLE_847 SAMPLE_848
#> "0245" "0223" "0241" "0231" "0162" "0223" "0164" "023625"
#> SAMPLE_849 SAMPLE_850 SAMPLE_851 SAMPLE_852 SAMPLE_853 SAMPLE_854 SAMPLE_855 SAMPLE_856
#> "02374" "02161" "02141" "03" "0248" "03" "02161" "02137"
#> SAMPLE_857 SAMPLE_858 SAMPLE_859 SAMPLE_860 SAMPLE_861 SAMPLE_862 SAMPLE_863 SAMPLE_864
#> "0144" "0144" "0215" "0215" "023621" "023621" "0215" "02161"
#> SAMPLE_865 SAMPLE_866 SAMPLE_867 SAMPLE_868 SAMPLE_869 SAMPLE_870 SAMPLE_871 SAMPLE_872
#> "0223" "0244" "0224" "023625" "02135" "0141" "0241" "03"
#> SAMPLE_873 SAMPLE_874 SAMPLE_875 SAMPLE_876 SAMPLE_877 SAMPLE_878 SAMPLE_879 SAMPLE_880
#> "03" "02132" "03" "0246" "03" "0144" "02112" "02361"
#> SAMPLE_881 SAMPLE_882 SAMPLE_883 SAMPLE_884 SAMPLE_885 SAMPLE_886 SAMPLE_887 SAMPLE_888
#> "03" "03" "03" "02112" "0231" "02361" "0226" "03"
#> SAMPLE_889 SAMPLE_890 SAMPLE_891 SAMPLE_892 SAMPLE_893 SAMPLE_894 SAMPLE_895 SAMPLE_896
#> "02172" "02161" "0144" "02136" "0144" "02112" "0226" "0243"
#> SAMPLE_897 SAMPLE_898 SAMPLE_899 SAMPLE_900 SAMPLE_901 SAMPLE_902 SAMPLE_903 SAMPLE_904
#> "03" "023623" "02374" "02131" "02143" "02134" "02134" "0233"
#> SAMPLE_905 SAMPLE_906 SAMPLE_907 SAMPLE_908 SAMPLE_909 SAMPLE_910 SAMPLE_911 SAMPLE_912
#> "0233" "03" "02134" "0243" "0225" "0225" "0224" "0224"
#> SAMPLE_913 SAMPLE_914 SAMPLE_915 SAMPLE_916 SAMPLE_917 SAMPLE_918 SAMPLE_919 SAMPLE_920
#> "0215" "0215" "0235" "0235" "0235" "0235" "0235" "0235"
#> SAMPLE_921 SAMPLE_922 SAMPLE_923 SAMPLE_924 SAMPLE_925 SAMPLE_926 SAMPLE_927 SAMPLE_928
#> "0235" "0235" "02132" "02134" "023623" "02115" "0244" "0245"
#> SAMPLE_929 SAMPLE_930 SAMPLE_931 SAMPLE_932 SAMPLE_933 SAMPLE_934 SAMPLE_935 SAMPLE_936
#> "0234" "0234" "0215" "0215" "0215" "023621" "0215" "0215"
#> SAMPLE_937 SAMPLE_938 SAMPLE_939 SAMPLE_940 SAMPLE_941 SAMPLE_942 SAMPLE_943 SAMPLE_944
#> "0215" "0245" "02142" "02371" "02371" "0245" "02371" "0245"
#> SAMPLE_945 SAMPLE_946 SAMPLE_947 SAMPLE_948 SAMPLE_949 SAMPLE_950 SAMPLE_951 SAMPLE_952
#> "02372" "02371" "02142" "02371" "02371" "02371" "0245" "0245"
#> SAMPLE_953 SAMPLE_954 SAMPLE_955 SAMPLE_956 SAMPLE_957 SAMPLE_958 SAMPLE_959 SAMPLE_960
#> "0234" "02373" "02371" "02371" "02371" "02371" "02371" "02371"
#> SAMPLE_961 SAMPLE_962 SAMPLE_963 SAMPLE_964 SAMPLE_965 SAMPLE_966 SAMPLE_967 SAMPLE_968
#> "02137" "02133" "0234" "0234" "0245" "0234" "0234" "0245"
#> SAMPLE_969 SAMPLE_970 SAMPLE_971 SAMPLE_972 SAMPLE_973 SAMPLE_974 SAMPLE_975 SAMPLE_976
#> "0234" "0234" "02123" "0234" "0225" "03" "02112" "012"
#> SAMPLE_977 SAMPLE_978 SAMPLE_979 SAMPLE_980 SAMPLE_981 SAMPLE_982 SAMPLE_983 SAMPLE_984
#> "012" "012" "012" "02143" "02123" "02123" "012" "012"
#> SAMPLE_985 SAMPLE_986 SAMPLE_987 SAMPLE_988 SAMPLE_989 SAMPLE_990 SAMPLE_991 SAMPLE_992
#> "012" "0141" "0242" "03" "02137" "0245" "0161" "011"
#> SAMPLE_993 SAMPLE_994 SAMPLE_995 SAMPLE_996 SAMPLE_997 SAMPLE_998 SAMPLE_999 SAMPLE_1000
#> "02124" "02112" "023621" "023621" "02112" "02132" "02162" "02371"
#> SAMPLE_1001 SAMPLE_1002 SAMPLE_1003 SAMPLE_1004 SAMPLE_1005 SAMPLE_1006 SAMPLE_1007 SAMPLE_1008
#> "02117" "0234" "02371" "0234" "02373" "0234" "0234" "02117"
#> SAMPLE_1009 SAMPLE_1010 SAMPLE_1011 SAMPLE_1012 SAMPLE_1013 SAMPLE_1014 SAMPLE_1015 SAMPLE_1016
#> "0234" "02373" "0234" "0245" "0234" "02117" "02142" "02371"
#> SAMPLE_1017 SAMPLE_1018 SAMPLE_1019 SAMPLE_1020 SAMPLE_1021 SAMPLE_1022 SAMPLE_1023 SAMPLE_1024
#> "0245" "0234" "0234" "0234" "0234" "0234" "0234" "0245"
#> SAMPLE_1025 SAMPLE_1026 SAMPLE_1027 SAMPLE_1028 SAMPLE_1029 SAMPLE_1030 SAMPLE_1031 SAMPLE_1032
#> "0234" "0234" "0234" "0234" "0234" "0234" "0234" "0234"
#> SAMPLE_1033 SAMPLE_1034 SAMPLE_1035 SAMPLE_1036 SAMPLE_1037 SAMPLE_1038 SAMPLE_1039 SAMPLE_1040
#> "0234" "0234" "0234" "0234" "0234" "0163" "012" "02171"
#> SAMPLE_1041 SAMPLE_1042 SAMPLE_1043 SAMPLE_1044 SAMPLE_1045 SAMPLE_1046 SAMPLE_1047 SAMPLE_1048
#> "0224" "0224" "0231" "02132" "02112" "0215" "023621" "02162"
#> SAMPLE_1049 SAMPLE_1050 SAMPLE_1051 SAMPLE_1052 SAMPLE_1053 SAMPLE_1054 SAMPLE_1055 SAMPLE_1056
#> "02112" "023621" "02112" "023622" "023622" "02165" "023622" "02165"
#> SAMPLE_1057 SAMPLE_1058 SAMPLE_1059 SAMPLE_1060 SAMPLE_1061 SAMPLE_1062 SAMPLE_1063 SAMPLE_1064
#> "02165" "02165" "02165" "023622" "02165" "02165" "0215" "012"
#> SAMPLE_1065 SAMPLE_1066 SAMPLE_1067 SAMPLE_1068 SAMPLE_1069 SAMPLE_1070 SAMPLE_1071 SAMPLE_1072
#> "0163" "012" "02141" "02115" "02115" "02375" "02141" "02132"
#> SAMPLE_1073 SAMPLE_1074 SAMPLE_1075 SAMPLE_1076 SAMPLE_1077 SAMPLE_1078 SAMPLE_1079 SAMPLE_1080
#> "02115" "02141" "02141" "02141" "02141" "02363" "02141" "02141"
#> SAMPLE_1081 SAMPLE_1082 SAMPLE_1083 SAMPLE_1084 SAMPLE_1085 SAMPLE_1086 SAMPLE_1087 SAMPLE_1088
#> "02141" "023622" "0231" "02162" "023622" "02165" "02371" "0223"
#> SAMPLE_1089 SAMPLE_1090 SAMPLE_1091 SAMPLE_1092 SAMPLE_1093 SAMPLE_1094 SAMPLE_1095 SAMPLE_1096
#> "0223" "02123" "02122" "02165" "023622" "0231" "02165" "02165"
#> SAMPLE_1097 SAMPLE_1098 SAMPLE_1099 SAMPLE_1100 SAMPLE_1101 SAMPLE_1102 SAMPLE_1103 SAMPLE_1104
#> "02364" "02123" "03" "02135" "02162" "02162" "02162" "02162"
#> SAMPLE_1105 SAMPLE_1106 SAMPLE_1107 SAMPLE_1108 SAMPLE_1109 SAMPLE_1110 SAMPLE_1111 SAMPLE_1112
#> "02162" "02162" "02162" "02162" "02162" "02113" "0131" "02364"
#> SAMPLE_1113 SAMPLE_1114 SAMPLE_1115 SAMPLE_1116 SAMPLE_1117 SAMPLE_1118 SAMPLE_1119 SAMPLE_1120
#> "02133" "02161" "0233" "011" "02373" "02117" "0234" "02111"
#> SAMPLE_1121 SAMPLE_1122 SAMPLE_1123 SAMPLE_1124 SAMPLE_1125 SAMPLE_1126 SAMPLE_1127 SAMPLE_1128
#> "0234" "0234" "02113" "02111" "0234" "02117" "02115" "02142"
#> SAMPLE_1129 SAMPLE_1130 SAMPLE_1131 SAMPLE_1132 SAMPLE_1133 SAMPLE_1134 SAMPLE_1135 SAMPLE_1136
#> "02111" "02117" "0234" "0234" "0234" "0234" "0234" "02361"
#> SAMPLE_1137 SAMPLE_1138 SAMPLE_1139 SAMPLE_1140 SAMPLE_1141 SAMPLE_1142 SAMPLE_1143 SAMPLE_1144
#> "02361" "02361" "02361" "02361" "02361" "02361" "02112" "02132"
#> SAMPLE_1145 SAMPLE_1146 SAMPLE_1147 SAMPLE_1148 SAMPLE_1149 SAMPLE_1150 SAMPLE_1151 SAMPLE_1152
#> "02133" "02131" "0233" "0215" "012" "02361" "02112" "02361"
#> SAMPLE_1153 SAMPLE_1154 SAMPLE_1155 SAMPLE_1156 SAMPLE_1157 SAMPLE_1158 SAMPLE_1159 SAMPLE_1160
#> "02361" "02361" "02361" "02364" "023622" "02141" "0144" "0144"
#> SAMPLE_1161 SAMPLE_1162 SAMPLE_1163 SAMPLE_1164 SAMPLE_1165 SAMPLE_1166 SAMPLE_1167 SAMPLE_1168
#> "0143" "02132" "02364" "0243" "02364" "02363" "02372" "0131"
#> SAMPLE_1169 SAMPLE_1170 SAMPLE_1171 SAMPLE_1172 SAMPLE_1173 SAMPLE_1174 SAMPLE_1175 SAMPLE_1176
#> "011" "0247" "02135" "0222" "0231" "0231" "023622" "0231"
#> SAMPLE_1177 SAMPLE_1178 SAMPLE_1179 SAMPLE_1180 SAMPLE_1181 SAMPLE_1182 SAMPLE_1183 SAMPLE_1184
#> "02364" "02115" "02115" "02134" "02164" "02371" "0233" "0233"
#> SAMPLE_1185 SAMPLE_1186 SAMPLE_1187 SAMPLE_1188 SAMPLE_1189 SAMPLE_1190 SAMPLE_1191 SAMPLE_1192
#> "02163" "02163" "02137" "0247" "0241" "02116" "02116" "011"
#> SAMPLE_1193 SAMPLE_1194 SAMPLE_1195 SAMPLE_1196 SAMPLE_1197 SAMPLE_1198 SAMPLE_1199 SAMPLE_1200
#> "02171" "02137" "02373" "02142" "02373" "02371" "02142" "02142"
#> SAMPLE_1201 SAMPLE_1202 SAMPLE_1203 SAMPLE_1204 SAMPLE_1205 SAMPLE_1206 SAMPLE_1207 SAMPLE_1208
#> "02111" "02142" "0222" "02113" "02136" "03" "0243" "02162"
#> SAMPLE_1209 SAMPLE_1210 SAMPLE_1211 SAMPLE_1212 SAMPLE_1213 SAMPLE_1214 SAMPLE_1215 SAMPLE_1216
#> "03" "0234" "0162" "0163" "0164" "0243" "02143" "0223"
#> SAMPLE_1217 SAMPLE_1218 SAMPLE_1219 SAMPLE_1220 SAMPLE_1221 SAMPLE_1222 SAMPLE_1223 SAMPLE_1224
#> "0223" "0223" "0234" "02116" "02123" "02324" "0244" "02123"
#> SAMPLE_1225 SAMPLE_1226 SAMPLE_1227 SAMPLE_1228 SAMPLE_1229 SAMPLE_1230 SAMPLE_1231 SAMPLE_1232
#> "0244" "0227" "023622" "02123" "02324" "02123" "02123" "02123"
#> SAMPLE_1233 SAMPLE_1234 SAMPLE_1235 SAMPLE_1236 SAMPLE_1237 SAMPLE_1238 SAMPLE_1239 SAMPLE_1240
#> "02324" "02123" "02123" "02123" "02123" "02123" "023622" "02142"
#> SAMPLE_1241 SAMPLE_1242 SAMPLE_1243 SAMPLE_1244 SAMPLE_1245 SAMPLE_1246 SAMPLE_1247 SAMPLE_1248
#> "012" "015" "0162" "02171" "02171" "02171" "02171" "02375"
#> SAMPLE_1249 SAMPLE_1250 SAMPLE_1251 SAMPLE_1252 SAMPLE_1253 SAMPLE_1254 SAMPLE_1255 SAMPLE_1256
#> "02114" "02114" "0247" "03" "03" "03" "03" "02114"
#> SAMPLE_1257 SAMPLE_1258 SAMPLE_1259 SAMPLE_1260 SAMPLE_1261 SAMPLE_1262 SAMPLE_1263 SAMPLE_1264
#> "02361" "02137" "0223" "0221" "0221" "0223" "0245" "03"
#> SAMPLE_1265 SAMPLE_1266 SAMPLE_1267 SAMPLE_1268 SAMPLE_1269 SAMPLE_1270 SAMPLE_1271 SAMPLE_1272
#> "02364" "02321" "02322" "0161" "02112" "02321" "02321" "02321"
#> SAMPLE_1273 SAMPLE_1274 SAMPLE_1275 SAMPLE_1276 SAMPLE_1277 SAMPLE_1278 SAMPLE_1279 SAMPLE_1280
#> "02321" "02171" "02171" "0224" "0224" "0222" "0247" "02363"
#> SAMPLE_1281 SAMPLE_1282 SAMPLE_1283 SAMPLE_1284 SAMPLE_1285 SAMPLE_1286 SAMPLE_1287 SAMPLE_1288
#> "03" "02135" "02113" "0226" "0242" "0221" "03" "02361"
#> SAMPLE_1289 SAMPLE_1290 SAMPLE_1291 SAMPLE_1292 SAMPLE_1293 SAMPLE_1294 SAMPLE_1295 SAMPLE_1296
#> "0242" "02322" "02112" "02163" "02133" "02113" "02321" "0244"
#> SAMPLE_1297 SAMPLE_1298 SAMPLE_1299 SAMPLE_1300 SAMPLE_1301 SAMPLE_1302 SAMPLE_1303 SAMPLE_1304
#> "02171" "02321" "0244" "0244" "02171" "02321" "02321" "02321"
#> SAMPLE_1305 SAMPLE_1306 SAMPLE_1307 SAMPLE_1308 SAMPLE_1309 SAMPLE_1310 SAMPLE_1311 SAMPLE_1312
#> "0244" "02321" "02171" "02321" "02321" "02171" "0244" "02171"
#> SAMPLE_1313 SAMPLE_1314 SAMPLE_1315 SAMPLE_1316 SAMPLE_1317 SAMPLE_1318 SAMPLE_1319 SAMPLE_1320
#> "02321" "02321" "02321" "0215" "0215" "0215" "023621" "023621"
#> SAMPLE_1321 SAMPLE_1322 SAMPLE_1323 SAMPLE_1324 SAMPLE_1325 SAMPLE_1326 SAMPLE_1327 SAMPLE_1328
#> "0215" "023621" "0215" "0215" "0234" "02117" "02113" "0234"
#> SAMPLE_1329 SAMPLE_1330 SAMPLE_1331 SAMPLE_1332 SAMPLE_1333 SAMPLE_1334 SAMPLE_1335 SAMPLE_1336
#> "02113" "02113" "02135" "02135" "02113" "02113" "02113" "0161"
#> SAMPLE_1337 SAMPLE_1338 SAMPLE_1339 SAMPLE_1340 SAMPLE_1341 SAMPLE_1342 SAMPLE_1343 SAMPLE_1344
#> "0233" "0227" "02323" "02144" "02132" "023623" "02116" "02114"
#> SAMPLE_1345 SAMPLE_1346 SAMPLE_1347 SAMPLE_1348 SAMPLE_1349 SAMPLE_1350 SAMPLE_1351 SAMPLE_1352
#> "0244" "02123" "0231" "0221" "02134" "02323" "0248" "0225"
#> SAMPLE_1353 SAMPLE_1354 SAMPLE_1355 SAMPLE_1356 SAMPLE_1357 SAMPLE_1358 SAMPLE_1359 SAMPLE_1360
#> "03" "0234" "0222" "03" "03" "03" "03" "03"
#> SAMPLE_1361 SAMPLE_1362 SAMPLE_1363 SAMPLE_1364 SAMPLE_1365 SAMPLE_1366 SAMPLE_1367 SAMPLE_1368
#> "03" "03" "03" "03" "03" "03" "03" "03"
#> SAMPLE_1369 SAMPLE_1370 SAMPLE_1371 SAMPLE_1372 SAMPLE_1373 SAMPLE_1374 SAMPLE_1375 SAMPLE_1376
#> "03" "03" "03" "03" "03" "03" "03" "03"
#> SAMPLE_1377 SAMPLE_1378 SAMPLE_1379 SAMPLE_1380 SAMPLE_1381 SAMPLE_1382 SAMPLE_1383 SAMPLE_1384
#> "03" "03" "03" "03" "03" "03" "03" "03"
#> SAMPLE_1385 SAMPLE_1386 SAMPLE_1387 SAMPLE_1388 SAMPLE_1389 SAMPLE_1390 SAMPLE_1391 SAMPLE_1392
#> "03" "02164" "023623" "0227" "0227" "02162" "02164" "02164"
#> SAMPLE_1393 SAMPLE_1394 SAMPLE_1395 SAMPLE_1396 SAMPLE_1397 SAMPLE_1398 SAMPLE_1399 SAMPLE_1400
#> "02164" "02164" "02164" "02162" "023623" "0244" "023622" "02162"
#> SAMPLE_1401 SAMPLE_1402 SAMPLE_1403 SAMPLE_1404 SAMPLE_1405 SAMPLE_1406 SAMPLE_1407 SAMPLE_1408
#> "023623" "0234" "0221" "0248" "02135" "02113" "02113" "02135"
#> SAMPLE_1409 SAMPLE_1410 SAMPLE_1411 SAMPLE_1412 SAMPLE_1413 SAMPLE_1414 SAMPLE_1415 SAMPLE_1416
#> "02363" "02162" "02161" "0224" "012" "012" "012" "0164"
#> SAMPLE_1417 SAMPLE_1418 SAMPLE_1419 SAMPLE_1420 SAMPLE_1421 SAMPLE_1422 SAMPLE_1423 SAMPLE_1424
#> "012" "012" "02361" "02361" "02112" "02112" "02116" "02112"
#> SAMPLE_1425 SAMPLE_1426 SAMPLE_1427 SAMPLE_1428 SAMPLE_1429 SAMPLE_1430 SAMPLE_1431 SAMPLE_1432
#> "0242" "0242" "0141" "02363" "02325" "02142" "02361" "02124"
#> SAMPLE_1433 SAMPLE_1434 SAMPLE_1435 SAMPLE_1436 SAMPLE_1437 SAMPLE_1438 SAMPLE_1439 SAMPLE_1440
#> "03" "0231" "02112" "02112" "02112" "02112" "02112" "0161"
#> SAMPLE_1441 SAMPLE_1442 SAMPLE_1443 SAMPLE_1444 SAMPLE_1445 SAMPLE_1446 SAMPLE_1447 SAMPLE_1448
#> "02112" "02363" "02363" "02163" "02112" "0233" "0133" "0133"
#> SAMPLE_1449 SAMPLE_1450 SAMPLE_1451 SAMPLE_1452 SAMPLE_1453 SAMPLE_1454 SAMPLE_1455 SAMPLE_1456
#> "02163" "02163" "02163" "02135" "023622" "02134" "0234" "0234"
#> SAMPLE_1457 SAMPLE_1458 SAMPLE_1459 SAMPLE_1460 SAMPLE_1461 SAMPLE_1462 SAMPLE_1463 SAMPLE_1464
#> "0234" "0234" "0234" "0234" "0245" "02113" "02113" "02116"
#> SAMPLE_1465 SAMPLE_1466 SAMPLE_1467 SAMPLE_1468 SAMPLE_1469 SAMPLE_1470 SAMPLE_1471 SAMPLE_1472
#> "02134" "02137" "02133" "02134" "02131" "02133" "02133" "02133"
#> SAMPLE_1473 SAMPLE_1474 SAMPLE_1475 SAMPLE_1476 SAMPLE_1477 SAMPLE_1478 SAMPLE_1479 SAMPLE_1480
#> "02134" "02133" "02134" "0231" "02134" "02133" "02133" "0233"
#> SAMPLE_1481 SAMPLE_1482 SAMPLE_1483 SAMPLE_1484 SAMPLE_1485 SAMPLE_1486 SAMPLE_1487 SAMPLE_1488
#> "02133" "02137" "02133" "02133" "02133" "02133" "02133" "02133"
#> SAMPLE_1489 SAMPLE_1490 SAMPLE_1491 SAMPLE_1492 SAMPLE_1493 SAMPLE_1494 SAMPLE_1495 SAMPLE_1496
#> "03" "03" "023623" "0242" "0242" "0242" "0221" "0242"
#> SAMPLE_1497 SAMPLE_1498 SAMPLE_1499 SAMPLE_1500 SAMPLE_1501 SAMPLE_1502 SAMPLE_1503 SAMPLE_1504
#> "0242" "0242" "0221" "0242" "0221" "0221" "0221" "0242"
#> SAMPLE_1505 SAMPLE_1506 SAMPLE_1507 SAMPLE_1508 SAMPLE_1509 SAMPLE_1510 SAMPLE_1511 SAMPLE_1512
#> "0221" "0221" "0242" "0242" "0242" "0242" "0242" "02136"
#> SAMPLE_1513 SAMPLE_1514 SAMPLE_1515 SAMPLE_1516 SAMPLE_1517 SAMPLE_1518 SAMPLE_1519 SAMPLE_1520
#> "0226" "02165" "0222" "0221" "0242" "0221" "0221" "0221"
#> SAMPLE_1521 SAMPLE_1522 SAMPLE_1523 SAMPLE_1524 SAMPLE_1525 SAMPLE_1526 SAMPLE_1527 SAMPLE_1528
#> "0242" "0242" "015" "0233" "012" "02321" "02112" "02112"
#> SAMPLE_1529 SAMPLE_1530 SAMPLE_1531 SAMPLE_1532 SAMPLE_1533 SAMPLE_1534 SAMPLE_1535 SAMPLE_1536
#> "02112" "02112" "02112" "02112" "02112" "023623" "02111" "0234"
#> SAMPLE_1537 SAMPLE_1538 SAMPLE_1539 SAMPLE_1540 SAMPLE_1541 SAMPLE_1542 SAMPLE_1543 SAMPLE_1544
#> "0245" "02113" "02113" "02111" "0234" "02113" "02117" "0234"
#> SAMPLE_1545 SAMPLE_1546 SAMPLE_1547 SAMPLE_1548 SAMPLE_1549 SAMPLE_1550 SAMPLE_1551 SAMPLE_1552
#> "02113" "0234" "0245" "0234" "02111" "0234" "02142" "02133"
#> SAMPLE_1553 SAMPLE_1554 SAMPLE_1555 SAMPLE_1556 SAMPLE_1557 SAMPLE_1558 SAMPLE_1559 SAMPLE_1560
#> "0221" "02322" "0242" "02322" "02322" "02322" "0242" "02322"
#> SAMPLE_1561 SAMPLE_1562 SAMPLE_1563 SAMPLE_1564 SAMPLE_1565 SAMPLE_1566 SAMPLE_1567 SAMPLE_1568
#> "0242" "0242" "02322" "0242" "02322" "02322" "0242" "0221"
#> SAMPLE_1569 SAMPLE_1570 SAMPLE_1571 SAMPLE_1572 SAMPLE_1573 SAMPLE_1574 SAMPLE_1575 SAMPLE_1576
#> "0221" "0221" "0242" "0221" "0221" "0242" "02322" "0242"
#> SAMPLE_1577 SAMPLE_1578 SAMPLE_1579 SAMPLE_1580 SAMPLE_1581 SAMPLE_1582 SAMPLE_1583 SAMPLE_1584
#> "023623" "02371" "03" "0244" "0227" "03" "02164" "02132"
#> SAMPLE_1585 SAMPLE_1586 SAMPLE_1587 SAMPLE_1588 SAMPLE_1589 SAMPLE_1590 SAMPLE_1591 SAMPLE_1592
#> "02134" "0233" "02132" "02132" "02163" "02132" "02163" "02134"
#> SAMPLE_1593 SAMPLE_1594 SAMPLE_1595 SAMPLE_1596 SAMPLE_1597 SAMPLE_1598 SAMPLE_1599 SAMPLE_1600
#> "02134" "02134" "0231" "02162" "02112" "02136" "02363" "02363"
#> SAMPLE_1601 SAMPLE_1602 SAMPLE_1603 SAMPLE_1604 SAMPLE_1605 SAMPLE_1606 SAMPLE_1607 SAMPLE_1608
#> "02363" "0227" "0144" "0243" "0144" "0143" "0143" "0234"
#> SAMPLE_1609 SAMPLE_1610 SAMPLE_1611 SAMPLE_1612 SAMPLE_1613 SAMPLE_1614 SAMPLE_1615 SAMPLE_1616
#> "02117" "02112" "0234" "02122" "02122" "02122" "02122" "02122"
#> SAMPLE_1617 SAMPLE_1618 SAMPLE_1619 SAMPLE_1620 SAMPLE_1621 SAMPLE_1622 SAMPLE_1623 SAMPLE_1624
#> "02122" "02122" "02162" "02162" "02135" "02162" "02133" "02133"
#> SAMPLE_1625 SAMPLE_1626 SAMPLE_1627 SAMPLE_1628 SAMPLE_1629 SAMPLE_1630 SAMPLE_1631 SAMPLE_1632
#> "0221" "03" "0226" "0225" "0233" "02171" "02144" "02121"
#> SAMPLE_1633 SAMPLE_1634 SAMPLE_1635 SAMPLE_1636 SAMPLE_1637 SAMPLE_1638 SAMPLE_1639 SAMPLE_1640
#> "0231" "0245" "0226" "0247" "02374" "0226" "023623" "0247"
#> SAMPLE_1641 SAMPLE_1642 SAMPLE_1643 SAMPLE_1644 SAMPLE_1645 SAMPLE_1646 SAMPLE_1647 SAMPLE_1648
#> "0243" "0247" "0225" "0243" "02166" "0222" "0247" "0243"
#> SAMPLE_1649 SAMPLE_1650 SAMPLE_1651 SAMPLE_1652 SAMPLE_1653 SAMPLE_1654 SAMPLE_1655 SAMPLE_1656
#> "0243" "023622" "02133" "0243" "0233" "0225" "0243" "0243"
#> SAMPLE_1657 SAMPLE_1658 SAMPLE_1659 SAMPLE_1660 SAMPLE_1661 SAMPLE_1662 SAMPLE_1663 SAMPLE_1664
#> "02325" "0242" "02116" "02363" "02134" "02134" "0233" "03"
#> SAMPLE_1665 SAMPLE_1666 SAMPLE_1667 SAMPLE_1668 SAMPLE_1669 SAMPLE_1670 SAMPLE_1671 SAMPLE_1672
#> "0226" "02321" "0164" "0231" "02141" "02134" "0245" "02134"
#> SAMPLE_1673 SAMPLE_1674 SAMPLE_1675 SAMPLE_1676 SAMPLE_1677 SAMPLE_1678 SAMPLE_1679 SAMPLE_1680
#> "011" "0246" "0241" "0243" "0143" "02134" "02165" "02112"
#> SAMPLE_1681 SAMPLE_1682 SAMPLE_1683 SAMPLE_1684 SAMPLE_1685 SAMPLE_1686 SAMPLE_1687 SAMPLE_1688
#> "0243" "03" "02166" "023624" "0244" "0241" "02111" "02174"
#> SAMPLE_1689 SAMPLE_1690 SAMPLE_1691 SAMPLE_1692 SAMPLE_1693 SAMPLE_1694 SAMPLE_1695 SAMPLE_1696
#> "02164" "02124" "02174" "02162" "02133" "0144" "02363" "0233"
#> SAMPLE_1697 SAMPLE_1698 SAMPLE_1699 SAMPLE_1700 SAMPLE_1701 SAMPLE_1702 SAMPLE_1703 SAMPLE_1704
#> "0233" "0142" "02134" "02172" "0234" "02363" "02135" "02163"
#> SAMPLE_1705 SAMPLE_1706 SAMPLE_1707 SAMPLE_1708 SAMPLE_1709 SAMPLE_1710 SAMPLE_1711 SAMPLE_1712
#> "02163" "02135" "02163" "02136" "03" "02166" "02163" "0161"
#> SAMPLE_1713 SAMPLE_1714 SAMPLE_1715 SAMPLE_1716 SAMPLE_1717 SAMPLE_1718 SAMPLE_1719 SAMPLE_1720
#> "02364" "0233" "02121" "0241" "0231" "0222" "02121" "0241"
#> SAMPLE_1721 SAMPLE_1722 SAMPLE_1723 SAMPLE_1724 SAMPLE_1725 SAMPLE_1726 SAMPLE_1727 SAMPLE_1728
#> "0246" "02121" "02121" "0241" "02121" "0241" "0222" "02121"
#> SAMPLE_1729 SAMPLE_1730 SAMPLE_1731 SAMPLE_1732 SAMPLE_1733 SAMPLE_1734 SAMPLE_1735 SAMPLE_1736
#> "0246" "02137" "02117" "0224" "03" "02163" "011" "0142"
#> SAMPLE_1737 SAMPLE_1738 SAMPLE_1739 SAMPLE_1740 SAMPLE_1741 SAMPLE_1742 SAMPLE_1743 SAMPLE_1744
#> "0246" "02113" "0231" "0241" "02121" "02121" "02121" "0231"
#> SAMPLE_1745 SAMPLE_1746 SAMPLE_1747 SAMPLE_1748 SAMPLE_1749 SAMPLE_1750 SAMPLE_1751 SAMPLE_1752
#> "0246" "02121" "0241" "02121" "0246" "0241" "0246" "0215"
#> SAMPLE_1753 SAMPLE_1754 SAMPLE_1755 SAMPLE_1756 SAMPLE_1757 SAMPLE_1758 SAMPLE_1759 SAMPLE_1760
#> "0215" "0243" "02134" "02134" "023624" "02136" "02164" "0247"
#> SAMPLE_1761 SAMPLE_1762 SAMPLE_1763 SAMPLE_1764 SAMPLE_1765 SAMPLE_1766 SAMPLE_1767 SAMPLE_1768
#> "0247" "0225" "02135" "0222" "0225" "02163" "02115" "02363"
#> SAMPLE_1769 SAMPLE_1770 SAMPLE_1771 SAMPLE_1772 SAMPLE_1773 SAMPLE_1774 SAMPLE_1775 SAMPLE_1776
#> "02363" "02363" "02323" "02115" "02363" "02372" "0246" "02141"
#> SAMPLE_1777 SAMPLE_1778 SAMPLE_1779 SAMPLE_1780 SAMPLE_1781 SAMPLE_1782 SAMPLE_1783 SAMPLE_1784
#> "02121" "0222" "0222" "0241" "0231" "0241" "0231" "0241"
#> SAMPLE_1785 SAMPLE_1786 SAMPLE_1787 SAMPLE_1788 SAMPLE_1789 SAMPLE_1790 SAMPLE_1791 SAMPLE_1792
#> "02121" "02121" "0241" "0241" "0241" "02121" "023622" "0231"
#> SAMPLE_1793 SAMPLE_1794 SAMPLE_1795 SAMPLE_1796 SAMPLE_1797 SAMPLE_1798 SAMPLE_1799 SAMPLE_1800
#> "02161" "0241" "0247" "0227" "03" "02364" "0226" "0225"
#> SAMPLE_1801 SAMPLE_1802 SAMPLE_1803 SAMPLE_1804 SAMPLE_1805 SAMPLE_1806 SAMPLE_1807 SAMPLE_1808
#> "0222" "0243" "0225" "0243" "0243" "0247" "0243" "0222"
#> SAMPLE_1809 SAMPLE_1810 SAMPLE_1811 SAMPLE_1812 SAMPLE_1813 SAMPLE_1814 SAMPLE_1815 SAMPLE_1816
#> "0226" "0243" "0243" "0243" "02375" "0222" "0225" "02174"
#> SAMPLE_1817 SAMPLE_1818 SAMPLE_1819 SAMPLE_1820 SAMPLE_1821 SAMPLE_1822 SAMPLE_1823 SAMPLE_1824
#> "02145" "0247" "0247" "0243" "0222" "0243" "0243" "0225"
#> SAMPLE_1825 SAMPLE_1826 SAMPLE_1827 SAMPLE_1828 SAMPLE_1829 SAMPLE_1830 SAMPLE_1831 SAMPLE_1832
#> "0243" "0243" "03" "03" "0144" "03" "03" "0246"
#> SAMPLE_1833 SAMPLE_1834 SAMPLE_1835 SAMPLE_1836 SAMPLE_1837 SAMPLE_1838 SAMPLE_1839 SAMPLE_1840
#> "0231" "0241" "03" "02164" "02112" "0144" "02134" "023623"
#> SAMPLE_1841 SAMPLE_1842 SAMPLE_1843 SAMPLE_1844 SAMPLE_1845 SAMPLE_1846 SAMPLE_1847 SAMPLE_1848
#> "023625" "0224" "0224" "0243" "03" "015" "03" "0246"
#> SAMPLE_1849 SAMPLE_1850 SAMPLE_1851 SAMPLE_1852 SAMPLE_1853 SAMPLE_1854 SAMPLE_1855 SAMPLE_1856
#> "0241" "0243" "02166" "02166" "02166" "02163" "0225" "02166"
#> SAMPLE_1857 SAMPLE_1858 SAMPLE_1859 SAMPLE_1860 SAMPLE_1861 SAMPLE_1862 SAMPLE_1863 SAMPLE_1864
#> "02133" "0231" "0141" "02112" "0241" "0222" "0246" "0224"
#> SAMPLE_1865 SAMPLE_1866 SAMPLE_1867 SAMPLE_1868 SAMPLE_1869 SAMPLE_1870 SAMPLE_1871 SAMPLE_1872
#> "0134" "02363" "02324" "0233" "02325" "0141" "0161" "0242"
#> SAMPLE_1873 SAMPLE_1874 SAMPLE_1875 SAMPLE_1876 SAMPLE_1877 SAMPLE_1878 SAMPLE_1879 SAMPLE_1880
#> "0242" "02363" "0141" "0141" "0141" "02325" "023624" "02165"
#> SAMPLE_1881 SAMPLE_1882 SAMPLE_1883 SAMPLE_1884 SAMPLE_1885 SAMPLE_1886 SAMPLE_1887 SAMPLE_1888
#> "02135" "02112" "0231" "03" "0241" "0223" "0223" "02143"
#> SAMPLE_1889 SAMPLE_1890 SAMPLE_1891 SAMPLE_1892 SAMPLE_1893 SAMPLE_1894 SAMPLE_1895 SAMPLE_1896
#> "0163" "0164" "0162" "0162" "012" "0162" "03" "03"
#> SAMPLE_1897 SAMPLE_1898 SAMPLE_1899 SAMPLE_1900 SAMPLE_1901 SAMPLE_1902 SAMPLE_1903 SAMPLE_1904
#> "03" "03" "03" "03" "03" "03" "03" "03"
#> SAMPLE_1905 SAMPLE_1906 SAMPLE_1907 SAMPLE_1908 SAMPLE_1909 SAMPLE_1910 SAMPLE_1911 SAMPLE_1912
#> "02324" "02117" "02111" "0133" "02115" "03" "03" "0244"
#> SAMPLE_1913 SAMPLE_1914 SAMPLE_1915 SAMPLE_1916 SAMPLE_1917 SAMPLE_1918 SAMPLE_1919 SAMPLE_1920
#> "0243" "0243" "0233" "02161" "02161" "02161" "02163" "0235"
#> SAMPLE_1921 SAMPLE_1922 SAMPLE_1923 SAMPLE_1924 SAMPLE_1925 SAMPLE_1926 SAMPLE_1927 SAMPLE_1928
#> "0131" "02171" "02321" "023625" "02166" "03" "02164" "03"
#> SAMPLE_1929 SAMPLE_1930 SAMPLE_1931 SAMPLE_1932 SAMPLE_1933 SAMPLE_1934 SAMPLE_1935 SAMPLE_1936
#> "0235" "0144" "0235" "011" "0233" "0231" "0225" "02113"
#> SAMPLE_1937 SAMPLE_1938 SAMPLE_1939 SAMPLE_1940 SAMPLE_1941 SAMPLE_1942 SAMPLE_1943 SAMPLE_1944
#> "03" "0233" "02112" "02114" "02114" "02113" "02116" "02135"
#> SAMPLE_1945 SAMPLE_1946 SAMPLE_1947 SAMPLE_1948 SAMPLE_1949 SAMPLE_1950 SAMPLE_1951 SAMPLE_1952
#> "02113" "02114" "02113" "02113" "02163" "02132" "02112" "02112"
#> SAMPLE_1953 SAMPLE_1954 SAMPLE_1955 SAMPLE_1956 SAMPLE_1957 SAMPLE_1958 SAMPLE_1959 SAMPLE_1960
#> "02132" "02113" "02113" "02161" "0224" "0244" "0225" "0243"
#> SAMPLE_1961 SAMPLE_1962 SAMPLE_1963 SAMPLE_1964 SAMPLE_1965 SAMPLE_1966 SAMPLE_1967 SAMPLE_1968
#> "0225" "0231" "0243" "02111" "02117" "0242" "02164" "023623"
#> SAMPLE_1969 SAMPLE_1970 SAMPLE_1971 SAMPLE_1972 SAMPLE_1973 SAMPLE_1974 SAMPLE_1975 SAMPLE_1976
#> "0133" "0245" "0243" "0247" "0132" "0241" "02113" "0231"
#> SAMPLE_1977 SAMPLE_1978 SAMPLE_1979 SAMPLE_1980 SAMPLE_1981 SAMPLE_1982 SAMPLE_1983 SAMPLE_1984
#> "0246" "0233" "02112" "0244" "02321" "02321" "02321" "02321"
#> SAMPLE_1985 SAMPLE_1986 SAMPLE_1987 SAMPLE_1988 SAMPLE_1989 SAMPLE_1990 SAMPLE_1991 SAMPLE_1992
#> "02321" "02321" "0244" "02171" "0244" "02321" "02321" "03"
#> SAMPLE_1993 SAMPLE_1994 SAMPLE_1995 SAMPLE_1996 SAMPLE_1997 SAMPLE_1998 SAMPLE_1999 SAMPLE_2000
#> "0241" "0233" "0222" "02116" "02134" "02112" "0244" "0164"
#> SAMPLE_2001 SAMPLE_2002 SAMPLE_2003 SAMPLE_2004 SAMPLE_2005 SAMPLE_2006 SAMPLE_2007 SAMPLE_2008
#> "02321" "02111" "02111" "02113" "02113" "02111" "02111" "02111"
#> SAMPLE_2009 SAMPLE_2010 SAMPLE_2011 SAMPLE_2012 SAMPLE_2013 SAMPLE_2014 SAMPLE_2015 SAMPLE_2016
#> "02113" "02117" "02113" "02117" "02117" "03" "0231" "0222"
#> SAMPLE_2017 SAMPLE_2018 SAMPLE_2019 SAMPLE_2020 SAMPLE_2021 SAMPLE_2022 SAMPLE_2023 SAMPLE_2024
#> "0231" "02134" "0246" "02161" "0241" "0245" "0247" "0233"
#> SAMPLE_2025 SAMPLE_2026 SAMPLE_2027 SAMPLE_2028 SAMPLE_2029 SAMPLE_2030 SAMPLE_2031 SAMPLE_2032
#> "03" "03" "02321" "02171" "02171" "02163" "03" "03"
#> SAMPLE_2033 SAMPLE_2034 SAMPLE_2035 SAMPLE_2036 SAMPLE_2037 SAMPLE_2038 SAMPLE_2039 SAMPLE_2040
#> "03" "03" "03" "03" "0243" "0241" "02111" "02373"
#> SAMPLE_2041 SAMPLE_2042 SAMPLE_2043 SAMPLE_2044 SAMPLE_2045 SAMPLE_2046 SAMPLE_2047 SAMPLE_2048
#> "02143" "02135" "02113" "02111" "02111" "02115" "02115" "02111"
#> SAMPLE_2049 SAMPLE_2050 SAMPLE_2051 SAMPLE_2052 SAMPLE_2053 SAMPLE_2054 SAMPLE_2055 SAMPLE_2056
#> "02163" "0231" "02143" "03" "03" "03" "02375" "0231"
#> SAMPLE_2057 SAMPLE_2058 SAMPLE_2059 SAMPLE_2060 SAMPLE_2061 SAMPLE_2062 SAMPLE_2063 SAMPLE_2064
#> "02116" "02165" "03" "0233" "015" "0231" "02143" "03"
#> SAMPLE_2065 SAMPLE_2066 SAMPLE_2067 SAMPLE_2068 SAMPLE_2069 SAMPLE_2070 SAMPLE_2071 SAMPLE_2072
#> "0225" "03" "0222" "02373" "02364" "02171" "02321" "02111"
#> SAMPLE_2073 SAMPLE_2074 SAMPLE_2075 SAMPLE_2076 SAMPLE_2077 SAMPLE_2078 SAMPLE_2079 SAMPLE_2080
#> "02111" "02117" "02115" "02111" "02323" "02323" "02323" "02326"
#> SAMPLE_2081 SAMPLE_2082 SAMPLE_2083 SAMPLE_2084 SAMPLE_2085 SAMPLE_2086 SAMPLE_2087 SAMPLE_2088
#> "0244" "02115" "0244" "02144" "02144" "02144" "02323" "02173"
#> SAMPLE_2089 SAMPLE_2090 SAMPLE_2091 SAMPLE_2092 SAMPLE_2093 SAMPLE_2094 SAMPLE_2095 SAMPLE_2096
#> "02144" "02173" "02326" "02323" "02132" "02132" "02173" "02144"
#> SAMPLE_2097 SAMPLE_2098 SAMPLE_2099 SAMPLE_2100 SAMPLE_2101 SAMPLE_2102 SAMPLE_2103 SAMPLE_2104
#> "02323" "02132" "02323" "02323" "02323" "02323" "02173" "0244"
#> SAMPLE_2105 SAMPLE_2106 SAMPLE_2107 SAMPLE_2108 SAMPLE_2109 SAMPLE_2110 SAMPLE_2111 SAMPLE_2112
#> "02144" "02144" "02144" "02323" "0244" "02115" "0244" "02323"
#> SAMPLE_2113 SAMPLE_2114 SAMPLE_2115 SAMPLE_2116 SAMPLE_2117 SAMPLE_2118 SAMPLE_2119 SAMPLE_2120
#> "02323" "02323" "02173" "02326" "02323" "02323" "02173" "02144"
#> SAMPLE_2121 SAMPLE_2122 SAMPLE_2123 SAMPLE_2124 SAMPLE_2125 SAMPLE_2126 SAMPLE_2127 SAMPLE_2128
#> "02323" "02323" "02132" "02326" "0244" "02132" "02132" "02323"
#> SAMPLE_2129 SAMPLE_2130 SAMPLE_2131 SAMPLE_2132 SAMPLE_2133 SAMPLE_2134 SAMPLE_2135 SAMPLE_2136
#> "02132" "02323" "02144" "02324" "02323" "02115" "0244" "02132"
#> SAMPLE_2137 SAMPLE_2138 SAMPLE_2139 SAMPLE_2140 SAMPLE_2141 SAMPLE_2142 SAMPLE_2143 SAMPLE_2144
#> "02323" "0244" "0241" "02112" "0132" "0241" "0241" "0222"
#> SAMPLE_2145 SAMPLE_2146 SAMPLE_2147 SAMPLE_2148 SAMPLE_2149 SAMPLE_2150 SAMPLE_2151 SAMPLE_2152
#> "0241" "03" "0231" "0233" "0226" "0247" "02375" "0225"
#> SAMPLE_2153 SAMPLE_2154 SAMPLE_2155 SAMPLE_2156 SAMPLE_2157 SAMPLE_2158 SAMPLE_2159 SAMPLE_2160
#> "0247" "02321" "0244" "02171" "02321" "02171" "02171" "02321"
#> SAMPLE_2161 SAMPLE_2162 SAMPLE_2163 SAMPLE_2164 SAMPLE_2165 SAMPLE_2166 SAMPLE_2167 SAMPLE_2168
#> "02171" "02363" "02141" "02141" "02117" "02132" "02117" "02111"
#> SAMPLE_2169 SAMPLE_2170 SAMPLE_2171 SAMPLE_2172 SAMPLE_2173 SAMPLE_2174 SAMPLE_2175 SAMPLE_2176
#> "0231" "0247" "0247" "0241" "03" "0241" "0231" "02166"
#> SAMPLE_2177 SAMPLE_2178 SAMPLE_2179 SAMPLE_2180 SAMPLE_2181 SAMPLE_2182 SAMPLE_2183 SAMPLE_2184
#> "0231" "023623" "03" "0222" "0231" "0144" "02112" "03"
#> SAMPLE_2185 SAMPLE_2186 SAMPLE_2187 SAMPLE_2188 SAMPLE_2189 SAMPLE_2190 SAMPLE_2191 SAMPLE_2192
#> "03" "0224" "02321" "0215" "0215" "0215" "0215" "0215"
#> SAMPLE_2193 SAMPLE_2194 SAMPLE_2195 SAMPLE_2196 SAMPLE_2197 SAMPLE_2198 SAMPLE_2199 SAMPLE_2200
#> "0215" "0215" "0215" "0215" "0215" "02166" "0222" "0241"
#> SAMPLE_2201 SAMPLE_2202 SAMPLE_2203 SAMPLE_2204 SAMPLE_2205 SAMPLE_2206 SAMPLE_2207 SAMPLE_2208
#> "03" "0222" "0241" "0231" "0244" "0162" "0231" "02165"
#> SAMPLE_2209 SAMPLE_2210 SAMPLE_2211 SAMPLE_2212 SAMPLE_2213 SAMPLE_2214 SAMPLE_2215 SAMPLE_2216
#> "02374" "03" "0231" "02112" "02375" "0244" "0223" "03"
#> SAMPLE_2217 SAMPLE_2218 SAMPLE_2219 SAMPLE_2220 SAMPLE_2221 SAMPLE_2222 SAMPLE_2223 SAMPLE_2224
#> "02161" "0222" "02143" "02166" "0231" "0234" "0245" "02371"
#> SAMPLE_2225 SAMPLE_2226 SAMPLE_2227 SAMPLE_2228 SAMPLE_2229 SAMPLE_2230 SAMPLE_2231 SAMPLE_2232
#> "02171" "0163" "02141" "03" "02134" "0144" "0241" "0222"
#> SAMPLE_2233 SAMPLE_2234 SAMPLE_2235 SAMPLE_2236 SAMPLE_2237 SAMPLE_2238 SAMPLE_2239 SAMPLE_2240
#> "03" "023625" "03" "03" "0227" "02364" "0233" "03"
#> SAMPLE_2241 SAMPLE_2242 SAMPLE_2243 SAMPLE_2244 SAMPLE_2245 SAMPLE_2246 SAMPLE_2247 SAMPLE_2248
#> "03" "03" "03" "03" "03" "03" "02112" "0241"
#> SAMPLE_2249 SAMPLE_2250 SAMPLE_2251 SAMPLE_2252 SAMPLE_2253 SAMPLE_2254 SAMPLE_2255 SAMPLE_2256
#> "03" "0244" "0145" "02112" "03" "0246" "0222" "0246"
#> SAMPLE_2257 SAMPLE_2258 SAMPLE_2259 SAMPLE_2260 SAMPLE_2261 SAMPLE_2262 SAMPLE_2263 SAMPLE_2264
#> "0227" "02161" "0222" "03" "0142" "011" "0233" "03"
#> SAMPLE_2265 SAMPLE_2266 SAMPLE_2267 SAMPLE_2268 SAMPLE_2269 SAMPLE_2270 SAMPLE_2271 SAMPLE_2272
#> "02372" "023622" "02165" "03" "0243" "023624" "023624" "023624"
#> SAMPLE_2273 SAMPLE_2274 SAMPLE_2275 SAMPLE_2276 SAMPLE_2277 SAMPLE_2278 SAMPLE_2279 SAMPLE_2280
#> "011" "02116" "0222" "0246" "0246" "0241" "0222" "0231"
#> SAMPLE_2281 SAMPLE_2282 SAMPLE_2283 SAMPLE_2284 SAMPLE_2285 SAMPLE_2286 SAMPLE_2287 SAMPLE_2288
#> "02121" "0231" "02121" "02133" "02324" "0241" "0222" "011"
#> SAMPLE_2289 SAMPLE_2290 SAMPLE_2291 SAMPLE_2292 SAMPLE_2293 SAMPLE_2294 SAMPLE_2295 SAMPLE_2296
#> "02161" "03" "03" "0222" "0241" "0241" "0222" "03"
#> SAMPLE_2297 SAMPLE_2298 SAMPLE_2299 SAMPLE_2300 SAMPLE_2301 SAMPLE_2302 SAMPLE_2303 SAMPLE_2304
#> "02166" "0233" "03" "0227" "0246" "02112" "0248" "03"
#> SAMPLE_2305 SAMPLE_2306 SAMPLE_2307 SAMPLE_2308 SAMPLE_2309 SAMPLE_2310 SAMPLE_2311 SAMPLE_2312
#> "0144" "0241" "0231" "02133" "0222" "0246" "0222" "0241"
#> SAMPLE_2313 SAMPLE_2314 SAMPLE_2315 SAMPLE_2316 SAMPLE_2317 SAMPLE_2318 SAMPLE_2319 SAMPLE_2320
#> "0231" "03" "03" "03" "03" "03" "0143" "0241"
#> SAMPLE_2321 SAMPLE_2322 SAMPLE_2323 SAMPLE_2324 SAMPLE_2325 SAMPLE_2326 SAMPLE_2327 SAMPLE_2328
#> "0241" "02121" "0241" "0241" "02112" "02324" "023624" "0227"
#> SAMPLE_2329 SAMPLE_2330 SAMPLE_2331 SAMPLE_2332 SAMPLE_2333 SAMPLE_2334 SAMPLE_2335 SAMPLE_2336
#> "0227" "02161" "0241" "0246" "0222" "0231" "02121" "02121"
#> SAMPLE_2337 SAMPLE_2338 SAMPLE_2339 SAMPLE_2340 SAMPLE_2341 SAMPLE_2342 SAMPLE_2343 SAMPLE_2344
#> "0243" "0226" "03" "03" "03" "03" "03" "0222"
#> SAMPLE_2345 SAMPLE_2346 SAMPLE_2347 SAMPLE_2348 SAMPLE_2349 SAMPLE_2350 SAMPLE_2351 SAMPLE_2352
#> "02111" "0223" "023623" "02143" "03" "0248" "03" "02172"
#> SAMPLE_2353 SAMPLE_2354 SAMPLE_2355 SAMPLE_2356 SAMPLE_2357 SAMPLE_2358 SAMPLE_2359 SAMPLE_2360
#> "011" "02321" "02171" "0241" "0222" "0241" "02143" "0233"
#> SAMPLE_2361 SAMPLE_2362 SAMPLE_2363 SAMPLE_2364 SAMPLE_2365 SAMPLE_2366 SAMPLE_2367 SAMPLE_2368
#> "0222" "02364" "03" "0231" "023623" "0231" "02121" "02172"
#> SAMPLE_2369 SAMPLE_2370 SAMPLE_2371 SAMPLE_2372 SAMPLE_2373 SAMPLE_2374 SAMPLE_2375 SAMPLE_2376
#> "0142" "0142" "0231" "02134" "0142" "0142" "02172" "0142"
#> SAMPLE_2377 SAMPLE_2378 SAMPLE_2379 SAMPLE_2380 SAMPLE_2381 SAMPLE_2382 SAMPLE_2383 SAMPLE_2384
#> "0142" "0142" "02172" "0142" "02172" "0142" "02172" "0233"
#> SAMPLE_2385 SAMPLE_2386 SAMPLE_2387 SAMPLE_2388 SAMPLE_2389 SAMPLE_2390 SAMPLE_2391 SAMPLE_2392
#> "0233" "0141" "02325" "02325" "0241" "0247" "0244" "03"
#> SAMPLE_2393 SAMPLE_2394 SAMPLE_2395 SAMPLE_2396 SAMPLE_2397 SAMPLE_2398 SAMPLE_2399 SAMPLE_2400
#> "03" "02161" "02321" "02161" "03" "0142" "0142" "0142"
#> SAMPLE_2401 SAMPLE_2402 SAMPLE_2403 SAMPLE_2404 SAMPLE_2405 SAMPLE_2406 SAMPLE_2407 SAMPLE_2408
#> "0142" "0142" "0141" "0141" "02325" "02325" "02325" "02325"
#> SAMPLE_2409 SAMPLE_2410 SAMPLE_2411 SAMPLE_2412 SAMPLE_2413 SAMPLE_2414 SAMPLE_2415 SAMPLE_2416
#> "0231" "0215" "011" "0233" "02137" "0231" "0235" "0241"
#> SAMPLE_2417 SAMPLE_2418 SAMPLE_2419 SAMPLE_2420 SAMPLE_2421 SAMPLE_2422 SAMPLE_2423 SAMPLE_2424
#> "0241" "023622" "023623" "03" "011" "0244" "03" "0246"
#> SAMPLE_2425 SAMPLE_2426 SAMPLE_2427 SAMPLE_2428 SAMPLE_2429 SAMPLE_2430 SAMPLE_2431 SAMPLE_2432
#> "0222" "03" "02161" "02161" "02134" "03" "03" "03"
#> SAMPLE_2433 SAMPLE_2434 SAMPLE_2435 SAMPLE_2436 SAMPLE_2437 SAMPLE_2438 SAMPLE_2439 SAMPLE_2440
#> "02161" "0241" "03" "012" "0243" "0243" "02375" "0231"
#> SAMPLE_2441 SAMPLE_2442 SAMPLE_2443 SAMPLE_2444 SAMPLE_2445 SAMPLE_2446 SAMPLE_2447 SAMPLE_2448
#> "0246" "03" "03" "03" "0233" "03" "012" "02123"
#> SAMPLE_2449 SAMPLE_2450 SAMPLE_2451 SAMPLE_2452 SAMPLE_2453 SAMPLE_2454 SAMPLE_2455 SAMPLE_2456
#> "03" "0231" "012" "0231" "0246" "0243" "0247" "0231"
#> SAMPLE_2457 SAMPLE_2458 SAMPLE_2459 SAMPLE_2460 SAMPLE_2461 SAMPLE_2462 SAMPLE_2463 SAMPLE_2464
#> "0241" "02165" "0133" "03" "0231" "02134" "015" "0241"
#> SAMPLE_2465 SAMPLE_2466 SAMPLE_2467 SAMPLE_2468 SAMPLE_2469 SAMPLE_2470 SAMPLE_2471 SAMPLE_2472
#> "011" "02364" "011" "0231" "0247" "03" "03" "0231"
#> SAMPLE_2473 SAMPLE_2474 SAMPLE_2475 SAMPLE_2476 SAMPLE_2477 SAMPLE_2478 SAMPLE_2479 SAMPLE_2480
#> "0246" "02161" "0222" "0233" "0225" "02161" "02162" "0231"
#> SAMPLE_2481 SAMPLE_2482 SAMPLE_2483 SAMPLE_2484 SAMPLE_2485 SAMPLE_2486 SAMPLE_2487 SAMPLE_2488
#> "0231" "02374" "02123" "03" "02132" "03" "02123" "02122"
#> SAMPLE_2489 SAMPLE_2490 SAMPLE_2491 SAMPLE_2492 SAMPLE_2493 SAMPLE_2494 SAMPLE_2495 SAMPLE_2496
#> "02122" "02122" "02122" "02122" "02122" "02123" "02123" "02123"
#> SAMPLE_2497 SAMPLE_2498 SAMPLE_2499 SAMPLE_2500 SAMPLE_2501 SAMPLE_2502 SAMPLE_2503 SAMPLE_2504
#> "02122" "02122" "02123" "02122" "02122" "02123" "02123" "02123"
#> SAMPLE_2505 SAMPLE_2506 SAMPLE_2507 SAMPLE_2508 SAMPLE_2509 SAMPLE_2510 SAMPLE_2511 SAMPLE_2512
#> "02123" "02123" "02123" "0144" "0144" "02141" "02141" "0233"
#> SAMPLE_2513 SAMPLE_2514 SAMPLE_2515 SAMPLE_2516 SAMPLE_2517 SAMPLE_2518 SAMPLE_2519 SAMPLE_2520
#> "0233" "02364" "0163" "02171" "0246" "02166" "0246" "0241"
#> SAMPLE_2521 SAMPLE_2522 SAMPLE_2523 SAMPLE_2524 SAMPLE_2525 SAMPLE_2526 SAMPLE_2527 SAMPLE_2528
#> "0241" "02161" "0243" "0222" "03" "0243" "0247" "011"
#> SAMPLE_2529 SAMPLE_2530 SAMPLE_2531 SAMPLE_2532 SAMPLE_2533 SAMPLE_2534 SAMPLE_2535 SAMPLE_2536
#> "03" "03" "02133" "0246" "03" "02363" "02131" "02131"
#> SAMPLE_2537 SAMPLE_2538 SAMPLE_2539 SAMPLE_2540 SAMPLE_2541 SAMPLE_2542 SAMPLE_2543 SAMPLE_2544
#> "02134" "02136" "0144" "02131" "02131" "02134" "02131" "02161"
#> SAMPLE_2545 SAMPLE_2546 SAMPLE_2547 SAMPLE_2548 SAMPLE_2549 SAMPLE_2550 SAMPLE_2551 SAMPLE_2552
#> "02131" "02131" "02131" "02136" "02131" "02131" "02131" "02363"
#> SAMPLE_2553 SAMPLE_2554 SAMPLE_2555 SAMPLE_2556 SAMPLE_2557 SAMPLE_2558 SAMPLE_2559 SAMPLE_2560
#> "0224" "0142" "0143" "0224" "0224" "02143" "0224" "0224"
#> SAMPLE_2561 SAMPLE_2562 SAMPLE_2563 SAMPLE_2564 SAMPLE_2565 SAMPLE_2566 SAMPLE_2567 SAMPLE_2568
#> "0143" "0224" "0143" "0143" "0143" "0143" "0224" "0142"
#> SAMPLE_2569 SAMPLE_2570 SAMPLE_2571 SAMPLE_2572 SAMPLE_2573 SAMPLE_2574 SAMPLE_2575 SAMPLE_2576
#> "0143" "0233" "0231" "0243" "0242" "02132" "02163" "02163"
#> SAMPLE_2577 SAMPLE_2578 SAMPLE_2579 SAMPLE_2580 SAMPLE_2581 SAMPLE_2582 SAMPLE_2583 SAMPLE_2584
#> "0246" "02134" "0231" "03" "0222" "02321" "0231" "02163"
#> SAMPLE_2585 SAMPLE_2586 SAMPLE_2587 SAMPLE_2588 SAMPLE_2589 SAMPLE_2590 SAMPLE_2591 SAMPLE_2592
#> "023622" "02163" "0241" "0246" "0231" "0222" "03" "02171"
#> SAMPLE_2593 SAMPLE_2594 SAMPLE_2595 SAMPLE_2596 SAMPLE_2597 SAMPLE_2598 SAMPLE_2599 SAMPLE_2600
#> "02321" "02321" "0233" "03" "0247" "0233" "02134" "0231"
#> SAMPLE_2601 SAMPLE_2602 SAMPLE_2603 SAMPLE_2604 SAMPLE_2605 SAMPLE_2606 SAMPLE_2607 SAMPLE_2608
#> "0231" "0243" "02161" "0233" "02134" "02134" "0246" "0143"
#> SAMPLE_2609 SAMPLE_2610 SAMPLE_2611 SAMPLE_2612 SAMPLE_2613 SAMPLE_2614 SAMPLE_2615 SAMPLE_2616
#> "0231" "0241" "023623" "0231" "02134" "0246" "02163" "0241"
#> SAMPLE_2617 SAMPLE_2618 SAMPLE_2619 SAMPLE_2620 SAMPLE_2621 SAMPLE_2622 SAMPLE_2623 SAMPLE_2624
#> "0246" "03" "02163" "02134" "0241" "0231" "02161" "02166"
#> SAMPLE_2625 SAMPLE_2626 SAMPLE_2627 SAMPLE_2628 SAMPLE_2629 SAMPLE_2630 SAMPLE_2631 SAMPLE_2632
#> "023622" "0231" "0231" "0233" "02166" "0233" "02372" "02372"
#> SAMPLE_2633 SAMPLE_2634 SAMPLE_2635 SAMPLE_2636 SAMPLE_2637 SAMPLE_2638 SAMPLE_2639 SAMPLE_2640
#> "0241" "02133" "02161" "02163" "02163" "02132" "02132" "02132"
#> SAMPLE_2641 SAMPLE_2642 SAMPLE_2643 SAMPLE_2644 SAMPLE_2645 SAMPLE_2646 SAMPLE_2647 SAMPLE_2648
#> "03" "0241" "0231" "0231" "02166" "03" "0241" "02372"
#> SAMPLE_2649 SAMPLE_2650 SAMPLE_2651 SAMPLE_2652 SAMPLE_2653 SAMPLE_2654 SAMPLE_2655 SAMPLE_2656
#> "0243" "03" "0233" "03" "03" "03" "03" "02161"
#> SAMPLE_2657 SAMPLE_2658 SAMPLE_2659 SAMPLE_2660 SAMPLE_2661 SAMPLE_2662 SAMPLE_2663 SAMPLE_2664
#> "02163" "03" "03" "0233" "03" "03" "03" "02171"
#> SAMPLE_2665 SAMPLE_2666 SAMPLE_2667 SAMPLE_2668 SAMPLE_2669 SAMPLE_2670 SAMPLE_2671 SAMPLE_2672
#> "02321" "02171" "0224" "0224" "0224" "02163" "02163" "02134"
#> SAMPLE_2673 SAMPLE_2674 SAMPLE_2675 SAMPLE_2676 SAMPLE_2677 SAMPLE_2678 SAMPLE_2679 SAMPLE_2680
#> "02134" "02131" "02131" "02133" "02131" "02115" "0224" "02374"
#> SAMPLE_2681 SAMPLE_2682 SAMPLE_2683 SAMPLE_2684 SAMPLE_2685 SAMPLE_2686 SAMPLE_2687 SAMPLE_2688
#> "02372" "023625" "0233" "0233" "02133" "02131" "02131" "02375"
#> SAMPLE_2689 SAMPLE_2690 SAMPLE_2691 SAMPLE_2692 SAMPLE_2693 SAMPLE_2694 SAMPLE_2695 SAMPLE_2696
#> "0242" "02163" "02137" "03" "0242" "0242" "02322" "0221"
#> SAMPLE_2697 SAMPLE_2698 SAMPLE_2699 SAMPLE_2700 SAMPLE_2701 SAMPLE_2702 SAMPLE_2703 SAMPLE_2704
#> "0242" "02322" "0221" "0221" "0221" "023622" "0241" "0241"
#> SAMPLE_2705 SAMPLE_2706 SAMPLE_2707 SAMPLE_2708 SAMPLE_2709 SAMPLE_2710 SAMPLE_2711 SAMPLE_2712
#> "0231" "02163" "02163" "02163" "02163" "0242" "02174" "02322"
#> SAMPLE_2713 SAMPLE_2714 SAMPLE_2715 SAMPLE_2716 SAMPLE_2717 SAMPLE_2718 SAMPLE_2719 SAMPLE_2720
#> "0221" "0145" "0242" "0145" "0242" "0233" "0233" "0233"
#> SAMPLE_2721 SAMPLE_2722 SAMPLE_2723 SAMPLE_2724 SAMPLE_2725 SAMPLE_2726 SAMPLE_2727 SAMPLE_2728
#> "02163" "0132" "02132" "0226" "0226" "0226" "0247" "0226"
#> SAMPLE_2729 SAMPLE_2730 SAMPLE_2731 SAMPLE_2732 SAMPLE_2733 SAMPLE_2734 SAMPLE_2735 SAMPLE_2736
#> "02322" "02322" "02322" "02322" "02322" "0224" "0243" "0161"
#> SAMPLE_2737 SAMPLE_2738 SAMPLE_2739 SAMPLE_2740 SAMPLE_2741 SAMPLE_2742 SAMPLE_2743 SAMPLE_2744
#> "0143" "0143" "0143" "0143" "0142" "0143" "0144" "0143"
#> SAMPLE_2745 SAMPLE_2746 SAMPLE_2747 SAMPLE_2748 SAMPLE_2749 SAMPLE_2750 SAMPLE_2751 SAMPLE_2752
#> "0143" "02124" "0165" "02131" "02131" "02131" "02131" "02131"
#> SAMPLE_2753 SAMPLE_2754 SAMPLE_2755 SAMPLE_2756 SAMPLE_2757 SAMPLE_2758 SAMPLE_2759 SAMPLE_2760
#> "02131" "02131" "02131" "02131" "02131" "02131" "02132" "0161"
#> SAMPLE_2761 SAMPLE_2762 SAMPLE_2763 SAMPLE_2764 SAMPLE_2765 SAMPLE_2766 SAMPLE_2767 SAMPLE_2768
#> "0221" "0221" "0242" "0221" "0221" "0221" "0221" "0242"
#> SAMPLE_2769 SAMPLE_2770 SAMPLE_2771 SAMPLE_2772 SAMPLE_2773 SAMPLE_2774 SAMPLE_2775 SAMPLE_2776
#> "0242" "0221" "0248" "02124" "0231" "02133" "02165" "0244"
#> SAMPLE_2777 SAMPLE_2778 SAMPLE_2779 SAMPLE_2780 SAMPLE_2781 SAMPLE_2782 SAMPLE_2783 SAMPLE_2784
#> "02135" "02372" "02145" "02143" "0233" "02134" "02163" "0223"
#> SAMPLE_2785 SAMPLE_2786 SAMPLE_2787 SAMPLE_2788 SAMPLE_2789 SAMPLE_2790 SAMPLE_2791 SAMPLE_2792
#> "0161" "0247" "0143" "0141" "0242" "0141" "0141" "0141"
#> SAMPLE_2793 SAMPLE_2794 SAMPLE_2795 SAMPLE_2796 SAMPLE_2797 SAMPLE_2798 SAMPLE_2799 SAMPLE_2800
#> "0242" "0242" "03" "023622" "02325" "0243" "0243" "02166"
#> SAMPLE_2801
#> "0233"
get_classes(res_rh, merge_node = merge_node_param(min_n_signatures = 8006))
#> SAMPLE_1 SAMPLE_2 SAMPLE_3 SAMPLE_4 SAMPLE_5 SAMPLE_6 SAMPLE_7 SAMPLE_8
#> "02" "02" "02" "02" "02" "02" "02" "02"
#> SAMPLE_9 SAMPLE_10 SAMPLE_11 SAMPLE_12 SAMPLE_13 SAMPLE_14 SAMPLE_15 SAMPLE_16
#> "02" "02" "02" "02" "02321" "02" "0165" "0165"
#> SAMPLE_17 SAMPLE_18 SAMPLE_19 SAMPLE_20 SAMPLE_21 SAMPLE_22 SAMPLE_23 SAMPLE_24
#> "02" "02" "0163" "02115" "0163" "02" "02" "02"
#> SAMPLE_25 SAMPLE_26 SAMPLE_27 SAMPLE_28 SAMPLE_29 SAMPLE_30 SAMPLE_31 SAMPLE_32
#> "02" "02" "02" "02" "02" "02" "02" "02"
#> SAMPLE_33 SAMPLE_34 SAMPLE_35 SAMPLE_36 SAMPLE_37 SAMPLE_38 SAMPLE_39 SAMPLE_40
#> "02161" "02" "02161" "02137" "02" "02" "02137" "02"
#> SAMPLE_41 SAMPLE_42 SAMPLE_43 SAMPLE_44 SAMPLE_45 SAMPLE_46 SAMPLE_47 SAMPLE_48
#> "02" "02" "02161" "02137" "02137" "02" "02" "02"
#> SAMPLE_49 SAMPLE_50 SAMPLE_51 SAMPLE_52 SAMPLE_53 SAMPLE_54 SAMPLE_55 SAMPLE_56
#> "02" "02" "02" "02" "02" "02" "02" "02"
#> SAMPLE_57 SAMPLE_58 SAMPLE_59 SAMPLE_60 SAMPLE_61 SAMPLE_62 SAMPLE_63 SAMPLE_64
#> "015" "015" "015" "015" "015" "02171" "02321" "02"
#> SAMPLE_65 SAMPLE_66 SAMPLE_67 SAMPLE_68 SAMPLE_69 SAMPLE_70 SAMPLE_71 SAMPLE_72
#> "02171" "02171" "02171" "02" "02161" "02" "02" "02163"
#> SAMPLE_73 SAMPLE_74 SAMPLE_75 SAMPLE_76 SAMPLE_77 SAMPLE_78 SAMPLE_79 SAMPLE_80
#> "02" "02" "02161" "02" "02" "02" "02" "015"
#> SAMPLE_81 SAMPLE_82 SAMPLE_83 SAMPLE_84 SAMPLE_85 SAMPLE_86 SAMPLE_87 SAMPLE_88
#> "015" "015" "015" "015" "011" "011" "0164" "012"
#> SAMPLE_89 SAMPLE_90 SAMPLE_91 SAMPLE_92 SAMPLE_93 SAMPLE_94 SAMPLE_95 SAMPLE_96
#> "0162" "0131" "0134" "011" "0134" "015" "011" "0133"
#> SAMPLE_97 SAMPLE_98 SAMPLE_99 SAMPLE_100 SAMPLE_101 SAMPLE_102 SAMPLE_103 SAMPLE_104
#> "011" "011" "0133" "02171" "02171" "02" "02171" "02321"
#> SAMPLE_105 SAMPLE_106 SAMPLE_107 SAMPLE_108 SAMPLE_109 SAMPLE_110 SAMPLE_111 SAMPLE_112
#> "02171" "02321" "02171" "02171" "02171" "02171" "02137" "02161"
#> SAMPLE_113 SAMPLE_114 SAMPLE_115 SAMPLE_116 SAMPLE_117 SAMPLE_118 SAMPLE_119 SAMPLE_120
#> "02124" "02" "02" "02" "02" "02161" "02" "02161"
#> SAMPLE_121 SAMPLE_122 SAMPLE_123 SAMPLE_124 SAMPLE_125 SAMPLE_126 SAMPLE_127 SAMPLE_128
#> "02" "02" "02" "02171" "0142" "02142" "02371" "012"
#> SAMPLE_129 SAMPLE_130 SAMPLE_131 SAMPLE_132 SAMPLE_133 SAMPLE_134 SAMPLE_135 SAMPLE_136
#> "0134" "011" "0131" "0131" "0133" "0134" "012" "02113"
#> SAMPLE_137 SAMPLE_138 SAMPLE_139 SAMPLE_140 SAMPLE_141 SAMPLE_142 SAMPLE_143 SAMPLE_144
#> "02141" "02114" "02373" "02" "012" "02" "02111" "02123"
#> SAMPLE_145 SAMPLE_146 SAMPLE_147 SAMPLE_148 SAMPLE_149 SAMPLE_150 SAMPLE_151 SAMPLE_152
#> "02371" "02" "02" "02" "02" "015" "012" "012"
#> SAMPLE_153 SAMPLE_154 SAMPLE_155 SAMPLE_156 SAMPLE_157 SAMPLE_158 SAMPLE_159 SAMPLE_160
#> "0164" "011" "012" "015" "02" "012" "0132" "011"
#> SAMPLE_161 SAMPLE_162 SAMPLE_163 SAMPLE_164 SAMPLE_165 SAMPLE_166 SAMPLE_167 SAMPLE_168
#> "012" "012" "012" "012" "011" "011" "012" "012"
#> SAMPLE_169 SAMPLE_170 SAMPLE_171 SAMPLE_172 SAMPLE_173 SAMPLE_174 SAMPLE_175 SAMPLE_176
#> "012" "011" "011" "011" "02171" "02321" "02" "02"
#> SAMPLE_177 SAMPLE_178 SAMPLE_179 SAMPLE_180 SAMPLE_181 SAMPLE_182 SAMPLE_183 SAMPLE_184
#> "02" "02" "011" "011" "0164" "012" "012" "0162"
#> SAMPLE_185 SAMPLE_186 SAMPLE_187 SAMPLE_188 SAMPLE_189 SAMPLE_190 SAMPLE_191 SAMPLE_192
#> "011" "0133" "0131" "011" "011" "0162" "011" "0132"
#> SAMPLE_193 SAMPLE_194 SAMPLE_195 SAMPLE_196 SAMPLE_197 SAMPLE_198 SAMPLE_199 SAMPLE_200
#> "011" "02" "02" "011" "011" "011" "011" "0162"
#> SAMPLE_201 SAMPLE_202 SAMPLE_203 SAMPLE_204 SAMPLE_205 SAMPLE_206 SAMPLE_207 SAMPLE_208
#> "011" "0134" "011" "011" "0131" "0132" "011" "02"
#> SAMPLE_209 SAMPLE_210 SAMPLE_211 SAMPLE_212 SAMPLE_213 SAMPLE_214 SAMPLE_215 SAMPLE_216
#> "02" "02321" "02" "02" "02" "02" "02171" "02143"
#> SAMPLE_217 SAMPLE_218 SAMPLE_219 SAMPLE_220 SAMPLE_221 SAMPLE_222 SAMPLE_223 SAMPLE_224
#> "02171" "02" "02" "02171" "02" "02" "02171" "012"
#> SAMPLE_225 SAMPLE_226 SAMPLE_227 SAMPLE_228 SAMPLE_229 SAMPLE_230 SAMPLE_231 SAMPLE_232
#> "012" "012" "012" "012" "011" "0134" "02" "02161"
#> SAMPLE_233 SAMPLE_234 SAMPLE_235 SAMPLE_236 SAMPLE_237 SAMPLE_238 SAMPLE_239 SAMPLE_240
#> "02" "02" "02" "02" "02" "02" "02" "02"
#> SAMPLE_241 SAMPLE_242 SAMPLE_243 SAMPLE_244 SAMPLE_245 SAMPLE_246 SAMPLE_247 SAMPLE_248
#> "02" "02" "02" "02" "02" "02" "02" "02"
#> SAMPLE_249 SAMPLE_250 SAMPLE_251 SAMPLE_252 SAMPLE_253 SAMPLE_254 SAMPLE_255 SAMPLE_256
#> "02" "02" "02" "02" "02" "02" "02" "02"
#> SAMPLE_257 SAMPLE_258 SAMPLE_259 SAMPLE_260 SAMPLE_261 SAMPLE_262 SAMPLE_263 SAMPLE_264
#> "02" "02" "02" "02" "02" "02" "02" "02"
#> SAMPLE_265 SAMPLE_266 SAMPLE_267 SAMPLE_268 SAMPLE_269 SAMPLE_270 SAMPLE_271 SAMPLE_272
#> "02" "02" "02" "02" "02" "02" "02" "02"
#> SAMPLE_273 SAMPLE_274 SAMPLE_275 SAMPLE_276 SAMPLE_277 SAMPLE_278 SAMPLE_279 SAMPLE_280
#> "02" "02111" "02111" "012" "012" "0133" "015" "011"
#> SAMPLE_281 SAMPLE_282 SAMPLE_283 SAMPLE_284 SAMPLE_285 SAMPLE_286 SAMPLE_287 SAMPLE_288
#> "011" "015" "015" "011" "011" "02137" "02161" "02"
#> SAMPLE_289 SAMPLE_290 SAMPLE_291 SAMPLE_292 SAMPLE_293 SAMPLE_294 SAMPLE_295 SAMPLE_296
#> "02" "015" "011" "011" "011" "015" "015" "02"
#> SAMPLE_297 SAMPLE_298 SAMPLE_299 SAMPLE_300 SAMPLE_301 SAMPLE_302 SAMPLE_303 SAMPLE_304
#> "02" "02" "02" "02" "02" "02137" "02" "02"
#> SAMPLE_305 SAMPLE_306 SAMPLE_307 SAMPLE_308 SAMPLE_309 SAMPLE_310 SAMPLE_311 SAMPLE_312
#> "02" "02" "02" "02" "02" "02137" "02" "02161"
#> SAMPLE_313 SAMPLE_314 SAMPLE_315 SAMPLE_316 SAMPLE_317 SAMPLE_318 SAMPLE_319 SAMPLE_320
#> "02" "02" "02" "02" "02" "02" "02" "02"
#> SAMPLE_321 SAMPLE_322 SAMPLE_323 SAMPLE_324 SAMPLE_325 SAMPLE_326 SAMPLE_327 SAMPLE_328
#> "02" "02137" "02" "02" "02" "02" "02" "02"
#> SAMPLE_329 SAMPLE_330 SAMPLE_331 SAMPLE_332 SAMPLE_333 SAMPLE_334 SAMPLE_335 SAMPLE_336
#> "02142" "02371" "02142" "02142" "02" "02114" "02117" "02143"
#> SAMPLE_337 SAMPLE_338 SAMPLE_339 SAMPLE_340 SAMPLE_341 SAMPLE_342 SAMPLE_343 SAMPLE_344
#> "02" "02142" "02371" "02142" "02142" "02166" "02114" "02"
#> SAMPLE_345 SAMPLE_346 SAMPLE_347 SAMPLE_348 SAMPLE_349 SAMPLE_350 SAMPLE_351 SAMPLE_352
#> "02114" "02363" "02371" "02371" "02142" "02114" "02" "02114"
#> SAMPLE_353 SAMPLE_354 SAMPLE_355 SAMPLE_356 SAMPLE_357 SAMPLE_358 SAMPLE_359 SAMPLE_360
#> "02142" "02114" "02371" "02116" "02" "02114" "02142" "02"
#> SAMPLE_361 SAMPLE_362 SAMPLE_363 SAMPLE_364 SAMPLE_365 SAMPLE_366 SAMPLE_367 SAMPLE_368
#> "02371" "02142" "02371" "02137" "02137" "02161" "02" "02"
#> SAMPLE_369 SAMPLE_370 SAMPLE_371 SAMPLE_372 SAMPLE_373 SAMPLE_374 SAMPLE_375 SAMPLE_376
#> "02" "02161" "02" "02" "02117" "02111" "02371" "02111"
#> SAMPLE_377 SAMPLE_378 SAMPLE_379 SAMPLE_380 SAMPLE_381 SAMPLE_382 SAMPLE_383 SAMPLE_384
#> "02117" "02371" "02111" "0165" "0165" "02131" "02131" "02131"
#> SAMPLE_385 SAMPLE_386 SAMPLE_387 SAMPLE_388 SAMPLE_389 SAMPLE_390 SAMPLE_391 SAMPLE_392
#> "02131" "02131" "02131" "0164" "011" "0131" "015" "011"
#> SAMPLE_393 SAMPLE_394 SAMPLE_395 SAMPLE_396 SAMPLE_397 SAMPLE_398 SAMPLE_399 SAMPLE_400
#> "011" "011" "012" "0133" "011" "0162" "011" "011"
#> SAMPLE_401 SAMPLE_402 SAMPLE_403 SAMPLE_404 SAMPLE_405 SAMPLE_406 SAMPLE_407 SAMPLE_408
#> "011" "0163" "015" "0162" "0163" "012" "011" "012"
#> SAMPLE_409 SAMPLE_410 SAMPLE_411 SAMPLE_412 SAMPLE_413 SAMPLE_414 SAMPLE_415 SAMPLE_416
#> "011" "0133" "0134" "011" "0131" "0133" "011" "011"
#> SAMPLE_417 SAMPLE_418 SAMPLE_419 SAMPLE_420 SAMPLE_421 SAMPLE_422 SAMPLE_423 SAMPLE_424
#> "0131" "0164" "011" "011" "011" "0133" "011" "011"
#> SAMPLE_425 SAMPLE_426 SAMPLE_427 SAMPLE_428 SAMPLE_429 SAMPLE_430 SAMPLE_431 SAMPLE_432
#> "0164" "011" "011" "011" "0131" "015" "011" "011"
#> SAMPLE_433 SAMPLE_434 SAMPLE_435 SAMPLE_436 SAMPLE_437 SAMPLE_438 SAMPLE_439 SAMPLE_440
#> "011" "0133" "0164" "011" "011" "011" "011" "0164"
#> SAMPLE_441 SAMPLE_442 SAMPLE_443 SAMPLE_444 SAMPLE_445 SAMPLE_446 SAMPLE_447 SAMPLE_448
#> "012" "0134" "012" "011" "0134" "0132" "015" "011"
#> SAMPLE_449 SAMPLE_450 SAMPLE_451 SAMPLE_452 SAMPLE_453 SAMPLE_454 SAMPLE_455 SAMPLE_456
#> "0133" "011" "0131" "011" "012" "012" "011" "011"
#> SAMPLE_457 SAMPLE_458 SAMPLE_459 SAMPLE_460 SAMPLE_461 SAMPLE_462 SAMPLE_463 SAMPLE_464
#> "011" "011" "015" "011" "0163" "0133" "0131" "0132"
#> SAMPLE_465 SAMPLE_466 SAMPLE_467 SAMPLE_468 SAMPLE_469 SAMPLE_470 SAMPLE_471 SAMPLE_472
#> "0164" "015" "011" "0162" "015" "02372" "02" "011"
#> SAMPLE_473 SAMPLE_474 SAMPLE_475 SAMPLE_476 SAMPLE_477 SAMPLE_478 SAMPLE_479 SAMPLE_480
#> "0162" "011" "0162" "011" "0133" "012" "011" "0132"
#> SAMPLE_481 SAMPLE_482 SAMPLE_483 SAMPLE_484 SAMPLE_485 SAMPLE_486 SAMPLE_487 SAMPLE_488
#> "0131" "015" "015" "0164" "0133" "012" "011" "0164"
#> SAMPLE_489 SAMPLE_490 SAMPLE_491 SAMPLE_492 SAMPLE_493 SAMPLE_494 SAMPLE_495 SAMPLE_496
#> "0162" "011" "0131" "012" "011" "011" "011" "015"
#> SAMPLE_497 SAMPLE_498 SAMPLE_499 SAMPLE_500 SAMPLE_501 SAMPLE_502 SAMPLE_503 SAMPLE_504
#> "011" "015" "0131" "011" "0163" "011" "012" "015"
#> SAMPLE_505 SAMPLE_506 SAMPLE_507 SAMPLE_508 SAMPLE_509 SAMPLE_510 SAMPLE_511 SAMPLE_512
#> "012" "011" "011" "011" "012" "0133" "011" "015"
#> SAMPLE_513 SAMPLE_514 SAMPLE_515 SAMPLE_516 SAMPLE_517 SAMPLE_518 SAMPLE_519 SAMPLE_520
#> "011" "0133" "0133" "011" "0134" "011" "011" "0134"
#> SAMPLE_521 SAMPLE_522 SAMPLE_523 SAMPLE_524 SAMPLE_525 SAMPLE_526 SAMPLE_527 SAMPLE_528
#> "015" "012" "011" "011" "0131" "011" "011" "0162"
#> SAMPLE_529 SAMPLE_530 SAMPLE_531 SAMPLE_532 SAMPLE_533 SAMPLE_534 SAMPLE_535 SAMPLE_536
#> "0133" "0164" "011" "0134" "011" "011" "011" "0162"
#> SAMPLE_537 SAMPLE_538 SAMPLE_539 SAMPLE_540 SAMPLE_541 SAMPLE_542 SAMPLE_543 SAMPLE_544
#> "011" "0134" "012" "0133" "012" "0134" "011" "011"
#> SAMPLE_545 SAMPLE_546 SAMPLE_547 SAMPLE_548 SAMPLE_549 SAMPLE_550 SAMPLE_551 SAMPLE_552
#> "0131" "0133" "011" "0132" "011" "011" "011" "011"
#> SAMPLE_553 SAMPLE_554 SAMPLE_555 SAMPLE_556 SAMPLE_557 SAMPLE_558 SAMPLE_559 SAMPLE_560
#> "02" "012" "0132" "012" "012" "0131" "011" "011"
#> SAMPLE_561 SAMPLE_562 SAMPLE_563 SAMPLE_564 SAMPLE_565 SAMPLE_566 SAMPLE_567 SAMPLE_568
#> "012" "012" "012" "011" "012" "012" "012" "02"
#> SAMPLE_569 SAMPLE_570 SAMPLE_571 SAMPLE_572 SAMPLE_573 SAMPLE_574 SAMPLE_575 SAMPLE_576
#> "02" "02" "02" "02" "012" "012" "012" "012"
#> SAMPLE_577 SAMPLE_578 SAMPLE_579 SAMPLE_580 SAMPLE_581 SAMPLE_582 SAMPLE_583 SAMPLE_584
#> "0134" "011" "015" "0131" "0164" "011" "0132" "012"
#> SAMPLE_585 SAMPLE_586 SAMPLE_587 SAMPLE_588 SAMPLE_589 SAMPLE_590 SAMPLE_591 SAMPLE_592
#> "011" "0131" "0164" "011" "02137" "02161" "02" "02161"
#> SAMPLE_593 SAMPLE_594 SAMPLE_595 SAMPLE_596 SAMPLE_597 SAMPLE_598 SAMPLE_599 SAMPLE_600
#> "02" "02161" "02161" "02137" "02137" "02" "02" "02"
#> SAMPLE_601 SAMPLE_602 SAMPLE_603 SAMPLE_604 SAMPLE_605 SAMPLE_606 SAMPLE_607 SAMPLE_608
#> "02" "02161" "02" "02137" "02" "02137" "02" "02"
#> SAMPLE_609 SAMPLE_610 SAMPLE_611 SAMPLE_612 SAMPLE_613 SAMPLE_614 SAMPLE_615 SAMPLE_616
#> "02" "02" "012" "011" "012" "02" "0133" "011"
#> SAMPLE_617 SAMPLE_618 SAMPLE_619 SAMPLE_620 SAMPLE_621 SAMPLE_622 SAMPLE_623 SAMPLE_624
#> "0131" "02" "02" "02" "02" "02" "02" "02"
#> SAMPLE_625 SAMPLE_626 SAMPLE_627 SAMPLE_628 SAMPLE_629 SAMPLE_630 SAMPLE_631 SAMPLE_632
#> "02" "02" "02" "02" "02" "02" "02" "02"
#> SAMPLE_633 SAMPLE_634 SAMPLE_635 SAMPLE_636 SAMPLE_637 SAMPLE_638 SAMPLE_639 SAMPLE_640
#> "02" "02" "02" "02" "02" "02" "02" "02"
#> SAMPLE_641 SAMPLE_642 SAMPLE_643 SAMPLE_644 SAMPLE_645 SAMPLE_646 SAMPLE_647 SAMPLE_648
#> "02161" "012" "02321" "02371" "02" "02" "02143" "02"
#> SAMPLE_649 SAMPLE_650 SAMPLE_651 SAMPLE_652 SAMPLE_653 SAMPLE_654 SAMPLE_655 SAMPLE_656
#> "02165" "02132" "02162" "02162" "02135" "03" "02162" "02133"
#> SAMPLE_657 SAMPLE_658 SAMPLE_659 SAMPLE_660 SAMPLE_661 SAMPLE_662 SAMPLE_663 SAMPLE_664
#> "02" "02161" "02161" "02161" "02161" "02" "03" "02"
#> SAMPLE_665 SAMPLE_666 SAMPLE_667 SAMPLE_668 SAMPLE_669 SAMPLE_670 SAMPLE_671 SAMPLE_672
#> "02" "02161" "02" "02" "02" "0163" "011" "02"
#> SAMPLE_673 SAMPLE_674 SAMPLE_675 SAMPLE_676 SAMPLE_677 SAMPLE_678 SAMPLE_679 SAMPLE_680
#> "02" "02" "02" "02" "02131" "02131" "02131" "02131"
#> SAMPLE_681 SAMPLE_682 SAMPLE_683 SAMPLE_684 SAMPLE_685 SAMPLE_686 SAMPLE_687 SAMPLE_688
#> "02131" "02131" "02122" "02122" "02123" "02123" "02122" "02122"
#> SAMPLE_689 SAMPLE_690 SAMPLE_691 SAMPLE_692 SAMPLE_693 SAMPLE_694 SAMPLE_695 SAMPLE_696
#> "02123" "02123" "02122" "02122" "02123" "02122" "02324" "02122"
#> SAMPLE_697 SAMPLE_698 SAMPLE_699 SAMPLE_700 SAMPLE_701 SAMPLE_702 SAMPLE_703 SAMPLE_704
#> "02122" "02122" "02122" "02122" "02122" "02122" "02122" "02122"
#> SAMPLE_705 SAMPLE_706 SAMPLE_707 SAMPLE_708 SAMPLE_709 SAMPLE_710 SAMPLE_711 SAMPLE_712
#> "02122" "02122" "02123" "02123" "02123" "02122" "02122" "02123"
#> SAMPLE_713 SAMPLE_714 SAMPLE_715 SAMPLE_716 SAMPLE_717 SAMPLE_718 SAMPLE_719 SAMPLE_720
#> "02122" "02324" "02" "03" "03" "03" "03" "02"
#> SAMPLE_721 SAMPLE_722 SAMPLE_723 SAMPLE_724 SAMPLE_725 SAMPLE_726 SAMPLE_727 SAMPLE_728
#> "03" "02" "02116" "02133" "02" "02116" "02116" "02116"
#> SAMPLE_729 SAMPLE_730 SAMPLE_731 SAMPLE_732 SAMPLE_733 SAMPLE_734 SAMPLE_735 SAMPLE_736
#> "02116" "02" "012" "02112" "03" "03" "03" "03"
#> SAMPLE_737 SAMPLE_738 SAMPLE_739 SAMPLE_740 SAMPLE_741 SAMPLE_742 SAMPLE_743 SAMPLE_744
#> "03" "03" "02324" "02122" "02122" "02122" "02122" "02"
#> SAMPLE_745 SAMPLE_746 SAMPLE_747 SAMPLE_748 SAMPLE_749 SAMPLE_750 SAMPLE_751 SAMPLE_752
#> "02" "02" "02" "02371" "012" "011" "02" "02"
#> SAMPLE_753 SAMPLE_754 SAMPLE_755 SAMPLE_756 SAMPLE_757 SAMPLE_758 SAMPLE_759 SAMPLE_760
#> "02" "03" "03" "03" "02161" "02137" "02161" "02124"
#> SAMPLE_761 SAMPLE_762 SAMPLE_763 SAMPLE_764 SAMPLE_765 SAMPLE_766 SAMPLE_767 SAMPLE_768
#> "02124" "02133" "03" "03" "012" "02171" "02" "02"
#> SAMPLE_769 SAMPLE_770 SAMPLE_771 SAMPLE_772 SAMPLE_773 SAMPLE_774 SAMPLE_775 SAMPLE_776
#> "012" "012" "02114" "02114" "02133" "02" "02114" "02"
#> SAMPLE_777 SAMPLE_778 SAMPLE_779 SAMPLE_780 SAMPLE_781 SAMPLE_782 SAMPLE_783 SAMPLE_784
#> "02163" "02135" "02" "02" "02" "02" "02" "02"
#> SAMPLE_785 SAMPLE_786 SAMPLE_787 SAMPLE_788 SAMPLE_789 SAMPLE_790 SAMPLE_791 SAMPLE_792
#> "02135" "02114" "02114" "02116" "02163" "02163" "02" "03"
#> SAMPLE_793 SAMPLE_794 SAMPLE_795 SAMPLE_796 SAMPLE_797 SAMPLE_798 SAMPLE_799 SAMPLE_800
#> "0143" "02" "02" "02" "02" "023623" "02166" "02166"
#> SAMPLE_801 SAMPLE_802 SAMPLE_803 SAMPLE_804 SAMPLE_805 SAMPLE_806 SAMPLE_807 SAMPLE_808
#> "02" "02" "02166" "02" "02" "023622" "02" "02"
#> SAMPLE_809 SAMPLE_810 SAMPLE_811 SAMPLE_812 SAMPLE_813 SAMPLE_814 SAMPLE_815 SAMPLE_816
#> "02" "02" "02" "02" "02" "02" "02" "02"
#> SAMPLE_817 SAMPLE_818 SAMPLE_819 SAMPLE_820 SAMPLE_821 SAMPLE_822 SAMPLE_823 SAMPLE_824
#> "02" "02" "02" "02" "02" "02" "02" "02"
#> SAMPLE_825 SAMPLE_826 SAMPLE_827 SAMPLE_828 SAMPLE_829 SAMPLE_830 SAMPLE_831 SAMPLE_832
#> "02" "02" "02" "02121" "02" "02" "02" "02"
#> SAMPLE_833 SAMPLE_834 SAMPLE_835 SAMPLE_836 SAMPLE_837 SAMPLE_838 SAMPLE_839 SAMPLE_840
#> "02124" "023625" "02" "02" "02" "02" "0162" "02"
#> SAMPLE_841 SAMPLE_842 SAMPLE_843 SAMPLE_844 SAMPLE_845 SAMPLE_846 SAMPLE_847 SAMPLE_848
#> "02" "02" "02" "02" "0162" "02" "0164" "023625"
#> SAMPLE_849 SAMPLE_850 SAMPLE_851 SAMPLE_852 SAMPLE_853 SAMPLE_854 SAMPLE_855 SAMPLE_856
#> "02374" "02161" "02141" "03" "02" "03" "02161" "02137"
#> SAMPLE_857 SAMPLE_858 SAMPLE_859 SAMPLE_860 SAMPLE_861 SAMPLE_862 SAMPLE_863 SAMPLE_864
#> "0144" "0144" "02" "02" "023621" "023621" "02" "02161"
#> SAMPLE_865 SAMPLE_866 SAMPLE_867 SAMPLE_868 SAMPLE_869 SAMPLE_870 SAMPLE_871 SAMPLE_872
#> "02" "02" "02" "023625" "02135" "0141" "02" "03"
#> SAMPLE_873 SAMPLE_874 SAMPLE_875 SAMPLE_876 SAMPLE_877 SAMPLE_878 SAMPLE_879 SAMPLE_880
#> "03" "02132" "03" "02" "03" "0144" "02112" "02361"
#> SAMPLE_881 SAMPLE_882 SAMPLE_883 SAMPLE_884 SAMPLE_885 SAMPLE_886 SAMPLE_887 SAMPLE_888
#> "03" "03" "03" "02112" "02" "02361" "02" "03"
#> SAMPLE_889 SAMPLE_890 SAMPLE_891 SAMPLE_892 SAMPLE_893 SAMPLE_894 SAMPLE_895 SAMPLE_896
#> "02172" "02161" "0144" "02136" "0144" "02112" "02" "02"
#> SAMPLE_897 SAMPLE_898 SAMPLE_899 SAMPLE_900 SAMPLE_901 SAMPLE_902 SAMPLE_903 SAMPLE_904
#> "03" "023623" "02374" "02131" "02143" "02134" "02134" "02"
#> SAMPLE_905 SAMPLE_906 SAMPLE_907 SAMPLE_908 SAMPLE_909 SAMPLE_910 SAMPLE_911 SAMPLE_912
#> "02" "03" "02134" "02" "02" "02" "02" "02"
#> SAMPLE_913 SAMPLE_914 SAMPLE_915 SAMPLE_916 SAMPLE_917 SAMPLE_918 SAMPLE_919 SAMPLE_920
#> "02" "02" "02" "02" "02" "02" "02" "02"
#> SAMPLE_921 SAMPLE_922 SAMPLE_923 SAMPLE_924 SAMPLE_925 SAMPLE_926 SAMPLE_927 SAMPLE_928
#> "02" "02" "02132" "02134" "023623" "02115" "02" "02"
#> SAMPLE_929 SAMPLE_930 SAMPLE_931 SAMPLE_932 SAMPLE_933 SAMPLE_934 SAMPLE_935 SAMPLE_936
#> "02" "02" "02" "02" "02" "023621" "02" "02"
#> SAMPLE_937 SAMPLE_938 SAMPLE_939 SAMPLE_940 SAMPLE_941 SAMPLE_942 SAMPLE_943 SAMPLE_944
#> "02" "02" "02142" "02371" "02371" "02" "02371" "02"
#> SAMPLE_945 SAMPLE_946 SAMPLE_947 SAMPLE_948 SAMPLE_949 SAMPLE_950 SAMPLE_951 SAMPLE_952
#> "02372" "02371" "02142" "02371" "02371" "02371" "02" "02"
#> SAMPLE_953 SAMPLE_954 SAMPLE_955 SAMPLE_956 SAMPLE_957 SAMPLE_958 SAMPLE_959 SAMPLE_960
#> "02" "02373" "02371" "02371" "02371" "02371" "02371" "02371"
#> SAMPLE_961 SAMPLE_962 SAMPLE_963 SAMPLE_964 SAMPLE_965 SAMPLE_966 SAMPLE_967 SAMPLE_968
#> "02137" "02133" "02" "02" "02" "02" "02" "02"
#> SAMPLE_969 SAMPLE_970 SAMPLE_971 SAMPLE_972 SAMPLE_973 SAMPLE_974 SAMPLE_975 SAMPLE_976
#> "02" "02" "02123" "02" "02" "03" "02112" "012"
#> SAMPLE_977 SAMPLE_978 SAMPLE_979 SAMPLE_980 SAMPLE_981 SAMPLE_982 SAMPLE_983 SAMPLE_984
#> "012" "012" "012" "02143" "02123" "02123" "012" "012"
#> SAMPLE_985 SAMPLE_986 SAMPLE_987 SAMPLE_988 SAMPLE_989 SAMPLE_990 SAMPLE_991 SAMPLE_992
#> "012" "0141" "02" "03" "02137" "02" "0161" "011"
#> SAMPLE_993 SAMPLE_994 SAMPLE_995 SAMPLE_996 SAMPLE_997 SAMPLE_998 SAMPLE_999 SAMPLE_1000
#> "02124" "02112" "023621" "023621" "02112" "02132" "02162" "02371"
#> SAMPLE_1001 SAMPLE_1002 SAMPLE_1003 SAMPLE_1004 SAMPLE_1005 SAMPLE_1006 SAMPLE_1007 SAMPLE_1008
#> "02117" "02" "02371" "02" "02373" "02" "02" "02117"
#> SAMPLE_1009 SAMPLE_1010 SAMPLE_1011 SAMPLE_1012 SAMPLE_1013 SAMPLE_1014 SAMPLE_1015 SAMPLE_1016
#> "02" "02373" "02" "02" "02" "02117" "02142" "02371"
#> SAMPLE_1017 SAMPLE_1018 SAMPLE_1019 SAMPLE_1020 SAMPLE_1021 SAMPLE_1022 SAMPLE_1023 SAMPLE_1024
#> "02" "02" "02" "02" "02" "02" "02" "02"
#> SAMPLE_1025 SAMPLE_1026 SAMPLE_1027 SAMPLE_1028 SAMPLE_1029 SAMPLE_1030 SAMPLE_1031 SAMPLE_1032
#> "02" "02" "02" "02" "02" "02" "02" "02"
#> SAMPLE_1033 SAMPLE_1034 SAMPLE_1035 SAMPLE_1036 SAMPLE_1037 SAMPLE_1038 SAMPLE_1039 SAMPLE_1040
#> "02" "02" "02" "02" "02" "0163" "012" "02171"
#> SAMPLE_1041 SAMPLE_1042 SAMPLE_1043 SAMPLE_1044 SAMPLE_1045 SAMPLE_1046 SAMPLE_1047 SAMPLE_1048
#> "02" "02" "02" "02132" "02112" "02" "023621" "02162"
#> SAMPLE_1049 SAMPLE_1050 SAMPLE_1051 SAMPLE_1052 SAMPLE_1053 SAMPLE_1054 SAMPLE_1055 SAMPLE_1056
#> "02112" "023621" "02112" "023622" "023622" "02165" "023622" "02165"
#> SAMPLE_1057 SAMPLE_1058 SAMPLE_1059 SAMPLE_1060 SAMPLE_1061 SAMPLE_1062 SAMPLE_1063 SAMPLE_1064
#> "02165" "02165" "02165" "023622" "02165" "02165" "02" "012"
#> SAMPLE_1065 SAMPLE_1066 SAMPLE_1067 SAMPLE_1068 SAMPLE_1069 SAMPLE_1070 SAMPLE_1071 SAMPLE_1072
#> "0163" "012" "02141" "02115" "02115" "02375" "02141" "02132"
#> SAMPLE_1073 SAMPLE_1074 SAMPLE_1075 SAMPLE_1076 SAMPLE_1077 SAMPLE_1078 SAMPLE_1079 SAMPLE_1080
#> "02115" "02141" "02141" "02141" "02141" "02363" "02141" "02141"
#> SAMPLE_1081 SAMPLE_1082 SAMPLE_1083 SAMPLE_1084 SAMPLE_1085 SAMPLE_1086 SAMPLE_1087 SAMPLE_1088
#> "02141" "023622" "02" "02162" "023622" "02165" "02371" "02"
#> SAMPLE_1089 SAMPLE_1090 SAMPLE_1091 SAMPLE_1092 SAMPLE_1093 SAMPLE_1094 SAMPLE_1095 SAMPLE_1096
#> "02" "02123" "02122" "02165" "023622" "02" "02165" "02165"
#> SAMPLE_1097 SAMPLE_1098 SAMPLE_1099 SAMPLE_1100 SAMPLE_1101 SAMPLE_1102 SAMPLE_1103 SAMPLE_1104
#> "02364" "02123" "03" "02135" "02162" "02162" "02162" "02162"
#> SAMPLE_1105 SAMPLE_1106 SAMPLE_1107 SAMPLE_1108 SAMPLE_1109 SAMPLE_1110 SAMPLE_1111 SAMPLE_1112
#> "02162" "02162" "02162" "02162" "02162" "02113" "0131" "02364"
#> SAMPLE_1113 SAMPLE_1114 SAMPLE_1115 SAMPLE_1116 SAMPLE_1117 SAMPLE_1118 SAMPLE_1119 SAMPLE_1120
#> "02133" "02161" "02" "011" "02373" "02117" "02" "02111"
#> SAMPLE_1121 SAMPLE_1122 SAMPLE_1123 SAMPLE_1124 SAMPLE_1125 SAMPLE_1126 SAMPLE_1127 SAMPLE_1128
#> "02" "02" "02113" "02111" "02" "02117" "02115" "02142"
#> SAMPLE_1129 SAMPLE_1130 SAMPLE_1131 SAMPLE_1132 SAMPLE_1133 SAMPLE_1134 SAMPLE_1135 SAMPLE_1136
#> "02111" "02117" "02" "02" "02" "02" "02" "02361"
#> SAMPLE_1137 SAMPLE_1138 SAMPLE_1139 SAMPLE_1140 SAMPLE_1141 SAMPLE_1142 SAMPLE_1143 SAMPLE_1144
#> "02361" "02361" "02361" "02361" "02361" "02361" "02112" "02132"
#> SAMPLE_1145 SAMPLE_1146 SAMPLE_1147 SAMPLE_1148 SAMPLE_1149 SAMPLE_1150 SAMPLE_1151 SAMPLE_1152
#> "02133" "02131" "02" "02" "012" "02361" "02112" "02361"
#> SAMPLE_1153 SAMPLE_1154 SAMPLE_1155 SAMPLE_1156 SAMPLE_1157 SAMPLE_1158 SAMPLE_1159 SAMPLE_1160
#> "02361" "02361" "02361" "02364" "023622" "02141" "0144" "0144"
#> SAMPLE_1161 SAMPLE_1162 SAMPLE_1163 SAMPLE_1164 SAMPLE_1165 SAMPLE_1166 SAMPLE_1167 SAMPLE_1168
#> "0143" "02132" "02364" "02" "02364" "02363" "02372" "0131"
#> SAMPLE_1169 SAMPLE_1170 SAMPLE_1171 SAMPLE_1172 SAMPLE_1173 SAMPLE_1174 SAMPLE_1175 SAMPLE_1176
#> "011" "02" "02135" "02" "02" "02" "023622" "02"
#> SAMPLE_1177 SAMPLE_1178 SAMPLE_1179 SAMPLE_1180 SAMPLE_1181 SAMPLE_1182 SAMPLE_1183 SAMPLE_1184
#> "02364" "02115" "02115" "02134" "02164" "02371" "02" "02"
#> SAMPLE_1185 SAMPLE_1186 SAMPLE_1187 SAMPLE_1188 SAMPLE_1189 SAMPLE_1190 SAMPLE_1191 SAMPLE_1192
#> "02163" "02163" "02137" "02" "02" "02116" "02116" "011"
#> SAMPLE_1193 SAMPLE_1194 SAMPLE_1195 SAMPLE_1196 SAMPLE_1197 SAMPLE_1198 SAMPLE_1199 SAMPLE_1200
#> "02171" "02137" "02373" "02142" "02373" "02371" "02142" "02142"
#> SAMPLE_1201 SAMPLE_1202 SAMPLE_1203 SAMPLE_1204 SAMPLE_1205 SAMPLE_1206 SAMPLE_1207 SAMPLE_1208
#> "02111" "02142" "02" "02113" "02136" "03" "02" "02162"
#> SAMPLE_1209 SAMPLE_1210 SAMPLE_1211 SAMPLE_1212 SAMPLE_1213 SAMPLE_1214 SAMPLE_1215 SAMPLE_1216
#> "03" "02" "0162" "0163" "0164" "02" "02143" "02"
#> SAMPLE_1217 SAMPLE_1218 SAMPLE_1219 SAMPLE_1220 SAMPLE_1221 SAMPLE_1222 SAMPLE_1223 SAMPLE_1224
#> "02" "02" "02" "02116" "02123" "02324" "02" "02123"
#> SAMPLE_1225 SAMPLE_1226 SAMPLE_1227 SAMPLE_1228 SAMPLE_1229 SAMPLE_1230 SAMPLE_1231 SAMPLE_1232
#> "02" "02" "023622" "02123" "02324" "02123" "02123" "02123"
#> SAMPLE_1233 SAMPLE_1234 SAMPLE_1235 SAMPLE_1236 SAMPLE_1237 SAMPLE_1238 SAMPLE_1239 SAMPLE_1240
#> "02324" "02123" "02123" "02123" "02123" "02123" "023622" "02142"
#> SAMPLE_1241 SAMPLE_1242 SAMPLE_1243 SAMPLE_1244 SAMPLE_1245 SAMPLE_1246 SAMPLE_1247 SAMPLE_1248
#> "012" "015" "0162" "02171" "02171" "02171" "02171" "02375"
#> SAMPLE_1249 SAMPLE_1250 SAMPLE_1251 SAMPLE_1252 SAMPLE_1253 SAMPLE_1254 SAMPLE_1255 SAMPLE_1256
#> "02114" "02114" "02" "03" "03" "03" "03" "02114"
#> SAMPLE_1257 SAMPLE_1258 SAMPLE_1259 SAMPLE_1260 SAMPLE_1261 SAMPLE_1262 SAMPLE_1263 SAMPLE_1264
#> "02361" "02137" "02" "02" "02" "02" "02" "03"
#> SAMPLE_1265 SAMPLE_1266 SAMPLE_1267 SAMPLE_1268 SAMPLE_1269 SAMPLE_1270 SAMPLE_1271 SAMPLE_1272
#> "02364" "02321" "02322" "0161" "02112" "02321" "02321" "02321"
#> SAMPLE_1273 SAMPLE_1274 SAMPLE_1275 SAMPLE_1276 SAMPLE_1277 SAMPLE_1278 SAMPLE_1279 SAMPLE_1280
#> "02321" "02171" "02171" "02" "02" "02" "02" "02363"
#> SAMPLE_1281 SAMPLE_1282 SAMPLE_1283 SAMPLE_1284 SAMPLE_1285 SAMPLE_1286 SAMPLE_1287 SAMPLE_1288
#> "03" "02135" "02113" "02" "02" "02" "03" "02361"
#> SAMPLE_1289 SAMPLE_1290 SAMPLE_1291 SAMPLE_1292 SAMPLE_1293 SAMPLE_1294 SAMPLE_1295 SAMPLE_1296
#> "02" "02322" "02112" "02163" "02133" "02113" "02321" "02"
#> SAMPLE_1297 SAMPLE_1298 SAMPLE_1299 SAMPLE_1300 SAMPLE_1301 SAMPLE_1302 SAMPLE_1303 SAMPLE_1304
#> "02171" "02321" "02" "02" "02171" "02321" "02321" "02321"
#> SAMPLE_1305 SAMPLE_1306 SAMPLE_1307 SAMPLE_1308 SAMPLE_1309 SAMPLE_1310 SAMPLE_1311 SAMPLE_1312
#> "02" "02321" "02171" "02321" "02321" "02171" "02" "02171"
#> SAMPLE_1313 SAMPLE_1314 SAMPLE_1315 SAMPLE_1316 SAMPLE_1317 SAMPLE_1318 SAMPLE_1319 SAMPLE_1320
#> "02321" "02321" "02321" "02" "02" "02" "023621" "023621"
#> SAMPLE_1321 SAMPLE_1322 SAMPLE_1323 SAMPLE_1324 SAMPLE_1325 SAMPLE_1326 SAMPLE_1327 SAMPLE_1328
#> "02" "023621" "02" "02" "02" "02117" "02113" "02"
#> SAMPLE_1329 SAMPLE_1330 SAMPLE_1331 SAMPLE_1332 SAMPLE_1333 SAMPLE_1334 SAMPLE_1335 SAMPLE_1336
#> "02113" "02113" "02135" "02135" "02113" "02113" "02113" "0161"
#> SAMPLE_1337 SAMPLE_1338 SAMPLE_1339 SAMPLE_1340 SAMPLE_1341 SAMPLE_1342 SAMPLE_1343 SAMPLE_1344
#> "02" "02" "02323" "02144" "02132" "023623" "02116" "02114"
#> SAMPLE_1345 SAMPLE_1346 SAMPLE_1347 SAMPLE_1348 SAMPLE_1349 SAMPLE_1350 SAMPLE_1351 SAMPLE_1352
#> "02" "02123" "02" "02" "02134" "02323" "02" "02"
#> SAMPLE_1353 SAMPLE_1354 SAMPLE_1355 SAMPLE_1356 SAMPLE_1357 SAMPLE_1358 SAMPLE_1359 SAMPLE_1360
#> "03" "02" "02" "03" "03" "03" "03" "03"
#> SAMPLE_1361 SAMPLE_1362 SAMPLE_1363 SAMPLE_1364 SAMPLE_1365 SAMPLE_1366 SAMPLE_1367 SAMPLE_1368
#> "03" "03" "03" "03" "03" "03" "03" "03"
#> SAMPLE_1369 SAMPLE_1370 SAMPLE_1371 SAMPLE_1372 SAMPLE_1373 SAMPLE_1374 SAMPLE_1375 SAMPLE_1376
#> "03" "03" "03" "03" "03" "03" "03" "03"
#> SAMPLE_1377 SAMPLE_1378 SAMPLE_1379 SAMPLE_1380 SAMPLE_1381 SAMPLE_1382 SAMPLE_1383 SAMPLE_1384
#> "03" "03" "03" "03" "03" "03" "03" "03"
#> SAMPLE_1385 SAMPLE_1386 SAMPLE_1387 SAMPLE_1388 SAMPLE_1389 SAMPLE_1390 SAMPLE_1391 SAMPLE_1392
#> "03" "02164" "023623" "02" "02" "02162" "02164" "02164"
#> SAMPLE_1393 SAMPLE_1394 SAMPLE_1395 SAMPLE_1396 SAMPLE_1397 SAMPLE_1398 SAMPLE_1399 SAMPLE_1400
#> "02164" "02164" "02164" "02162" "023623" "02" "023622" "02162"
#> SAMPLE_1401 SAMPLE_1402 SAMPLE_1403 SAMPLE_1404 SAMPLE_1405 SAMPLE_1406 SAMPLE_1407 SAMPLE_1408
#> "023623" "02" "02" "02" "02135" "02113" "02113" "02135"
#> SAMPLE_1409 SAMPLE_1410 SAMPLE_1411 SAMPLE_1412 SAMPLE_1413 SAMPLE_1414 SAMPLE_1415 SAMPLE_1416
#> "02363" "02162" "02161" "02" "012" "012" "012" "0164"
#> SAMPLE_1417 SAMPLE_1418 SAMPLE_1419 SAMPLE_1420 SAMPLE_1421 SAMPLE_1422 SAMPLE_1423 SAMPLE_1424
#> "012" "012" "02361" "02361" "02112" "02112" "02116" "02112"
#> SAMPLE_1425 SAMPLE_1426 SAMPLE_1427 SAMPLE_1428 SAMPLE_1429 SAMPLE_1430 SAMPLE_1431 SAMPLE_1432
#> "02" "02" "0141" "02363" "02325" "02142" "02361" "02124"
#> SAMPLE_1433 SAMPLE_1434 SAMPLE_1435 SAMPLE_1436 SAMPLE_1437 SAMPLE_1438 SAMPLE_1439 SAMPLE_1440
#> "03" "02" "02112" "02112" "02112" "02112" "02112" "0161"
#> SAMPLE_1441 SAMPLE_1442 SAMPLE_1443 SAMPLE_1444 SAMPLE_1445 SAMPLE_1446 SAMPLE_1447 SAMPLE_1448
#> "02112" "02363" "02363" "02163" "02112" "02" "0133" "0133"
#> SAMPLE_1449 SAMPLE_1450 SAMPLE_1451 SAMPLE_1452 SAMPLE_1453 SAMPLE_1454 SAMPLE_1455 SAMPLE_1456
#> "02163" "02163" "02163" "02135" "023622" "02134" "02" "02"
#> SAMPLE_1457 SAMPLE_1458 SAMPLE_1459 SAMPLE_1460 SAMPLE_1461 SAMPLE_1462 SAMPLE_1463 SAMPLE_1464
#> "02" "02" "02" "02" "02" "02113" "02113" "02116"
#> SAMPLE_1465 SAMPLE_1466 SAMPLE_1467 SAMPLE_1468 SAMPLE_1469 SAMPLE_1470 SAMPLE_1471 SAMPLE_1472
#> "02134" "02137" "02133" "02134" "02131" "02133" "02133" "02133"
#> SAMPLE_1473 SAMPLE_1474 SAMPLE_1475 SAMPLE_1476 SAMPLE_1477 SAMPLE_1478 SAMPLE_1479 SAMPLE_1480
#> "02134" "02133" "02134" "02" "02134" "02133" "02133" "02"
#> SAMPLE_1481 SAMPLE_1482 SAMPLE_1483 SAMPLE_1484 SAMPLE_1485 SAMPLE_1486 SAMPLE_1487 SAMPLE_1488
#> "02133" "02137" "02133" "02133" "02133" "02133" "02133" "02133"
#> SAMPLE_1489 SAMPLE_1490 SAMPLE_1491 SAMPLE_1492 SAMPLE_1493 SAMPLE_1494 SAMPLE_1495 SAMPLE_1496
#> "03" "03" "023623" "02" "02" "02" "02" "02"
#> SAMPLE_1497 SAMPLE_1498 SAMPLE_1499 SAMPLE_1500 SAMPLE_1501 SAMPLE_1502 SAMPLE_1503 SAMPLE_1504
#> "02" "02" "02" "02" "02" "02" "02" "02"
#> SAMPLE_1505 SAMPLE_1506 SAMPLE_1507 SAMPLE_1508 SAMPLE_1509 SAMPLE_1510 SAMPLE_1511 SAMPLE_1512
#> "02" "02" "02" "02" "02" "02" "02" "02136"
#> SAMPLE_1513 SAMPLE_1514 SAMPLE_1515 SAMPLE_1516 SAMPLE_1517 SAMPLE_1518 SAMPLE_1519 SAMPLE_1520
#> "02" "02165" "02" "02" "02" "02" "02" "02"
#> SAMPLE_1521 SAMPLE_1522 SAMPLE_1523 SAMPLE_1524 SAMPLE_1525 SAMPLE_1526 SAMPLE_1527 SAMPLE_1528
#> "02" "02" "015" "02" "012" "02321" "02112" "02112"
#> SAMPLE_1529 SAMPLE_1530 SAMPLE_1531 SAMPLE_1532 SAMPLE_1533 SAMPLE_1534 SAMPLE_1535 SAMPLE_1536
#> "02112" "02112" "02112" "02112" "02112" "023623" "02111" "02"
#> SAMPLE_1537 SAMPLE_1538 SAMPLE_1539 SAMPLE_1540 SAMPLE_1541 SAMPLE_1542 SAMPLE_1543 SAMPLE_1544
#> "02" "02113" "02113" "02111" "02" "02113" "02117" "02"
#> SAMPLE_1545 SAMPLE_1546 SAMPLE_1547 SAMPLE_1548 SAMPLE_1549 SAMPLE_1550 SAMPLE_1551 SAMPLE_1552
#> "02113" "02" "02" "02" "02111" "02" "02142" "02133"
#> SAMPLE_1553 SAMPLE_1554 SAMPLE_1555 SAMPLE_1556 SAMPLE_1557 SAMPLE_1558 SAMPLE_1559 SAMPLE_1560
#> "02" "02322" "02" "02322" "02322" "02322" "02" "02322"
#> SAMPLE_1561 SAMPLE_1562 SAMPLE_1563 SAMPLE_1564 SAMPLE_1565 SAMPLE_1566 SAMPLE_1567 SAMPLE_1568
#> "02" "02" "02322" "02" "02322" "02322" "02" "02"
#> SAMPLE_1569 SAMPLE_1570 SAMPLE_1571 SAMPLE_1572 SAMPLE_1573 SAMPLE_1574 SAMPLE_1575 SAMPLE_1576
#> "02" "02" "02" "02" "02" "02" "02322" "02"
#> SAMPLE_1577 SAMPLE_1578 SAMPLE_1579 SAMPLE_1580 SAMPLE_1581 SAMPLE_1582 SAMPLE_1583 SAMPLE_1584
#> "023623" "02371" "03" "02" "02" "03" "02164" "02132"
#> SAMPLE_1585 SAMPLE_1586 SAMPLE_1587 SAMPLE_1588 SAMPLE_1589 SAMPLE_1590 SAMPLE_1591 SAMPLE_1592
#> "02134" "02" "02132" "02132" "02163" "02132" "02163" "02134"
#> SAMPLE_1593 SAMPLE_1594 SAMPLE_1595 SAMPLE_1596 SAMPLE_1597 SAMPLE_1598 SAMPLE_1599 SAMPLE_1600
#> "02134" "02134" "02" "02162" "02112" "02136" "02363" "02363"
#> SAMPLE_1601 SAMPLE_1602 SAMPLE_1603 SAMPLE_1604 SAMPLE_1605 SAMPLE_1606 SAMPLE_1607 SAMPLE_1608
#> "02363" "02" "0144" "02" "0144" "0143" "0143" "02"
#> SAMPLE_1609 SAMPLE_1610 SAMPLE_1611 SAMPLE_1612 SAMPLE_1613 SAMPLE_1614 SAMPLE_1615 SAMPLE_1616
#> "02117" "02112" "02" "02122" "02122" "02122" "02122" "02122"
#> SAMPLE_1617 SAMPLE_1618 SAMPLE_1619 SAMPLE_1620 SAMPLE_1621 SAMPLE_1622 SAMPLE_1623 SAMPLE_1624
#> "02122" "02122" "02162" "02162" "02135" "02162" "02133" "02133"
#> SAMPLE_1625 SAMPLE_1626 SAMPLE_1627 SAMPLE_1628 SAMPLE_1629 SAMPLE_1630 SAMPLE_1631 SAMPLE_1632
#> "02" "03" "02" "02" "02" "02171" "02144" "02121"
#> SAMPLE_1633 SAMPLE_1634 SAMPLE_1635 SAMPLE_1636 SAMPLE_1637 SAMPLE_1638 SAMPLE_1639 SAMPLE_1640
#> "02" "02" "02" "02" "02374" "02" "023623" "02"
#> SAMPLE_1641 SAMPLE_1642 SAMPLE_1643 SAMPLE_1644 SAMPLE_1645 SAMPLE_1646 SAMPLE_1647 SAMPLE_1648
#> "02" "02" "02" "02" "02166" "02" "02" "02"
#> SAMPLE_1649 SAMPLE_1650 SAMPLE_1651 SAMPLE_1652 SAMPLE_1653 SAMPLE_1654 SAMPLE_1655 SAMPLE_1656
#> "02" "023622" "02133" "02" "02" "02" "02" "02"
#> SAMPLE_1657 SAMPLE_1658 SAMPLE_1659 SAMPLE_1660 SAMPLE_1661 SAMPLE_1662 SAMPLE_1663 SAMPLE_1664
#> "02325" "02" "02116" "02363" "02134" "02134" "02" "03"
#> SAMPLE_1665 SAMPLE_1666 SAMPLE_1667 SAMPLE_1668 SAMPLE_1669 SAMPLE_1670 SAMPLE_1671 SAMPLE_1672
#> "02" "02321" "0164" "02" "02141" "02134" "02" "02134"
#> SAMPLE_1673 SAMPLE_1674 SAMPLE_1675 SAMPLE_1676 SAMPLE_1677 SAMPLE_1678 SAMPLE_1679 SAMPLE_1680
#> "011" "02" "02" "02" "0143" "02134" "02165" "02112"
#> SAMPLE_1681 SAMPLE_1682 SAMPLE_1683 SAMPLE_1684 SAMPLE_1685 SAMPLE_1686 SAMPLE_1687 SAMPLE_1688
#> "02" "03" "02166" "023624" "02" "02" "02111" "02174"
#> SAMPLE_1689 SAMPLE_1690 SAMPLE_1691 SAMPLE_1692 SAMPLE_1693 SAMPLE_1694 SAMPLE_1695 SAMPLE_1696
#> "02164" "02124" "02174" "02162" "02133" "0144" "02363" "02"
#> SAMPLE_1697 SAMPLE_1698 SAMPLE_1699 SAMPLE_1700 SAMPLE_1701 SAMPLE_1702 SAMPLE_1703 SAMPLE_1704
#> "02" "0142" "02134" "02172" "02" "02363" "02135" "02163"
#> SAMPLE_1705 SAMPLE_1706 SAMPLE_1707 SAMPLE_1708 SAMPLE_1709 SAMPLE_1710 SAMPLE_1711 SAMPLE_1712
#> "02163" "02135" "02163" "02136" "03" "02166" "02163" "0161"
#> SAMPLE_1713 SAMPLE_1714 SAMPLE_1715 SAMPLE_1716 SAMPLE_1717 SAMPLE_1718 SAMPLE_1719 SAMPLE_1720
#> "02364" "02" "02121" "02" "02" "02" "02121" "02"
#> SAMPLE_1721 SAMPLE_1722 SAMPLE_1723 SAMPLE_1724 SAMPLE_1725 SAMPLE_1726 SAMPLE_1727 SAMPLE_1728
#> "02" "02121" "02121" "02" "02121" "02" "02" "02121"
#> SAMPLE_1729 SAMPLE_1730 SAMPLE_1731 SAMPLE_1732 SAMPLE_1733 SAMPLE_1734 SAMPLE_1735 SAMPLE_1736
#> "02" "02137" "02117" "02" "03" "02163" "011" "0142"
#> SAMPLE_1737 SAMPLE_1738 SAMPLE_1739 SAMPLE_1740 SAMPLE_1741 SAMPLE_1742 SAMPLE_1743 SAMPLE_1744
#> "02" "02113" "02" "02" "02121" "02121" "02121" "02"
#> SAMPLE_1745 SAMPLE_1746 SAMPLE_1747 SAMPLE_1748 SAMPLE_1749 SAMPLE_1750 SAMPLE_1751 SAMPLE_1752
#> "02" "02121" "02" "02121" "02" "02" "02" "02"
#> SAMPLE_1753 SAMPLE_1754 SAMPLE_1755 SAMPLE_1756 SAMPLE_1757 SAMPLE_1758 SAMPLE_1759 SAMPLE_1760
#> "02" "02" "02134" "02134" "023624" "02136" "02164" "02"
#> SAMPLE_1761 SAMPLE_1762 SAMPLE_1763 SAMPLE_1764 SAMPLE_1765 SAMPLE_1766 SAMPLE_1767 SAMPLE_1768
#> "02" "02" "02135" "02" "02" "02163" "02115" "02363"
#> SAMPLE_1769 SAMPLE_1770 SAMPLE_1771 SAMPLE_1772 SAMPLE_1773 SAMPLE_1774 SAMPLE_1775 SAMPLE_1776
#> "02363" "02363" "02323" "02115" "02363" "02372" "02" "02141"
#> SAMPLE_1777 SAMPLE_1778 SAMPLE_1779 SAMPLE_1780 SAMPLE_1781 SAMPLE_1782 SAMPLE_1783 SAMPLE_1784
#> "02121" "02" "02" "02" "02" "02" "02" "02"
#> SAMPLE_1785 SAMPLE_1786 SAMPLE_1787 SAMPLE_1788 SAMPLE_1789 SAMPLE_1790 SAMPLE_1791 SAMPLE_1792
#> "02121" "02121" "02" "02" "02" "02121" "023622" "02"
#> SAMPLE_1793 SAMPLE_1794 SAMPLE_1795 SAMPLE_1796 SAMPLE_1797 SAMPLE_1798 SAMPLE_1799 SAMPLE_1800
#> "02161" "02" "02" "02" "03" "02364" "02" "02"
#> SAMPLE_1801 SAMPLE_1802 SAMPLE_1803 SAMPLE_1804 SAMPLE_1805 SAMPLE_1806 SAMPLE_1807 SAMPLE_1808
#> "02" "02" "02" "02" "02" "02" "02" "02"
#> SAMPLE_1809 SAMPLE_1810 SAMPLE_1811 SAMPLE_1812 SAMPLE_1813 SAMPLE_1814 SAMPLE_1815 SAMPLE_1816
#> "02" "02" "02" "02" "02375" "02" "02" "02174"
#> SAMPLE_1817 SAMPLE_1818 SAMPLE_1819 SAMPLE_1820 SAMPLE_1821 SAMPLE_1822 SAMPLE_1823 SAMPLE_1824
#> "02145" "02" "02" "02" "02" "02" "02" "02"
#> SAMPLE_1825 SAMPLE_1826 SAMPLE_1827 SAMPLE_1828 SAMPLE_1829 SAMPLE_1830 SAMPLE_1831 SAMPLE_1832
#> "02" "02" "03" "03" "0144" "03" "03" "02"
#> SAMPLE_1833 SAMPLE_1834 SAMPLE_1835 SAMPLE_1836 SAMPLE_1837 SAMPLE_1838 SAMPLE_1839 SAMPLE_1840
#> "02" "02" "03" "02164" "02112" "0144" "02134" "023623"
#> SAMPLE_1841 SAMPLE_1842 SAMPLE_1843 SAMPLE_1844 SAMPLE_1845 SAMPLE_1846 SAMPLE_1847 SAMPLE_1848
#> "023625" "02" "02" "02" "03" "015" "03" "02"
#> SAMPLE_1849 SAMPLE_1850 SAMPLE_1851 SAMPLE_1852 SAMPLE_1853 SAMPLE_1854 SAMPLE_1855 SAMPLE_1856
#> "02" "02" "02166" "02166" "02166" "02163" "02" "02166"
#> SAMPLE_1857 SAMPLE_1858 SAMPLE_1859 SAMPLE_1860 SAMPLE_1861 SAMPLE_1862 SAMPLE_1863 SAMPLE_1864
#> "02133" "02" "0141" "02112" "02" "02" "02" "02"
#> SAMPLE_1865 SAMPLE_1866 SAMPLE_1867 SAMPLE_1868 SAMPLE_1869 SAMPLE_1870 SAMPLE_1871 SAMPLE_1872
#> "0134" "02363" "02324" "02" "02325" "0141" "0161" "02"
#> SAMPLE_1873 SAMPLE_1874 SAMPLE_1875 SAMPLE_1876 SAMPLE_1877 SAMPLE_1878 SAMPLE_1879 SAMPLE_1880
#> "02" "02363" "0141" "0141" "0141" "02325" "023624" "02165"
#> SAMPLE_1881 SAMPLE_1882 SAMPLE_1883 SAMPLE_1884 SAMPLE_1885 SAMPLE_1886 SAMPLE_1887 SAMPLE_1888
#> "02135" "02112" "02" "03" "02" "02" "02" "02143"
#> SAMPLE_1889 SAMPLE_1890 SAMPLE_1891 SAMPLE_1892 SAMPLE_1893 SAMPLE_1894 SAMPLE_1895 SAMPLE_1896
#> "0163" "0164" "0162" "0162" "012" "0162" "03" "03"
#> SAMPLE_1897 SAMPLE_1898 SAMPLE_1899 SAMPLE_1900 SAMPLE_1901 SAMPLE_1902 SAMPLE_1903 SAMPLE_1904
#> "03" "03" "03" "03" "03" "03" "03" "03"
#> SAMPLE_1905 SAMPLE_1906 SAMPLE_1907 SAMPLE_1908 SAMPLE_1909 SAMPLE_1910 SAMPLE_1911 SAMPLE_1912
#> "02324" "02117" "02111" "0133" "02115" "03" "03" "02"
#> SAMPLE_1913 SAMPLE_1914 SAMPLE_1915 SAMPLE_1916 SAMPLE_1917 SAMPLE_1918 SAMPLE_1919 SAMPLE_1920
#> "02" "02" "02" "02161" "02161" "02161" "02163" "02"
#> SAMPLE_1921 SAMPLE_1922 SAMPLE_1923 SAMPLE_1924 SAMPLE_1925 SAMPLE_1926 SAMPLE_1927 SAMPLE_1928
#> "0131" "02171" "02321" "023625" "02166" "03" "02164" "03"
#> SAMPLE_1929 SAMPLE_1930 SAMPLE_1931 SAMPLE_1932 SAMPLE_1933 SAMPLE_1934 SAMPLE_1935 SAMPLE_1936
#> "02" "0144" "02" "011" "02" "02" "02" "02113"
#> SAMPLE_1937 SAMPLE_1938 SAMPLE_1939 SAMPLE_1940 SAMPLE_1941 SAMPLE_1942 SAMPLE_1943 SAMPLE_1944
#> "03" "02" "02112" "02114" "02114" "02113" "02116" "02135"
#> SAMPLE_1945 SAMPLE_1946 SAMPLE_1947 SAMPLE_1948 SAMPLE_1949 SAMPLE_1950 SAMPLE_1951 SAMPLE_1952
#> "02113" "02114" "02113" "02113" "02163" "02132" "02112" "02112"
#> SAMPLE_1953 SAMPLE_1954 SAMPLE_1955 SAMPLE_1956 SAMPLE_1957 SAMPLE_1958 SAMPLE_1959 SAMPLE_1960
#> "02132" "02113" "02113" "02161" "02" "02" "02" "02"
#> SAMPLE_1961 SAMPLE_1962 SAMPLE_1963 SAMPLE_1964 SAMPLE_1965 SAMPLE_1966 SAMPLE_1967 SAMPLE_1968
#> "02" "02" "02" "02111" "02117" "02" "02164" "023623"
#> SAMPLE_1969 SAMPLE_1970 SAMPLE_1971 SAMPLE_1972 SAMPLE_1973 SAMPLE_1974 SAMPLE_1975 SAMPLE_1976
#> "0133" "02" "02" "02" "0132" "02" "02113" "02"
#> SAMPLE_1977 SAMPLE_1978 SAMPLE_1979 SAMPLE_1980 SAMPLE_1981 SAMPLE_1982 SAMPLE_1983 SAMPLE_1984
#> "02" "02" "02112" "02" "02321" "02321" "02321" "02321"
#> SAMPLE_1985 SAMPLE_1986 SAMPLE_1987 SAMPLE_1988 SAMPLE_1989 SAMPLE_1990 SAMPLE_1991 SAMPLE_1992
#> "02321" "02321" "02" "02171" "02" "02321" "02321" "03"
#> SAMPLE_1993 SAMPLE_1994 SAMPLE_1995 SAMPLE_1996 SAMPLE_1997 SAMPLE_1998 SAMPLE_1999 SAMPLE_2000
#> "02" "02" "02" "02116" "02134" "02112" "02" "0164"
#> SAMPLE_2001 SAMPLE_2002 SAMPLE_2003 SAMPLE_2004 SAMPLE_2005 SAMPLE_2006 SAMPLE_2007 SAMPLE_2008
#> "02321" "02111" "02111" "02113" "02113" "02111" "02111" "02111"
#> SAMPLE_2009 SAMPLE_2010 SAMPLE_2011 SAMPLE_2012 SAMPLE_2013 SAMPLE_2014 SAMPLE_2015 SAMPLE_2016
#> "02113" "02117" "02113" "02117" "02117" "03" "02" "02"
#> SAMPLE_2017 SAMPLE_2018 SAMPLE_2019 SAMPLE_2020 SAMPLE_2021 SAMPLE_2022 SAMPLE_2023 SAMPLE_2024
#> "02" "02134" "02" "02161" "02" "02" "02" "02"
#> SAMPLE_2025 SAMPLE_2026 SAMPLE_2027 SAMPLE_2028 SAMPLE_2029 SAMPLE_2030 SAMPLE_2031 SAMPLE_2032
#> "03" "03" "02321" "02171" "02171" "02163" "03" "03"
#> SAMPLE_2033 SAMPLE_2034 SAMPLE_2035 SAMPLE_2036 SAMPLE_2037 SAMPLE_2038 SAMPLE_2039 SAMPLE_2040
#> "03" "03" "03" "03" "02" "02" "02111" "02373"
#> SAMPLE_2041 SAMPLE_2042 SAMPLE_2043 SAMPLE_2044 SAMPLE_2045 SAMPLE_2046 SAMPLE_2047 SAMPLE_2048
#> "02143" "02135" "02113" "02111" "02111" "02115" "02115" "02111"
#> SAMPLE_2049 SAMPLE_2050 SAMPLE_2051 SAMPLE_2052 SAMPLE_2053 SAMPLE_2054 SAMPLE_2055 SAMPLE_2056
#> "02163" "02" "02143" "03" "03" "03" "02375" "02"
#> SAMPLE_2057 SAMPLE_2058 SAMPLE_2059 SAMPLE_2060 SAMPLE_2061 SAMPLE_2062 SAMPLE_2063 SAMPLE_2064
#> "02116" "02165" "03" "02" "015" "02" "02143" "03"
#> SAMPLE_2065 SAMPLE_2066 SAMPLE_2067 SAMPLE_2068 SAMPLE_2069 SAMPLE_2070 SAMPLE_2071 SAMPLE_2072
#> "02" "03" "02" "02373" "02364" "02171" "02321" "02111"
#> SAMPLE_2073 SAMPLE_2074 SAMPLE_2075 SAMPLE_2076 SAMPLE_2077 SAMPLE_2078 SAMPLE_2079 SAMPLE_2080
#> "02111" "02117" "02115" "02111" "02323" "02323" "02323" "02326"
#> SAMPLE_2081 SAMPLE_2082 SAMPLE_2083 SAMPLE_2084 SAMPLE_2085 SAMPLE_2086 SAMPLE_2087 SAMPLE_2088
#> "02" "02115" "02" "02144" "02144" "02144" "02323" "02173"
#> SAMPLE_2089 SAMPLE_2090 SAMPLE_2091 SAMPLE_2092 SAMPLE_2093 SAMPLE_2094 SAMPLE_2095 SAMPLE_2096
#> "02144" "02173" "02326" "02323" "02132" "02132" "02173" "02144"
#> SAMPLE_2097 SAMPLE_2098 SAMPLE_2099 SAMPLE_2100 SAMPLE_2101 SAMPLE_2102 SAMPLE_2103 SAMPLE_2104
#> "02323" "02132" "02323" "02323" "02323" "02323" "02173" "02"
#> SAMPLE_2105 SAMPLE_2106 SAMPLE_2107 SAMPLE_2108 SAMPLE_2109 SAMPLE_2110 SAMPLE_2111 SAMPLE_2112
#> "02144" "02144" "02144" "02323" "02" "02115" "02" "02323"
#> SAMPLE_2113 SAMPLE_2114 SAMPLE_2115 SAMPLE_2116 SAMPLE_2117 SAMPLE_2118 SAMPLE_2119 SAMPLE_2120
#> "02323" "02323" "02173" "02326" "02323" "02323" "02173" "02144"
#> SAMPLE_2121 SAMPLE_2122 SAMPLE_2123 SAMPLE_2124 SAMPLE_2125 SAMPLE_2126 SAMPLE_2127 SAMPLE_2128
#> "02323" "02323" "02132" "02326" "02" "02132" "02132" "02323"
#> SAMPLE_2129 SAMPLE_2130 SAMPLE_2131 SAMPLE_2132 SAMPLE_2133 SAMPLE_2134 SAMPLE_2135 SAMPLE_2136
#> "02132" "02323" "02144" "02324" "02323" "02115" "02" "02132"
#> SAMPLE_2137 SAMPLE_2138 SAMPLE_2139 SAMPLE_2140 SAMPLE_2141 SAMPLE_2142 SAMPLE_2143 SAMPLE_2144
#> "02323" "02" "02" "02112" "0132" "02" "02" "02"
#> SAMPLE_2145 SAMPLE_2146 SAMPLE_2147 SAMPLE_2148 SAMPLE_2149 SAMPLE_2150 SAMPLE_2151 SAMPLE_2152
#> "02" "03" "02" "02" "02" "02" "02375" "02"
#> SAMPLE_2153 SAMPLE_2154 SAMPLE_2155 SAMPLE_2156 SAMPLE_2157 SAMPLE_2158 SAMPLE_2159 SAMPLE_2160
#> "02" "02321" "02" "02171" "02321" "02171" "02171" "02321"
#> SAMPLE_2161 SAMPLE_2162 SAMPLE_2163 SAMPLE_2164 SAMPLE_2165 SAMPLE_2166 SAMPLE_2167 SAMPLE_2168
#> "02171" "02363" "02141" "02141" "02117" "02132" "02117" "02111"
#> SAMPLE_2169 SAMPLE_2170 SAMPLE_2171 SAMPLE_2172 SAMPLE_2173 SAMPLE_2174 SAMPLE_2175 SAMPLE_2176
#> "02" "02" "02" "02" "03" "02" "02" "02166"
#> SAMPLE_2177 SAMPLE_2178 SAMPLE_2179 SAMPLE_2180 SAMPLE_2181 SAMPLE_2182 SAMPLE_2183 SAMPLE_2184
#> "02" "023623" "03" "02" "02" "0144" "02112" "03"
#> SAMPLE_2185 SAMPLE_2186 SAMPLE_2187 SAMPLE_2188 SAMPLE_2189 SAMPLE_2190 SAMPLE_2191 SAMPLE_2192
#> "03" "02" "02321" "02" "02" "02" "02" "02"
#> SAMPLE_2193 SAMPLE_2194 SAMPLE_2195 SAMPLE_2196 SAMPLE_2197 SAMPLE_2198 SAMPLE_2199 SAMPLE_2200
#> "02" "02" "02" "02" "02" "02166" "02" "02"
#> SAMPLE_2201 SAMPLE_2202 SAMPLE_2203 SAMPLE_2204 SAMPLE_2205 SAMPLE_2206 SAMPLE_2207 SAMPLE_2208
#> "03" "02" "02" "02" "02" "0162" "02" "02165"
#> SAMPLE_2209 SAMPLE_2210 SAMPLE_2211 SAMPLE_2212 SAMPLE_2213 SAMPLE_2214 SAMPLE_2215 SAMPLE_2216
#> "02374" "03" "02" "02112" "02375" "02" "02" "03"
#> SAMPLE_2217 SAMPLE_2218 SAMPLE_2219 SAMPLE_2220 SAMPLE_2221 SAMPLE_2222 SAMPLE_2223 SAMPLE_2224
#> "02161" "02" "02143" "02166" "02" "02" "02" "02371"
#> SAMPLE_2225 SAMPLE_2226 SAMPLE_2227 SAMPLE_2228 SAMPLE_2229 SAMPLE_2230 SAMPLE_2231 SAMPLE_2232
#> "02171" "0163" "02141" "03" "02134" "0144" "02" "02"
#> SAMPLE_2233 SAMPLE_2234 SAMPLE_2235 SAMPLE_2236 SAMPLE_2237 SAMPLE_2238 SAMPLE_2239 SAMPLE_2240
#> "03" "023625" "03" "03" "02" "02364" "02" "03"
#> SAMPLE_2241 SAMPLE_2242 SAMPLE_2243 SAMPLE_2244 SAMPLE_2245 SAMPLE_2246 SAMPLE_2247 SAMPLE_2248
#> "03" "03" "03" "03" "03" "03" "02112" "02"
#> SAMPLE_2249 SAMPLE_2250 SAMPLE_2251 SAMPLE_2252 SAMPLE_2253 SAMPLE_2254 SAMPLE_2255 SAMPLE_2256
#> "03" "02" "0145" "02112" "03" "02" "02" "02"
#> SAMPLE_2257 SAMPLE_2258 SAMPLE_2259 SAMPLE_2260 SAMPLE_2261 SAMPLE_2262 SAMPLE_2263 SAMPLE_2264
#> "02" "02161" "02" "03" "0142" "011" "02" "03"
#> SAMPLE_2265 SAMPLE_2266 SAMPLE_2267 SAMPLE_2268 SAMPLE_2269 SAMPLE_2270 SAMPLE_2271 SAMPLE_2272
#> "02372" "023622" "02165" "03" "02" "023624" "023624" "023624"
#> SAMPLE_2273 SAMPLE_2274 SAMPLE_2275 SAMPLE_2276 SAMPLE_2277 SAMPLE_2278 SAMPLE_2279 SAMPLE_2280
#> "011" "02116" "02" "02" "02" "02" "02" "02"
#> SAMPLE_2281 SAMPLE_2282 SAMPLE_2283 SAMPLE_2284 SAMPLE_2285 SAMPLE_2286 SAMPLE_2287 SAMPLE_2288
#> "02121" "02" "02121" "02133" "02324" "02" "02" "011"
#> SAMPLE_2289 SAMPLE_2290 SAMPLE_2291 SAMPLE_2292 SAMPLE_2293 SAMPLE_2294 SAMPLE_2295 SAMPLE_2296
#> "02161" "03" "03" "02" "02" "02" "02" "03"
#> SAMPLE_2297 SAMPLE_2298 SAMPLE_2299 SAMPLE_2300 SAMPLE_2301 SAMPLE_2302 SAMPLE_2303 SAMPLE_2304
#> "02166" "02" "03" "02" "02" "02112" "02" "03"
#> SAMPLE_2305 SAMPLE_2306 SAMPLE_2307 SAMPLE_2308 SAMPLE_2309 SAMPLE_2310 SAMPLE_2311 SAMPLE_2312
#> "0144" "02" "02" "02133" "02" "02" "02" "02"
#> SAMPLE_2313 SAMPLE_2314 SAMPLE_2315 SAMPLE_2316 SAMPLE_2317 SAMPLE_2318 SAMPLE_2319 SAMPLE_2320
#> "02" "03" "03" "03" "03" "03" "0143" "02"
#> SAMPLE_2321 SAMPLE_2322 SAMPLE_2323 SAMPLE_2324 SAMPLE_2325 SAMPLE_2326 SAMPLE_2327 SAMPLE_2328
#> "02" "02121" "02" "02" "02112" "02324" "023624" "02"
#> SAMPLE_2329 SAMPLE_2330 SAMPLE_2331 SAMPLE_2332 SAMPLE_2333 SAMPLE_2334 SAMPLE_2335 SAMPLE_2336
#> "02" "02161" "02" "02" "02" "02" "02121" "02121"
#> SAMPLE_2337 SAMPLE_2338 SAMPLE_2339 SAMPLE_2340 SAMPLE_2341 SAMPLE_2342 SAMPLE_2343 SAMPLE_2344
#> "02" "02" "03" "03" "03" "03" "03" "02"
#> SAMPLE_2345 SAMPLE_2346 SAMPLE_2347 SAMPLE_2348 SAMPLE_2349 SAMPLE_2350 SAMPLE_2351 SAMPLE_2352
#> "02111" "02" "023623" "02143" "03" "02" "03" "02172"
#> SAMPLE_2353 SAMPLE_2354 SAMPLE_2355 SAMPLE_2356 SAMPLE_2357 SAMPLE_2358 SAMPLE_2359 SAMPLE_2360
#> "011" "02321" "02171" "02" "02" "02" "02143" "02"
#> SAMPLE_2361 SAMPLE_2362 SAMPLE_2363 SAMPLE_2364 SAMPLE_2365 SAMPLE_2366 SAMPLE_2367 SAMPLE_2368
#> "02" "02364" "03" "02" "023623" "02" "02121" "02172"
#> SAMPLE_2369 SAMPLE_2370 SAMPLE_2371 SAMPLE_2372 SAMPLE_2373 SAMPLE_2374 SAMPLE_2375 SAMPLE_2376
#> "0142" "0142" "02" "02134" "0142" "0142" "02172" "0142"
#> SAMPLE_2377 SAMPLE_2378 SAMPLE_2379 SAMPLE_2380 SAMPLE_2381 SAMPLE_2382 SAMPLE_2383 SAMPLE_2384
#> "0142" "0142" "02172" "0142" "02172" "0142" "02172" "02"
#> SAMPLE_2385 SAMPLE_2386 SAMPLE_2387 SAMPLE_2388 SAMPLE_2389 SAMPLE_2390 SAMPLE_2391 SAMPLE_2392
#> "02" "0141" "02325" "02325" "02" "02" "02" "03"
#> SAMPLE_2393 SAMPLE_2394 SAMPLE_2395 SAMPLE_2396 SAMPLE_2397 SAMPLE_2398 SAMPLE_2399 SAMPLE_2400
#> "03" "02161" "02321" "02161" "03" "0142" "0142" "0142"
#> SAMPLE_2401 SAMPLE_2402 SAMPLE_2403 SAMPLE_2404 SAMPLE_2405 SAMPLE_2406 SAMPLE_2407 SAMPLE_2408
#> "0142" "0142" "0141" "0141" "02325" "02325" "02325" "02325"
#> SAMPLE_2409 SAMPLE_2410 SAMPLE_2411 SAMPLE_2412 SAMPLE_2413 SAMPLE_2414 SAMPLE_2415 SAMPLE_2416
#> "02" "02" "011" "02" "02137" "02" "02" "02"
#> SAMPLE_2417 SAMPLE_2418 SAMPLE_2419 SAMPLE_2420 SAMPLE_2421 SAMPLE_2422 SAMPLE_2423 SAMPLE_2424
#> "02" "023622" "023623" "03" "011" "02" "03" "02"
#> SAMPLE_2425 SAMPLE_2426 SAMPLE_2427 SAMPLE_2428 SAMPLE_2429 SAMPLE_2430 SAMPLE_2431 SAMPLE_2432
#> "02" "03" "02161" "02161" "02134" "03" "03" "03"
#> SAMPLE_2433 SAMPLE_2434 SAMPLE_2435 SAMPLE_2436 SAMPLE_2437 SAMPLE_2438 SAMPLE_2439 SAMPLE_2440
#> "02161" "02" "03" "012" "02" "02" "02375" "02"
#> SAMPLE_2441 SAMPLE_2442 SAMPLE_2443 SAMPLE_2444 SAMPLE_2445 SAMPLE_2446 SAMPLE_2447 SAMPLE_2448
#> "02" "03" "03" "03" "02" "03" "012" "02123"
#> SAMPLE_2449 SAMPLE_2450 SAMPLE_2451 SAMPLE_2452 SAMPLE_2453 SAMPLE_2454 SAMPLE_2455 SAMPLE_2456
#> "03" "02" "012" "02" "02" "02" "02" "02"
#> SAMPLE_2457 SAMPLE_2458 SAMPLE_2459 SAMPLE_2460 SAMPLE_2461 SAMPLE_2462 SAMPLE_2463 SAMPLE_2464
#> "02" "02165" "0133" "03" "02" "02134" "015" "02"
#> SAMPLE_2465 SAMPLE_2466 SAMPLE_2467 SAMPLE_2468 SAMPLE_2469 SAMPLE_2470 SAMPLE_2471 SAMPLE_2472
#> "011" "02364" "011" "02" "02" "03" "03" "02"
#> SAMPLE_2473 SAMPLE_2474 SAMPLE_2475 SAMPLE_2476 SAMPLE_2477 SAMPLE_2478 SAMPLE_2479 SAMPLE_2480
#> "02" "02161" "02" "02" "02" "02161" "02162" "02"
#> SAMPLE_2481 SAMPLE_2482 SAMPLE_2483 SAMPLE_2484 SAMPLE_2485 SAMPLE_2486 SAMPLE_2487 SAMPLE_2488
#> "02" "02374" "02123" "03" "02132" "03" "02123" "02122"
#> SAMPLE_2489 SAMPLE_2490 SAMPLE_2491 SAMPLE_2492 SAMPLE_2493 SAMPLE_2494 SAMPLE_2495 SAMPLE_2496
#> "02122" "02122" "02122" "02122" "02122" "02123" "02123" "02123"
#> SAMPLE_2497 SAMPLE_2498 SAMPLE_2499 SAMPLE_2500 SAMPLE_2501 SAMPLE_2502 SAMPLE_2503 SAMPLE_2504
#> "02122" "02122" "02123" "02122" "02122" "02123" "02123" "02123"
#> SAMPLE_2505 SAMPLE_2506 SAMPLE_2507 SAMPLE_2508 SAMPLE_2509 SAMPLE_2510 SAMPLE_2511 SAMPLE_2512
#> "02123" "02123" "02123" "0144" "0144" "02141" "02141" "02"
#> SAMPLE_2513 SAMPLE_2514 SAMPLE_2515 SAMPLE_2516 SAMPLE_2517 SAMPLE_2518 SAMPLE_2519 SAMPLE_2520
#> "02" "02364" "0163" "02171" "02" "02166" "02" "02"
#> SAMPLE_2521 SAMPLE_2522 SAMPLE_2523 SAMPLE_2524 SAMPLE_2525 SAMPLE_2526 SAMPLE_2527 SAMPLE_2528
#> "02" "02161" "02" "02" "03" "02" "02" "011"
#> SAMPLE_2529 SAMPLE_2530 SAMPLE_2531 SAMPLE_2532 SAMPLE_2533 SAMPLE_2534 SAMPLE_2535 SAMPLE_2536
#> "03" "03" "02133" "02" "03" "02363" "02131" "02131"
#> SAMPLE_2537 SAMPLE_2538 SAMPLE_2539 SAMPLE_2540 SAMPLE_2541 SAMPLE_2542 SAMPLE_2543 SAMPLE_2544
#> "02134" "02136" "0144" "02131" "02131" "02134" "02131" "02161"
#> SAMPLE_2545 SAMPLE_2546 SAMPLE_2547 SAMPLE_2548 SAMPLE_2549 SAMPLE_2550 SAMPLE_2551 SAMPLE_2552
#> "02131" "02131" "02131" "02136" "02131" "02131" "02131" "02363"
#> SAMPLE_2553 SAMPLE_2554 SAMPLE_2555 SAMPLE_2556 SAMPLE_2557 SAMPLE_2558 SAMPLE_2559 SAMPLE_2560
#> "02" "0142" "0143" "02" "02" "02143" "02" "02"
#> SAMPLE_2561 SAMPLE_2562 SAMPLE_2563 SAMPLE_2564 SAMPLE_2565 SAMPLE_2566 SAMPLE_2567 SAMPLE_2568
#> "0143" "02" "0143" "0143" "0143" "0143" "02" "0142"
#> SAMPLE_2569 SAMPLE_2570 SAMPLE_2571 SAMPLE_2572 SAMPLE_2573 SAMPLE_2574 SAMPLE_2575 SAMPLE_2576
#> "0143" "02" "02" "02" "02" "02132" "02163" "02163"
#> SAMPLE_2577 SAMPLE_2578 SAMPLE_2579 SAMPLE_2580 SAMPLE_2581 SAMPLE_2582 SAMPLE_2583 SAMPLE_2584
#> "02" "02134" "02" "03" "02" "02321" "02" "02163"
#> SAMPLE_2585 SAMPLE_2586 SAMPLE_2587 SAMPLE_2588 SAMPLE_2589 SAMPLE_2590 SAMPLE_2591 SAMPLE_2592
#> "023622" "02163" "02" "02" "02" "02" "03" "02171"
#> SAMPLE_2593 SAMPLE_2594 SAMPLE_2595 SAMPLE_2596 SAMPLE_2597 SAMPLE_2598 SAMPLE_2599 SAMPLE_2600
#> "02321" "02321" "02" "03" "02" "02" "02134" "02"
#> SAMPLE_2601 SAMPLE_2602 SAMPLE_2603 SAMPLE_2604 SAMPLE_2605 SAMPLE_2606 SAMPLE_2607 SAMPLE_2608
#> "02" "02" "02161" "02" "02134" "02134" "02" "0143"
#> SAMPLE_2609 SAMPLE_2610 SAMPLE_2611 SAMPLE_2612 SAMPLE_2613 SAMPLE_2614 SAMPLE_2615 SAMPLE_2616
#> "02" "02" "023623" "02" "02134" "02" "02163" "02"
#> SAMPLE_2617 SAMPLE_2618 SAMPLE_2619 SAMPLE_2620 SAMPLE_2621 SAMPLE_2622 SAMPLE_2623 SAMPLE_2624
#> "02" "03" "02163" "02134" "02" "02" "02161" "02166"
#> SAMPLE_2625 SAMPLE_2626 SAMPLE_2627 SAMPLE_2628 SAMPLE_2629 SAMPLE_2630 SAMPLE_2631 SAMPLE_2632
#> "023622" "02" "02" "02" "02166" "02" "02372" "02372"
#> SAMPLE_2633 SAMPLE_2634 SAMPLE_2635 SAMPLE_2636 SAMPLE_2637 SAMPLE_2638 SAMPLE_2639 SAMPLE_2640
#> "02" "02133" "02161" "02163" "02163" "02132" "02132" "02132"
#> SAMPLE_2641 SAMPLE_2642 SAMPLE_2643 SAMPLE_2644 SAMPLE_2645 SAMPLE_2646 SAMPLE_2647 SAMPLE_2648
#> "03" "02" "02" "02" "02166" "03" "02" "02372"
#> SAMPLE_2649 SAMPLE_2650 SAMPLE_2651 SAMPLE_2652 SAMPLE_2653 SAMPLE_2654 SAMPLE_2655 SAMPLE_2656
#> "02" "03" "02" "03" "03" "03" "03" "02161"
#> SAMPLE_2657 SAMPLE_2658 SAMPLE_2659 SAMPLE_2660 SAMPLE_2661 SAMPLE_2662 SAMPLE_2663 SAMPLE_2664
#> "02163" "03" "03" "02" "03" "03" "03" "02171"
#> SAMPLE_2665 SAMPLE_2666 SAMPLE_2667 SAMPLE_2668 SAMPLE_2669 SAMPLE_2670 SAMPLE_2671 SAMPLE_2672
#> "02321" "02171" "02" "02" "02" "02163" "02163" "02134"
#> SAMPLE_2673 SAMPLE_2674 SAMPLE_2675 SAMPLE_2676 SAMPLE_2677 SAMPLE_2678 SAMPLE_2679 SAMPLE_2680
#> "02134" "02131" "02131" "02133" "02131" "02115" "02" "02374"
#> SAMPLE_2681 SAMPLE_2682 SAMPLE_2683 SAMPLE_2684 SAMPLE_2685 SAMPLE_2686 SAMPLE_2687 SAMPLE_2688
#> "02372" "023625" "02" "02" "02133" "02131" "02131" "02375"
#> SAMPLE_2689 SAMPLE_2690 SAMPLE_2691 SAMPLE_2692 SAMPLE_2693 SAMPLE_2694 SAMPLE_2695 SAMPLE_2696
#> "02" "02163" "02137" "03" "02" "02" "02322" "02"
#> SAMPLE_2697 SAMPLE_2698 SAMPLE_2699 SAMPLE_2700 SAMPLE_2701 SAMPLE_2702 SAMPLE_2703 SAMPLE_2704
#> "02" "02322" "02" "02" "02" "023622" "02" "02"
#> SAMPLE_2705 SAMPLE_2706 SAMPLE_2707 SAMPLE_2708 SAMPLE_2709 SAMPLE_2710 SAMPLE_2711 SAMPLE_2712
#> "02" "02163" "02163" "02163" "02163" "02" "02174" "02322"
#> SAMPLE_2713 SAMPLE_2714 SAMPLE_2715 SAMPLE_2716 SAMPLE_2717 SAMPLE_2718 SAMPLE_2719 SAMPLE_2720
#> "02" "0145" "02" "0145" "02" "02" "02" "02"
#> SAMPLE_2721 SAMPLE_2722 SAMPLE_2723 SAMPLE_2724 SAMPLE_2725 SAMPLE_2726 SAMPLE_2727 SAMPLE_2728
#> "02163" "0132" "02132" "02" "02" "02" "02" "02"
#> SAMPLE_2729 SAMPLE_2730 SAMPLE_2731 SAMPLE_2732 SAMPLE_2733 SAMPLE_2734 SAMPLE_2735 SAMPLE_2736
#> "02322" "02322" "02322" "02322" "02322" "02" "02" "0161"
#> SAMPLE_2737 SAMPLE_2738 SAMPLE_2739 SAMPLE_2740 SAMPLE_2741 SAMPLE_2742 SAMPLE_2743 SAMPLE_2744
#> "0143" "0143" "0143" "0143" "0142" "0143" "0144" "0143"
#> SAMPLE_2745 SAMPLE_2746 SAMPLE_2747 SAMPLE_2748 SAMPLE_2749 SAMPLE_2750 SAMPLE_2751 SAMPLE_2752
#> "0143" "02124" "0165" "02131" "02131" "02131" "02131" "02131"
#> SAMPLE_2753 SAMPLE_2754 SAMPLE_2755 SAMPLE_2756 SAMPLE_2757 SAMPLE_2758 SAMPLE_2759 SAMPLE_2760
#> "02131" "02131" "02131" "02131" "02131" "02131" "02132" "0161"
#> SAMPLE_2761 SAMPLE_2762 SAMPLE_2763 SAMPLE_2764 SAMPLE_2765 SAMPLE_2766 SAMPLE_2767 SAMPLE_2768
#> "02" "02" "02" "02" "02" "02" "02" "02"
#> SAMPLE_2769 SAMPLE_2770 SAMPLE_2771 SAMPLE_2772 SAMPLE_2773 SAMPLE_2774 SAMPLE_2775 SAMPLE_2776
#> "02" "02" "02" "02124" "02" "02133" "02165" "02"
#> SAMPLE_2777 SAMPLE_2778 SAMPLE_2779 SAMPLE_2780 SAMPLE_2781 SAMPLE_2782 SAMPLE_2783 SAMPLE_2784
#> "02135" "02372" "02145" "02143" "02" "02134" "02163" "02"
#> SAMPLE_2785 SAMPLE_2786 SAMPLE_2787 SAMPLE_2788 SAMPLE_2789 SAMPLE_2790 SAMPLE_2791 SAMPLE_2792
#> "0161" "02" "0143" "0141" "02" "0141" "0141" "0141"
#> SAMPLE_2793 SAMPLE_2794 SAMPLE_2795 SAMPLE_2796 SAMPLE_2797 SAMPLE_2798 SAMPLE_2799 SAMPLE_2800
#> "02" "02" "03" "023622" "02325" "02" "02" "02166"
#> SAMPLE_2801
#> "02"
get_classes(res_rh, merge_node = merge_node_param(min_n_signatures = 8102))
#> SAMPLE_1 SAMPLE_2 SAMPLE_3 SAMPLE_4 SAMPLE_5 SAMPLE_6 SAMPLE_7 SAMPLE_8
#> "02" "02" "02" "02" "02" "02" "02" "02"
#> SAMPLE_9 SAMPLE_10 SAMPLE_11 SAMPLE_12 SAMPLE_13 SAMPLE_14 SAMPLE_15 SAMPLE_16
#> "02" "02" "02" "02" "02321" "02" "0165" "0165"
#> SAMPLE_17 SAMPLE_18 SAMPLE_19 SAMPLE_20 SAMPLE_21 SAMPLE_22 SAMPLE_23 SAMPLE_24
#> "02" "02" "0163" "02115" "0163" "02" "02" "02"
#> SAMPLE_25 SAMPLE_26 SAMPLE_27 SAMPLE_28 SAMPLE_29 SAMPLE_30 SAMPLE_31 SAMPLE_32
#> "02" "02" "02" "02" "02" "02" "02" "02"
#> SAMPLE_33 SAMPLE_34 SAMPLE_35 SAMPLE_36 SAMPLE_37 SAMPLE_38 SAMPLE_39 SAMPLE_40
#> "02161" "02" "02161" "02137" "02" "02" "02137" "02"
#> SAMPLE_41 SAMPLE_42 SAMPLE_43 SAMPLE_44 SAMPLE_45 SAMPLE_46 SAMPLE_47 SAMPLE_48
#> "02" "02" "02161" "02137" "02137" "02" "02" "02"
#> SAMPLE_49 SAMPLE_50 SAMPLE_51 SAMPLE_52 SAMPLE_53 SAMPLE_54 SAMPLE_55 SAMPLE_56
#> "02" "02" "02" "02" "02" "02" "02" "02"
#> SAMPLE_57 SAMPLE_58 SAMPLE_59 SAMPLE_60 SAMPLE_61 SAMPLE_62 SAMPLE_63 SAMPLE_64
#> "015" "015" "015" "015" "015" "02171" "02321" "02"
#> SAMPLE_65 SAMPLE_66 SAMPLE_67 SAMPLE_68 SAMPLE_69 SAMPLE_70 SAMPLE_71 SAMPLE_72
#> "02171" "02171" "02171" "02" "02161" "02" "02" "02163"
#> SAMPLE_73 SAMPLE_74 SAMPLE_75 SAMPLE_76 SAMPLE_77 SAMPLE_78 SAMPLE_79 SAMPLE_80
#> "02" "02" "02161" "02" "02" "02" "02" "015"
#> SAMPLE_81 SAMPLE_82 SAMPLE_83 SAMPLE_84 SAMPLE_85 SAMPLE_86 SAMPLE_87 SAMPLE_88
#> "015" "015" "015" "015" "011" "011" "0164" "012"
#> SAMPLE_89 SAMPLE_90 SAMPLE_91 SAMPLE_92 SAMPLE_93 SAMPLE_94 SAMPLE_95 SAMPLE_96
#> "0162" "013" "013" "011" "013" "015" "011" "013"
#> SAMPLE_97 SAMPLE_98 SAMPLE_99 SAMPLE_100 SAMPLE_101 SAMPLE_102 SAMPLE_103 SAMPLE_104
#> "011" "011" "013" "02171" "02171" "02" "02171" "02321"
#> SAMPLE_105 SAMPLE_106 SAMPLE_107 SAMPLE_108 SAMPLE_109 SAMPLE_110 SAMPLE_111 SAMPLE_112
#> "02171" "02321" "02171" "02171" "02171" "02171" "02137" "02161"
#> SAMPLE_113 SAMPLE_114 SAMPLE_115 SAMPLE_116 SAMPLE_117 SAMPLE_118 SAMPLE_119 SAMPLE_120
#> "02124" "02" "02" "02" "02" "02161" "02" "02161"
#> SAMPLE_121 SAMPLE_122 SAMPLE_123 SAMPLE_124 SAMPLE_125 SAMPLE_126 SAMPLE_127 SAMPLE_128
#> "02" "02" "02" "02171" "0142" "02142" "02371" "012"
#> SAMPLE_129 SAMPLE_130 SAMPLE_131 SAMPLE_132 SAMPLE_133 SAMPLE_134 SAMPLE_135 SAMPLE_136
#> "013" "011" "013" "013" "013" "013" "012" "02113"
#> SAMPLE_137 SAMPLE_138 SAMPLE_139 SAMPLE_140 SAMPLE_141 SAMPLE_142 SAMPLE_143 SAMPLE_144
#> "02141" "02114" "02373" "02" "012" "02" "02111" "02123"
#> SAMPLE_145 SAMPLE_146 SAMPLE_147 SAMPLE_148 SAMPLE_149 SAMPLE_150 SAMPLE_151 SAMPLE_152
#> "02371" "02" "02" "02" "02" "015" "012" "012"
#> SAMPLE_153 SAMPLE_154 SAMPLE_155 SAMPLE_156 SAMPLE_157 SAMPLE_158 SAMPLE_159 SAMPLE_160
#> "0164" "011" "012" "015" "02" "012" "013" "011"
#> SAMPLE_161 SAMPLE_162 SAMPLE_163 SAMPLE_164 SAMPLE_165 SAMPLE_166 SAMPLE_167 SAMPLE_168
#> "012" "012" "012" "012" "011" "011" "012" "012"
#> SAMPLE_169 SAMPLE_170 SAMPLE_171 SAMPLE_172 SAMPLE_173 SAMPLE_174 SAMPLE_175 SAMPLE_176
#> "012" "011" "011" "011" "02171" "02321" "02" "02"
#> SAMPLE_177 SAMPLE_178 SAMPLE_179 SAMPLE_180 SAMPLE_181 SAMPLE_182 SAMPLE_183 SAMPLE_184
#> "02" "02" "011" "011" "0164" "012" "012" "0162"
#> SAMPLE_185 SAMPLE_186 SAMPLE_187 SAMPLE_188 SAMPLE_189 SAMPLE_190 SAMPLE_191 SAMPLE_192
#> "011" "013" "013" "011" "011" "0162" "011" "013"
#> SAMPLE_193 SAMPLE_194 SAMPLE_195 SAMPLE_196 SAMPLE_197 SAMPLE_198 SAMPLE_199 SAMPLE_200
#> "011" "02" "02" "011" "011" "011" "011" "0162"
#> SAMPLE_201 SAMPLE_202 SAMPLE_203 SAMPLE_204 SAMPLE_205 SAMPLE_206 SAMPLE_207 SAMPLE_208
#> "011" "013" "011" "011" "013" "013" "011" "02"
#> SAMPLE_209 SAMPLE_210 SAMPLE_211 SAMPLE_212 SAMPLE_213 SAMPLE_214 SAMPLE_215 SAMPLE_216
#> "02" "02321" "02" "02" "02" "02" "02171" "02143"
#> SAMPLE_217 SAMPLE_218 SAMPLE_219 SAMPLE_220 SAMPLE_221 SAMPLE_222 SAMPLE_223 SAMPLE_224
#> "02171" "02" "02" "02171" "02" "02" "02171" "012"
#> SAMPLE_225 SAMPLE_226 SAMPLE_227 SAMPLE_228 SAMPLE_229 SAMPLE_230 SAMPLE_231 SAMPLE_232
#> "012" "012" "012" "012" "011" "013" "02" "02161"
#> SAMPLE_233 SAMPLE_234 SAMPLE_235 SAMPLE_236 SAMPLE_237 SAMPLE_238 SAMPLE_239 SAMPLE_240
#> "02" "02" "02" "02" "02" "02" "02" "02"
#> SAMPLE_241 SAMPLE_242 SAMPLE_243 SAMPLE_244 SAMPLE_245 SAMPLE_246 SAMPLE_247 SAMPLE_248
#> "02" "02" "02" "02" "02" "02" "02" "02"
#> SAMPLE_249 SAMPLE_250 SAMPLE_251 SAMPLE_252 SAMPLE_253 SAMPLE_254 SAMPLE_255 SAMPLE_256
#> "02" "02" "02" "02" "02" "02" "02" "02"
#> SAMPLE_257 SAMPLE_258 SAMPLE_259 SAMPLE_260 SAMPLE_261 SAMPLE_262 SAMPLE_263 SAMPLE_264
#> "02" "02" "02" "02" "02" "02" "02" "02"
#> SAMPLE_265 SAMPLE_266 SAMPLE_267 SAMPLE_268 SAMPLE_269 SAMPLE_270 SAMPLE_271 SAMPLE_272
#> "02" "02" "02" "02" "02" "02" "02" "02"
#> SAMPLE_273 SAMPLE_274 SAMPLE_275 SAMPLE_276 SAMPLE_277 SAMPLE_278 SAMPLE_279 SAMPLE_280
#> "02" "02111" "02111" "012" "012" "013" "015" "011"
#> SAMPLE_281 SAMPLE_282 SAMPLE_283 SAMPLE_284 SAMPLE_285 SAMPLE_286 SAMPLE_287 SAMPLE_288
#> "011" "015" "015" "011" "011" "02137" "02161" "02"
#> SAMPLE_289 SAMPLE_290 SAMPLE_291 SAMPLE_292 SAMPLE_293 SAMPLE_294 SAMPLE_295 SAMPLE_296
#> "02" "015" "011" "011" "011" "015" "015" "02"
#> SAMPLE_297 SAMPLE_298 SAMPLE_299 SAMPLE_300 SAMPLE_301 SAMPLE_302 SAMPLE_303 SAMPLE_304
#> "02" "02" "02" "02" "02" "02137" "02" "02"
#> SAMPLE_305 SAMPLE_306 SAMPLE_307 SAMPLE_308 SAMPLE_309 SAMPLE_310 SAMPLE_311 SAMPLE_312
#> "02" "02" "02" "02" "02" "02137" "02" "02161"
#> SAMPLE_313 SAMPLE_314 SAMPLE_315 SAMPLE_316 SAMPLE_317 SAMPLE_318 SAMPLE_319 SAMPLE_320
#> "02" "02" "02" "02" "02" "02" "02" "02"
#> SAMPLE_321 SAMPLE_322 SAMPLE_323 SAMPLE_324 SAMPLE_325 SAMPLE_326 SAMPLE_327 SAMPLE_328
#> "02" "02137" "02" "02" "02" "02" "02" "02"
#> SAMPLE_329 SAMPLE_330 SAMPLE_331 SAMPLE_332 SAMPLE_333 SAMPLE_334 SAMPLE_335 SAMPLE_336
#> "02142" "02371" "02142" "02142" "02" "02114" "02117" "02143"
#> SAMPLE_337 SAMPLE_338 SAMPLE_339 SAMPLE_340 SAMPLE_341 SAMPLE_342 SAMPLE_343 SAMPLE_344
#> "02" "02142" "02371" "02142" "02142" "02166" "02114" "02"
#> SAMPLE_345 SAMPLE_346 SAMPLE_347 SAMPLE_348 SAMPLE_349 SAMPLE_350 SAMPLE_351 SAMPLE_352
#> "02114" "02363" "02371" "02371" "02142" "02114" "02" "02114"
#> SAMPLE_353 SAMPLE_354 SAMPLE_355 SAMPLE_356 SAMPLE_357 SAMPLE_358 SAMPLE_359 SAMPLE_360
#> "02142" "02114" "02371" "02116" "02" "02114" "02142" "02"
#> SAMPLE_361 SAMPLE_362 SAMPLE_363 SAMPLE_364 SAMPLE_365 SAMPLE_366 SAMPLE_367 SAMPLE_368
#> "02371" "02142" "02371" "02137" "02137" "02161" "02" "02"
#> SAMPLE_369 SAMPLE_370 SAMPLE_371 SAMPLE_372 SAMPLE_373 SAMPLE_374 SAMPLE_375 SAMPLE_376
#> "02" "02161" "02" "02" "02117" "02111" "02371" "02111"
#> SAMPLE_377 SAMPLE_378 SAMPLE_379 SAMPLE_380 SAMPLE_381 SAMPLE_382 SAMPLE_383 SAMPLE_384
#> "02117" "02371" "02111" "0165" "0165" "02131" "02131" "02131"
#> SAMPLE_385 SAMPLE_386 SAMPLE_387 SAMPLE_388 SAMPLE_389 SAMPLE_390 SAMPLE_391 SAMPLE_392
#> "02131" "02131" "02131" "0164" "011" "013" "015" "011"
#> SAMPLE_393 SAMPLE_394 SAMPLE_395 SAMPLE_396 SAMPLE_397 SAMPLE_398 SAMPLE_399 SAMPLE_400
#> "011" "011" "012" "013" "011" "0162" "011" "011"
#> SAMPLE_401 SAMPLE_402 SAMPLE_403 SAMPLE_404 SAMPLE_405 SAMPLE_406 SAMPLE_407 SAMPLE_408
#> "011" "0163" "015" "0162" "0163" "012" "011" "012"
#> SAMPLE_409 SAMPLE_410 SAMPLE_411 SAMPLE_412 SAMPLE_413 SAMPLE_414 SAMPLE_415 SAMPLE_416
#> "011" "013" "013" "011" "013" "013" "011" "011"
#> SAMPLE_417 SAMPLE_418 SAMPLE_419 SAMPLE_420 SAMPLE_421 SAMPLE_422 SAMPLE_423 SAMPLE_424
#> "013" "0164" "011" "011" "011" "013" "011" "011"
#> SAMPLE_425 SAMPLE_426 SAMPLE_427 SAMPLE_428 SAMPLE_429 SAMPLE_430 SAMPLE_431 SAMPLE_432
#> "0164" "011" "011" "011" "013" "015" "011" "011"
#> SAMPLE_433 SAMPLE_434 SAMPLE_435 SAMPLE_436 SAMPLE_437 SAMPLE_438 SAMPLE_439 SAMPLE_440
#> "011" "013" "0164" "011" "011" "011" "011" "0164"
#> SAMPLE_441 SAMPLE_442 SAMPLE_443 SAMPLE_444 SAMPLE_445 SAMPLE_446 SAMPLE_447 SAMPLE_448
#> "012" "013" "012" "011" "013" "013" "015" "011"
#> SAMPLE_449 SAMPLE_450 SAMPLE_451 SAMPLE_452 SAMPLE_453 SAMPLE_454 SAMPLE_455 SAMPLE_456
#> "013" "011" "013" "011" "012" "012" "011" "011"
#> SAMPLE_457 SAMPLE_458 SAMPLE_459 SAMPLE_460 SAMPLE_461 SAMPLE_462 SAMPLE_463 SAMPLE_464
#> "011" "011" "015" "011" "0163" "013" "013" "013"
#> SAMPLE_465 SAMPLE_466 SAMPLE_467 SAMPLE_468 SAMPLE_469 SAMPLE_470 SAMPLE_471 SAMPLE_472
#> "0164" "015" "011" "0162" "015" "02372" "02" "011"
#> SAMPLE_473 SAMPLE_474 SAMPLE_475 SAMPLE_476 SAMPLE_477 SAMPLE_478 SAMPLE_479 SAMPLE_480
#> "0162" "011" "0162" "011" "013" "012" "011" "013"
#> SAMPLE_481 SAMPLE_482 SAMPLE_483 SAMPLE_484 SAMPLE_485 SAMPLE_486 SAMPLE_487 SAMPLE_488
#> "013" "015" "015" "0164" "013" "012" "011" "0164"
#> SAMPLE_489 SAMPLE_490 SAMPLE_491 SAMPLE_492 SAMPLE_493 SAMPLE_494 SAMPLE_495 SAMPLE_496
#> "0162" "011" "013" "012" "011" "011" "011" "015"
#> SAMPLE_497 SAMPLE_498 SAMPLE_499 SAMPLE_500 SAMPLE_501 SAMPLE_502 SAMPLE_503 SAMPLE_504
#> "011" "015" "013" "011" "0163" "011" "012" "015"
#> SAMPLE_505 SAMPLE_506 SAMPLE_507 SAMPLE_508 SAMPLE_509 SAMPLE_510 SAMPLE_511 SAMPLE_512
#> "012" "011" "011" "011" "012" "013" "011" "015"
#> SAMPLE_513 SAMPLE_514 SAMPLE_515 SAMPLE_516 SAMPLE_517 SAMPLE_518 SAMPLE_519 SAMPLE_520
#> "011" "013" "013" "011" "013" "011" "011" "013"
#> SAMPLE_521 SAMPLE_522 SAMPLE_523 SAMPLE_524 SAMPLE_525 SAMPLE_526 SAMPLE_527 SAMPLE_528
#> "015" "012" "011" "011" "013" "011" "011" "0162"
#> SAMPLE_529 SAMPLE_530 SAMPLE_531 SAMPLE_532 SAMPLE_533 SAMPLE_534 SAMPLE_535 SAMPLE_536
#> "013" "0164" "011" "013" "011" "011" "011" "0162"
#> SAMPLE_537 SAMPLE_538 SAMPLE_539 SAMPLE_540 SAMPLE_541 SAMPLE_542 SAMPLE_543 SAMPLE_544
#> "011" "013" "012" "013" "012" "013" "011" "011"
#> SAMPLE_545 SAMPLE_546 SAMPLE_547 SAMPLE_548 SAMPLE_549 SAMPLE_550 SAMPLE_551 SAMPLE_552
#> "013" "013" "011" "013" "011" "011" "011" "011"
#> SAMPLE_553 SAMPLE_554 SAMPLE_555 SAMPLE_556 SAMPLE_557 SAMPLE_558 SAMPLE_559 SAMPLE_560
#> "02" "012" "013" "012" "012" "013" "011" "011"
#> SAMPLE_561 SAMPLE_562 SAMPLE_563 SAMPLE_564 SAMPLE_565 SAMPLE_566 SAMPLE_567 SAMPLE_568
#> "012" "012" "012" "011" "012" "012" "012" "02"
#> SAMPLE_569 SAMPLE_570 SAMPLE_571 SAMPLE_572 SAMPLE_573 SAMPLE_574 SAMPLE_575 SAMPLE_576
#> "02" "02" "02" "02" "012" "012" "012" "012"
#> SAMPLE_577 SAMPLE_578 SAMPLE_579 SAMPLE_580 SAMPLE_581 SAMPLE_582 SAMPLE_583 SAMPLE_584
#> "013" "011" "015" "013" "0164" "011" "013" "012"
#> SAMPLE_585 SAMPLE_586 SAMPLE_587 SAMPLE_588 SAMPLE_589 SAMPLE_590 SAMPLE_591 SAMPLE_592
#> "011" "013" "0164" "011" "02137" "02161" "02" "02161"
#> SAMPLE_593 SAMPLE_594 SAMPLE_595 SAMPLE_596 SAMPLE_597 SAMPLE_598 SAMPLE_599 SAMPLE_600
#> "02" "02161" "02161" "02137" "02137" "02" "02" "02"
#> SAMPLE_601 SAMPLE_602 SAMPLE_603 SAMPLE_604 SAMPLE_605 SAMPLE_606 SAMPLE_607 SAMPLE_608
#> "02" "02161" "02" "02137" "02" "02137" "02" "02"
#> SAMPLE_609 SAMPLE_610 SAMPLE_611 SAMPLE_612 SAMPLE_613 SAMPLE_614 SAMPLE_615 SAMPLE_616
#> "02" "02" "012" "011" "012" "02" "013" "011"
#> SAMPLE_617 SAMPLE_618 SAMPLE_619 SAMPLE_620 SAMPLE_621 SAMPLE_622 SAMPLE_623 SAMPLE_624
#> "013" "02" "02" "02" "02" "02" "02" "02"
#> SAMPLE_625 SAMPLE_626 SAMPLE_627 SAMPLE_628 SAMPLE_629 SAMPLE_630 SAMPLE_631 SAMPLE_632
#> "02" "02" "02" "02" "02" "02" "02" "02"
#> SAMPLE_633 SAMPLE_634 SAMPLE_635 SAMPLE_636 SAMPLE_637 SAMPLE_638 SAMPLE_639 SAMPLE_640
#> "02" "02" "02" "02" "02" "02" "02" "02"
#> SAMPLE_641 SAMPLE_642 SAMPLE_643 SAMPLE_644 SAMPLE_645 SAMPLE_646 SAMPLE_647 SAMPLE_648
#> "02161" "012" "02321" "02371" "02" "02" "02143" "02"
#> SAMPLE_649 SAMPLE_650 SAMPLE_651 SAMPLE_652 SAMPLE_653 SAMPLE_654 SAMPLE_655 SAMPLE_656
#> "02165" "02132" "02162" "02162" "02135" "03" "02162" "02133"
#> SAMPLE_657 SAMPLE_658 SAMPLE_659 SAMPLE_660 SAMPLE_661 SAMPLE_662 SAMPLE_663 SAMPLE_664
#> "02" "02161" "02161" "02161" "02161" "02" "03" "02"
#> SAMPLE_665 SAMPLE_666 SAMPLE_667 SAMPLE_668 SAMPLE_669 SAMPLE_670 SAMPLE_671 SAMPLE_672
#> "02" "02161" "02" "02" "02" "0163" "011" "02"
#> SAMPLE_673 SAMPLE_674 SAMPLE_675 SAMPLE_676 SAMPLE_677 SAMPLE_678 SAMPLE_679 SAMPLE_680
#> "02" "02" "02" "02" "02131" "02131" "02131" "02131"
#> SAMPLE_681 SAMPLE_682 SAMPLE_683 SAMPLE_684 SAMPLE_685 SAMPLE_686 SAMPLE_687 SAMPLE_688
#> "02131" "02131" "02122" "02122" "02123" "02123" "02122" "02122"
#> SAMPLE_689 SAMPLE_690 SAMPLE_691 SAMPLE_692 SAMPLE_693 SAMPLE_694 SAMPLE_695 SAMPLE_696
#> "02123" "02123" "02122" "02122" "02123" "02122" "02324" "02122"
#> SAMPLE_697 SAMPLE_698 SAMPLE_699 SAMPLE_700 SAMPLE_701 SAMPLE_702 SAMPLE_703 SAMPLE_704
#> "02122" "02122" "02122" "02122" "02122" "02122" "02122" "02122"
#> SAMPLE_705 SAMPLE_706 SAMPLE_707 SAMPLE_708 SAMPLE_709 SAMPLE_710 SAMPLE_711 SAMPLE_712
#> "02122" "02122" "02123" "02123" "02123" "02122" "02122" "02123"
#> SAMPLE_713 SAMPLE_714 SAMPLE_715 SAMPLE_716 SAMPLE_717 SAMPLE_718 SAMPLE_719 SAMPLE_720
#> "02122" "02324" "02" "03" "03" "03" "03" "02"
#> SAMPLE_721 SAMPLE_722 SAMPLE_723 SAMPLE_724 SAMPLE_725 SAMPLE_726 SAMPLE_727 SAMPLE_728
#> "03" "02" "02116" "02133" "02" "02116" "02116" "02116"
#> SAMPLE_729 SAMPLE_730 SAMPLE_731 SAMPLE_732 SAMPLE_733 SAMPLE_734 SAMPLE_735 SAMPLE_736
#> "02116" "02" "012" "02112" "03" "03" "03" "03"
#> SAMPLE_737 SAMPLE_738 SAMPLE_739 SAMPLE_740 SAMPLE_741 SAMPLE_742 SAMPLE_743 SAMPLE_744
#> "03" "03" "02324" "02122" "02122" "02122" "02122" "02"
#> SAMPLE_745 SAMPLE_746 SAMPLE_747 SAMPLE_748 SAMPLE_749 SAMPLE_750 SAMPLE_751 SAMPLE_752
#> "02" "02" "02" "02371" "012" "011" "02" "02"
#> SAMPLE_753 SAMPLE_754 SAMPLE_755 SAMPLE_756 SAMPLE_757 SAMPLE_758 SAMPLE_759 SAMPLE_760
#> "02" "03" "03" "03" "02161" "02137" "02161" "02124"
#> SAMPLE_761 SAMPLE_762 SAMPLE_763 SAMPLE_764 SAMPLE_765 SAMPLE_766 SAMPLE_767 SAMPLE_768
#> "02124" "02133" "03" "03" "012" "02171" "02" "02"
#> SAMPLE_769 SAMPLE_770 SAMPLE_771 SAMPLE_772 SAMPLE_773 SAMPLE_774 SAMPLE_775 SAMPLE_776
#> "012" "012" "02114" "02114" "02133" "02" "02114" "02"
#> SAMPLE_777 SAMPLE_778 SAMPLE_779 SAMPLE_780 SAMPLE_781 SAMPLE_782 SAMPLE_783 SAMPLE_784
#> "02163" "02135" "02" "02" "02" "02" "02" "02"
#> SAMPLE_785 SAMPLE_786 SAMPLE_787 SAMPLE_788 SAMPLE_789 SAMPLE_790 SAMPLE_791 SAMPLE_792
#> "02135" "02114" "02114" "02116" "02163" "02163" "02" "03"
#> SAMPLE_793 SAMPLE_794 SAMPLE_795 SAMPLE_796 SAMPLE_797 SAMPLE_798 SAMPLE_799 SAMPLE_800
#> "0143" "02" "02" "02" "02" "023623" "02166" "02166"
#> SAMPLE_801 SAMPLE_802 SAMPLE_803 SAMPLE_804 SAMPLE_805 SAMPLE_806 SAMPLE_807 SAMPLE_808
#> "02" "02" "02166" "02" "02" "023622" "02" "02"
#> SAMPLE_809 SAMPLE_810 SAMPLE_811 SAMPLE_812 SAMPLE_813 SAMPLE_814 SAMPLE_815 SAMPLE_816
#> "02" "02" "02" "02" "02" "02" "02" "02"
#> SAMPLE_817 SAMPLE_818 SAMPLE_819 SAMPLE_820 SAMPLE_821 SAMPLE_822 SAMPLE_823 SAMPLE_824
#> "02" "02" "02" "02" "02" "02" "02" "02"
#> SAMPLE_825 SAMPLE_826 SAMPLE_827 SAMPLE_828 SAMPLE_829 SAMPLE_830 SAMPLE_831 SAMPLE_832
#> "02" "02" "02" "02121" "02" "02" "02" "02"
#> SAMPLE_833 SAMPLE_834 SAMPLE_835 SAMPLE_836 SAMPLE_837 SAMPLE_838 SAMPLE_839 SAMPLE_840
#> "02124" "023625" "02" "02" "02" "02" "0162" "02"
#> SAMPLE_841 SAMPLE_842 SAMPLE_843 SAMPLE_844 SAMPLE_845 SAMPLE_846 SAMPLE_847 SAMPLE_848
#> "02" "02" "02" "02" "0162" "02" "0164" "023625"
#> SAMPLE_849 SAMPLE_850 SAMPLE_851 SAMPLE_852 SAMPLE_853 SAMPLE_854 SAMPLE_855 SAMPLE_856
#> "02374" "02161" "02141" "03" "02" "03" "02161" "02137"
#> SAMPLE_857 SAMPLE_858 SAMPLE_859 SAMPLE_860 SAMPLE_861 SAMPLE_862 SAMPLE_863 SAMPLE_864
#> "0144" "0144" "02" "02" "023621" "023621" "02" "02161"
#> SAMPLE_865 SAMPLE_866 SAMPLE_867 SAMPLE_868 SAMPLE_869 SAMPLE_870 SAMPLE_871 SAMPLE_872
#> "02" "02" "02" "023625" "02135" "0141" "02" "03"
#> SAMPLE_873 SAMPLE_874 SAMPLE_875 SAMPLE_876 SAMPLE_877 SAMPLE_878 SAMPLE_879 SAMPLE_880
#> "03" "02132" "03" "02" "03" "0144" "02112" "02361"
#> SAMPLE_881 SAMPLE_882 SAMPLE_883 SAMPLE_884 SAMPLE_885 SAMPLE_886 SAMPLE_887 SAMPLE_888
#> "03" "03" "03" "02112" "02" "02361" "02" "03"
#> SAMPLE_889 SAMPLE_890 SAMPLE_891 SAMPLE_892 SAMPLE_893 SAMPLE_894 SAMPLE_895 SAMPLE_896
#> "02172" "02161" "0144" "02136" "0144" "02112" "02" "02"
#> SAMPLE_897 SAMPLE_898 SAMPLE_899 SAMPLE_900 SAMPLE_901 SAMPLE_902 SAMPLE_903 SAMPLE_904
#> "03" "023623" "02374" "02131" "02143" "02134" "02134" "02"
#> SAMPLE_905 SAMPLE_906 SAMPLE_907 SAMPLE_908 SAMPLE_909 SAMPLE_910 SAMPLE_911 SAMPLE_912
#> "02" "03" "02134" "02" "02" "02" "02" "02"
#> SAMPLE_913 SAMPLE_914 SAMPLE_915 SAMPLE_916 SAMPLE_917 SAMPLE_918 SAMPLE_919 SAMPLE_920
#> "02" "02" "02" "02" "02" "02" "02" "02"
#> SAMPLE_921 SAMPLE_922 SAMPLE_923 SAMPLE_924 SAMPLE_925 SAMPLE_926 SAMPLE_927 SAMPLE_928
#> "02" "02" "02132" "02134" "023623" "02115" "02" "02"
#> SAMPLE_929 SAMPLE_930 SAMPLE_931 SAMPLE_932 SAMPLE_933 SAMPLE_934 SAMPLE_935 SAMPLE_936
#> "02" "02" "02" "02" "02" "023621" "02" "02"
#> SAMPLE_937 SAMPLE_938 SAMPLE_939 SAMPLE_940 SAMPLE_941 SAMPLE_942 SAMPLE_943 SAMPLE_944
#> "02" "02" "02142" "02371" "02371" "02" "02371" "02"
#> SAMPLE_945 SAMPLE_946 SAMPLE_947 SAMPLE_948 SAMPLE_949 SAMPLE_950 SAMPLE_951 SAMPLE_952
#> "02372" "02371" "02142" "02371" "02371" "02371" "02" "02"
#> SAMPLE_953 SAMPLE_954 SAMPLE_955 SAMPLE_956 SAMPLE_957 SAMPLE_958 SAMPLE_959 SAMPLE_960
#> "02" "02373" "02371" "02371" "02371" "02371" "02371" "02371"
#> SAMPLE_961 SAMPLE_962 SAMPLE_963 SAMPLE_964 SAMPLE_965 SAMPLE_966 SAMPLE_967 SAMPLE_968
#> "02137" "02133" "02" "02" "02" "02" "02" "02"
#> SAMPLE_969 SAMPLE_970 SAMPLE_971 SAMPLE_972 SAMPLE_973 SAMPLE_974 SAMPLE_975 SAMPLE_976
#> "02" "02" "02123" "02" "02" "03" "02112" "012"
#> SAMPLE_977 SAMPLE_978 SAMPLE_979 SAMPLE_980 SAMPLE_981 SAMPLE_982 SAMPLE_983 SAMPLE_984
#> "012" "012" "012" "02143" "02123" "02123" "012" "012"
#> SAMPLE_985 SAMPLE_986 SAMPLE_987 SAMPLE_988 SAMPLE_989 SAMPLE_990 SAMPLE_991 SAMPLE_992
#> "012" "0141" "02" "03" "02137" "02" "0161" "011"
#> SAMPLE_993 SAMPLE_994 SAMPLE_995 SAMPLE_996 SAMPLE_997 SAMPLE_998 SAMPLE_999 SAMPLE_1000
#> "02124" "02112" "023621" "023621" "02112" "02132" "02162" "02371"
#> SAMPLE_1001 SAMPLE_1002 SAMPLE_1003 SAMPLE_1004 SAMPLE_1005 SAMPLE_1006 SAMPLE_1007 SAMPLE_1008
#> "02117" "02" "02371" "02" "02373" "02" "02" "02117"
#> SAMPLE_1009 SAMPLE_1010 SAMPLE_1011 SAMPLE_1012 SAMPLE_1013 SAMPLE_1014 SAMPLE_1015 SAMPLE_1016
#> "02" "02373" "02" "02" "02" "02117" "02142" "02371"
#> SAMPLE_1017 SAMPLE_1018 SAMPLE_1019 SAMPLE_1020 SAMPLE_1021 SAMPLE_1022 SAMPLE_1023 SAMPLE_1024
#> "02" "02" "02" "02" "02" "02" "02" "02"
#> SAMPLE_1025 SAMPLE_1026 SAMPLE_1027 SAMPLE_1028 SAMPLE_1029 SAMPLE_1030 SAMPLE_1031 SAMPLE_1032
#> "02" "02" "02" "02" "02" "02" "02" "02"
#> SAMPLE_1033 SAMPLE_1034 SAMPLE_1035 SAMPLE_1036 SAMPLE_1037 SAMPLE_1038 SAMPLE_1039 SAMPLE_1040
#> "02" "02" "02" "02" "02" "0163" "012" "02171"
#> SAMPLE_1041 SAMPLE_1042 SAMPLE_1043 SAMPLE_1044 SAMPLE_1045 SAMPLE_1046 SAMPLE_1047 SAMPLE_1048
#> "02" "02" "02" "02132" "02112" "02" "023621" "02162"
#> SAMPLE_1049 SAMPLE_1050 SAMPLE_1051 SAMPLE_1052 SAMPLE_1053 SAMPLE_1054 SAMPLE_1055 SAMPLE_1056
#> "02112" "023621" "02112" "023622" "023622" "02165" "023622" "02165"
#> SAMPLE_1057 SAMPLE_1058 SAMPLE_1059 SAMPLE_1060 SAMPLE_1061 SAMPLE_1062 SAMPLE_1063 SAMPLE_1064
#> "02165" "02165" "02165" "023622" "02165" "02165" "02" "012"
#> SAMPLE_1065 SAMPLE_1066 SAMPLE_1067 SAMPLE_1068 SAMPLE_1069 SAMPLE_1070 SAMPLE_1071 SAMPLE_1072
#> "0163" "012" "02141" "02115" "02115" "02375" "02141" "02132"
#> SAMPLE_1073 SAMPLE_1074 SAMPLE_1075 SAMPLE_1076 SAMPLE_1077 SAMPLE_1078 SAMPLE_1079 SAMPLE_1080
#> "02115" "02141" "02141" "02141" "02141" "02363" "02141" "02141"
#> SAMPLE_1081 SAMPLE_1082 SAMPLE_1083 SAMPLE_1084 SAMPLE_1085 SAMPLE_1086 SAMPLE_1087 SAMPLE_1088
#> "02141" "023622" "02" "02162" "023622" "02165" "02371" "02"
#> SAMPLE_1089 SAMPLE_1090 SAMPLE_1091 SAMPLE_1092 SAMPLE_1093 SAMPLE_1094 SAMPLE_1095 SAMPLE_1096
#> "02" "02123" "02122" "02165" "023622" "02" "02165" "02165"
#> SAMPLE_1097 SAMPLE_1098 SAMPLE_1099 SAMPLE_1100 SAMPLE_1101 SAMPLE_1102 SAMPLE_1103 SAMPLE_1104
#> "02364" "02123" "03" "02135" "02162" "02162" "02162" "02162"
#> SAMPLE_1105 SAMPLE_1106 SAMPLE_1107 SAMPLE_1108 SAMPLE_1109 SAMPLE_1110 SAMPLE_1111 SAMPLE_1112
#> "02162" "02162" "02162" "02162" "02162" "02113" "013" "02364"
#> SAMPLE_1113 SAMPLE_1114 SAMPLE_1115 SAMPLE_1116 SAMPLE_1117 SAMPLE_1118 SAMPLE_1119 SAMPLE_1120
#> "02133" "02161" "02" "011" "02373" "02117" "02" "02111"
#> SAMPLE_1121 SAMPLE_1122 SAMPLE_1123 SAMPLE_1124 SAMPLE_1125 SAMPLE_1126 SAMPLE_1127 SAMPLE_1128
#> "02" "02" "02113" "02111" "02" "02117" "02115" "02142"
#> SAMPLE_1129 SAMPLE_1130 SAMPLE_1131 SAMPLE_1132 SAMPLE_1133 SAMPLE_1134 SAMPLE_1135 SAMPLE_1136
#> "02111" "02117" "02" "02" "02" "02" "02" "02361"
#> SAMPLE_1137 SAMPLE_1138 SAMPLE_1139 SAMPLE_1140 SAMPLE_1141 SAMPLE_1142 SAMPLE_1143 SAMPLE_1144
#> "02361" "02361" "02361" "02361" "02361" "02361" "02112" "02132"
#> SAMPLE_1145 SAMPLE_1146 SAMPLE_1147 SAMPLE_1148 SAMPLE_1149 SAMPLE_1150 SAMPLE_1151 SAMPLE_1152
#> "02133" "02131" "02" "02" "012" "02361" "02112" "02361"
#> SAMPLE_1153 SAMPLE_1154 SAMPLE_1155 SAMPLE_1156 SAMPLE_1157 SAMPLE_1158 SAMPLE_1159 SAMPLE_1160
#> "02361" "02361" "02361" "02364" "023622" "02141" "0144" "0144"
#> SAMPLE_1161 SAMPLE_1162 SAMPLE_1163 SAMPLE_1164 SAMPLE_1165 SAMPLE_1166 SAMPLE_1167 SAMPLE_1168
#> "0143" "02132" "02364" "02" "02364" "02363" "02372" "013"
#> SAMPLE_1169 SAMPLE_1170 SAMPLE_1171 SAMPLE_1172 SAMPLE_1173 SAMPLE_1174 SAMPLE_1175 SAMPLE_1176
#> "011" "02" "02135" "02" "02" "02" "023622" "02"
#> SAMPLE_1177 SAMPLE_1178 SAMPLE_1179 SAMPLE_1180 SAMPLE_1181 SAMPLE_1182 SAMPLE_1183 SAMPLE_1184
#> "02364" "02115" "02115" "02134" "02164" "02371" "02" "02"
#> SAMPLE_1185 SAMPLE_1186 SAMPLE_1187 SAMPLE_1188 SAMPLE_1189 SAMPLE_1190 SAMPLE_1191 SAMPLE_1192
#> "02163" "02163" "02137" "02" "02" "02116" "02116" "011"
#> SAMPLE_1193 SAMPLE_1194 SAMPLE_1195 SAMPLE_1196 SAMPLE_1197 SAMPLE_1198 SAMPLE_1199 SAMPLE_1200
#> "02171" "02137" "02373" "02142" "02373" "02371" "02142" "02142"
#> SAMPLE_1201 SAMPLE_1202 SAMPLE_1203 SAMPLE_1204 SAMPLE_1205 SAMPLE_1206 SAMPLE_1207 SAMPLE_1208
#> "02111" "02142" "02" "02113" "02136" "03" "02" "02162"
#> SAMPLE_1209 SAMPLE_1210 SAMPLE_1211 SAMPLE_1212 SAMPLE_1213 SAMPLE_1214 SAMPLE_1215 SAMPLE_1216
#> "03" "02" "0162" "0163" "0164" "02" "02143" "02"
#> SAMPLE_1217 SAMPLE_1218 SAMPLE_1219 SAMPLE_1220 SAMPLE_1221 SAMPLE_1222 SAMPLE_1223 SAMPLE_1224
#> "02" "02" "02" "02116" "02123" "02324" "02" "02123"
#> SAMPLE_1225 SAMPLE_1226 SAMPLE_1227 SAMPLE_1228 SAMPLE_1229 SAMPLE_1230 SAMPLE_1231 SAMPLE_1232
#> "02" "02" "023622" "02123" "02324" "02123" "02123" "02123"
#> SAMPLE_1233 SAMPLE_1234 SAMPLE_1235 SAMPLE_1236 SAMPLE_1237 SAMPLE_1238 SAMPLE_1239 SAMPLE_1240
#> "02324" "02123" "02123" "02123" "02123" "02123" "023622" "02142"
#> SAMPLE_1241 SAMPLE_1242 SAMPLE_1243 SAMPLE_1244 SAMPLE_1245 SAMPLE_1246 SAMPLE_1247 SAMPLE_1248
#> "012" "015" "0162" "02171" "02171" "02171" "02171" "02375"
#> SAMPLE_1249 SAMPLE_1250 SAMPLE_1251 SAMPLE_1252 SAMPLE_1253 SAMPLE_1254 SAMPLE_1255 SAMPLE_1256
#> "02114" "02114" "02" "03" "03" "03" "03" "02114"
#> SAMPLE_1257 SAMPLE_1258 SAMPLE_1259 SAMPLE_1260 SAMPLE_1261 SAMPLE_1262 SAMPLE_1263 SAMPLE_1264
#> "02361" "02137" "02" "02" "02" "02" "02" "03"
#> SAMPLE_1265 SAMPLE_1266 SAMPLE_1267 SAMPLE_1268 SAMPLE_1269 SAMPLE_1270 SAMPLE_1271 SAMPLE_1272
#> "02364" "02321" "02322" "0161" "02112" "02321" "02321" "02321"
#> SAMPLE_1273 SAMPLE_1274 SAMPLE_1275 SAMPLE_1276 SAMPLE_1277 SAMPLE_1278 SAMPLE_1279 SAMPLE_1280
#> "02321" "02171" "02171" "02" "02" "02" "02" "02363"
#> SAMPLE_1281 SAMPLE_1282 SAMPLE_1283 SAMPLE_1284 SAMPLE_1285 SAMPLE_1286 SAMPLE_1287 SAMPLE_1288
#> "03" "02135" "02113" "02" "02" "02" "03" "02361"
#> SAMPLE_1289 SAMPLE_1290 SAMPLE_1291 SAMPLE_1292 SAMPLE_1293 SAMPLE_1294 SAMPLE_1295 SAMPLE_1296
#> "02" "02322" "02112" "02163" "02133" "02113" "02321" "02"
#> SAMPLE_1297 SAMPLE_1298 SAMPLE_1299 SAMPLE_1300 SAMPLE_1301 SAMPLE_1302 SAMPLE_1303 SAMPLE_1304
#> "02171" "02321" "02" "02" "02171" "02321" "02321" "02321"
#> SAMPLE_1305 SAMPLE_1306 SAMPLE_1307 SAMPLE_1308 SAMPLE_1309 SAMPLE_1310 SAMPLE_1311 SAMPLE_1312
#> "02" "02321" "02171" "02321" "02321" "02171" "02" "02171"
#> SAMPLE_1313 SAMPLE_1314 SAMPLE_1315 SAMPLE_1316 SAMPLE_1317 SAMPLE_1318 SAMPLE_1319 SAMPLE_1320
#> "02321" "02321" "02321" "02" "02" "02" "023621" "023621"
#> SAMPLE_1321 SAMPLE_1322 SAMPLE_1323 SAMPLE_1324 SAMPLE_1325 SAMPLE_1326 SAMPLE_1327 SAMPLE_1328
#> "02" "023621" "02" "02" "02" "02117" "02113" "02"
#> SAMPLE_1329 SAMPLE_1330 SAMPLE_1331 SAMPLE_1332 SAMPLE_1333 SAMPLE_1334 SAMPLE_1335 SAMPLE_1336
#> "02113" "02113" "02135" "02135" "02113" "02113" "02113" "0161"
#> SAMPLE_1337 SAMPLE_1338 SAMPLE_1339 SAMPLE_1340 SAMPLE_1341 SAMPLE_1342 SAMPLE_1343 SAMPLE_1344
#> "02" "02" "02323" "02144" "02132" "023623" "02116" "02114"
#> SAMPLE_1345 SAMPLE_1346 SAMPLE_1347 SAMPLE_1348 SAMPLE_1349 SAMPLE_1350 SAMPLE_1351 SAMPLE_1352
#> "02" "02123" "02" "02" "02134" "02323" "02" "02"
#> SAMPLE_1353 SAMPLE_1354 SAMPLE_1355 SAMPLE_1356 SAMPLE_1357 SAMPLE_1358 SAMPLE_1359 SAMPLE_1360
#> "03" "02" "02" "03" "03" "03" "03" "03"
#> SAMPLE_1361 SAMPLE_1362 SAMPLE_1363 SAMPLE_1364 SAMPLE_1365 SAMPLE_1366 SAMPLE_1367 SAMPLE_1368
#> "03" "03" "03" "03" "03" "03" "03" "03"
#> SAMPLE_1369 SAMPLE_1370 SAMPLE_1371 SAMPLE_1372 SAMPLE_1373 SAMPLE_1374 SAMPLE_1375 SAMPLE_1376
#> "03" "03" "03" "03" "03" "03" "03" "03"
#> SAMPLE_1377 SAMPLE_1378 SAMPLE_1379 SAMPLE_1380 SAMPLE_1381 SAMPLE_1382 SAMPLE_1383 SAMPLE_1384
#> "03" "03" "03" "03" "03" "03" "03" "03"
#> SAMPLE_1385 SAMPLE_1386 SAMPLE_1387 SAMPLE_1388 SAMPLE_1389 SAMPLE_1390 SAMPLE_1391 SAMPLE_1392
#> "03" "02164" "023623" "02" "02" "02162" "02164" "02164"
#> SAMPLE_1393 SAMPLE_1394 SAMPLE_1395 SAMPLE_1396 SAMPLE_1397 SAMPLE_1398 SAMPLE_1399 SAMPLE_1400
#> "02164" "02164" "02164" "02162" "023623" "02" "023622" "02162"
#> SAMPLE_1401 SAMPLE_1402 SAMPLE_1403 SAMPLE_1404 SAMPLE_1405 SAMPLE_1406 SAMPLE_1407 SAMPLE_1408
#> "023623" "02" "02" "02" "02135" "02113" "02113" "02135"
#> SAMPLE_1409 SAMPLE_1410 SAMPLE_1411 SAMPLE_1412 SAMPLE_1413 SAMPLE_1414 SAMPLE_1415 SAMPLE_1416
#> "02363" "02162" "02161" "02" "012" "012" "012" "0164"
#> SAMPLE_1417 SAMPLE_1418 SAMPLE_1419 SAMPLE_1420 SAMPLE_1421 SAMPLE_1422 SAMPLE_1423 SAMPLE_1424
#> "012" "012" "02361" "02361" "02112" "02112" "02116" "02112"
#> SAMPLE_1425 SAMPLE_1426 SAMPLE_1427 SAMPLE_1428 SAMPLE_1429 SAMPLE_1430 SAMPLE_1431 SAMPLE_1432
#> "02" "02" "0141" "02363" "02325" "02142" "02361" "02124"
#> SAMPLE_1433 SAMPLE_1434 SAMPLE_1435 SAMPLE_1436 SAMPLE_1437 SAMPLE_1438 SAMPLE_1439 SAMPLE_1440
#> "03" "02" "02112" "02112" "02112" "02112" "02112" "0161"
#> SAMPLE_1441 SAMPLE_1442 SAMPLE_1443 SAMPLE_1444 SAMPLE_1445 SAMPLE_1446 SAMPLE_1447 SAMPLE_1448
#> "02112" "02363" "02363" "02163" "02112" "02" "013" "013"
#> SAMPLE_1449 SAMPLE_1450 SAMPLE_1451 SAMPLE_1452 SAMPLE_1453 SAMPLE_1454 SAMPLE_1455 SAMPLE_1456
#> "02163" "02163" "02163" "02135" "023622" "02134" "02" "02"
#> SAMPLE_1457 SAMPLE_1458 SAMPLE_1459 SAMPLE_1460 SAMPLE_1461 SAMPLE_1462 SAMPLE_1463 SAMPLE_1464
#> "02" "02" "02" "02" "02" "02113" "02113" "02116"
#> SAMPLE_1465 SAMPLE_1466 SAMPLE_1467 SAMPLE_1468 SAMPLE_1469 SAMPLE_1470 SAMPLE_1471 SAMPLE_1472
#> "02134" "02137" "02133" "02134" "02131" "02133" "02133" "02133"
#> SAMPLE_1473 SAMPLE_1474 SAMPLE_1475 SAMPLE_1476 SAMPLE_1477 SAMPLE_1478 SAMPLE_1479 SAMPLE_1480
#> "02134" "02133" "02134" "02" "02134" "02133" "02133" "02"
#> SAMPLE_1481 SAMPLE_1482 SAMPLE_1483 SAMPLE_1484 SAMPLE_1485 SAMPLE_1486 SAMPLE_1487 SAMPLE_1488
#> "02133" "02137" "02133" "02133" "02133" "02133" "02133" "02133"
#> SAMPLE_1489 SAMPLE_1490 SAMPLE_1491 SAMPLE_1492 SAMPLE_1493 SAMPLE_1494 SAMPLE_1495 SAMPLE_1496
#> "03" "03" "023623" "02" "02" "02" "02" "02"
#> SAMPLE_1497 SAMPLE_1498 SAMPLE_1499 SAMPLE_1500 SAMPLE_1501 SAMPLE_1502 SAMPLE_1503 SAMPLE_1504
#> "02" "02" "02" "02" "02" "02" "02" "02"
#> SAMPLE_1505 SAMPLE_1506 SAMPLE_1507 SAMPLE_1508 SAMPLE_1509 SAMPLE_1510 SAMPLE_1511 SAMPLE_1512
#> "02" "02" "02" "02" "02" "02" "02" "02136"
#> SAMPLE_1513 SAMPLE_1514 SAMPLE_1515 SAMPLE_1516 SAMPLE_1517 SAMPLE_1518 SAMPLE_1519 SAMPLE_1520
#> "02" "02165" "02" "02" "02" "02" "02" "02"
#> SAMPLE_1521 SAMPLE_1522 SAMPLE_1523 SAMPLE_1524 SAMPLE_1525 SAMPLE_1526 SAMPLE_1527 SAMPLE_1528
#> "02" "02" "015" "02" "012" "02321" "02112" "02112"
#> SAMPLE_1529 SAMPLE_1530 SAMPLE_1531 SAMPLE_1532 SAMPLE_1533 SAMPLE_1534 SAMPLE_1535 SAMPLE_1536
#> "02112" "02112" "02112" "02112" "02112" "023623" "02111" "02"
#> SAMPLE_1537 SAMPLE_1538 SAMPLE_1539 SAMPLE_1540 SAMPLE_1541 SAMPLE_1542 SAMPLE_1543 SAMPLE_1544
#> "02" "02113" "02113" "02111" "02" "02113" "02117" "02"
#> SAMPLE_1545 SAMPLE_1546 SAMPLE_1547 SAMPLE_1548 SAMPLE_1549 SAMPLE_1550 SAMPLE_1551 SAMPLE_1552
#> "02113" "02" "02" "02" "02111" "02" "02142" "02133"
#> SAMPLE_1553 SAMPLE_1554 SAMPLE_1555 SAMPLE_1556 SAMPLE_1557 SAMPLE_1558 SAMPLE_1559 SAMPLE_1560
#> "02" "02322" "02" "02322" "02322" "02322" "02" "02322"
#> SAMPLE_1561 SAMPLE_1562 SAMPLE_1563 SAMPLE_1564 SAMPLE_1565 SAMPLE_1566 SAMPLE_1567 SAMPLE_1568
#> "02" "02" "02322" "02" "02322" "02322" "02" "02"
#> SAMPLE_1569 SAMPLE_1570 SAMPLE_1571 SAMPLE_1572 SAMPLE_1573 SAMPLE_1574 SAMPLE_1575 SAMPLE_1576
#> "02" "02" "02" "02" "02" "02" "02322" "02"
#> SAMPLE_1577 SAMPLE_1578 SAMPLE_1579 SAMPLE_1580 SAMPLE_1581 SAMPLE_1582 SAMPLE_1583 SAMPLE_1584
#> "023623" "02371" "03" "02" "02" "03" "02164" "02132"
#> SAMPLE_1585 SAMPLE_1586 SAMPLE_1587 SAMPLE_1588 SAMPLE_1589 SAMPLE_1590 SAMPLE_1591 SAMPLE_1592
#> "02134" "02" "02132" "02132" "02163" "02132" "02163" "02134"
#> SAMPLE_1593 SAMPLE_1594 SAMPLE_1595 SAMPLE_1596 SAMPLE_1597 SAMPLE_1598 SAMPLE_1599 SAMPLE_1600
#> "02134" "02134" "02" "02162" "02112" "02136" "02363" "02363"
#> SAMPLE_1601 SAMPLE_1602 SAMPLE_1603 SAMPLE_1604 SAMPLE_1605 SAMPLE_1606 SAMPLE_1607 SAMPLE_1608
#> "02363" "02" "0144" "02" "0144" "0143" "0143" "02"
#> SAMPLE_1609 SAMPLE_1610 SAMPLE_1611 SAMPLE_1612 SAMPLE_1613 SAMPLE_1614 SAMPLE_1615 SAMPLE_1616
#> "02117" "02112" "02" "02122" "02122" "02122" "02122" "02122"
#> SAMPLE_1617 SAMPLE_1618 SAMPLE_1619 SAMPLE_1620 SAMPLE_1621 SAMPLE_1622 SAMPLE_1623 SAMPLE_1624
#> "02122" "02122" "02162" "02162" "02135" "02162" "02133" "02133"
#> SAMPLE_1625 SAMPLE_1626 SAMPLE_1627 SAMPLE_1628 SAMPLE_1629 SAMPLE_1630 SAMPLE_1631 SAMPLE_1632
#> "02" "03" "02" "02" "02" "02171" "02144" "02121"
#> SAMPLE_1633 SAMPLE_1634 SAMPLE_1635 SAMPLE_1636 SAMPLE_1637 SAMPLE_1638 SAMPLE_1639 SAMPLE_1640
#> "02" "02" "02" "02" "02374" "02" "023623" "02"
#> SAMPLE_1641 SAMPLE_1642 SAMPLE_1643 SAMPLE_1644 SAMPLE_1645 SAMPLE_1646 SAMPLE_1647 SAMPLE_1648
#> "02" "02" "02" "02" "02166" "02" "02" "02"
#> SAMPLE_1649 SAMPLE_1650 SAMPLE_1651 SAMPLE_1652 SAMPLE_1653 SAMPLE_1654 SAMPLE_1655 SAMPLE_1656
#> "02" "023622" "02133" "02" "02" "02" "02" "02"
#> SAMPLE_1657 SAMPLE_1658 SAMPLE_1659 SAMPLE_1660 SAMPLE_1661 SAMPLE_1662 SAMPLE_1663 SAMPLE_1664
#> "02325" "02" "02116" "02363" "02134" "02134" "02" "03"
#> SAMPLE_1665 SAMPLE_1666 SAMPLE_1667 SAMPLE_1668 SAMPLE_1669 SAMPLE_1670 SAMPLE_1671 SAMPLE_1672
#> "02" "02321" "0164" "02" "02141" "02134" "02" "02134"
#> SAMPLE_1673 SAMPLE_1674 SAMPLE_1675 SAMPLE_1676 SAMPLE_1677 SAMPLE_1678 SAMPLE_1679 SAMPLE_1680
#> "011" "02" "02" "02" "0143" "02134" "02165" "02112"
#> SAMPLE_1681 SAMPLE_1682 SAMPLE_1683 SAMPLE_1684 SAMPLE_1685 SAMPLE_1686 SAMPLE_1687 SAMPLE_1688
#> "02" "03" "02166" "023624" "02" "02" "02111" "02174"
#> SAMPLE_1689 SAMPLE_1690 SAMPLE_1691 SAMPLE_1692 SAMPLE_1693 SAMPLE_1694 SAMPLE_1695 SAMPLE_1696
#> "02164" "02124" "02174" "02162" "02133" "0144" "02363" "02"
#> SAMPLE_1697 SAMPLE_1698 SAMPLE_1699 SAMPLE_1700 SAMPLE_1701 SAMPLE_1702 SAMPLE_1703 SAMPLE_1704
#> "02" "0142" "02134" "02172" "02" "02363" "02135" "02163"
#> SAMPLE_1705 SAMPLE_1706 SAMPLE_1707 SAMPLE_1708 SAMPLE_1709 SAMPLE_1710 SAMPLE_1711 SAMPLE_1712
#> "02163" "02135" "02163" "02136" "03" "02166" "02163" "0161"
#> SAMPLE_1713 SAMPLE_1714 SAMPLE_1715 SAMPLE_1716 SAMPLE_1717 SAMPLE_1718 SAMPLE_1719 SAMPLE_1720
#> "02364" "02" "02121" "02" "02" "02" "02121" "02"
#> SAMPLE_1721 SAMPLE_1722 SAMPLE_1723 SAMPLE_1724 SAMPLE_1725 SAMPLE_1726 SAMPLE_1727 SAMPLE_1728
#> "02" "02121" "02121" "02" "02121" "02" "02" "02121"
#> SAMPLE_1729 SAMPLE_1730 SAMPLE_1731 SAMPLE_1732 SAMPLE_1733 SAMPLE_1734 SAMPLE_1735 SAMPLE_1736
#> "02" "02137" "02117" "02" "03" "02163" "011" "0142"
#> SAMPLE_1737 SAMPLE_1738 SAMPLE_1739 SAMPLE_1740 SAMPLE_1741 SAMPLE_1742 SAMPLE_1743 SAMPLE_1744
#> "02" "02113" "02" "02" "02121" "02121" "02121" "02"
#> SAMPLE_1745 SAMPLE_1746 SAMPLE_1747 SAMPLE_1748 SAMPLE_1749 SAMPLE_1750 SAMPLE_1751 SAMPLE_1752
#> "02" "02121" "02" "02121" "02" "02" "02" "02"
#> SAMPLE_1753 SAMPLE_1754 SAMPLE_1755 SAMPLE_1756 SAMPLE_1757 SAMPLE_1758 SAMPLE_1759 SAMPLE_1760
#> "02" "02" "02134" "02134" "023624" "02136" "02164" "02"
#> SAMPLE_1761 SAMPLE_1762 SAMPLE_1763 SAMPLE_1764 SAMPLE_1765 SAMPLE_1766 SAMPLE_1767 SAMPLE_1768
#> "02" "02" "02135" "02" "02" "02163" "02115" "02363"
#> SAMPLE_1769 SAMPLE_1770 SAMPLE_1771 SAMPLE_1772 SAMPLE_1773 SAMPLE_1774 SAMPLE_1775 SAMPLE_1776
#> "02363" "02363" "02323" "02115" "02363" "02372" "02" "02141"
#> SAMPLE_1777 SAMPLE_1778 SAMPLE_1779 SAMPLE_1780 SAMPLE_1781 SAMPLE_1782 SAMPLE_1783 SAMPLE_1784
#> "02121" "02" "02" "02" "02" "02" "02" "02"
#> SAMPLE_1785 SAMPLE_1786 SAMPLE_1787 SAMPLE_1788 SAMPLE_1789 SAMPLE_1790 SAMPLE_1791 SAMPLE_1792
#> "02121" "02121" "02" "02" "02" "02121" "023622" "02"
#> SAMPLE_1793 SAMPLE_1794 SAMPLE_1795 SAMPLE_1796 SAMPLE_1797 SAMPLE_1798 SAMPLE_1799 SAMPLE_1800
#> "02161" "02" "02" "02" "03" "02364" "02" "02"
#> SAMPLE_1801 SAMPLE_1802 SAMPLE_1803 SAMPLE_1804 SAMPLE_1805 SAMPLE_1806 SAMPLE_1807 SAMPLE_1808
#> "02" "02" "02" "02" "02" "02" "02" "02"
#> SAMPLE_1809 SAMPLE_1810 SAMPLE_1811 SAMPLE_1812 SAMPLE_1813 SAMPLE_1814 SAMPLE_1815 SAMPLE_1816
#> "02" "02" "02" "02" "02375" "02" "02" "02174"
#> SAMPLE_1817 SAMPLE_1818 SAMPLE_1819 SAMPLE_1820 SAMPLE_1821 SAMPLE_1822 SAMPLE_1823 SAMPLE_1824
#> "02145" "02" "02" "02" "02" "02" "02" "02"
#> SAMPLE_1825 SAMPLE_1826 SAMPLE_1827 SAMPLE_1828 SAMPLE_1829 SAMPLE_1830 SAMPLE_1831 SAMPLE_1832
#> "02" "02" "03" "03" "0144" "03" "03" "02"
#> SAMPLE_1833 SAMPLE_1834 SAMPLE_1835 SAMPLE_1836 SAMPLE_1837 SAMPLE_1838 SAMPLE_1839 SAMPLE_1840
#> "02" "02" "03" "02164" "02112" "0144" "02134" "023623"
#> SAMPLE_1841 SAMPLE_1842 SAMPLE_1843 SAMPLE_1844 SAMPLE_1845 SAMPLE_1846 SAMPLE_1847 SAMPLE_1848
#> "023625" "02" "02" "02" "03" "015" "03" "02"
#> SAMPLE_1849 SAMPLE_1850 SAMPLE_1851 SAMPLE_1852 SAMPLE_1853 SAMPLE_1854 SAMPLE_1855 SAMPLE_1856
#> "02" "02" "02166" "02166" "02166" "02163" "02" "02166"
#> SAMPLE_1857 SAMPLE_1858 SAMPLE_1859 SAMPLE_1860 SAMPLE_1861 SAMPLE_1862 SAMPLE_1863 SAMPLE_1864
#> "02133" "02" "0141" "02112" "02" "02" "02" "02"
#> SAMPLE_1865 SAMPLE_1866 SAMPLE_1867 SAMPLE_1868 SAMPLE_1869 SAMPLE_1870 SAMPLE_1871 SAMPLE_1872
#> "013" "02363" "02324" "02" "02325" "0141" "0161" "02"
#> SAMPLE_1873 SAMPLE_1874 SAMPLE_1875 SAMPLE_1876 SAMPLE_1877 SAMPLE_1878 SAMPLE_1879 SAMPLE_1880
#> "02" "02363" "0141" "0141" "0141" "02325" "023624" "02165"
#> SAMPLE_1881 SAMPLE_1882 SAMPLE_1883 SAMPLE_1884 SAMPLE_1885 SAMPLE_1886 SAMPLE_1887 SAMPLE_1888
#> "02135" "02112" "02" "03" "02" "02" "02" "02143"
#> SAMPLE_1889 SAMPLE_1890 SAMPLE_1891 SAMPLE_1892 SAMPLE_1893 SAMPLE_1894 SAMPLE_1895 SAMPLE_1896
#> "0163" "0164" "0162" "0162" "012" "0162" "03" "03"
#> SAMPLE_1897 SAMPLE_1898 SAMPLE_1899 SAMPLE_1900 SAMPLE_1901 SAMPLE_1902 SAMPLE_1903 SAMPLE_1904
#> "03" "03" "03" "03" "03" "03" "03" "03"
#> SAMPLE_1905 SAMPLE_1906 SAMPLE_1907 SAMPLE_1908 SAMPLE_1909 SAMPLE_1910 SAMPLE_1911 SAMPLE_1912
#> "02324" "02117" "02111" "013" "02115" "03" "03" "02"
#> SAMPLE_1913 SAMPLE_1914 SAMPLE_1915 SAMPLE_1916 SAMPLE_1917 SAMPLE_1918 SAMPLE_1919 SAMPLE_1920
#> "02" "02" "02" "02161" "02161" "02161" "02163" "02"
#> SAMPLE_1921 SAMPLE_1922 SAMPLE_1923 SAMPLE_1924 SAMPLE_1925 SAMPLE_1926 SAMPLE_1927 SAMPLE_1928
#> "013" "02171" "02321" "023625" "02166" "03" "02164" "03"
#> SAMPLE_1929 SAMPLE_1930 SAMPLE_1931 SAMPLE_1932 SAMPLE_1933 SAMPLE_1934 SAMPLE_1935 SAMPLE_1936
#> "02" "0144" "02" "011" "02" "02" "02" "02113"
#> SAMPLE_1937 SAMPLE_1938 SAMPLE_1939 SAMPLE_1940 SAMPLE_1941 SAMPLE_1942 SAMPLE_1943 SAMPLE_1944
#> "03" "02" "02112" "02114" "02114" "02113" "02116" "02135"
#> SAMPLE_1945 SAMPLE_1946 SAMPLE_1947 SAMPLE_1948 SAMPLE_1949 SAMPLE_1950 SAMPLE_1951 SAMPLE_1952
#> "02113" "02114" "02113" "02113" "02163" "02132" "02112" "02112"
#> SAMPLE_1953 SAMPLE_1954 SAMPLE_1955 SAMPLE_1956 SAMPLE_1957 SAMPLE_1958 SAMPLE_1959 SAMPLE_1960
#> "02132" "02113" "02113" "02161" "02" "02" "02" "02"
#> SAMPLE_1961 SAMPLE_1962 SAMPLE_1963 SAMPLE_1964 SAMPLE_1965 SAMPLE_1966 SAMPLE_1967 SAMPLE_1968
#> "02" "02" "02" "02111" "02117" "02" "02164" "023623"
#> SAMPLE_1969 SAMPLE_1970 SAMPLE_1971 SAMPLE_1972 SAMPLE_1973 SAMPLE_1974 SAMPLE_1975 SAMPLE_1976
#> "013" "02" "02" "02" "013" "02" "02113" "02"
#> SAMPLE_1977 SAMPLE_1978 SAMPLE_1979 SAMPLE_1980 SAMPLE_1981 SAMPLE_1982 SAMPLE_1983 SAMPLE_1984
#> "02" "02" "02112" "02" "02321" "02321" "02321" "02321"
#> SAMPLE_1985 SAMPLE_1986 SAMPLE_1987 SAMPLE_1988 SAMPLE_1989 SAMPLE_1990 SAMPLE_1991 SAMPLE_1992
#> "02321" "02321" "02" "02171" "02" "02321" "02321" "03"
#> SAMPLE_1993 SAMPLE_1994 SAMPLE_1995 SAMPLE_1996 SAMPLE_1997 SAMPLE_1998 SAMPLE_1999 SAMPLE_2000
#> "02" "02" "02" "02116" "02134" "02112" "02" "0164"
#> SAMPLE_2001 SAMPLE_2002 SAMPLE_2003 SAMPLE_2004 SAMPLE_2005 SAMPLE_2006 SAMPLE_2007 SAMPLE_2008
#> "02321" "02111" "02111" "02113" "02113" "02111" "02111" "02111"
#> SAMPLE_2009 SAMPLE_2010 SAMPLE_2011 SAMPLE_2012 SAMPLE_2013 SAMPLE_2014 SAMPLE_2015 SAMPLE_2016
#> "02113" "02117" "02113" "02117" "02117" "03" "02" "02"
#> SAMPLE_2017 SAMPLE_2018 SAMPLE_2019 SAMPLE_2020 SAMPLE_2021 SAMPLE_2022 SAMPLE_2023 SAMPLE_2024
#> "02" "02134" "02" "02161" "02" "02" "02" "02"
#> SAMPLE_2025 SAMPLE_2026 SAMPLE_2027 SAMPLE_2028 SAMPLE_2029 SAMPLE_2030 SAMPLE_2031 SAMPLE_2032
#> "03" "03" "02321" "02171" "02171" "02163" "03" "03"
#> SAMPLE_2033 SAMPLE_2034 SAMPLE_2035 SAMPLE_2036 SAMPLE_2037 SAMPLE_2038 SAMPLE_2039 SAMPLE_2040
#> "03" "03" "03" "03" "02" "02" "02111" "02373"
#> SAMPLE_2041 SAMPLE_2042 SAMPLE_2043 SAMPLE_2044 SAMPLE_2045 SAMPLE_2046 SAMPLE_2047 SAMPLE_2048
#> "02143" "02135" "02113" "02111" "02111" "02115" "02115" "02111"
#> SAMPLE_2049 SAMPLE_2050 SAMPLE_2051 SAMPLE_2052 SAMPLE_2053 SAMPLE_2054 SAMPLE_2055 SAMPLE_2056
#> "02163" "02" "02143" "03" "03" "03" "02375" "02"
#> SAMPLE_2057 SAMPLE_2058 SAMPLE_2059 SAMPLE_2060 SAMPLE_2061 SAMPLE_2062 SAMPLE_2063 SAMPLE_2064
#> "02116" "02165" "03" "02" "015" "02" "02143" "03"
#> SAMPLE_2065 SAMPLE_2066 SAMPLE_2067 SAMPLE_2068 SAMPLE_2069 SAMPLE_2070 SAMPLE_2071 SAMPLE_2072
#> "02" "03" "02" "02373" "02364" "02171" "02321" "02111"
#> SAMPLE_2073 SAMPLE_2074 SAMPLE_2075 SAMPLE_2076 SAMPLE_2077 SAMPLE_2078 SAMPLE_2079 SAMPLE_2080
#> "02111" "02117" "02115" "02111" "02323" "02323" "02323" "02326"
#> SAMPLE_2081 SAMPLE_2082 SAMPLE_2083 SAMPLE_2084 SAMPLE_2085 SAMPLE_2086 SAMPLE_2087 SAMPLE_2088
#> "02" "02115" "02" "02144" "02144" "02144" "02323" "02173"
#> SAMPLE_2089 SAMPLE_2090 SAMPLE_2091 SAMPLE_2092 SAMPLE_2093 SAMPLE_2094 SAMPLE_2095 SAMPLE_2096
#> "02144" "02173" "02326" "02323" "02132" "02132" "02173" "02144"
#> SAMPLE_2097 SAMPLE_2098 SAMPLE_2099 SAMPLE_2100 SAMPLE_2101 SAMPLE_2102 SAMPLE_2103 SAMPLE_2104
#> "02323" "02132" "02323" "02323" "02323" "02323" "02173" "02"
#> SAMPLE_2105 SAMPLE_2106 SAMPLE_2107 SAMPLE_2108 SAMPLE_2109 SAMPLE_2110 SAMPLE_2111 SAMPLE_2112
#> "02144" "02144" "02144" "02323" "02" "02115" "02" "02323"
#> SAMPLE_2113 SAMPLE_2114 SAMPLE_2115 SAMPLE_2116 SAMPLE_2117 SAMPLE_2118 SAMPLE_2119 SAMPLE_2120
#> "02323" "02323" "02173" "02326" "02323" "02323" "02173" "02144"
#> SAMPLE_2121 SAMPLE_2122 SAMPLE_2123 SAMPLE_2124 SAMPLE_2125 SAMPLE_2126 SAMPLE_2127 SAMPLE_2128
#> "02323" "02323" "02132" "02326" "02" "02132" "02132" "02323"
#> SAMPLE_2129 SAMPLE_2130 SAMPLE_2131 SAMPLE_2132 SAMPLE_2133 SAMPLE_2134 SAMPLE_2135 SAMPLE_2136
#> "02132" "02323" "02144" "02324" "02323" "02115" "02" "02132"
#> SAMPLE_2137 SAMPLE_2138 SAMPLE_2139 SAMPLE_2140 SAMPLE_2141 SAMPLE_2142 SAMPLE_2143 SAMPLE_2144
#> "02323" "02" "02" "02112" "013" "02" "02" "02"
#> SAMPLE_2145 SAMPLE_2146 SAMPLE_2147 SAMPLE_2148 SAMPLE_2149 SAMPLE_2150 SAMPLE_2151 SAMPLE_2152
#> "02" "03" "02" "02" "02" "02" "02375" "02"
#> SAMPLE_2153 SAMPLE_2154 SAMPLE_2155 SAMPLE_2156 SAMPLE_2157 SAMPLE_2158 SAMPLE_2159 SAMPLE_2160
#> "02" "02321" "02" "02171" "02321" "02171" "02171" "02321"
#> SAMPLE_2161 SAMPLE_2162 SAMPLE_2163 SAMPLE_2164 SAMPLE_2165 SAMPLE_2166 SAMPLE_2167 SAMPLE_2168
#> "02171" "02363" "02141" "02141" "02117" "02132" "02117" "02111"
#> SAMPLE_2169 SAMPLE_2170 SAMPLE_2171 SAMPLE_2172 SAMPLE_2173 SAMPLE_2174 SAMPLE_2175 SAMPLE_2176
#> "02" "02" "02" "02" "03" "02" "02" "02166"
#> SAMPLE_2177 SAMPLE_2178 SAMPLE_2179 SAMPLE_2180 SAMPLE_2181 SAMPLE_2182 SAMPLE_2183 SAMPLE_2184
#> "02" "023623" "03" "02" "02" "0144" "02112" "03"
#> SAMPLE_2185 SAMPLE_2186 SAMPLE_2187 SAMPLE_2188 SAMPLE_2189 SAMPLE_2190 SAMPLE_2191 SAMPLE_2192
#> "03" "02" "02321" "02" "02" "02" "02" "02"
#> SAMPLE_2193 SAMPLE_2194 SAMPLE_2195 SAMPLE_2196 SAMPLE_2197 SAMPLE_2198 SAMPLE_2199 SAMPLE_2200
#> "02" "02" "02" "02" "02" "02166" "02" "02"
#> SAMPLE_2201 SAMPLE_2202 SAMPLE_2203 SAMPLE_2204 SAMPLE_2205 SAMPLE_2206 SAMPLE_2207 SAMPLE_2208
#> "03" "02" "02" "02" "02" "0162" "02" "02165"
#> SAMPLE_2209 SAMPLE_2210 SAMPLE_2211 SAMPLE_2212 SAMPLE_2213 SAMPLE_2214 SAMPLE_2215 SAMPLE_2216
#> "02374" "03" "02" "02112" "02375" "02" "02" "03"
#> SAMPLE_2217 SAMPLE_2218 SAMPLE_2219 SAMPLE_2220 SAMPLE_2221 SAMPLE_2222 SAMPLE_2223 SAMPLE_2224
#> "02161" "02" "02143" "02166" "02" "02" "02" "02371"
#> SAMPLE_2225 SAMPLE_2226 SAMPLE_2227 SAMPLE_2228 SAMPLE_2229 SAMPLE_2230 SAMPLE_2231 SAMPLE_2232
#> "02171" "0163" "02141" "03" "02134" "0144" "02" "02"
#> SAMPLE_2233 SAMPLE_2234 SAMPLE_2235 SAMPLE_2236 SAMPLE_2237 SAMPLE_2238 SAMPLE_2239 SAMPLE_2240
#> "03" "023625" "03" "03" "02" "02364" "02" "03"
#> SAMPLE_2241 SAMPLE_2242 SAMPLE_2243 SAMPLE_2244 SAMPLE_2245 SAMPLE_2246 SAMPLE_2247 SAMPLE_2248
#> "03" "03" "03" "03" "03" "03" "02112" "02"
#> SAMPLE_2249 SAMPLE_2250 SAMPLE_2251 SAMPLE_2252 SAMPLE_2253 SAMPLE_2254 SAMPLE_2255 SAMPLE_2256
#> "03" "02" "0145" "02112" "03" "02" "02" "02"
#> SAMPLE_2257 SAMPLE_2258 SAMPLE_2259 SAMPLE_2260 SAMPLE_2261 SAMPLE_2262 SAMPLE_2263 SAMPLE_2264
#> "02" "02161" "02" "03" "0142" "011" "02" "03"
#> SAMPLE_2265 SAMPLE_2266 SAMPLE_2267 SAMPLE_2268 SAMPLE_2269 SAMPLE_2270 SAMPLE_2271 SAMPLE_2272
#> "02372" "023622" "02165" "03" "02" "023624" "023624" "023624"
#> SAMPLE_2273 SAMPLE_2274 SAMPLE_2275 SAMPLE_2276 SAMPLE_2277 SAMPLE_2278 SAMPLE_2279 SAMPLE_2280
#> "011" "02116" "02" "02" "02" "02" "02" "02"
#> SAMPLE_2281 SAMPLE_2282 SAMPLE_2283 SAMPLE_2284 SAMPLE_2285 SAMPLE_2286 SAMPLE_2287 SAMPLE_2288
#> "02121" "02" "02121" "02133" "02324" "02" "02" "011"
#> SAMPLE_2289 SAMPLE_2290 SAMPLE_2291 SAMPLE_2292 SAMPLE_2293 SAMPLE_2294 SAMPLE_2295 SAMPLE_2296
#> "02161" "03" "03" "02" "02" "02" "02" "03"
#> SAMPLE_2297 SAMPLE_2298 SAMPLE_2299 SAMPLE_2300 SAMPLE_2301 SAMPLE_2302 SAMPLE_2303 SAMPLE_2304
#> "02166" "02" "03" "02" "02" "02112" "02" "03"
#> SAMPLE_2305 SAMPLE_2306 SAMPLE_2307 SAMPLE_2308 SAMPLE_2309 SAMPLE_2310 SAMPLE_2311 SAMPLE_2312
#> "0144" "02" "02" "02133" "02" "02" "02" "02"
#> SAMPLE_2313 SAMPLE_2314 SAMPLE_2315 SAMPLE_2316 SAMPLE_2317 SAMPLE_2318 SAMPLE_2319 SAMPLE_2320
#> "02" "03" "03" "03" "03" "03" "0143" "02"
#> SAMPLE_2321 SAMPLE_2322 SAMPLE_2323 SAMPLE_2324 SAMPLE_2325 SAMPLE_2326 SAMPLE_2327 SAMPLE_2328
#> "02" "02121" "02" "02" "02112" "02324" "023624" "02"
#> SAMPLE_2329 SAMPLE_2330 SAMPLE_2331 SAMPLE_2332 SAMPLE_2333 SAMPLE_2334 SAMPLE_2335 SAMPLE_2336
#> "02" "02161" "02" "02" "02" "02" "02121" "02121"
#> SAMPLE_2337 SAMPLE_2338 SAMPLE_2339 SAMPLE_2340 SAMPLE_2341 SAMPLE_2342 SAMPLE_2343 SAMPLE_2344
#> "02" "02" "03" "03" "03" "03" "03" "02"
#> SAMPLE_2345 SAMPLE_2346 SAMPLE_2347 SAMPLE_2348 SAMPLE_2349 SAMPLE_2350 SAMPLE_2351 SAMPLE_2352
#> "02111" "02" "023623" "02143" "03" "02" "03" "02172"
#> SAMPLE_2353 SAMPLE_2354 SAMPLE_2355 SAMPLE_2356 SAMPLE_2357 SAMPLE_2358 SAMPLE_2359 SAMPLE_2360
#> "011" "02321" "02171" "02" "02" "02" "02143" "02"
#> SAMPLE_2361 SAMPLE_2362 SAMPLE_2363 SAMPLE_2364 SAMPLE_2365 SAMPLE_2366 SAMPLE_2367 SAMPLE_2368
#> "02" "02364" "03" "02" "023623" "02" "02121" "02172"
#> SAMPLE_2369 SAMPLE_2370 SAMPLE_2371 SAMPLE_2372 SAMPLE_2373 SAMPLE_2374 SAMPLE_2375 SAMPLE_2376
#> "0142" "0142" "02" "02134" "0142" "0142" "02172" "0142"
#> SAMPLE_2377 SAMPLE_2378 SAMPLE_2379 SAMPLE_2380 SAMPLE_2381 SAMPLE_2382 SAMPLE_2383 SAMPLE_2384
#> "0142" "0142" "02172" "0142" "02172" "0142" "02172" "02"
#> SAMPLE_2385 SAMPLE_2386 SAMPLE_2387 SAMPLE_2388 SAMPLE_2389 SAMPLE_2390 SAMPLE_2391 SAMPLE_2392
#> "02" "0141" "02325" "02325" "02" "02" "02" "03"
#> SAMPLE_2393 SAMPLE_2394 SAMPLE_2395 SAMPLE_2396 SAMPLE_2397 SAMPLE_2398 SAMPLE_2399 SAMPLE_2400
#> "03" "02161" "02321" "02161" "03" "0142" "0142" "0142"
#> SAMPLE_2401 SAMPLE_2402 SAMPLE_2403 SAMPLE_2404 SAMPLE_2405 SAMPLE_2406 SAMPLE_2407 SAMPLE_2408
#> "0142" "0142" "0141" "0141" "02325" "02325" "02325" "02325"
#> SAMPLE_2409 SAMPLE_2410 SAMPLE_2411 SAMPLE_2412 SAMPLE_2413 SAMPLE_2414 SAMPLE_2415 SAMPLE_2416
#> "02" "02" "011" "02" "02137" "02" "02" "02"
#> SAMPLE_2417 SAMPLE_2418 SAMPLE_2419 SAMPLE_2420 SAMPLE_2421 SAMPLE_2422 SAMPLE_2423 SAMPLE_2424
#> "02" "023622" "023623" "03" "011" "02" "03" "02"
#> SAMPLE_2425 SAMPLE_2426 SAMPLE_2427 SAMPLE_2428 SAMPLE_2429 SAMPLE_2430 SAMPLE_2431 SAMPLE_2432
#> "02" "03" "02161" "02161" "02134" "03" "03" "03"
#> SAMPLE_2433 SAMPLE_2434 SAMPLE_2435 SAMPLE_2436 SAMPLE_2437 SAMPLE_2438 SAMPLE_2439 SAMPLE_2440
#> "02161" "02" "03" "012" "02" "02" "02375" "02"
#> SAMPLE_2441 SAMPLE_2442 SAMPLE_2443 SAMPLE_2444 SAMPLE_2445 SAMPLE_2446 SAMPLE_2447 SAMPLE_2448
#> "02" "03" "03" "03" "02" "03" "012" "02123"
#> SAMPLE_2449 SAMPLE_2450 SAMPLE_2451 SAMPLE_2452 SAMPLE_2453 SAMPLE_2454 SAMPLE_2455 SAMPLE_2456
#> "03" "02" "012" "02" "02" "02" "02" "02"
#> SAMPLE_2457 SAMPLE_2458 SAMPLE_2459 SAMPLE_2460 SAMPLE_2461 SAMPLE_2462 SAMPLE_2463 SAMPLE_2464
#> "02" "02165" "013" "03" "02" "02134" "015" "02"
#> SAMPLE_2465 SAMPLE_2466 SAMPLE_2467 SAMPLE_2468 SAMPLE_2469 SAMPLE_2470 SAMPLE_2471 SAMPLE_2472
#> "011" "02364" "011" "02" "02" "03" "03" "02"
#> SAMPLE_2473 SAMPLE_2474 SAMPLE_2475 SAMPLE_2476 SAMPLE_2477 SAMPLE_2478 SAMPLE_2479 SAMPLE_2480
#> "02" "02161" "02" "02" "02" "02161" "02162" "02"
#> SAMPLE_2481 SAMPLE_2482 SAMPLE_2483 SAMPLE_2484 SAMPLE_2485 SAMPLE_2486 SAMPLE_2487 SAMPLE_2488
#> "02" "02374" "02123" "03" "02132" "03" "02123" "02122"
#> SAMPLE_2489 SAMPLE_2490 SAMPLE_2491 SAMPLE_2492 SAMPLE_2493 SAMPLE_2494 SAMPLE_2495 SAMPLE_2496
#> "02122" "02122" "02122" "02122" "02122" "02123" "02123" "02123"
#> SAMPLE_2497 SAMPLE_2498 SAMPLE_2499 SAMPLE_2500 SAMPLE_2501 SAMPLE_2502 SAMPLE_2503 SAMPLE_2504
#> "02122" "02122" "02123" "02122" "02122" "02123" "02123" "02123"
#> SAMPLE_2505 SAMPLE_2506 SAMPLE_2507 SAMPLE_2508 SAMPLE_2509 SAMPLE_2510 SAMPLE_2511 SAMPLE_2512
#> "02123" "02123" "02123" "0144" "0144" "02141" "02141" "02"
#> SAMPLE_2513 SAMPLE_2514 SAMPLE_2515 SAMPLE_2516 SAMPLE_2517 SAMPLE_2518 SAMPLE_2519 SAMPLE_2520
#> "02" "02364" "0163" "02171" "02" "02166" "02" "02"
#> SAMPLE_2521 SAMPLE_2522 SAMPLE_2523 SAMPLE_2524 SAMPLE_2525 SAMPLE_2526 SAMPLE_2527 SAMPLE_2528
#> "02" "02161" "02" "02" "03" "02" "02" "011"
#> SAMPLE_2529 SAMPLE_2530 SAMPLE_2531 SAMPLE_2532 SAMPLE_2533 SAMPLE_2534 SAMPLE_2535 SAMPLE_2536
#> "03" "03" "02133" "02" "03" "02363" "02131" "02131"
#> SAMPLE_2537 SAMPLE_2538 SAMPLE_2539 SAMPLE_2540 SAMPLE_2541 SAMPLE_2542 SAMPLE_2543 SAMPLE_2544
#> "02134" "02136" "0144" "02131" "02131" "02134" "02131" "02161"
#> SAMPLE_2545 SAMPLE_2546 SAMPLE_2547 SAMPLE_2548 SAMPLE_2549 SAMPLE_2550 SAMPLE_2551 SAMPLE_2552
#> "02131" "02131" "02131" "02136" "02131" "02131" "02131" "02363"
#> SAMPLE_2553 SAMPLE_2554 SAMPLE_2555 SAMPLE_2556 SAMPLE_2557 SAMPLE_2558 SAMPLE_2559 SAMPLE_2560
#> "02" "0142" "0143" "02" "02" "02143" "02" "02"
#> SAMPLE_2561 SAMPLE_2562 SAMPLE_2563 SAMPLE_2564 SAMPLE_2565 SAMPLE_2566 SAMPLE_2567 SAMPLE_2568
#> "0143" "02" "0143" "0143" "0143" "0143" "02" "0142"
#> SAMPLE_2569 SAMPLE_2570 SAMPLE_2571 SAMPLE_2572 SAMPLE_2573 SAMPLE_2574 SAMPLE_2575 SAMPLE_2576
#> "0143" "02" "02" "02" "02" "02132" "02163" "02163"
#> SAMPLE_2577 SAMPLE_2578 SAMPLE_2579 SAMPLE_2580 SAMPLE_2581 SAMPLE_2582 SAMPLE_2583 SAMPLE_2584
#> "02" "02134" "02" "03" "02" "02321" "02" "02163"
#> SAMPLE_2585 SAMPLE_2586 SAMPLE_2587 SAMPLE_2588 SAMPLE_2589 SAMPLE_2590 SAMPLE_2591 SAMPLE_2592
#> "023622" "02163" "02" "02" "02" "02" "03" "02171"
#> SAMPLE_2593 SAMPLE_2594 SAMPLE_2595 SAMPLE_2596 SAMPLE_2597 SAMPLE_2598 SAMPLE_2599 SAMPLE_2600
#> "02321" "02321" "02" "03" "02" "02" "02134" "02"
#> SAMPLE_2601 SAMPLE_2602 SAMPLE_2603 SAMPLE_2604 SAMPLE_2605 SAMPLE_2606 SAMPLE_2607 SAMPLE_2608
#> "02" "02" "02161" "02" "02134" "02134" "02" "0143"
#> SAMPLE_2609 SAMPLE_2610 SAMPLE_2611 SAMPLE_2612 SAMPLE_2613 SAMPLE_2614 SAMPLE_2615 SAMPLE_2616
#> "02" "02" "023623" "02" "02134" "02" "02163" "02"
#> SAMPLE_2617 SAMPLE_2618 SAMPLE_2619 SAMPLE_2620 SAMPLE_2621 SAMPLE_2622 SAMPLE_2623 SAMPLE_2624
#> "02" "03" "02163" "02134" "02" "02" "02161" "02166"
#> SAMPLE_2625 SAMPLE_2626 SAMPLE_2627 SAMPLE_2628 SAMPLE_2629 SAMPLE_2630 SAMPLE_2631 SAMPLE_2632
#> "023622" "02" "02" "02" "02166" "02" "02372" "02372"
#> SAMPLE_2633 SAMPLE_2634 SAMPLE_2635 SAMPLE_2636 SAMPLE_2637 SAMPLE_2638 SAMPLE_2639 SAMPLE_2640
#> "02" "02133" "02161" "02163" "02163" "02132" "02132" "02132"
#> SAMPLE_2641 SAMPLE_2642 SAMPLE_2643 SAMPLE_2644 SAMPLE_2645 SAMPLE_2646 SAMPLE_2647 SAMPLE_2648
#> "03" "02" "02" "02" "02166" "03" "02" "02372"
#> SAMPLE_2649 SAMPLE_2650 SAMPLE_2651 SAMPLE_2652 SAMPLE_2653 SAMPLE_2654 SAMPLE_2655 SAMPLE_2656
#> "02" "03" "02" "03" "03" "03" "03" "02161"
#> SAMPLE_2657 SAMPLE_2658 SAMPLE_2659 SAMPLE_2660 SAMPLE_2661 SAMPLE_2662 SAMPLE_2663 SAMPLE_2664
#> "02163" "03" "03" "02" "03" "03" "03" "02171"
#> SAMPLE_2665 SAMPLE_2666 SAMPLE_2667 SAMPLE_2668 SAMPLE_2669 SAMPLE_2670 SAMPLE_2671 SAMPLE_2672
#> "02321" "02171" "02" "02" "02" "02163" "02163" "02134"
#> SAMPLE_2673 SAMPLE_2674 SAMPLE_2675 SAMPLE_2676 SAMPLE_2677 SAMPLE_2678 SAMPLE_2679 SAMPLE_2680
#> "02134" "02131" "02131" "02133" "02131" "02115" "02" "02374"
#> SAMPLE_2681 SAMPLE_2682 SAMPLE_2683 SAMPLE_2684 SAMPLE_2685 SAMPLE_2686 SAMPLE_2687 SAMPLE_2688
#> "02372" "023625" "02" "02" "02133" "02131" "02131" "02375"
#> SAMPLE_2689 SAMPLE_2690 SAMPLE_2691 SAMPLE_2692 SAMPLE_2693 SAMPLE_2694 SAMPLE_2695 SAMPLE_2696
#> "02" "02163" "02137" "03" "02" "02" "02322" "02"
#> SAMPLE_2697 SAMPLE_2698 SAMPLE_2699 SAMPLE_2700 SAMPLE_2701 SAMPLE_2702 SAMPLE_2703 SAMPLE_2704
#> "02" "02322" "02" "02" "02" "023622" "02" "02"
#> SAMPLE_2705 SAMPLE_2706 SAMPLE_2707 SAMPLE_2708 SAMPLE_2709 SAMPLE_2710 SAMPLE_2711 SAMPLE_2712
#> "02" "02163" "02163" "02163" "02163" "02" "02174" "02322"
#> SAMPLE_2713 SAMPLE_2714 SAMPLE_2715 SAMPLE_2716 SAMPLE_2717 SAMPLE_2718 SAMPLE_2719 SAMPLE_2720
#> "02" "0145" "02" "0145" "02" "02" "02" "02"
#> SAMPLE_2721 SAMPLE_2722 SAMPLE_2723 SAMPLE_2724 SAMPLE_2725 SAMPLE_2726 SAMPLE_2727 SAMPLE_2728
#> "02163" "013" "02132" "02" "02" "02" "02" "02"
#> SAMPLE_2729 SAMPLE_2730 SAMPLE_2731 SAMPLE_2732 SAMPLE_2733 SAMPLE_2734 SAMPLE_2735 SAMPLE_2736
#> "02322" "02322" "02322" "02322" "02322" "02" "02" "0161"
#> SAMPLE_2737 SAMPLE_2738 SAMPLE_2739 SAMPLE_2740 SAMPLE_2741 SAMPLE_2742 SAMPLE_2743 SAMPLE_2744
#> "0143" "0143" "0143" "0143" "0142" "0143" "0144" "0143"
#> SAMPLE_2745 SAMPLE_2746 SAMPLE_2747 SAMPLE_2748 SAMPLE_2749 SAMPLE_2750 SAMPLE_2751 SAMPLE_2752
#> "0143" "02124" "0165" "02131" "02131" "02131" "02131" "02131"
#> SAMPLE_2753 SAMPLE_2754 SAMPLE_2755 SAMPLE_2756 SAMPLE_2757 SAMPLE_2758 SAMPLE_2759 SAMPLE_2760
#> "02131" "02131" "02131" "02131" "02131" "02131" "02132" "0161"
#> SAMPLE_2761 SAMPLE_2762 SAMPLE_2763 SAMPLE_2764 SAMPLE_2765 SAMPLE_2766 SAMPLE_2767 SAMPLE_2768
#> "02" "02" "02" "02" "02" "02" "02" "02"
#> SAMPLE_2769 SAMPLE_2770 SAMPLE_2771 SAMPLE_2772 SAMPLE_2773 SAMPLE_2774 SAMPLE_2775 SAMPLE_2776
#> "02" "02" "02" "02124" "02" "02133" "02165" "02"
#> SAMPLE_2777 SAMPLE_2778 SAMPLE_2779 SAMPLE_2780 SAMPLE_2781 SAMPLE_2782 SAMPLE_2783 SAMPLE_2784
#> "02135" "02372" "02145" "02143" "02" "02134" "02163" "02"
#> SAMPLE_2785 SAMPLE_2786 SAMPLE_2787 SAMPLE_2788 SAMPLE_2789 SAMPLE_2790 SAMPLE_2791 SAMPLE_2792
#> "0161" "02" "0143" "0141" "02" "0141" "0141" "0141"
#> SAMPLE_2793 SAMPLE_2794 SAMPLE_2795 SAMPLE_2796 SAMPLE_2797 SAMPLE_2798 SAMPLE_2799 SAMPLE_2800
#> "02" "02" "03" "023622" "02325" "02" "02" "02166"
#> SAMPLE_2801
#> "02"
get_classes(res_rh, merge_node = merge_node_param(min_n_signatures = 9402))
#> SAMPLE_1 SAMPLE_2 SAMPLE_3 SAMPLE_4 SAMPLE_5 SAMPLE_6 SAMPLE_7 SAMPLE_8
#> "02" "02" "02" "02" "02" "02" "02" "02"
#> SAMPLE_9 SAMPLE_10 SAMPLE_11 SAMPLE_12 SAMPLE_13 SAMPLE_14 SAMPLE_15 SAMPLE_16
#> "02" "02" "02" "02" "02321" "02" "0165" "0165"
#> SAMPLE_17 SAMPLE_18 SAMPLE_19 SAMPLE_20 SAMPLE_21 SAMPLE_22 SAMPLE_23 SAMPLE_24
#> "02" "02" "0163" "02115" "0163" "02" "02" "02"
#> SAMPLE_25 SAMPLE_26 SAMPLE_27 SAMPLE_28 SAMPLE_29 SAMPLE_30 SAMPLE_31 SAMPLE_32
#> "02" "02" "02" "02" "02" "02" "02" "02"
#> SAMPLE_33 SAMPLE_34 SAMPLE_35 SAMPLE_36 SAMPLE_37 SAMPLE_38 SAMPLE_39 SAMPLE_40
#> "02161" "02" "02161" "02137" "02" "02" "02137" "02"
#> SAMPLE_41 SAMPLE_42 SAMPLE_43 SAMPLE_44 SAMPLE_45 SAMPLE_46 SAMPLE_47 SAMPLE_48
#> "02" "02" "02161" "02137" "02137" "02" "02" "02"
#> SAMPLE_49 SAMPLE_50 SAMPLE_51 SAMPLE_52 SAMPLE_53 SAMPLE_54 SAMPLE_55 SAMPLE_56
#> "02" "02" "02" "02" "02" "02" "02" "02"
#> SAMPLE_57 SAMPLE_58 SAMPLE_59 SAMPLE_60 SAMPLE_61 SAMPLE_62 SAMPLE_63 SAMPLE_64
#> "015" "015" "015" "015" "015" "02171" "02321" "02"
#> SAMPLE_65 SAMPLE_66 SAMPLE_67 SAMPLE_68 SAMPLE_69 SAMPLE_70 SAMPLE_71 SAMPLE_72
#> "02171" "02171" "02171" "02" "02161" "02" "02" "02163"
#> SAMPLE_73 SAMPLE_74 SAMPLE_75 SAMPLE_76 SAMPLE_77 SAMPLE_78 SAMPLE_79 SAMPLE_80
#> "02" "02" "02161" "02" "02" "02" "02" "015"
#> SAMPLE_81 SAMPLE_82 SAMPLE_83 SAMPLE_84 SAMPLE_85 SAMPLE_86 SAMPLE_87 SAMPLE_88
#> "015" "015" "015" "015" "011" "011" "0164" "012"
#> SAMPLE_89 SAMPLE_90 SAMPLE_91 SAMPLE_92 SAMPLE_93 SAMPLE_94 SAMPLE_95 SAMPLE_96
#> "0162" "013" "013" "011" "013" "015" "011" "013"
#> SAMPLE_97 SAMPLE_98 SAMPLE_99 SAMPLE_100 SAMPLE_101 SAMPLE_102 SAMPLE_103 SAMPLE_104
#> "011" "011" "013" "02171" "02171" "02" "02171" "02321"
#> SAMPLE_105 SAMPLE_106 SAMPLE_107 SAMPLE_108 SAMPLE_109 SAMPLE_110 SAMPLE_111 SAMPLE_112
#> "02171" "02321" "02171" "02171" "02171" "02171" "02137" "02161"
#> SAMPLE_113 SAMPLE_114 SAMPLE_115 SAMPLE_116 SAMPLE_117 SAMPLE_118 SAMPLE_119 SAMPLE_120
#> "02" "02" "02" "02" "02" "02161" "02" "02161"
#> SAMPLE_121 SAMPLE_122 SAMPLE_123 SAMPLE_124 SAMPLE_125 SAMPLE_126 SAMPLE_127 SAMPLE_128
#> "02" "02" "02" "02171" "0142" "02142" "02371" "012"
#> SAMPLE_129 SAMPLE_130 SAMPLE_131 SAMPLE_132 SAMPLE_133 SAMPLE_134 SAMPLE_135 SAMPLE_136
#> "013" "011" "013" "013" "013" "013" "012" "02113"
#> SAMPLE_137 SAMPLE_138 SAMPLE_139 SAMPLE_140 SAMPLE_141 SAMPLE_142 SAMPLE_143 SAMPLE_144
#> "02141" "02114" "02373" "02" "012" "02" "02111" "02"
#> SAMPLE_145 SAMPLE_146 SAMPLE_147 SAMPLE_148 SAMPLE_149 SAMPLE_150 SAMPLE_151 SAMPLE_152
#> "02371" "02" "02" "02" "02" "015" "012" "012"
#> SAMPLE_153 SAMPLE_154 SAMPLE_155 SAMPLE_156 SAMPLE_157 SAMPLE_158 SAMPLE_159 SAMPLE_160
#> "0164" "011" "012" "015" "02" "012" "013" "011"
#> SAMPLE_161 SAMPLE_162 SAMPLE_163 SAMPLE_164 SAMPLE_165 SAMPLE_166 SAMPLE_167 SAMPLE_168
#> "012" "012" "012" "012" "011" "011" "012" "012"
#> SAMPLE_169 SAMPLE_170 SAMPLE_171 SAMPLE_172 SAMPLE_173 SAMPLE_174 SAMPLE_175 SAMPLE_176
#> "012" "011" "011" "011" "02171" "02321" "02" "02"
#> SAMPLE_177 SAMPLE_178 SAMPLE_179 SAMPLE_180 SAMPLE_181 SAMPLE_182 SAMPLE_183 SAMPLE_184
#> "02" "02" "011" "011" "0164" "012" "012" "0162"
#> SAMPLE_185 SAMPLE_186 SAMPLE_187 SAMPLE_188 SAMPLE_189 SAMPLE_190 SAMPLE_191 SAMPLE_192
#> "011" "013" "013" "011" "011" "0162" "011" "013"
#> SAMPLE_193 SAMPLE_194 SAMPLE_195 SAMPLE_196 SAMPLE_197 SAMPLE_198 SAMPLE_199 SAMPLE_200
#> "011" "02" "02" "011" "011" "011" "011" "0162"
#> SAMPLE_201 SAMPLE_202 SAMPLE_203 SAMPLE_204 SAMPLE_205 SAMPLE_206 SAMPLE_207 SAMPLE_208
#> "011" "013" "011" "011" "013" "013" "011" "02"
#> SAMPLE_209 SAMPLE_210 SAMPLE_211 SAMPLE_212 SAMPLE_213 SAMPLE_214 SAMPLE_215 SAMPLE_216
#> "02" "02321" "02" "02" "02" "02" "02171" "02143"
#> SAMPLE_217 SAMPLE_218 SAMPLE_219 SAMPLE_220 SAMPLE_221 SAMPLE_222 SAMPLE_223 SAMPLE_224
#> "02171" "02" "02" "02171" "02" "02" "02171" "012"
#> SAMPLE_225 SAMPLE_226 SAMPLE_227 SAMPLE_228 SAMPLE_229 SAMPLE_230 SAMPLE_231 SAMPLE_232
#> "012" "012" "012" "012" "011" "013" "02" "02161"
#> SAMPLE_233 SAMPLE_234 SAMPLE_235 SAMPLE_236 SAMPLE_237 SAMPLE_238 SAMPLE_239 SAMPLE_240
#> "02" "02" "02" "02" "02" "02" "02" "02"
#> SAMPLE_241 SAMPLE_242 SAMPLE_243 SAMPLE_244 SAMPLE_245 SAMPLE_246 SAMPLE_247 SAMPLE_248
#> "02" "02" "02" "02" "02" "02" "02" "02"
#> SAMPLE_249 SAMPLE_250 SAMPLE_251 SAMPLE_252 SAMPLE_253 SAMPLE_254 SAMPLE_255 SAMPLE_256
#> "02" "02" "02" "02" "02" "02" "02" "02"
#> SAMPLE_257 SAMPLE_258 SAMPLE_259 SAMPLE_260 SAMPLE_261 SAMPLE_262 SAMPLE_263 SAMPLE_264
#> "02" "02" "02" "02" "02" "02" "02" "02"
#> SAMPLE_265 SAMPLE_266 SAMPLE_267 SAMPLE_268 SAMPLE_269 SAMPLE_270 SAMPLE_271 SAMPLE_272
#> "02" "02" "02" "02" "02" "02" "02" "02"
#> SAMPLE_273 SAMPLE_274 SAMPLE_275 SAMPLE_276 SAMPLE_277 SAMPLE_278 SAMPLE_279 SAMPLE_280
#> "02" "02111" "02111" "012" "012" "013" "015" "011"
#> SAMPLE_281 SAMPLE_282 SAMPLE_283 SAMPLE_284 SAMPLE_285 SAMPLE_286 SAMPLE_287 SAMPLE_288
#> "011" "015" "015" "011" "011" "02137" "02161" "02"
#> SAMPLE_289 SAMPLE_290 SAMPLE_291 SAMPLE_292 SAMPLE_293 SAMPLE_294 SAMPLE_295 SAMPLE_296
#> "02" "015" "011" "011" "011" "015" "015" "02"
#> SAMPLE_297 SAMPLE_298 SAMPLE_299 SAMPLE_300 SAMPLE_301 SAMPLE_302 SAMPLE_303 SAMPLE_304
#> "02" "02" "02" "02" "02" "02137" "02" "02"
#> SAMPLE_305 SAMPLE_306 SAMPLE_307 SAMPLE_308 SAMPLE_309 SAMPLE_310 SAMPLE_311 SAMPLE_312
#> "02" "02" "02" "02" "02" "02137" "02" "02161"
#> SAMPLE_313 SAMPLE_314 SAMPLE_315 SAMPLE_316 SAMPLE_317 SAMPLE_318 SAMPLE_319 SAMPLE_320
#> "02" "02" "02" "02" "02" "02" "02" "02"
#> SAMPLE_321 SAMPLE_322 SAMPLE_323 SAMPLE_324 SAMPLE_325 SAMPLE_326 SAMPLE_327 SAMPLE_328
#> "02" "02137" "02" "02" "02" "02" "02" "02"
#> SAMPLE_329 SAMPLE_330 SAMPLE_331 SAMPLE_332 SAMPLE_333 SAMPLE_334 SAMPLE_335 SAMPLE_336
#> "02142" "02371" "02142" "02142" "02" "02114" "02117" "02143"
#> SAMPLE_337 SAMPLE_338 SAMPLE_339 SAMPLE_340 SAMPLE_341 SAMPLE_342 SAMPLE_343 SAMPLE_344
#> "02" "02142" "02371" "02142" "02142" "02166" "02114" "02"
#> SAMPLE_345 SAMPLE_346 SAMPLE_347 SAMPLE_348 SAMPLE_349 SAMPLE_350 SAMPLE_351 SAMPLE_352
#> "02114" "02363" "02371" "02371" "02142" "02114" "02" "02114"
#> SAMPLE_353 SAMPLE_354 SAMPLE_355 SAMPLE_356 SAMPLE_357 SAMPLE_358 SAMPLE_359 SAMPLE_360
#> "02142" "02114" "02371" "02116" "02" "02114" "02142" "02"
#> SAMPLE_361 SAMPLE_362 SAMPLE_363 SAMPLE_364 SAMPLE_365 SAMPLE_366 SAMPLE_367 SAMPLE_368
#> "02371" "02142" "02371" "02137" "02137" "02161" "02" "02"
#> SAMPLE_369 SAMPLE_370 SAMPLE_371 SAMPLE_372 SAMPLE_373 SAMPLE_374 SAMPLE_375 SAMPLE_376
#> "02" "02161" "02" "02" "02117" "02111" "02371" "02111"
#> SAMPLE_377 SAMPLE_378 SAMPLE_379 SAMPLE_380 SAMPLE_381 SAMPLE_382 SAMPLE_383 SAMPLE_384
#> "02117" "02371" "02111" "0165" "0165" "02131" "02131" "02131"
#> SAMPLE_385 SAMPLE_386 SAMPLE_387 SAMPLE_388 SAMPLE_389 SAMPLE_390 SAMPLE_391 SAMPLE_392
#> "02131" "02131" "02131" "0164" "011" "013" "015" "011"
#> SAMPLE_393 SAMPLE_394 SAMPLE_395 SAMPLE_396 SAMPLE_397 SAMPLE_398 SAMPLE_399 SAMPLE_400
#> "011" "011" "012" "013" "011" "0162" "011" "011"
#> SAMPLE_401 SAMPLE_402 SAMPLE_403 SAMPLE_404 SAMPLE_405 SAMPLE_406 SAMPLE_407 SAMPLE_408
#> "011" "0163" "015" "0162" "0163" "012" "011" "012"
#> SAMPLE_409 SAMPLE_410 SAMPLE_411 SAMPLE_412 SAMPLE_413 SAMPLE_414 SAMPLE_415 SAMPLE_416
#> "011" "013" "013" "011" "013" "013" "011" "011"
#> SAMPLE_417 SAMPLE_418 SAMPLE_419 SAMPLE_420 SAMPLE_421 SAMPLE_422 SAMPLE_423 SAMPLE_424
#> "013" "0164" "011" "011" "011" "013" "011" "011"
#> SAMPLE_425 SAMPLE_426 SAMPLE_427 SAMPLE_428 SAMPLE_429 SAMPLE_430 SAMPLE_431 SAMPLE_432
#> "0164" "011" "011" "011" "013" "015" "011" "011"
#> SAMPLE_433 SAMPLE_434 SAMPLE_435 SAMPLE_436 SAMPLE_437 SAMPLE_438 SAMPLE_439 SAMPLE_440
#> "011" "013" "0164" "011" "011" "011" "011" "0164"
#> SAMPLE_441 SAMPLE_442 SAMPLE_443 SAMPLE_444 SAMPLE_445 SAMPLE_446 SAMPLE_447 SAMPLE_448
#> "012" "013" "012" "011" "013" "013" "015" "011"
#> SAMPLE_449 SAMPLE_450 SAMPLE_451 SAMPLE_452 SAMPLE_453 SAMPLE_454 SAMPLE_455 SAMPLE_456
#> "013" "011" "013" "011" "012" "012" "011" "011"
#> SAMPLE_457 SAMPLE_458 SAMPLE_459 SAMPLE_460 SAMPLE_461 SAMPLE_462 SAMPLE_463 SAMPLE_464
#> "011" "011" "015" "011" "0163" "013" "013" "013"
#> SAMPLE_465 SAMPLE_466 SAMPLE_467 SAMPLE_468 SAMPLE_469 SAMPLE_470 SAMPLE_471 SAMPLE_472
#> "0164" "015" "011" "0162" "015" "02372" "02" "011"
#> SAMPLE_473 SAMPLE_474 SAMPLE_475 SAMPLE_476 SAMPLE_477 SAMPLE_478 SAMPLE_479 SAMPLE_480
#> "0162" "011" "0162" "011" "013" "012" "011" "013"
#> SAMPLE_481 SAMPLE_482 SAMPLE_483 SAMPLE_484 SAMPLE_485 SAMPLE_486 SAMPLE_487 SAMPLE_488
#> "013" "015" "015" "0164" "013" "012" "011" "0164"
#> SAMPLE_489 SAMPLE_490 SAMPLE_491 SAMPLE_492 SAMPLE_493 SAMPLE_494 SAMPLE_495 SAMPLE_496
#> "0162" "011" "013" "012" "011" "011" "011" "015"
#> SAMPLE_497 SAMPLE_498 SAMPLE_499 SAMPLE_500 SAMPLE_501 SAMPLE_502 SAMPLE_503 SAMPLE_504
#> "011" "015" "013" "011" "0163" "011" "012" "015"
#> SAMPLE_505 SAMPLE_506 SAMPLE_507 SAMPLE_508 SAMPLE_509 SAMPLE_510 SAMPLE_511 SAMPLE_512
#> "012" "011" "011" "011" "012" "013" "011" "015"
#> SAMPLE_513 SAMPLE_514 SAMPLE_515 SAMPLE_516 SAMPLE_517 SAMPLE_518 SAMPLE_519 SAMPLE_520
#> "011" "013" "013" "011" "013" "011" "011" "013"
#> SAMPLE_521 SAMPLE_522 SAMPLE_523 SAMPLE_524 SAMPLE_525 SAMPLE_526 SAMPLE_527 SAMPLE_528
#> "015" "012" "011" "011" "013" "011" "011" "0162"
#> SAMPLE_529 SAMPLE_530 SAMPLE_531 SAMPLE_532 SAMPLE_533 SAMPLE_534 SAMPLE_535 SAMPLE_536
#> "013" "0164" "011" "013" "011" "011" "011" "0162"
#> SAMPLE_537 SAMPLE_538 SAMPLE_539 SAMPLE_540 SAMPLE_541 SAMPLE_542 SAMPLE_543 SAMPLE_544
#> "011" "013" "012" "013" "012" "013" "011" "011"
#> SAMPLE_545 SAMPLE_546 SAMPLE_547 SAMPLE_548 SAMPLE_549 SAMPLE_550 SAMPLE_551 SAMPLE_552
#> "013" "013" "011" "013" "011" "011" "011" "011"
#> SAMPLE_553 SAMPLE_554 SAMPLE_555 SAMPLE_556 SAMPLE_557 SAMPLE_558 SAMPLE_559 SAMPLE_560
#> "02" "012" "013" "012" "012" "013" "011" "011"
#> SAMPLE_561 SAMPLE_562 SAMPLE_563 SAMPLE_564 SAMPLE_565 SAMPLE_566 SAMPLE_567 SAMPLE_568
#> "012" "012" "012" "011" "012" "012" "012" "02"
#> SAMPLE_569 SAMPLE_570 SAMPLE_571 SAMPLE_572 SAMPLE_573 SAMPLE_574 SAMPLE_575 SAMPLE_576
#> "02" "02" "02" "02" "012" "012" "012" "012"
#> SAMPLE_577 SAMPLE_578 SAMPLE_579 SAMPLE_580 SAMPLE_581 SAMPLE_582 SAMPLE_583 SAMPLE_584
#> "013" "011" "015" "013" "0164" "011" "013" "012"
#> SAMPLE_585 SAMPLE_586 SAMPLE_587 SAMPLE_588 SAMPLE_589 SAMPLE_590 SAMPLE_591 SAMPLE_592
#> "011" "013" "0164" "011" "02137" "02161" "02" "02161"
#> SAMPLE_593 SAMPLE_594 SAMPLE_595 SAMPLE_596 SAMPLE_597 SAMPLE_598 SAMPLE_599 SAMPLE_600
#> "02" "02161" "02161" "02137" "02137" "02" "02" "02"
#> SAMPLE_601 SAMPLE_602 SAMPLE_603 SAMPLE_604 SAMPLE_605 SAMPLE_606 SAMPLE_607 SAMPLE_608
#> "02" "02161" "02" "02137" "02" "02137" "02" "02"
#> SAMPLE_609 SAMPLE_610 SAMPLE_611 SAMPLE_612 SAMPLE_613 SAMPLE_614 SAMPLE_615 SAMPLE_616
#> "02" "02" "012" "011" "012" "02" "013" "011"
#> SAMPLE_617 SAMPLE_618 SAMPLE_619 SAMPLE_620 SAMPLE_621 SAMPLE_622 SAMPLE_623 SAMPLE_624
#> "013" "02" "02" "02" "02" "02" "02" "02"
#> SAMPLE_625 SAMPLE_626 SAMPLE_627 SAMPLE_628 SAMPLE_629 SAMPLE_630 SAMPLE_631 SAMPLE_632
#> "02" "02" "02" "02" "02" "02" "02" "02"
#> SAMPLE_633 SAMPLE_634 SAMPLE_635 SAMPLE_636 SAMPLE_637 SAMPLE_638 SAMPLE_639 SAMPLE_640
#> "02" "02" "02" "02" "02" "02" "02" "02"
#> SAMPLE_641 SAMPLE_642 SAMPLE_643 SAMPLE_644 SAMPLE_645 SAMPLE_646 SAMPLE_647 SAMPLE_648
#> "02161" "012" "02321" "02371" "02" "02" "02143" "02"
#> SAMPLE_649 SAMPLE_650 SAMPLE_651 SAMPLE_652 SAMPLE_653 SAMPLE_654 SAMPLE_655 SAMPLE_656
#> "02165" "02132" "02162" "02162" "02135" "03" "02162" "02133"
#> SAMPLE_657 SAMPLE_658 SAMPLE_659 SAMPLE_660 SAMPLE_661 SAMPLE_662 SAMPLE_663 SAMPLE_664
#> "02" "02161" "02161" "02161" "02161" "02" "03" "02"
#> SAMPLE_665 SAMPLE_666 SAMPLE_667 SAMPLE_668 SAMPLE_669 SAMPLE_670 SAMPLE_671 SAMPLE_672
#> "02" "02161" "02" "02" "02" "0163" "011" "02"
#> SAMPLE_673 SAMPLE_674 SAMPLE_675 SAMPLE_676 SAMPLE_677 SAMPLE_678 SAMPLE_679 SAMPLE_680
#> "02" "02" "02" "02" "02131" "02131" "02131" "02131"
#> SAMPLE_681 SAMPLE_682 SAMPLE_683 SAMPLE_684 SAMPLE_685 SAMPLE_686 SAMPLE_687 SAMPLE_688
#> "02131" "02131" "02" "02" "02" "02" "02" "02"
#> SAMPLE_689 SAMPLE_690 SAMPLE_691 SAMPLE_692 SAMPLE_693 SAMPLE_694 SAMPLE_695 SAMPLE_696
#> "02" "02" "02" "02" "02" "02" "02324" "02"
#> SAMPLE_697 SAMPLE_698 SAMPLE_699 SAMPLE_700 SAMPLE_701 SAMPLE_702 SAMPLE_703 SAMPLE_704
#> "02" "02" "02" "02" "02" "02" "02" "02"
#> SAMPLE_705 SAMPLE_706 SAMPLE_707 SAMPLE_708 SAMPLE_709 SAMPLE_710 SAMPLE_711 SAMPLE_712
#> "02" "02" "02" "02" "02" "02" "02" "02"
#> SAMPLE_713 SAMPLE_714 SAMPLE_715 SAMPLE_716 SAMPLE_717 SAMPLE_718 SAMPLE_719 SAMPLE_720
#> "02" "02324" "02" "03" "03" "03" "03" "02"
#> SAMPLE_721 SAMPLE_722 SAMPLE_723 SAMPLE_724 SAMPLE_725 SAMPLE_726 SAMPLE_727 SAMPLE_728
#> "03" "02" "02116" "02133" "02" "02116" "02116" "02116"
#> SAMPLE_729 SAMPLE_730 SAMPLE_731 SAMPLE_732 SAMPLE_733 SAMPLE_734 SAMPLE_735 SAMPLE_736
#> "02116" "02" "012" "02112" "03" "03" "03" "03"
#> SAMPLE_737 SAMPLE_738 SAMPLE_739 SAMPLE_740 SAMPLE_741 SAMPLE_742 SAMPLE_743 SAMPLE_744
#> "03" "03" "02324" "02" "02" "02" "02" "02"
#> SAMPLE_745 SAMPLE_746 SAMPLE_747 SAMPLE_748 SAMPLE_749 SAMPLE_750 SAMPLE_751 SAMPLE_752
#> "02" "02" "02" "02371" "012" "011" "02" "02"
#> SAMPLE_753 SAMPLE_754 SAMPLE_755 SAMPLE_756 SAMPLE_757 SAMPLE_758 SAMPLE_759 SAMPLE_760
#> "02" "03" "03" "03" "02161" "02137" "02161" "02"
#> SAMPLE_761 SAMPLE_762 SAMPLE_763 SAMPLE_764 SAMPLE_765 SAMPLE_766 SAMPLE_767 SAMPLE_768
#> "02" "02133" "03" "03" "012" "02171" "02" "02"
#> SAMPLE_769 SAMPLE_770 SAMPLE_771 SAMPLE_772 SAMPLE_773 SAMPLE_774 SAMPLE_775 SAMPLE_776
#> "012" "012" "02114" "02114" "02133" "02" "02114" "02"
#> SAMPLE_777 SAMPLE_778 SAMPLE_779 SAMPLE_780 SAMPLE_781 SAMPLE_782 SAMPLE_783 SAMPLE_784
#> "02163" "02135" "02" "02" "02" "02" "02" "02"
#> SAMPLE_785 SAMPLE_786 SAMPLE_787 SAMPLE_788 SAMPLE_789 SAMPLE_790 SAMPLE_791 SAMPLE_792
#> "02135" "02114" "02114" "02116" "02163" "02163" "02" "03"
#> SAMPLE_793 SAMPLE_794 SAMPLE_795 SAMPLE_796 SAMPLE_797 SAMPLE_798 SAMPLE_799 SAMPLE_800
#> "0143" "02" "02" "02" "02" "023623" "02166" "02166"
#> SAMPLE_801 SAMPLE_802 SAMPLE_803 SAMPLE_804 SAMPLE_805 SAMPLE_806 SAMPLE_807 SAMPLE_808
#> "02" "02" "02166" "02" "02" "023622" "02" "02"
#> SAMPLE_809 SAMPLE_810 SAMPLE_811 SAMPLE_812 SAMPLE_813 SAMPLE_814 SAMPLE_815 SAMPLE_816
#> "02" "02" "02" "02" "02" "02" "02" "02"
#> SAMPLE_817 SAMPLE_818 SAMPLE_819 SAMPLE_820 SAMPLE_821 SAMPLE_822 SAMPLE_823 SAMPLE_824
#> "02" "02" "02" "02" "02" "02" "02" "02"
#> SAMPLE_825 SAMPLE_826 SAMPLE_827 SAMPLE_828 SAMPLE_829 SAMPLE_830 SAMPLE_831 SAMPLE_832
#> "02" "02" "02" "02" "02" "02" "02" "02"
#> SAMPLE_833 SAMPLE_834 SAMPLE_835 SAMPLE_836 SAMPLE_837 SAMPLE_838 SAMPLE_839 SAMPLE_840
#> "02" "023625" "02" "02" "02" "02" "0162" "02"
#> SAMPLE_841 SAMPLE_842 SAMPLE_843 SAMPLE_844 SAMPLE_845 SAMPLE_846 SAMPLE_847 SAMPLE_848
#> "02" "02" "02" "02" "0162" "02" "0164" "023625"
#> SAMPLE_849 SAMPLE_850 SAMPLE_851 SAMPLE_852 SAMPLE_853 SAMPLE_854 SAMPLE_855 SAMPLE_856
#> "02374" "02161" "02141" "03" "02" "03" "02161" "02137"
#> SAMPLE_857 SAMPLE_858 SAMPLE_859 SAMPLE_860 SAMPLE_861 SAMPLE_862 SAMPLE_863 SAMPLE_864
#> "0144" "0144" "02" "02" "023621" "023621" "02" "02161"
#> SAMPLE_865 SAMPLE_866 SAMPLE_867 SAMPLE_868 SAMPLE_869 SAMPLE_870 SAMPLE_871 SAMPLE_872
#> "02" "02" "02" "023625" "02135" "0141" "02" "03"
#> SAMPLE_873 SAMPLE_874 SAMPLE_875 SAMPLE_876 SAMPLE_877 SAMPLE_878 SAMPLE_879 SAMPLE_880
#> "03" "02132" "03" "02" "03" "0144" "02112" "02361"
#> SAMPLE_881 SAMPLE_882 SAMPLE_883 SAMPLE_884 SAMPLE_885 SAMPLE_886 SAMPLE_887 SAMPLE_888
#> "03" "03" "03" "02112" "02" "02361" "02" "03"
#> SAMPLE_889 SAMPLE_890 SAMPLE_891 SAMPLE_892 SAMPLE_893 SAMPLE_894 SAMPLE_895 SAMPLE_896
#> "02172" "02161" "0144" "02136" "0144" "02112" "02" "02"
#> SAMPLE_897 SAMPLE_898 SAMPLE_899 SAMPLE_900 SAMPLE_901 SAMPLE_902 SAMPLE_903 SAMPLE_904
#> "03" "023623" "02374" "02131" "02143" "02134" "02134" "02"
#> SAMPLE_905 SAMPLE_906 SAMPLE_907 SAMPLE_908 SAMPLE_909 SAMPLE_910 SAMPLE_911 SAMPLE_912
#> "02" "03" "02134" "02" "02" "02" "02" "02"
#> SAMPLE_913 SAMPLE_914 SAMPLE_915 SAMPLE_916 SAMPLE_917 SAMPLE_918 SAMPLE_919 SAMPLE_920
#> "02" "02" "02" "02" "02" "02" "02" "02"
#> SAMPLE_921 SAMPLE_922 SAMPLE_923 SAMPLE_924 SAMPLE_925 SAMPLE_926 SAMPLE_927 SAMPLE_928
#> "02" "02" "02132" "02134" "023623" "02115" "02" "02"
#> SAMPLE_929 SAMPLE_930 SAMPLE_931 SAMPLE_932 SAMPLE_933 SAMPLE_934 SAMPLE_935 SAMPLE_936
#> "02" "02" "02" "02" "02" "023621" "02" "02"
#> SAMPLE_937 SAMPLE_938 SAMPLE_939 SAMPLE_940 SAMPLE_941 SAMPLE_942 SAMPLE_943 SAMPLE_944
#> "02" "02" "02142" "02371" "02371" "02" "02371" "02"
#> SAMPLE_945 SAMPLE_946 SAMPLE_947 SAMPLE_948 SAMPLE_949 SAMPLE_950 SAMPLE_951 SAMPLE_952
#> "02372" "02371" "02142" "02371" "02371" "02371" "02" "02"
#> SAMPLE_953 SAMPLE_954 SAMPLE_955 SAMPLE_956 SAMPLE_957 SAMPLE_958 SAMPLE_959 SAMPLE_960
#> "02" "02373" "02371" "02371" "02371" "02371" "02371" "02371"
#> SAMPLE_961 SAMPLE_962 SAMPLE_963 SAMPLE_964 SAMPLE_965 SAMPLE_966 SAMPLE_967 SAMPLE_968
#> "02137" "02133" "02" "02" "02" "02" "02" "02"
#> SAMPLE_969 SAMPLE_970 SAMPLE_971 SAMPLE_972 SAMPLE_973 SAMPLE_974 SAMPLE_975 SAMPLE_976
#> "02" "02" "02" "02" "02" "03" "02112" "012"
#> SAMPLE_977 SAMPLE_978 SAMPLE_979 SAMPLE_980 SAMPLE_981 SAMPLE_982 SAMPLE_983 SAMPLE_984
#> "012" "012" "012" "02143" "02" "02" "012" "012"
#> SAMPLE_985 SAMPLE_986 SAMPLE_987 SAMPLE_988 SAMPLE_989 SAMPLE_990 SAMPLE_991 SAMPLE_992
#> "012" "0141" "02" "03" "02137" "02" "0161" "011"
#> SAMPLE_993 SAMPLE_994 SAMPLE_995 SAMPLE_996 SAMPLE_997 SAMPLE_998 SAMPLE_999 SAMPLE_1000
#> "02" "02112" "023621" "023621" "02112" "02132" "02162" "02371"
#> SAMPLE_1001 SAMPLE_1002 SAMPLE_1003 SAMPLE_1004 SAMPLE_1005 SAMPLE_1006 SAMPLE_1007 SAMPLE_1008
#> "02117" "02" "02371" "02" "02373" "02" "02" "02117"
#> SAMPLE_1009 SAMPLE_1010 SAMPLE_1011 SAMPLE_1012 SAMPLE_1013 SAMPLE_1014 SAMPLE_1015 SAMPLE_1016
#> "02" "02373" "02" "02" "02" "02117" "02142" "02371"
#> SAMPLE_1017 SAMPLE_1018 SAMPLE_1019 SAMPLE_1020 SAMPLE_1021 SAMPLE_1022 SAMPLE_1023 SAMPLE_1024
#> "02" "02" "02" "02" "02" "02" "02" "02"
#> SAMPLE_1025 SAMPLE_1026 SAMPLE_1027 SAMPLE_1028 SAMPLE_1029 SAMPLE_1030 SAMPLE_1031 SAMPLE_1032
#> "02" "02" "02" "02" "02" "02" "02" "02"
#> SAMPLE_1033 SAMPLE_1034 SAMPLE_1035 SAMPLE_1036 SAMPLE_1037 SAMPLE_1038 SAMPLE_1039 SAMPLE_1040
#> "02" "02" "02" "02" "02" "0163" "012" "02171"
#> SAMPLE_1041 SAMPLE_1042 SAMPLE_1043 SAMPLE_1044 SAMPLE_1045 SAMPLE_1046 SAMPLE_1047 SAMPLE_1048
#> "02" "02" "02" "02132" "02112" "02" "023621" "02162"
#> SAMPLE_1049 SAMPLE_1050 SAMPLE_1051 SAMPLE_1052 SAMPLE_1053 SAMPLE_1054 SAMPLE_1055 SAMPLE_1056
#> "02112" "023621" "02112" "023622" "023622" "02165" "023622" "02165"
#> SAMPLE_1057 SAMPLE_1058 SAMPLE_1059 SAMPLE_1060 SAMPLE_1061 SAMPLE_1062 SAMPLE_1063 SAMPLE_1064
#> "02165" "02165" "02165" "023622" "02165" "02165" "02" "012"
#> SAMPLE_1065 SAMPLE_1066 SAMPLE_1067 SAMPLE_1068 SAMPLE_1069 SAMPLE_1070 SAMPLE_1071 SAMPLE_1072
#> "0163" "012" "02141" "02115" "02115" "02375" "02141" "02132"
#> SAMPLE_1073 SAMPLE_1074 SAMPLE_1075 SAMPLE_1076 SAMPLE_1077 SAMPLE_1078 SAMPLE_1079 SAMPLE_1080
#> "02115" "02141" "02141" "02141" "02141" "02363" "02141" "02141"
#> SAMPLE_1081 SAMPLE_1082 SAMPLE_1083 SAMPLE_1084 SAMPLE_1085 SAMPLE_1086 SAMPLE_1087 SAMPLE_1088
#> "02141" "023622" "02" "02162" "023622" "02165" "02371" "02"
#> SAMPLE_1089 SAMPLE_1090 SAMPLE_1091 SAMPLE_1092 SAMPLE_1093 SAMPLE_1094 SAMPLE_1095 SAMPLE_1096
#> "02" "02" "02" "02165" "023622" "02" "02165" "02165"
#> SAMPLE_1097 SAMPLE_1098 SAMPLE_1099 SAMPLE_1100 SAMPLE_1101 SAMPLE_1102 SAMPLE_1103 SAMPLE_1104
#> "02364" "02" "03" "02135" "02162" "02162" "02162" "02162"
#> SAMPLE_1105 SAMPLE_1106 SAMPLE_1107 SAMPLE_1108 SAMPLE_1109 SAMPLE_1110 SAMPLE_1111 SAMPLE_1112
#> "02162" "02162" "02162" "02162" "02162" "02113" "013" "02364"
#> SAMPLE_1113 SAMPLE_1114 SAMPLE_1115 SAMPLE_1116 SAMPLE_1117 SAMPLE_1118 SAMPLE_1119 SAMPLE_1120
#> "02133" "02161" "02" "011" "02373" "02117" "02" "02111"
#> SAMPLE_1121 SAMPLE_1122 SAMPLE_1123 SAMPLE_1124 SAMPLE_1125 SAMPLE_1126 SAMPLE_1127 SAMPLE_1128
#> "02" "02" "02113" "02111" "02" "02117" "02115" "02142"
#> SAMPLE_1129 SAMPLE_1130 SAMPLE_1131 SAMPLE_1132 SAMPLE_1133 SAMPLE_1134 SAMPLE_1135 SAMPLE_1136
#> "02111" "02117" "02" "02" "02" "02" "02" "02361"
#> SAMPLE_1137 SAMPLE_1138 SAMPLE_1139 SAMPLE_1140 SAMPLE_1141 SAMPLE_1142 SAMPLE_1143 SAMPLE_1144
#> "02361" "02361" "02361" "02361" "02361" "02361" "02112" "02132"
#> SAMPLE_1145 SAMPLE_1146 SAMPLE_1147 SAMPLE_1148 SAMPLE_1149 SAMPLE_1150 SAMPLE_1151 SAMPLE_1152
#> "02133" "02131" "02" "02" "012" "02361" "02112" "02361"
#> SAMPLE_1153 SAMPLE_1154 SAMPLE_1155 SAMPLE_1156 SAMPLE_1157 SAMPLE_1158 SAMPLE_1159 SAMPLE_1160
#> "02361" "02361" "02361" "02364" "023622" "02141" "0144" "0144"
#> SAMPLE_1161 SAMPLE_1162 SAMPLE_1163 SAMPLE_1164 SAMPLE_1165 SAMPLE_1166 SAMPLE_1167 SAMPLE_1168
#> "0143" "02132" "02364" "02" "02364" "02363" "02372" "013"
#> SAMPLE_1169 SAMPLE_1170 SAMPLE_1171 SAMPLE_1172 SAMPLE_1173 SAMPLE_1174 SAMPLE_1175 SAMPLE_1176
#> "011" "02" "02135" "02" "02" "02" "023622" "02"
#> SAMPLE_1177 SAMPLE_1178 SAMPLE_1179 SAMPLE_1180 SAMPLE_1181 SAMPLE_1182 SAMPLE_1183 SAMPLE_1184
#> "02364" "02115" "02115" "02134" "02164" "02371" "02" "02"
#> SAMPLE_1185 SAMPLE_1186 SAMPLE_1187 SAMPLE_1188 SAMPLE_1189 SAMPLE_1190 SAMPLE_1191 SAMPLE_1192
#> "02163" "02163" "02137" "02" "02" "02116" "02116" "011"
#> SAMPLE_1193 SAMPLE_1194 SAMPLE_1195 SAMPLE_1196 SAMPLE_1197 SAMPLE_1198 SAMPLE_1199 SAMPLE_1200
#> "02171" "02137" "02373" "02142" "02373" "02371" "02142" "02142"
#> SAMPLE_1201 SAMPLE_1202 SAMPLE_1203 SAMPLE_1204 SAMPLE_1205 SAMPLE_1206 SAMPLE_1207 SAMPLE_1208
#> "02111" "02142" "02" "02113" "02136" "03" "02" "02162"
#> SAMPLE_1209 SAMPLE_1210 SAMPLE_1211 SAMPLE_1212 SAMPLE_1213 SAMPLE_1214 SAMPLE_1215 SAMPLE_1216
#> "03" "02" "0162" "0163" "0164" "02" "02143" "02"
#> SAMPLE_1217 SAMPLE_1218 SAMPLE_1219 SAMPLE_1220 SAMPLE_1221 SAMPLE_1222 SAMPLE_1223 SAMPLE_1224
#> "02" "02" "02" "02116" "02" "02324" "02" "02"
#> SAMPLE_1225 SAMPLE_1226 SAMPLE_1227 SAMPLE_1228 SAMPLE_1229 SAMPLE_1230 SAMPLE_1231 SAMPLE_1232
#> "02" "02" "023622" "02" "02324" "02" "02" "02"
#> SAMPLE_1233 SAMPLE_1234 SAMPLE_1235 SAMPLE_1236 SAMPLE_1237 SAMPLE_1238 SAMPLE_1239 SAMPLE_1240
#> "02324" "02" "02" "02" "02" "02" "023622" "02142"
#> SAMPLE_1241 SAMPLE_1242 SAMPLE_1243 SAMPLE_1244 SAMPLE_1245 SAMPLE_1246 SAMPLE_1247 SAMPLE_1248
#> "012" "015" "0162" "02171" "02171" "02171" "02171" "02375"
#> SAMPLE_1249 SAMPLE_1250 SAMPLE_1251 SAMPLE_1252 SAMPLE_1253 SAMPLE_1254 SAMPLE_1255 SAMPLE_1256
#> "02114" "02114" "02" "03" "03" "03" "03" "02114"
#> SAMPLE_1257 SAMPLE_1258 SAMPLE_1259 SAMPLE_1260 SAMPLE_1261 SAMPLE_1262 SAMPLE_1263 SAMPLE_1264
#> "02361" "02137" "02" "02" "02" "02" "02" "03"
#> SAMPLE_1265 SAMPLE_1266 SAMPLE_1267 SAMPLE_1268 SAMPLE_1269 SAMPLE_1270 SAMPLE_1271 SAMPLE_1272
#> "02364" "02321" "02322" "0161" "02112" "02321" "02321" "02321"
#> SAMPLE_1273 SAMPLE_1274 SAMPLE_1275 SAMPLE_1276 SAMPLE_1277 SAMPLE_1278 SAMPLE_1279 SAMPLE_1280
#> "02321" "02171" "02171" "02" "02" "02" "02" "02363"
#> SAMPLE_1281 SAMPLE_1282 SAMPLE_1283 SAMPLE_1284 SAMPLE_1285 SAMPLE_1286 SAMPLE_1287 SAMPLE_1288
#> "03" "02135" "02113" "02" "02" "02" "03" "02361"
#> SAMPLE_1289 SAMPLE_1290 SAMPLE_1291 SAMPLE_1292 SAMPLE_1293 SAMPLE_1294 SAMPLE_1295 SAMPLE_1296
#> "02" "02322" "02112" "02163" "02133" "02113" "02321" "02"
#> SAMPLE_1297 SAMPLE_1298 SAMPLE_1299 SAMPLE_1300 SAMPLE_1301 SAMPLE_1302 SAMPLE_1303 SAMPLE_1304
#> "02171" "02321" "02" "02" "02171" "02321" "02321" "02321"
#> SAMPLE_1305 SAMPLE_1306 SAMPLE_1307 SAMPLE_1308 SAMPLE_1309 SAMPLE_1310 SAMPLE_1311 SAMPLE_1312
#> "02" "02321" "02171" "02321" "02321" "02171" "02" "02171"
#> SAMPLE_1313 SAMPLE_1314 SAMPLE_1315 SAMPLE_1316 SAMPLE_1317 SAMPLE_1318 SAMPLE_1319 SAMPLE_1320
#> "02321" "02321" "02321" "02" "02" "02" "023621" "023621"
#> SAMPLE_1321 SAMPLE_1322 SAMPLE_1323 SAMPLE_1324 SAMPLE_1325 SAMPLE_1326 SAMPLE_1327 SAMPLE_1328
#> "02" "023621" "02" "02" "02" "02117" "02113" "02"
#> SAMPLE_1329 SAMPLE_1330 SAMPLE_1331 SAMPLE_1332 SAMPLE_1333 SAMPLE_1334 SAMPLE_1335 SAMPLE_1336
#> "02113" "02113" "02135" "02135" "02113" "02113" "02113" "0161"
#> SAMPLE_1337 SAMPLE_1338 SAMPLE_1339 SAMPLE_1340 SAMPLE_1341 SAMPLE_1342 SAMPLE_1343 SAMPLE_1344
#> "02" "02" "02323" "02144" "02132" "023623" "02116" "02114"
#> SAMPLE_1345 SAMPLE_1346 SAMPLE_1347 SAMPLE_1348 SAMPLE_1349 SAMPLE_1350 SAMPLE_1351 SAMPLE_1352
#> "02" "02" "02" "02" "02134" "02323" "02" "02"
#> SAMPLE_1353 SAMPLE_1354 SAMPLE_1355 SAMPLE_1356 SAMPLE_1357 SAMPLE_1358 SAMPLE_1359 SAMPLE_1360
#> "03" "02" "02" "03" "03" "03" "03" "03"
#> SAMPLE_1361 SAMPLE_1362 SAMPLE_1363 SAMPLE_1364 SAMPLE_1365 SAMPLE_1366 SAMPLE_1367 SAMPLE_1368
#> "03" "03" "03" "03" "03" "03" "03" "03"
#> SAMPLE_1369 SAMPLE_1370 SAMPLE_1371 SAMPLE_1372 SAMPLE_1373 SAMPLE_1374 SAMPLE_1375 SAMPLE_1376
#> "03" "03" "03" "03" "03" "03" "03" "03"
#> SAMPLE_1377 SAMPLE_1378 SAMPLE_1379 SAMPLE_1380 SAMPLE_1381 SAMPLE_1382 SAMPLE_1383 SAMPLE_1384
#> "03" "03" "03" "03" "03" "03" "03" "03"
#> SAMPLE_1385 SAMPLE_1386 SAMPLE_1387 SAMPLE_1388 SAMPLE_1389 SAMPLE_1390 SAMPLE_1391 SAMPLE_1392
#> "03" "02164" "023623" "02" "02" "02162" "02164" "02164"
#> SAMPLE_1393 SAMPLE_1394 SAMPLE_1395 SAMPLE_1396 SAMPLE_1397 SAMPLE_1398 SAMPLE_1399 SAMPLE_1400
#> "02164" "02164" "02164" "02162" "023623" "02" "023622" "02162"
#> SAMPLE_1401 SAMPLE_1402 SAMPLE_1403 SAMPLE_1404 SAMPLE_1405 SAMPLE_1406 SAMPLE_1407 SAMPLE_1408
#> "023623" "02" "02" "02" "02135" "02113" "02113" "02135"
#> SAMPLE_1409 SAMPLE_1410 SAMPLE_1411 SAMPLE_1412 SAMPLE_1413 SAMPLE_1414 SAMPLE_1415 SAMPLE_1416
#> "02363" "02162" "02161" "02" "012" "012" "012" "0164"
#> SAMPLE_1417 SAMPLE_1418 SAMPLE_1419 SAMPLE_1420 SAMPLE_1421 SAMPLE_1422 SAMPLE_1423 SAMPLE_1424
#> "012" "012" "02361" "02361" "02112" "02112" "02116" "02112"
#> SAMPLE_1425 SAMPLE_1426 SAMPLE_1427 SAMPLE_1428 SAMPLE_1429 SAMPLE_1430 SAMPLE_1431 SAMPLE_1432
#> "02" "02" "0141" "02363" "02325" "02142" "02361" "02"
#> SAMPLE_1433 SAMPLE_1434 SAMPLE_1435 SAMPLE_1436 SAMPLE_1437 SAMPLE_1438 SAMPLE_1439 SAMPLE_1440
#> "03" "02" "02112" "02112" "02112" "02112" "02112" "0161"
#> SAMPLE_1441 SAMPLE_1442 SAMPLE_1443 SAMPLE_1444 SAMPLE_1445 SAMPLE_1446 SAMPLE_1447 SAMPLE_1448
#> "02112" "02363" "02363" "02163" "02112" "02" "013" "013"
#> SAMPLE_1449 SAMPLE_1450 SAMPLE_1451 SAMPLE_1452 SAMPLE_1453 SAMPLE_1454 SAMPLE_1455 SAMPLE_1456
#> "02163" "02163" "02163" "02135" "023622" "02134" "02" "02"
#> SAMPLE_1457 SAMPLE_1458 SAMPLE_1459 SAMPLE_1460 SAMPLE_1461 SAMPLE_1462 SAMPLE_1463 SAMPLE_1464
#> "02" "02" "02" "02" "02" "02113" "02113" "02116"
#> SAMPLE_1465 SAMPLE_1466 SAMPLE_1467 SAMPLE_1468 SAMPLE_1469 SAMPLE_1470 SAMPLE_1471 SAMPLE_1472
#> "02134" "02137" "02133" "02134" "02131" "02133" "02133" "02133"
#> SAMPLE_1473 SAMPLE_1474 SAMPLE_1475 SAMPLE_1476 SAMPLE_1477 SAMPLE_1478 SAMPLE_1479 SAMPLE_1480
#> "02134" "02133" "02134" "02" "02134" "02133" "02133" "02"
#> SAMPLE_1481 SAMPLE_1482 SAMPLE_1483 SAMPLE_1484 SAMPLE_1485 SAMPLE_1486 SAMPLE_1487 SAMPLE_1488
#> "02133" "02137" "02133" "02133" "02133" "02133" "02133" "02133"
#> SAMPLE_1489 SAMPLE_1490 SAMPLE_1491 SAMPLE_1492 SAMPLE_1493 SAMPLE_1494 SAMPLE_1495 SAMPLE_1496
#> "03" "03" "023623" "02" "02" "02" "02" "02"
#> SAMPLE_1497 SAMPLE_1498 SAMPLE_1499 SAMPLE_1500 SAMPLE_1501 SAMPLE_1502 SAMPLE_1503 SAMPLE_1504
#> "02" "02" "02" "02" "02" "02" "02" "02"
#> SAMPLE_1505 SAMPLE_1506 SAMPLE_1507 SAMPLE_1508 SAMPLE_1509 SAMPLE_1510 SAMPLE_1511 SAMPLE_1512
#> "02" "02" "02" "02" "02" "02" "02" "02136"
#> SAMPLE_1513 SAMPLE_1514 SAMPLE_1515 SAMPLE_1516 SAMPLE_1517 SAMPLE_1518 SAMPLE_1519 SAMPLE_1520
#> "02" "02165" "02" "02" "02" "02" "02" "02"
#> SAMPLE_1521 SAMPLE_1522 SAMPLE_1523 SAMPLE_1524 SAMPLE_1525 SAMPLE_1526 SAMPLE_1527 SAMPLE_1528
#> "02" "02" "015" "02" "012" "02321" "02112" "02112"
#> SAMPLE_1529 SAMPLE_1530 SAMPLE_1531 SAMPLE_1532 SAMPLE_1533 SAMPLE_1534 SAMPLE_1535 SAMPLE_1536
#> "02112" "02112" "02112" "02112" "02112" "023623" "02111" "02"
#> SAMPLE_1537 SAMPLE_1538 SAMPLE_1539 SAMPLE_1540 SAMPLE_1541 SAMPLE_1542 SAMPLE_1543 SAMPLE_1544
#> "02" "02113" "02113" "02111" "02" "02113" "02117" "02"
#> SAMPLE_1545 SAMPLE_1546 SAMPLE_1547 SAMPLE_1548 SAMPLE_1549 SAMPLE_1550 SAMPLE_1551 SAMPLE_1552
#> "02113" "02" "02" "02" "02111" "02" "02142" "02133"
#> SAMPLE_1553 SAMPLE_1554 SAMPLE_1555 SAMPLE_1556 SAMPLE_1557 SAMPLE_1558 SAMPLE_1559 SAMPLE_1560
#> "02" "02322" "02" "02322" "02322" "02322" "02" "02322"
#> SAMPLE_1561 SAMPLE_1562 SAMPLE_1563 SAMPLE_1564 SAMPLE_1565 SAMPLE_1566 SAMPLE_1567 SAMPLE_1568
#> "02" "02" "02322" "02" "02322" "02322" "02" "02"
#> SAMPLE_1569 SAMPLE_1570 SAMPLE_1571 SAMPLE_1572 SAMPLE_1573 SAMPLE_1574 SAMPLE_1575 SAMPLE_1576
#> "02" "02" "02" "02" "02" "02" "02322" "02"
#> SAMPLE_1577 SAMPLE_1578 SAMPLE_1579 SAMPLE_1580 SAMPLE_1581 SAMPLE_1582 SAMPLE_1583 SAMPLE_1584
#> "023623" "02371" "03" "02" "02" "03" "02164" "02132"
#> SAMPLE_1585 SAMPLE_1586 SAMPLE_1587 SAMPLE_1588 SAMPLE_1589 SAMPLE_1590 SAMPLE_1591 SAMPLE_1592
#> "02134" "02" "02132" "02132" "02163" "02132" "02163" "02134"
#> SAMPLE_1593 SAMPLE_1594 SAMPLE_1595 SAMPLE_1596 SAMPLE_1597 SAMPLE_1598 SAMPLE_1599 SAMPLE_1600
#> "02134" "02134" "02" "02162" "02112" "02136" "02363" "02363"
#> SAMPLE_1601 SAMPLE_1602 SAMPLE_1603 SAMPLE_1604 SAMPLE_1605 SAMPLE_1606 SAMPLE_1607 SAMPLE_1608
#> "02363" "02" "0144" "02" "0144" "0143" "0143" "02"
#> SAMPLE_1609 SAMPLE_1610 SAMPLE_1611 SAMPLE_1612 SAMPLE_1613 SAMPLE_1614 SAMPLE_1615 SAMPLE_1616
#> "02117" "02112" "02" "02" "02" "02" "02" "02"
#> SAMPLE_1617 SAMPLE_1618 SAMPLE_1619 SAMPLE_1620 SAMPLE_1621 SAMPLE_1622 SAMPLE_1623 SAMPLE_1624
#> "02" "02" "02162" "02162" "02135" "02162" "02133" "02133"
#> SAMPLE_1625 SAMPLE_1626 SAMPLE_1627 SAMPLE_1628 SAMPLE_1629 SAMPLE_1630 SAMPLE_1631 SAMPLE_1632
#> "02" "03" "02" "02" "02" "02171" "02144" "02"
#> SAMPLE_1633 SAMPLE_1634 SAMPLE_1635 SAMPLE_1636 SAMPLE_1637 SAMPLE_1638 SAMPLE_1639 SAMPLE_1640
#> "02" "02" "02" "02" "02374" "02" "023623" "02"
#> SAMPLE_1641 SAMPLE_1642 SAMPLE_1643 SAMPLE_1644 SAMPLE_1645 SAMPLE_1646 SAMPLE_1647 SAMPLE_1648
#> "02" "02" "02" "02" "02166" "02" "02" "02"
#> SAMPLE_1649 SAMPLE_1650 SAMPLE_1651 SAMPLE_1652 SAMPLE_1653 SAMPLE_1654 SAMPLE_1655 SAMPLE_1656
#> "02" "023622" "02133" "02" "02" "02" "02" "02"
#> SAMPLE_1657 SAMPLE_1658 SAMPLE_1659 SAMPLE_1660 SAMPLE_1661 SAMPLE_1662 SAMPLE_1663 SAMPLE_1664
#> "02325" "02" "02116" "02363" "02134" "02134" "02" "03"
#> SAMPLE_1665 SAMPLE_1666 SAMPLE_1667 SAMPLE_1668 SAMPLE_1669 SAMPLE_1670 SAMPLE_1671 SAMPLE_1672
#> "02" "02321" "0164" "02" "02141" "02134" "02" "02134"
#> SAMPLE_1673 SAMPLE_1674 SAMPLE_1675 SAMPLE_1676 SAMPLE_1677 SAMPLE_1678 SAMPLE_1679 SAMPLE_1680
#> "011" "02" "02" "02" "0143" "02134" "02165" "02112"
#> SAMPLE_1681 SAMPLE_1682 SAMPLE_1683 SAMPLE_1684 SAMPLE_1685 SAMPLE_1686 SAMPLE_1687 SAMPLE_1688
#> "02" "03" "02166" "023624" "02" "02" "02111" "02174"
#> SAMPLE_1689 SAMPLE_1690 SAMPLE_1691 SAMPLE_1692 SAMPLE_1693 SAMPLE_1694 SAMPLE_1695 SAMPLE_1696
#> "02164" "02" "02174" "02162" "02133" "0144" "02363" "02"
#> SAMPLE_1697 SAMPLE_1698 SAMPLE_1699 SAMPLE_1700 SAMPLE_1701 SAMPLE_1702 SAMPLE_1703 SAMPLE_1704
#> "02" "0142" "02134" "02172" "02" "02363" "02135" "02163"
#> SAMPLE_1705 SAMPLE_1706 SAMPLE_1707 SAMPLE_1708 SAMPLE_1709 SAMPLE_1710 SAMPLE_1711 SAMPLE_1712
#> "02163" "02135" "02163" "02136" "03" "02166" "02163" "0161"
#> SAMPLE_1713 SAMPLE_1714 SAMPLE_1715 SAMPLE_1716 SAMPLE_1717 SAMPLE_1718 SAMPLE_1719 SAMPLE_1720
#> "02364" "02" "02" "02" "02" "02" "02" "02"
#> SAMPLE_1721 SAMPLE_1722 SAMPLE_1723 SAMPLE_1724 SAMPLE_1725 SAMPLE_1726 SAMPLE_1727 SAMPLE_1728
#> "02" "02" "02" "02" "02" "02" "02" "02"
#> SAMPLE_1729 SAMPLE_1730 SAMPLE_1731 SAMPLE_1732 SAMPLE_1733 SAMPLE_1734 SAMPLE_1735 SAMPLE_1736
#> "02" "02137" "02117" "02" "03" "02163" "011" "0142"
#> SAMPLE_1737 SAMPLE_1738 SAMPLE_1739 SAMPLE_1740 SAMPLE_1741 SAMPLE_1742 SAMPLE_1743 SAMPLE_1744
#> "02" "02113" "02" "02" "02" "02" "02" "02"
#> SAMPLE_1745 SAMPLE_1746 SAMPLE_1747 SAMPLE_1748 SAMPLE_1749 SAMPLE_1750 SAMPLE_1751 SAMPLE_1752
#> "02" "02" "02" "02" "02" "02" "02" "02"
#> SAMPLE_1753 SAMPLE_1754 SAMPLE_1755 SAMPLE_1756 SAMPLE_1757 SAMPLE_1758 SAMPLE_1759 SAMPLE_1760
#> "02" "02" "02134" "02134" "023624" "02136" "02164" "02"
#> SAMPLE_1761 SAMPLE_1762 SAMPLE_1763 SAMPLE_1764 SAMPLE_1765 SAMPLE_1766 SAMPLE_1767 SAMPLE_1768
#> "02" "02" "02135" "02" "02" "02163" "02115" "02363"
#> SAMPLE_1769 SAMPLE_1770 SAMPLE_1771 SAMPLE_1772 SAMPLE_1773 SAMPLE_1774 SAMPLE_1775 SAMPLE_1776
#> "02363" "02363" "02323" "02115" "02363" "02372" "02" "02141"
#> SAMPLE_1777 SAMPLE_1778 SAMPLE_1779 SAMPLE_1780 SAMPLE_1781 SAMPLE_1782 SAMPLE_1783 SAMPLE_1784
#> "02" "02" "02" "02" "02" "02" "02" "02"
#> SAMPLE_1785 SAMPLE_1786 SAMPLE_1787 SAMPLE_1788 SAMPLE_1789 SAMPLE_1790 SAMPLE_1791 SAMPLE_1792
#> "02" "02" "02" "02" "02" "02" "023622" "02"
#> SAMPLE_1793 SAMPLE_1794 SAMPLE_1795 SAMPLE_1796 SAMPLE_1797 SAMPLE_1798 SAMPLE_1799 SAMPLE_1800
#> "02161" "02" "02" "02" "03" "02364" "02" "02"
#> SAMPLE_1801 SAMPLE_1802 SAMPLE_1803 SAMPLE_1804 SAMPLE_1805 SAMPLE_1806 SAMPLE_1807 SAMPLE_1808
#> "02" "02" "02" "02" "02" "02" "02" "02"
#> SAMPLE_1809 SAMPLE_1810 SAMPLE_1811 SAMPLE_1812 SAMPLE_1813 SAMPLE_1814 SAMPLE_1815 SAMPLE_1816
#> "02" "02" "02" "02" "02375" "02" "02" "02174"
#> SAMPLE_1817 SAMPLE_1818 SAMPLE_1819 SAMPLE_1820 SAMPLE_1821 SAMPLE_1822 SAMPLE_1823 SAMPLE_1824
#> "02145" "02" "02" "02" "02" "02" "02" "02"
#> SAMPLE_1825 SAMPLE_1826 SAMPLE_1827 SAMPLE_1828 SAMPLE_1829 SAMPLE_1830 SAMPLE_1831 SAMPLE_1832
#> "02" "02" "03" "03" "0144" "03" "03" "02"
#> SAMPLE_1833 SAMPLE_1834 SAMPLE_1835 SAMPLE_1836 SAMPLE_1837 SAMPLE_1838 SAMPLE_1839 SAMPLE_1840
#> "02" "02" "03" "02164" "02112" "0144" "02134" "023623"
#> SAMPLE_1841 SAMPLE_1842 SAMPLE_1843 SAMPLE_1844 SAMPLE_1845 SAMPLE_1846 SAMPLE_1847 SAMPLE_1848
#> "023625" "02" "02" "02" "03" "015" "03" "02"
#> SAMPLE_1849 SAMPLE_1850 SAMPLE_1851 SAMPLE_1852 SAMPLE_1853 SAMPLE_1854 SAMPLE_1855 SAMPLE_1856
#> "02" "02" "02166" "02166" "02166" "02163" "02" "02166"
#> SAMPLE_1857 SAMPLE_1858 SAMPLE_1859 SAMPLE_1860 SAMPLE_1861 SAMPLE_1862 SAMPLE_1863 SAMPLE_1864
#> "02133" "02" "0141" "02112" "02" "02" "02" "02"
#> SAMPLE_1865 SAMPLE_1866 SAMPLE_1867 SAMPLE_1868 SAMPLE_1869 SAMPLE_1870 SAMPLE_1871 SAMPLE_1872
#> "013" "02363" "02324" "02" "02325" "0141" "0161" "02"
#> SAMPLE_1873 SAMPLE_1874 SAMPLE_1875 SAMPLE_1876 SAMPLE_1877 SAMPLE_1878 SAMPLE_1879 SAMPLE_1880
#> "02" "02363" "0141" "0141" "0141" "02325" "023624" "02165"
#> SAMPLE_1881 SAMPLE_1882 SAMPLE_1883 SAMPLE_1884 SAMPLE_1885 SAMPLE_1886 SAMPLE_1887 SAMPLE_1888
#> "02135" "02112" "02" "03" "02" "02" "02" "02143"
#> SAMPLE_1889 SAMPLE_1890 SAMPLE_1891 SAMPLE_1892 SAMPLE_1893 SAMPLE_1894 SAMPLE_1895 SAMPLE_1896
#> "0163" "0164" "0162" "0162" "012" "0162" "03" "03"
#> SAMPLE_1897 SAMPLE_1898 SAMPLE_1899 SAMPLE_1900 SAMPLE_1901 SAMPLE_1902 SAMPLE_1903 SAMPLE_1904
#> "03" "03" "03" "03" "03" "03" "03" "03"
#> SAMPLE_1905 SAMPLE_1906 SAMPLE_1907 SAMPLE_1908 SAMPLE_1909 SAMPLE_1910 SAMPLE_1911 SAMPLE_1912
#> "02324" "02117" "02111" "013" "02115" "03" "03" "02"
#> SAMPLE_1913 SAMPLE_1914 SAMPLE_1915 SAMPLE_1916 SAMPLE_1917 SAMPLE_1918 SAMPLE_1919 SAMPLE_1920
#> "02" "02" "02" "02161" "02161" "02161" "02163" "02"
#> SAMPLE_1921 SAMPLE_1922 SAMPLE_1923 SAMPLE_1924 SAMPLE_1925 SAMPLE_1926 SAMPLE_1927 SAMPLE_1928
#> "013" "02171" "02321" "023625" "02166" "03" "02164" "03"
#> SAMPLE_1929 SAMPLE_1930 SAMPLE_1931 SAMPLE_1932 SAMPLE_1933 SAMPLE_1934 SAMPLE_1935 SAMPLE_1936
#> "02" "0144" "02" "011" "02" "02" "02" "02113"
#> SAMPLE_1937 SAMPLE_1938 SAMPLE_1939 SAMPLE_1940 SAMPLE_1941 SAMPLE_1942 SAMPLE_1943 SAMPLE_1944
#> "03" "02" "02112" "02114" "02114" "02113" "02116" "02135"
#> SAMPLE_1945 SAMPLE_1946 SAMPLE_1947 SAMPLE_1948 SAMPLE_1949 SAMPLE_1950 SAMPLE_1951 SAMPLE_1952
#> "02113" "02114" "02113" "02113" "02163" "02132" "02112" "02112"
#> SAMPLE_1953 SAMPLE_1954 SAMPLE_1955 SAMPLE_1956 SAMPLE_1957 SAMPLE_1958 SAMPLE_1959 SAMPLE_1960
#> "02132" "02113" "02113" "02161" "02" "02" "02" "02"
#> SAMPLE_1961 SAMPLE_1962 SAMPLE_1963 SAMPLE_1964 SAMPLE_1965 SAMPLE_1966 SAMPLE_1967 SAMPLE_1968
#> "02" "02" "02" "02111" "02117" "02" "02164" "023623"
#> SAMPLE_1969 SAMPLE_1970 SAMPLE_1971 SAMPLE_1972 SAMPLE_1973 SAMPLE_1974 SAMPLE_1975 SAMPLE_1976
#> "013" "02" "02" "02" "013" "02" "02113" "02"
#> SAMPLE_1977 SAMPLE_1978 SAMPLE_1979 SAMPLE_1980 SAMPLE_1981 SAMPLE_1982 SAMPLE_1983 SAMPLE_1984
#> "02" "02" "02112" "02" "02321" "02321" "02321" "02321"
#> SAMPLE_1985 SAMPLE_1986 SAMPLE_1987 SAMPLE_1988 SAMPLE_1989 SAMPLE_1990 SAMPLE_1991 SAMPLE_1992
#> "02321" "02321" "02" "02171" "02" "02321" "02321" "03"
#> SAMPLE_1993 SAMPLE_1994 SAMPLE_1995 SAMPLE_1996 SAMPLE_1997 SAMPLE_1998 SAMPLE_1999 SAMPLE_2000
#> "02" "02" "02" "02116" "02134" "02112" "02" "0164"
#> SAMPLE_2001 SAMPLE_2002 SAMPLE_2003 SAMPLE_2004 SAMPLE_2005 SAMPLE_2006 SAMPLE_2007 SAMPLE_2008
#> "02321" "02111" "02111" "02113" "02113" "02111" "02111" "02111"
#> SAMPLE_2009 SAMPLE_2010 SAMPLE_2011 SAMPLE_2012 SAMPLE_2013 SAMPLE_2014 SAMPLE_2015 SAMPLE_2016
#> "02113" "02117" "02113" "02117" "02117" "03" "02" "02"
#> SAMPLE_2017 SAMPLE_2018 SAMPLE_2019 SAMPLE_2020 SAMPLE_2021 SAMPLE_2022 SAMPLE_2023 SAMPLE_2024
#> "02" "02134" "02" "02161" "02" "02" "02" "02"
#> SAMPLE_2025 SAMPLE_2026 SAMPLE_2027 SAMPLE_2028 SAMPLE_2029 SAMPLE_2030 SAMPLE_2031 SAMPLE_2032
#> "03" "03" "02321" "02171" "02171" "02163" "03" "03"
#> SAMPLE_2033 SAMPLE_2034 SAMPLE_2035 SAMPLE_2036 SAMPLE_2037 SAMPLE_2038 SAMPLE_2039 SAMPLE_2040
#> "03" "03" "03" "03" "02" "02" "02111" "02373"
#> SAMPLE_2041 SAMPLE_2042 SAMPLE_2043 SAMPLE_2044 SAMPLE_2045 SAMPLE_2046 SAMPLE_2047 SAMPLE_2048
#> "02143" "02135" "02113" "02111" "02111" "02115" "02115" "02111"
#> SAMPLE_2049 SAMPLE_2050 SAMPLE_2051 SAMPLE_2052 SAMPLE_2053 SAMPLE_2054 SAMPLE_2055 SAMPLE_2056
#> "02163" "02" "02143" "03" "03" "03" "02375" "02"
#> SAMPLE_2057 SAMPLE_2058 SAMPLE_2059 SAMPLE_2060 SAMPLE_2061 SAMPLE_2062 SAMPLE_2063 SAMPLE_2064
#> "02116" "02165" "03" "02" "015" "02" "02143" "03"
#> SAMPLE_2065 SAMPLE_2066 SAMPLE_2067 SAMPLE_2068 SAMPLE_2069 SAMPLE_2070 SAMPLE_2071 SAMPLE_2072
#> "02" "03" "02" "02373" "02364" "02171" "02321" "02111"
#> SAMPLE_2073 SAMPLE_2074 SAMPLE_2075 SAMPLE_2076 SAMPLE_2077 SAMPLE_2078 SAMPLE_2079 SAMPLE_2080
#> "02111" "02117" "02115" "02111" "02323" "02323" "02323" "02326"
#> SAMPLE_2081 SAMPLE_2082 SAMPLE_2083 SAMPLE_2084 SAMPLE_2085 SAMPLE_2086 SAMPLE_2087 SAMPLE_2088
#> "02" "02115" "02" "02144" "02144" "02144" "02323" "02173"
#> SAMPLE_2089 SAMPLE_2090 SAMPLE_2091 SAMPLE_2092 SAMPLE_2093 SAMPLE_2094 SAMPLE_2095 SAMPLE_2096
#> "02144" "02173" "02326" "02323" "02132" "02132" "02173" "02144"
#> SAMPLE_2097 SAMPLE_2098 SAMPLE_2099 SAMPLE_2100 SAMPLE_2101 SAMPLE_2102 SAMPLE_2103 SAMPLE_2104
#> "02323" "02132" "02323" "02323" "02323" "02323" "02173" "02"
#> SAMPLE_2105 SAMPLE_2106 SAMPLE_2107 SAMPLE_2108 SAMPLE_2109 SAMPLE_2110 SAMPLE_2111 SAMPLE_2112
#> "02144" "02144" "02144" "02323" "02" "02115" "02" "02323"
#> SAMPLE_2113 SAMPLE_2114 SAMPLE_2115 SAMPLE_2116 SAMPLE_2117 SAMPLE_2118 SAMPLE_2119 SAMPLE_2120
#> "02323" "02323" "02173" "02326" "02323" "02323" "02173" "02144"
#> SAMPLE_2121 SAMPLE_2122 SAMPLE_2123 SAMPLE_2124 SAMPLE_2125 SAMPLE_2126 SAMPLE_2127 SAMPLE_2128
#> "02323" "02323" "02132" "02326" "02" "02132" "02132" "02323"
#> SAMPLE_2129 SAMPLE_2130 SAMPLE_2131 SAMPLE_2132 SAMPLE_2133 SAMPLE_2134 SAMPLE_2135 SAMPLE_2136
#> "02132" "02323" "02144" "02324" "02323" "02115" "02" "02132"
#> SAMPLE_2137 SAMPLE_2138 SAMPLE_2139 SAMPLE_2140 SAMPLE_2141 SAMPLE_2142 SAMPLE_2143 SAMPLE_2144
#> "02323" "02" "02" "02112" "013" "02" "02" "02"
#> SAMPLE_2145 SAMPLE_2146 SAMPLE_2147 SAMPLE_2148 SAMPLE_2149 SAMPLE_2150 SAMPLE_2151 SAMPLE_2152
#> "02" "03" "02" "02" "02" "02" "02375" "02"
#> SAMPLE_2153 SAMPLE_2154 SAMPLE_2155 SAMPLE_2156 SAMPLE_2157 SAMPLE_2158 SAMPLE_2159 SAMPLE_2160
#> "02" "02321" "02" "02171" "02321" "02171" "02171" "02321"
#> SAMPLE_2161 SAMPLE_2162 SAMPLE_2163 SAMPLE_2164 SAMPLE_2165 SAMPLE_2166 SAMPLE_2167 SAMPLE_2168
#> "02171" "02363" "02141" "02141" "02117" "02132" "02117" "02111"
#> SAMPLE_2169 SAMPLE_2170 SAMPLE_2171 SAMPLE_2172 SAMPLE_2173 SAMPLE_2174 SAMPLE_2175 SAMPLE_2176
#> "02" "02" "02" "02" "03" "02" "02" "02166"
#> SAMPLE_2177 SAMPLE_2178 SAMPLE_2179 SAMPLE_2180 SAMPLE_2181 SAMPLE_2182 SAMPLE_2183 SAMPLE_2184
#> "02" "023623" "03" "02" "02" "0144" "02112" "03"
#> SAMPLE_2185 SAMPLE_2186 SAMPLE_2187 SAMPLE_2188 SAMPLE_2189 SAMPLE_2190 SAMPLE_2191 SAMPLE_2192
#> "03" "02" "02321" "02" "02" "02" "02" "02"
#> SAMPLE_2193 SAMPLE_2194 SAMPLE_2195 SAMPLE_2196 SAMPLE_2197 SAMPLE_2198 SAMPLE_2199 SAMPLE_2200
#> "02" "02" "02" "02" "02" "02166" "02" "02"
#> SAMPLE_2201 SAMPLE_2202 SAMPLE_2203 SAMPLE_2204 SAMPLE_2205 SAMPLE_2206 SAMPLE_2207 SAMPLE_2208
#> "03" "02" "02" "02" "02" "0162" "02" "02165"
#> SAMPLE_2209 SAMPLE_2210 SAMPLE_2211 SAMPLE_2212 SAMPLE_2213 SAMPLE_2214 SAMPLE_2215 SAMPLE_2216
#> "02374" "03" "02" "02112" "02375" "02" "02" "03"
#> SAMPLE_2217 SAMPLE_2218 SAMPLE_2219 SAMPLE_2220 SAMPLE_2221 SAMPLE_2222 SAMPLE_2223 SAMPLE_2224
#> "02161" "02" "02143" "02166" "02" "02" "02" "02371"
#> SAMPLE_2225 SAMPLE_2226 SAMPLE_2227 SAMPLE_2228 SAMPLE_2229 SAMPLE_2230 SAMPLE_2231 SAMPLE_2232
#> "02171" "0163" "02141" "03" "02134" "0144" "02" "02"
#> SAMPLE_2233 SAMPLE_2234 SAMPLE_2235 SAMPLE_2236 SAMPLE_2237 SAMPLE_2238 SAMPLE_2239 SAMPLE_2240
#> "03" "023625" "03" "03" "02" "02364" "02" "03"
#> SAMPLE_2241 SAMPLE_2242 SAMPLE_2243 SAMPLE_2244 SAMPLE_2245 SAMPLE_2246 SAMPLE_2247 SAMPLE_2248
#> "03" "03" "03" "03" "03" "03" "02112" "02"
#> SAMPLE_2249 SAMPLE_2250 SAMPLE_2251 SAMPLE_2252 SAMPLE_2253 SAMPLE_2254 SAMPLE_2255 SAMPLE_2256
#> "03" "02" "0145" "02112" "03" "02" "02" "02"
#> SAMPLE_2257 SAMPLE_2258 SAMPLE_2259 SAMPLE_2260 SAMPLE_2261 SAMPLE_2262 SAMPLE_2263 SAMPLE_2264
#> "02" "02161" "02" "03" "0142" "011" "02" "03"
#> SAMPLE_2265 SAMPLE_2266 SAMPLE_2267 SAMPLE_2268 SAMPLE_2269 SAMPLE_2270 SAMPLE_2271 SAMPLE_2272
#> "02372" "023622" "02165" "03" "02" "023624" "023624" "023624"
#> SAMPLE_2273 SAMPLE_2274 SAMPLE_2275 SAMPLE_2276 SAMPLE_2277 SAMPLE_2278 SAMPLE_2279 SAMPLE_2280
#> "011" "02116" "02" "02" "02" "02" "02" "02"
#> SAMPLE_2281 SAMPLE_2282 SAMPLE_2283 SAMPLE_2284 SAMPLE_2285 SAMPLE_2286 SAMPLE_2287 SAMPLE_2288
#> "02" "02" "02" "02133" "02324" "02" "02" "011"
#> SAMPLE_2289 SAMPLE_2290 SAMPLE_2291 SAMPLE_2292 SAMPLE_2293 SAMPLE_2294 SAMPLE_2295 SAMPLE_2296
#> "02161" "03" "03" "02" "02" "02" "02" "03"
#> SAMPLE_2297 SAMPLE_2298 SAMPLE_2299 SAMPLE_2300 SAMPLE_2301 SAMPLE_2302 SAMPLE_2303 SAMPLE_2304
#> "02166" "02" "03" "02" "02" "02112" "02" "03"
#> SAMPLE_2305 SAMPLE_2306 SAMPLE_2307 SAMPLE_2308 SAMPLE_2309 SAMPLE_2310 SAMPLE_2311 SAMPLE_2312
#> "0144" "02" "02" "02133" "02" "02" "02" "02"
#> SAMPLE_2313 SAMPLE_2314 SAMPLE_2315 SAMPLE_2316 SAMPLE_2317 SAMPLE_2318 SAMPLE_2319 SAMPLE_2320
#> "02" "03" "03" "03" "03" "03" "0143" "02"
#> SAMPLE_2321 SAMPLE_2322 SAMPLE_2323 SAMPLE_2324 SAMPLE_2325 SAMPLE_2326 SAMPLE_2327 SAMPLE_2328
#> "02" "02" "02" "02" "02112" "02324" "023624" "02"
#> SAMPLE_2329 SAMPLE_2330 SAMPLE_2331 SAMPLE_2332 SAMPLE_2333 SAMPLE_2334 SAMPLE_2335 SAMPLE_2336
#> "02" "02161" "02" "02" "02" "02" "02" "02"
#> SAMPLE_2337 SAMPLE_2338 SAMPLE_2339 SAMPLE_2340 SAMPLE_2341 SAMPLE_2342 SAMPLE_2343 SAMPLE_2344
#> "02" "02" "03" "03" "03" "03" "03" "02"
#> SAMPLE_2345 SAMPLE_2346 SAMPLE_2347 SAMPLE_2348 SAMPLE_2349 SAMPLE_2350 SAMPLE_2351 SAMPLE_2352
#> "02111" "02" "023623" "02143" "03" "02" "03" "02172"
#> SAMPLE_2353 SAMPLE_2354 SAMPLE_2355 SAMPLE_2356 SAMPLE_2357 SAMPLE_2358 SAMPLE_2359 SAMPLE_2360
#> "011" "02321" "02171" "02" "02" "02" "02143" "02"
#> SAMPLE_2361 SAMPLE_2362 SAMPLE_2363 SAMPLE_2364 SAMPLE_2365 SAMPLE_2366 SAMPLE_2367 SAMPLE_2368
#> "02" "02364" "03" "02" "023623" "02" "02" "02172"
#> SAMPLE_2369 SAMPLE_2370 SAMPLE_2371 SAMPLE_2372 SAMPLE_2373 SAMPLE_2374 SAMPLE_2375 SAMPLE_2376
#> "0142" "0142" "02" "02134" "0142" "0142" "02172" "0142"
#> SAMPLE_2377 SAMPLE_2378 SAMPLE_2379 SAMPLE_2380 SAMPLE_2381 SAMPLE_2382 SAMPLE_2383 SAMPLE_2384
#> "0142" "0142" "02172" "0142" "02172" "0142" "02172" "02"
#> SAMPLE_2385 SAMPLE_2386 SAMPLE_2387 SAMPLE_2388 SAMPLE_2389 SAMPLE_2390 SAMPLE_2391 SAMPLE_2392
#> "02" "0141" "02325" "02325" "02" "02" "02" "03"
#> SAMPLE_2393 SAMPLE_2394 SAMPLE_2395 SAMPLE_2396 SAMPLE_2397 SAMPLE_2398 SAMPLE_2399 SAMPLE_2400
#> "03" "02161" "02321" "02161" "03" "0142" "0142" "0142"
#> SAMPLE_2401 SAMPLE_2402 SAMPLE_2403 SAMPLE_2404 SAMPLE_2405 SAMPLE_2406 SAMPLE_2407 SAMPLE_2408
#> "0142" "0142" "0141" "0141" "02325" "02325" "02325" "02325"
#> SAMPLE_2409 SAMPLE_2410 SAMPLE_2411 SAMPLE_2412 SAMPLE_2413 SAMPLE_2414 SAMPLE_2415 SAMPLE_2416
#> "02" "02" "011" "02" "02137" "02" "02" "02"
#> SAMPLE_2417 SAMPLE_2418 SAMPLE_2419 SAMPLE_2420 SAMPLE_2421 SAMPLE_2422 SAMPLE_2423 SAMPLE_2424
#> "02" "023622" "023623" "03" "011" "02" "03" "02"
#> SAMPLE_2425 SAMPLE_2426 SAMPLE_2427 SAMPLE_2428 SAMPLE_2429 SAMPLE_2430 SAMPLE_2431 SAMPLE_2432
#> "02" "03" "02161" "02161" "02134" "03" "03" "03"
#> SAMPLE_2433 SAMPLE_2434 SAMPLE_2435 SAMPLE_2436 SAMPLE_2437 SAMPLE_2438 SAMPLE_2439 SAMPLE_2440
#> "02161" "02" "03" "012" "02" "02" "02375" "02"
#> SAMPLE_2441 SAMPLE_2442 SAMPLE_2443 SAMPLE_2444 SAMPLE_2445 SAMPLE_2446 SAMPLE_2447 SAMPLE_2448
#> "02" "03" "03" "03" "02" "03" "012" "02"
#> SAMPLE_2449 SAMPLE_2450 SAMPLE_2451 SAMPLE_2452 SAMPLE_2453 SAMPLE_2454 SAMPLE_2455 SAMPLE_2456
#> "03" "02" "012" "02" "02" "02" "02" "02"
#> SAMPLE_2457 SAMPLE_2458 SAMPLE_2459 SAMPLE_2460 SAMPLE_2461 SAMPLE_2462 SAMPLE_2463 SAMPLE_2464
#> "02" "02165" "013" "03" "02" "02134" "015" "02"
#> SAMPLE_2465 SAMPLE_2466 SAMPLE_2467 SAMPLE_2468 SAMPLE_2469 SAMPLE_2470 SAMPLE_2471 SAMPLE_2472
#> "011" "02364" "011" "02" "02" "03" "03" "02"
#> SAMPLE_2473 SAMPLE_2474 SAMPLE_2475 SAMPLE_2476 SAMPLE_2477 SAMPLE_2478 SAMPLE_2479 SAMPLE_2480
#> "02" "02161" "02" "02" "02" "02161" "02162" "02"
#> SAMPLE_2481 SAMPLE_2482 SAMPLE_2483 SAMPLE_2484 SAMPLE_2485 SAMPLE_2486 SAMPLE_2487 SAMPLE_2488
#> "02" "02374" "02" "03" "02132" "03" "02" "02"
#> SAMPLE_2489 SAMPLE_2490 SAMPLE_2491 SAMPLE_2492 SAMPLE_2493 SAMPLE_2494 SAMPLE_2495 SAMPLE_2496
#> "02" "02" "02" "02" "02" "02" "02" "02"
#> SAMPLE_2497 SAMPLE_2498 SAMPLE_2499 SAMPLE_2500 SAMPLE_2501 SAMPLE_2502 SAMPLE_2503 SAMPLE_2504
#> "02" "02" "02" "02" "02" "02" "02" "02"
#> SAMPLE_2505 SAMPLE_2506 SAMPLE_2507 SAMPLE_2508 SAMPLE_2509 SAMPLE_2510 SAMPLE_2511 SAMPLE_2512
#> "02" "02" "02" "0144" "0144" "02141" "02141" "02"
#> SAMPLE_2513 SAMPLE_2514 SAMPLE_2515 SAMPLE_2516 SAMPLE_2517 SAMPLE_2518 SAMPLE_2519 SAMPLE_2520
#> "02" "02364" "0163" "02171" "02" "02166" "02" "02"
#> SAMPLE_2521 SAMPLE_2522 SAMPLE_2523 SAMPLE_2524 SAMPLE_2525 SAMPLE_2526 SAMPLE_2527 SAMPLE_2528
#> "02" "02161" "02" "02" "03" "02" "02" "011"
#> SAMPLE_2529 SAMPLE_2530 SAMPLE_2531 SAMPLE_2532 SAMPLE_2533 SAMPLE_2534 SAMPLE_2535 SAMPLE_2536
#> "03" "03" "02133" "02" "03" "02363" "02131" "02131"
#> SAMPLE_2537 SAMPLE_2538 SAMPLE_2539 SAMPLE_2540 SAMPLE_2541 SAMPLE_2542 SAMPLE_2543 SAMPLE_2544
#> "02134" "02136" "0144" "02131" "02131" "02134" "02131" "02161"
#> SAMPLE_2545 SAMPLE_2546 SAMPLE_2547 SAMPLE_2548 SAMPLE_2549 SAMPLE_2550 SAMPLE_2551 SAMPLE_2552
#> "02131" "02131" "02131" "02136" "02131" "02131" "02131" "02363"
#> SAMPLE_2553 SAMPLE_2554 SAMPLE_2555 SAMPLE_2556 SAMPLE_2557 SAMPLE_2558 SAMPLE_2559 SAMPLE_2560
#> "02" "0142" "0143" "02" "02" "02143" "02" "02"
#> SAMPLE_2561 SAMPLE_2562 SAMPLE_2563 SAMPLE_2564 SAMPLE_2565 SAMPLE_2566 SAMPLE_2567 SAMPLE_2568
#> "0143" "02" "0143" "0143" "0143" "0143" "02" "0142"
#> SAMPLE_2569 SAMPLE_2570 SAMPLE_2571 SAMPLE_2572 SAMPLE_2573 SAMPLE_2574 SAMPLE_2575 SAMPLE_2576
#> "0143" "02" "02" "02" "02" "02132" "02163" "02163"
#> SAMPLE_2577 SAMPLE_2578 SAMPLE_2579 SAMPLE_2580 SAMPLE_2581 SAMPLE_2582 SAMPLE_2583 SAMPLE_2584
#> "02" "02134" "02" "03" "02" "02321" "02" "02163"
#> SAMPLE_2585 SAMPLE_2586 SAMPLE_2587 SAMPLE_2588 SAMPLE_2589 SAMPLE_2590 SAMPLE_2591 SAMPLE_2592
#> "023622" "02163" "02" "02" "02" "02" "03" "02171"
#> SAMPLE_2593 SAMPLE_2594 SAMPLE_2595 SAMPLE_2596 SAMPLE_2597 SAMPLE_2598 SAMPLE_2599 SAMPLE_2600
#> "02321" "02321" "02" "03" "02" "02" "02134" "02"
#> SAMPLE_2601 SAMPLE_2602 SAMPLE_2603 SAMPLE_2604 SAMPLE_2605 SAMPLE_2606 SAMPLE_2607 SAMPLE_2608
#> "02" "02" "02161" "02" "02134" "02134" "02" "0143"
#> SAMPLE_2609 SAMPLE_2610 SAMPLE_2611 SAMPLE_2612 SAMPLE_2613 SAMPLE_2614 SAMPLE_2615 SAMPLE_2616
#> "02" "02" "023623" "02" "02134" "02" "02163" "02"
#> SAMPLE_2617 SAMPLE_2618 SAMPLE_2619 SAMPLE_2620 SAMPLE_2621 SAMPLE_2622 SAMPLE_2623 SAMPLE_2624
#> "02" "03" "02163" "02134" "02" "02" "02161" "02166"
#> SAMPLE_2625 SAMPLE_2626 SAMPLE_2627 SAMPLE_2628 SAMPLE_2629 SAMPLE_2630 SAMPLE_2631 SAMPLE_2632
#> "023622" "02" "02" "02" "02166" "02" "02372" "02372"
#> SAMPLE_2633 SAMPLE_2634 SAMPLE_2635 SAMPLE_2636 SAMPLE_2637 SAMPLE_2638 SAMPLE_2639 SAMPLE_2640
#> "02" "02133" "02161" "02163" "02163" "02132" "02132" "02132"
#> SAMPLE_2641 SAMPLE_2642 SAMPLE_2643 SAMPLE_2644 SAMPLE_2645 SAMPLE_2646 SAMPLE_2647 SAMPLE_2648
#> "03" "02" "02" "02" "02166" "03" "02" "02372"
#> SAMPLE_2649 SAMPLE_2650 SAMPLE_2651 SAMPLE_2652 SAMPLE_2653 SAMPLE_2654 SAMPLE_2655 SAMPLE_2656
#> "02" "03" "02" "03" "03" "03" "03" "02161"
#> SAMPLE_2657 SAMPLE_2658 SAMPLE_2659 SAMPLE_2660 SAMPLE_2661 SAMPLE_2662 SAMPLE_2663 SAMPLE_2664
#> "02163" "03" "03" "02" "03" "03" "03" "02171"
#> SAMPLE_2665 SAMPLE_2666 SAMPLE_2667 SAMPLE_2668 SAMPLE_2669 SAMPLE_2670 SAMPLE_2671 SAMPLE_2672
#> "02321" "02171" "02" "02" "02" "02163" "02163" "02134"
#> SAMPLE_2673 SAMPLE_2674 SAMPLE_2675 SAMPLE_2676 SAMPLE_2677 SAMPLE_2678 SAMPLE_2679 SAMPLE_2680
#> "02134" "02131" "02131" "02133" "02131" "02115" "02" "02374"
#> SAMPLE_2681 SAMPLE_2682 SAMPLE_2683 SAMPLE_2684 SAMPLE_2685 SAMPLE_2686 SAMPLE_2687 SAMPLE_2688
#> "02372" "023625" "02" "02" "02133" "02131" "02131" "02375"
#> SAMPLE_2689 SAMPLE_2690 SAMPLE_2691 SAMPLE_2692 SAMPLE_2693 SAMPLE_2694 SAMPLE_2695 SAMPLE_2696
#> "02" "02163" "02137" "03" "02" "02" "02322" "02"
#> SAMPLE_2697 SAMPLE_2698 SAMPLE_2699 SAMPLE_2700 SAMPLE_2701 SAMPLE_2702 SAMPLE_2703 SAMPLE_2704
#> "02" "02322" "02" "02" "02" "023622" "02" "02"
#> SAMPLE_2705 SAMPLE_2706 SAMPLE_2707 SAMPLE_2708 SAMPLE_2709 SAMPLE_2710 SAMPLE_2711 SAMPLE_2712
#> "02" "02163" "02163" "02163" "02163" "02" "02174" "02322"
#> SAMPLE_2713 SAMPLE_2714 SAMPLE_2715 SAMPLE_2716 SAMPLE_2717 SAMPLE_2718 SAMPLE_2719 SAMPLE_2720
#> "02" "0145" "02" "0145" "02" "02" "02" "02"
#> SAMPLE_2721 SAMPLE_2722 SAMPLE_2723 SAMPLE_2724 SAMPLE_2725 SAMPLE_2726 SAMPLE_2727 SAMPLE_2728
#> "02163" "013" "02132" "02" "02" "02" "02" "02"
#> SAMPLE_2729 SAMPLE_2730 SAMPLE_2731 SAMPLE_2732 SAMPLE_2733 SAMPLE_2734 SAMPLE_2735 SAMPLE_2736
#> "02322" "02322" "02322" "02322" "02322" "02" "02" "0161"
#> SAMPLE_2737 SAMPLE_2738 SAMPLE_2739 SAMPLE_2740 SAMPLE_2741 SAMPLE_2742 SAMPLE_2743 SAMPLE_2744
#> "0143" "0143" "0143" "0143" "0142" "0143" "0144" "0143"
#> SAMPLE_2745 SAMPLE_2746 SAMPLE_2747 SAMPLE_2748 SAMPLE_2749 SAMPLE_2750 SAMPLE_2751 SAMPLE_2752
#> "0143" "02" "0165" "02131" "02131" "02131" "02131" "02131"
#> SAMPLE_2753 SAMPLE_2754 SAMPLE_2755 SAMPLE_2756 SAMPLE_2757 SAMPLE_2758 SAMPLE_2759 SAMPLE_2760
#> "02131" "02131" "02131" "02131" "02131" "02131" "02132" "0161"
#> SAMPLE_2761 SAMPLE_2762 SAMPLE_2763 SAMPLE_2764 SAMPLE_2765 SAMPLE_2766 SAMPLE_2767 SAMPLE_2768
#> "02" "02" "02" "02" "02" "02" "02" "02"
#> SAMPLE_2769 SAMPLE_2770 SAMPLE_2771 SAMPLE_2772 SAMPLE_2773 SAMPLE_2774 SAMPLE_2775 SAMPLE_2776
#> "02" "02" "02" "02" "02" "02133" "02165" "02"
#> SAMPLE_2777 SAMPLE_2778 SAMPLE_2779 SAMPLE_2780 SAMPLE_2781 SAMPLE_2782 SAMPLE_2783 SAMPLE_2784
#> "02135" "02372" "02145" "02143" "02" "02134" "02163" "02"
#> SAMPLE_2785 SAMPLE_2786 SAMPLE_2787 SAMPLE_2788 SAMPLE_2789 SAMPLE_2790 SAMPLE_2791 SAMPLE_2792
#> "0161" "02" "0143" "0141" "02" "0141" "0141" "0141"
#> SAMPLE_2793 SAMPLE_2794 SAMPLE_2795 SAMPLE_2796 SAMPLE_2797 SAMPLE_2798 SAMPLE_2799 SAMPLE_2800
#> "02" "02" "03" "023622" "02325" "02" "02" "02166"
#> SAMPLE_2801
#> "02"
get_classes(res_rh, merge_node = merge_node_param(min_n_signatures = 9604))
#> SAMPLE_1 SAMPLE_2 SAMPLE_3 SAMPLE_4 SAMPLE_5 SAMPLE_6 SAMPLE_7 SAMPLE_8
#> "02" "02" "02" "02" "02" "02" "02" "02"
#> SAMPLE_9 SAMPLE_10 SAMPLE_11 SAMPLE_12 SAMPLE_13 SAMPLE_14 SAMPLE_15 SAMPLE_16
#> "02" "02" "02" "02" "02321" "02" "0165" "0165"
#> SAMPLE_17 SAMPLE_18 SAMPLE_19 SAMPLE_20 SAMPLE_21 SAMPLE_22 SAMPLE_23 SAMPLE_24
#> "02" "02" "0163" "02115" "0163" "02" "02" "02"
#> SAMPLE_25 SAMPLE_26 SAMPLE_27 SAMPLE_28 SAMPLE_29 SAMPLE_30 SAMPLE_31 SAMPLE_32
#> "02" "02" "02" "02" "02" "02" "02" "02"
#> SAMPLE_33 SAMPLE_34 SAMPLE_35 SAMPLE_36 SAMPLE_37 SAMPLE_38 SAMPLE_39 SAMPLE_40
#> "02161" "02" "02161" "02137" "02" "02" "02137" "02"
#> SAMPLE_41 SAMPLE_42 SAMPLE_43 SAMPLE_44 SAMPLE_45 SAMPLE_46 SAMPLE_47 SAMPLE_48
#> "02" "02" "02161" "02137" "02137" "02" "02" "02"
#> SAMPLE_49 SAMPLE_50 SAMPLE_51 SAMPLE_52 SAMPLE_53 SAMPLE_54 SAMPLE_55 SAMPLE_56
#> "02" "02" "02" "02" "02" "02" "02" "02"
#> SAMPLE_57 SAMPLE_58 SAMPLE_59 SAMPLE_60 SAMPLE_61 SAMPLE_62 SAMPLE_63 SAMPLE_64
#> "015" "015" "015" "015" "015" "02171" "02321" "02"
#> SAMPLE_65 SAMPLE_66 SAMPLE_67 SAMPLE_68 SAMPLE_69 SAMPLE_70 SAMPLE_71 SAMPLE_72
#> "02171" "02171" "02171" "02" "02161" "02" "02" "02163"
#> SAMPLE_73 SAMPLE_74 SAMPLE_75 SAMPLE_76 SAMPLE_77 SAMPLE_78 SAMPLE_79 SAMPLE_80
#> "02" "02" "02161" "02" "02" "02" "02" "015"
#> SAMPLE_81 SAMPLE_82 SAMPLE_83 SAMPLE_84 SAMPLE_85 SAMPLE_86 SAMPLE_87 SAMPLE_88
#> "015" "015" "015" "015" "011" "011" "0164" "012"
#> SAMPLE_89 SAMPLE_90 SAMPLE_91 SAMPLE_92 SAMPLE_93 SAMPLE_94 SAMPLE_95 SAMPLE_96
#> "0162" "013" "013" "011" "013" "015" "011" "013"
#> SAMPLE_97 SAMPLE_98 SAMPLE_99 SAMPLE_100 SAMPLE_101 SAMPLE_102 SAMPLE_103 SAMPLE_104
#> "011" "011" "013" "02171" "02171" "02" "02171" "02321"
#> SAMPLE_105 SAMPLE_106 SAMPLE_107 SAMPLE_108 SAMPLE_109 SAMPLE_110 SAMPLE_111 SAMPLE_112
#> "02171" "02321" "02171" "02171" "02171" "02171" "02137" "02161"
#> SAMPLE_113 SAMPLE_114 SAMPLE_115 SAMPLE_116 SAMPLE_117 SAMPLE_118 SAMPLE_119 SAMPLE_120
#> "02" "02" "02" "02" "02" "02161" "02" "02161"
#> SAMPLE_121 SAMPLE_122 SAMPLE_123 SAMPLE_124 SAMPLE_125 SAMPLE_126 SAMPLE_127 SAMPLE_128
#> "02" "02" "02" "02171" "0142" "02142" "02371" "012"
#> SAMPLE_129 SAMPLE_130 SAMPLE_131 SAMPLE_132 SAMPLE_133 SAMPLE_134 SAMPLE_135 SAMPLE_136
#> "013" "011" "013" "013" "013" "013" "012" "02113"
#> SAMPLE_137 SAMPLE_138 SAMPLE_139 SAMPLE_140 SAMPLE_141 SAMPLE_142 SAMPLE_143 SAMPLE_144
#> "02141" "02114" "02373" "02" "012" "02" "02111" "02"
#> SAMPLE_145 SAMPLE_146 SAMPLE_147 SAMPLE_148 SAMPLE_149 SAMPLE_150 SAMPLE_151 SAMPLE_152
#> "02371" "02" "02" "02" "02" "015" "012" "012"
#> SAMPLE_153 SAMPLE_154 SAMPLE_155 SAMPLE_156 SAMPLE_157 SAMPLE_158 SAMPLE_159 SAMPLE_160
#> "0164" "011" "012" "015" "02" "012" "013" "011"
#> SAMPLE_161 SAMPLE_162 SAMPLE_163 SAMPLE_164 SAMPLE_165 SAMPLE_166 SAMPLE_167 SAMPLE_168
#> "012" "012" "012" "012" "011" "011" "012" "012"
#> SAMPLE_169 SAMPLE_170 SAMPLE_171 SAMPLE_172 SAMPLE_173 SAMPLE_174 SAMPLE_175 SAMPLE_176
#> "012" "011" "011" "011" "02171" "02321" "02" "02"
#> SAMPLE_177 SAMPLE_178 SAMPLE_179 SAMPLE_180 SAMPLE_181 SAMPLE_182 SAMPLE_183 SAMPLE_184
#> "02" "02" "011" "011" "0164" "012" "012" "0162"
#> SAMPLE_185 SAMPLE_186 SAMPLE_187 SAMPLE_188 SAMPLE_189 SAMPLE_190 SAMPLE_191 SAMPLE_192
#> "011" "013" "013" "011" "011" "0162" "011" "013"
#> SAMPLE_193 SAMPLE_194 SAMPLE_195 SAMPLE_196 SAMPLE_197 SAMPLE_198 SAMPLE_199 SAMPLE_200
#> "011" "02" "02" "011" "011" "011" "011" "0162"
#> SAMPLE_201 SAMPLE_202 SAMPLE_203 SAMPLE_204 SAMPLE_205 SAMPLE_206 SAMPLE_207 SAMPLE_208
#> "011" "013" "011" "011" "013" "013" "011" "02"
#> SAMPLE_209 SAMPLE_210 SAMPLE_211 SAMPLE_212 SAMPLE_213 SAMPLE_214 SAMPLE_215 SAMPLE_216
#> "02" "02321" "02" "02" "02" "02" "02171" "02143"
#> SAMPLE_217 SAMPLE_218 SAMPLE_219 SAMPLE_220 SAMPLE_221 SAMPLE_222 SAMPLE_223 SAMPLE_224
#> "02171" "02" "02" "02171" "02" "02" "02171" "012"
#> SAMPLE_225 SAMPLE_226 SAMPLE_227 SAMPLE_228 SAMPLE_229 SAMPLE_230 SAMPLE_231 SAMPLE_232
#> "012" "012" "012" "012" "011" "013" "02" "02161"
#> SAMPLE_233 SAMPLE_234 SAMPLE_235 SAMPLE_236 SAMPLE_237 SAMPLE_238 SAMPLE_239 SAMPLE_240
#> "02" "02" "02" "02" "02" "02" "02" "02"
#> SAMPLE_241 SAMPLE_242 SAMPLE_243 SAMPLE_244 SAMPLE_245 SAMPLE_246 SAMPLE_247 SAMPLE_248
#> "02" "02" "02" "02" "02" "02" "02" "02"
#> SAMPLE_249 SAMPLE_250 SAMPLE_251 SAMPLE_252 SAMPLE_253 SAMPLE_254 SAMPLE_255 SAMPLE_256
#> "02" "02" "02" "02" "02" "02" "02" "02"
#> SAMPLE_257 SAMPLE_258 SAMPLE_259 SAMPLE_260 SAMPLE_261 SAMPLE_262 SAMPLE_263 SAMPLE_264
#> "02" "02" "02" "02" "02" "02" "02" "02"
#> SAMPLE_265 SAMPLE_266 SAMPLE_267 SAMPLE_268 SAMPLE_269 SAMPLE_270 SAMPLE_271 SAMPLE_272
#> "02" "02" "02" "02" "02" "02" "02" "02"
#> SAMPLE_273 SAMPLE_274 SAMPLE_275 SAMPLE_276 SAMPLE_277 SAMPLE_278 SAMPLE_279 SAMPLE_280
#> "02" "02111" "02111" "012" "012" "013" "015" "011"
#> SAMPLE_281 SAMPLE_282 SAMPLE_283 SAMPLE_284 SAMPLE_285 SAMPLE_286 SAMPLE_287 SAMPLE_288
#> "011" "015" "015" "011" "011" "02137" "02161" "02"
#> SAMPLE_289 SAMPLE_290 SAMPLE_291 SAMPLE_292 SAMPLE_293 SAMPLE_294 SAMPLE_295 SAMPLE_296
#> "02" "015" "011" "011" "011" "015" "015" "02"
#> SAMPLE_297 SAMPLE_298 SAMPLE_299 SAMPLE_300 SAMPLE_301 SAMPLE_302 SAMPLE_303 SAMPLE_304
#> "02" "02" "02" "02" "02" "02137" "02" "02"
#> SAMPLE_305 SAMPLE_306 SAMPLE_307 SAMPLE_308 SAMPLE_309 SAMPLE_310 SAMPLE_311 SAMPLE_312
#> "02" "02" "02" "02" "02" "02137" "02" "02161"
#> SAMPLE_313 SAMPLE_314 SAMPLE_315 SAMPLE_316 SAMPLE_317 SAMPLE_318 SAMPLE_319 SAMPLE_320
#> "02" "02" "02" "02" "02" "02" "02" "02"
#> SAMPLE_321 SAMPLE_322 SAMPLE_323 SAMPLE_324 SAMPLE_325 SAMPLE_326 SAMPLE_327 SAMPLE_328
#> "02" "02137" "02" "02" "02" "02" "02" "02"
#> SAMPLE_329 SAMPLE_330 SAMPLE_331 SAMPLE_332 SAMPLE_333 SAMPLE_334 SAMPLE_335 SAMPLE_336
#> "02142" "02371" "02142" "02142" "02" "02114" "02117" "02143"
#> SAMPLE_337 SAMPLE_338 SAMPLE_339 SAMPLE_340 SAMPLE_341 SAMPLE_342 SAMPLE_343 SAMPLE_344
#> "02" "02142" "02371" "02142" "02142" "02166" "02114" "02"
#> SAMPLE_345 SAMPLE_346 SAMPLE_347 SAMPLE_348 SAMPLE_349 SAMPLE_350 SAMPLE_351 SAMPLE_352
#> "02114" "02" "02371" "02371" "02142" "02114" "02" "02114"
#> SAMPLE_353 SAMPLE_354 SAMPLE_355 SAMPLE_356 SAMPLE_357 SAMPLE_358 SAMPLE_359 SAMPLE_360
#> "02142" "02114" "02371" "02116" "02" "02114" "02142" "02"
#> SAMPLE_361 SAMPLE_362 SAMPLE_363 SAMPLE_364 SAMPLE_365 SAMPLE_366 SAMPLE_367 SAMPLE_368
#> "02371" "02142" "02371" "02137" "02137" "02161" "02" "02"
#> SAMPLE_369 SAMPLE_370 SAMPLE_371 SAMPLE_372 SAMPLE_373 SAMPLE_374 SAMPLE_375 SAMPLE_376
#> "02" "02161" "02" "02" "02117" "02111" "02371" "02111"
#> SAMPLE_377 SAMPLE_378 SAMPLE_379 SAMPLE_380 SAMPLE_381 SAMPLE_382 SAMPLE_383 SAMPLE_384
#> "02117" "02371" "02111" "0165" "0165" "02131" "02131" "02131"
#> SAMPLE_385 SAMPLE_386 SAMPLE_387 SAMPLE_388 SAMPLE_389 SAMPLE_390 SAMPLE_391 SAMPLE_392
#> "02131" "02131" "02131" "0164" "011" "013" "015" "011"
#> SAMPLE_393 SAMPLE_394 SAMPLE_395 SAMPLE_396 SAMPLE_397 SAMPLE_398 SAMPLE_399 SAMPLE_400
#> "011" "011" "012" "013" "011" "0162" "011" "011"
#> SAMPLE_401 SAMPLE_402 SAMPLE_403 SAMPLE_404 SAMPLE_405 SAMPLE_406 SAMPLE_407 SAMPLE_408
#> "011" "0163" "015" "0162" "0163" "012" "011" "012"
#> SAMPLE_409 SAMPLE_410 SAMPLE_411 SAMPLE_412 SAMPLE_413 SAMPLE_414 SAMPLE_415 SAMPLE_416
#> "011" "013" "013" "011" "013" "013" "011" "011"
#> SAMPLE_417 SAMPLE_418 SAMPLE_419 SAMPLE_420 SAMPLE_421 SAMPLE_422 SAMPLE_423 SAMPLE_424
#> "013" "0164" "011" "011" "011" "013" "011" "011"
#> SAMPLE_425 SAMPLE_426 SAMPLE_427 SAMPLE_428 SAMPLE_429 SAMPLE_430 SAMPLE_431 SAMPLE_432
#> "0164" "011" "011" "011" "013" "015" "011" "011"
#> SAMPLE_433 SAMPLE_434 SAMPLE_435 SAMPLE_436 SAMPLE_437 SAMPLE_438 SAMPLE_439 SAMPLE_440
#> "011" "013" "0164" "011" "011" "011" "011" "0164"
#> SAMPLE_441 SAMPLE_442 SAMPLE_443 SAMPLE_444 SAMPLE_445 SAMPLE_446 SAMPLE_447 SAMPLE_448
#> "012" "013" "012" "011" "013" "013" "015" "011"
#> SAMPLE_449 SAMPLE_450 SAMPLE_451 SAMPLE_452 SAMPLE_453 SAMPLE_454 SAMPLE_455 SAMPLE_456
#> "013" "011" "013" "011" "012" "012" "011" "011"
#> SAMPLE_457 SAMPLE_458 SAMPLE_459 SAMPLE_460 SAMPLE_461 SAMPLE_462 SAMPLE_463 SAMPLE_464
#> "011" "011" "015" "011" "0163" "013" "013" "013"
#> SAMPLE_465 SAMPLE_466 SAMPLE_467 SAMPLE_468 SAMPLE_469 SAMPLE_470 SAMPLE_471 SAMPLE_472
#> "0164" "015" "011" "0162" "015" "02372" "02" "011"
#> SAMPLE_473 SAMPLE_474 SAMPLE_475 SAMPLE_476 SAMPLE_477 SAMPLE_478 SAMPLE_479 SAMPLE_480
#> "0162" "011" "0162" "011" "013" "012" "011" "013"
#> SAMPLE_481 SAMPLE_482 SAMPLE_483 SAMPLE_484 SAMPLE_485 SAMPLE_486 SAMPLE_487 SAMPLE_488
#> "013" "015" "015" "0164" "013" "012" "011" "0164"
#> SAMPLE_489 SAMPLE_490 SAMPLE_491 SAMPLE_492 SAMPLE_493 SAMPLE_494 SAMPLE_495 SAMPLE_496
#> "0162" "011" "013" "012" "011" "011" "011" "015"
#> SAMPLE_497 SAMPLE_498 SAMPLE_499 SAMPLE_500 SAMPLE_501 SAMPLE_502 SAMPLE_503 SAMPLE_504
#> "011" "015" "013" "011" "0163" "011" "012" "015"
#> SAMPLE_505 SAMPLE_506 SAMPLE_507 SAMPLE_508 SAMPLE_509 SAMPLE_510 SAMPLE_511 SAMPLE_512
#> "012" "011" "011" "011" "012" "013" "011" "015"
#> SAMPLE_513 SAMPLE_514 SAMPLE_515 SAMPLE_516 SAMPLE_517 SAMPLE_518 SAMPLE_519 SAMPLE_520
#> "011" "013" "013" "011" "013" "011" "011" "013"
#> SAMPLE_521 SAMPLE_522 SAMPLE_523 SAMPLE_524 SAMPLE_525 SAMPLE_526 SAMPLE_527 SAMPLE_528
#> "015" "012" "011" "011" "013" "011" "011" "0162"
#> SAMPLE_529 SAMPLE_530 SAMPLE_531 SAMPLE_532 SAMPLE_533 SAMPLE_534 SAMPLE_535 SAMPLE_536
#> "013" "0164" "011" "013" "011" "011" "011" "0162"
#> SAMPLE_537 SAMPLE_538 SAMPLE_539 SAMPLE_540 SAMPLE_541 SAMPLE_542 SAMPLE_543 SAMPLE_544
#> "011" "013" "012" "013" "012" "013" "011" "011"
#> SAMPLE_545 SAMPLE_546 SAMPLE_547 SAMPLE_548 SAMPLE_549 SAMPLE_550 SAMPLE_551 SAMPLE_552
#> "013" "013" "011" "013" "011" "011" "011" "011"
#> SAMPLE_553 SAMPLE_554 SAMPLE_555 SAMPLE_556 SAMPLE_557 SAMPLE_558 SAMPLE_559 SAMPLE_560
#> "02" "012" "013" "012" "012" "013" "011" "011"
#> SAMPLE_561 SAMPLE_562 SAMPLE_563 SAMPLE_564 SAMPLE_565 SAMPLE_566 SAMPLE_567 SAMPLE_568
#> "012" "012" "012" "011" "012" "012" "012" "02"
#> SAMPLE_569 SAMPLE_570 SAMPLE_571 SAMPLE_572 SAMPLE_573 SAMPLE_574 SAMPLE_575 SAMPLE_576
#> "02" "02" "02" "02" "012" "012" "012" "012"
#> SAMPLE_577 SAMPLE_578 SAMPLE_579 SAMPLE_580 SAMPLE_581 SAMPLE_582 SAMPLE_583 SAMPLE_584
#> "013" "011" "015" "013" "0164" "011" "013" "012"
#> SAMPLE_585 SAMPLE_586 SAMPLE_587 SAMPLE_588 SAMPLE_589 SAMPLE_590 SAMPLE_591 SAMPLE_592
#> "011" "013" "0164" "011" "02137" "02161" "02" "02161"
#> SAMPLE_593 SAMPLE_594 SAMPLE_595 SAMPLE_596 SAMPLE_597 SAMPLE_598 SAMPLE_599 SAMPLE_600
#> "02" "02161" "02161" "02137" "02137" "02" "02" "02"
#> SAMPLE_601 SAMPLE_602 SAMPLE_603 SAMPLE_604 SAMPLE_605 SAMPLE_606 SAMPLE_607 SAMPLE_608
#> "02" "02161" "02" "02137" "02" "02137" "02" "02"
#> SAMPLE_609 SAMPLE_610 SAMPLE_611 SAMPLE_612 SAMPLE_613 SAMPLE_614 SAMPLE_615 SAMPLE_616
#> "02" "02" "012" "011" "012" "02" "013" "011"
#> SAMPLE_617 SAMPLE_618 SAMPLE_619 SAMPLE_620 SAMPLE_621 SAMPLE_622 SAMPLE_623 SAMPLE_624
#> "013" "02" "02" "02" "02" "02" "02" "02"
#> SAMPLE_625 SAMPLE_626 SAMPLE_627 SAMPLE_628 SAMPLE_629 SAMPLE_630 SAMPLE_631 SAMPLE_632
#> "02" "02" "02" "02" "02" "02" "02" "02"
#> SAMPLE_633 SAMPLE_634 SAMPLE_635 SAMPLE_636 SAMPLE_637 SAMPLE_638 SAMPLE_639 SAMPLE_640
#> "02" "02" "02" "02" "02" "02" "02" "02"
#> SAMPLE_641 SAMPLE_642 SAMPLE_643 SAMPLE_644 SAMPLE_645 SAMPLE_646 SAMPLE_647 SAMPLE_648
#> "02161" "012" "02321" "02371" "02" "02" "02143" "02"
#> SAMPLE_649 SAMPLE_650 SAMPLE_651 SAMPLE_652 SAMPLE_653 SAMPLE_654 SAMPLE_655 SAMPLE_656
#> "02165" "02132" "02162" "02162" "02135" "03" "02162" "02133"
#> SAMPLE_657 SAMPLE_658 SAMPLE_659 SAMPLE_660 SAMPLE_661 SAMPLE_662 SAMPLE_663 SAMPLE_664
#> "02" "02161" "02161" "02161" "02161" "02" "03" "02"
#> SAMPLE_665 SAMPLE_666 SAMPLE_667 SAMPLE_668 SAMPLE_669 SAMPLE_670 SAMPLE_671 SAMPLE_672
#> "02" "02161" "02" "02" "02" "0163" "011" "02"
#> SAMPLE_673 SAMPLE_674 SAMPLE_675 SAMPLE_676 SAMPLE_677 SAMPLE_678 SAMPLE_679 SAMPLE_680
#> "02" "02" "02" "02" "02131" "02131" "02131" "02131"
#> SAMPLE_681 SAMPLE_682 SAMPLE_683 SAMPLE_684 SAMPLE_685 SAMPLE_686 SAMPLE_687 SAMPLE_688
#> "02131" "02131" "02" "02" "02" "02" "02" "02"
#> SAMPLE_689 SAMPLE_690 SAMPLE_691 SAMPLE_692 SAMPLE_693 SAMPLE_694 SAMPLE_695 SAMPLE_696
#> "02" "02" "02" "02" "02" "02" "02324" "02"
#> SAMPLE_697 SAMPLE_698 SAMPLE_699 SAMPLE_700 SAMPLE_701 SAMPLE_702 SAMPLE_703 SAMPLE_704
#> "02" "02" "02" "02" "02" "02" "02" "02"
#> SAMPLE_705 SAMPLE_706 SAMPLE_707 SAMPLE_708 SAMPLE_709 SAMPLE_710 SAMPLE_711 SAMPLE_712
#> "02" "02" "02" "02" "02" "02" "02" "02"
#> SAMPLE_713 SAMPLE_714 SAMPLE_715 SAMPLE_716 SAMPLE_717 SAMPLE_718 SAMPLE_719 SAMPLE_720
#> "02" "02324" "02" "03" "03" "03" "03" "02"
#> SAMPLE_721 SAMPLE_722 SAMPLE_723 SAMPLE_724 SAMPLE_725 SAMPLE_726 SAMPLE_727 SAMPLE_728
#> "03" "02" "02116" "02133" "02" "02116" "02116" "02116"
#> SAMPLE_729 SAMPLE_730 SAMPLE_731 SAMPLE_732 SAMPLE_733 SAMPLE_734 SAMPLE_735 SAMPLE_736
#> "02116" "02" "012" "02112" "03" "03" "03" "03"
#> SAMPLE_737 SAMPLE_738 SAMPLE_739 SAMPLE_740 SAMPLE_741 SAMPLE_742 SAMPLE_743 SAMPLE_744
#> "03" "03" "02324" "02" "02" "02" "02" "02"
#> SAMPLE_745 SAMPLE_746 SAMPLE_747 SAMPLE_748 SAMPLE_749 SAMPLE_750 SAMPLE_751 SAMPLE_752
#> "02" "02" "02" "02371" "012" "011" "02" "02"
#> SAMPLE_753 SAMPLE_754 SAMPLE_755 SAMPLE_756 SAMPLE_757 SAMPLE_758 SAMPLE_759 SAMPLE_760
#> "02" "03" "03" "03" "02161" "02137" "02161" "02"
#> SAMPLE_761 SAMPLE_762 SAMPLE_763 SAMPLE_764 SAMPLE_765 SAMPLE_766 SAMPLE_767 SAMPLE_768
#> "02" "02133" "03" "03" "012" "02171" "02" "02"
#> SAMPLE_769 SAMPLE_770 SAMPLE_771 SAMPLE_772 SAMPLE_773 SAMPLE_774 SAMPLE_775 SAMPLE_776
#> "012" "012" "02114" "02114" "02133" "02" "02114" "02"
#> SAMPLE_777 SAMPLE_778 SAMPLE_779 SAMPLE_780 SAMPLE_781 SAMPLE_782 SAMPLE_783 SAMPLE_784
#> "02163" "02135" "02" "02" "02" "02" "02" "02"
#> SAMPLE_785 SAMPLE_786 SAMPLE_787 SAMPLE_788 SAMPLE_789 SAMPLE_790 SAMPLE_791 SAMPLE_792
#> "02135" "02114" "02114" "02116" "02163" "02163" "02" "03"
#> SAMPLE_793 SAMPLE_794 SAMPLE_795 SAMPLE_796 SAMPLE_797 SAMPLE_798 SAMPLE_799 SAMPLE_800
#> "0143" "02" "02" "02" "02" "02" "02166" "02166"
#> SAMPLE_801 SAMPLE_802 SAMPLE_803 SAMPLE_804 SAMPLE_805 SAMPLE_806 SAMPLE_807 SAMPLE_808
#> "02" "02" "02166" "02" "02" "02" "02" "02"
#> SAMPLE_809 SAMPLE_810 SAMPLE_811 SAMPLE_812 SAMPLE_813 SAMPLE_814 SAMPLE_815 SAMPLE_816
#> "02" "02" "02" "02" "02" "02" "02" "02"
#> SAMPLE_817 SAMPLE_818 SAMPLE_819 SAMPLE_820 SAMPLE_821 SAMPLE_822 SAMPLE_823 SAMPLE_824
#> "02" "02" "02" "02" "02" "02" "02" "02"
#> SAMPLE_825 SAMPLE_826 SAMPLE_827 SAMPLE_828 SAMPLE_829 SAMPLE_830 SAMPLE_831 SAMPLE_832
#> "02" "02" "02" "02" "02" "02" "02" "02"
#> SAMPLE_833 SAMPLE_834 SAMPLE_835 SAMPLE_836 SAMPLE_837 SAMPLE_838 SAMPLE_839 SAMPLE_840
#> "02" "02" "02" "02" "02" "02" "0162" "02"
#> SAMPLE_841 SAMPLE_842 SAMPLE_843 SAMPLE_844 SAMPLE_845 SAMPLE_846 SAMPLE_847 SAMPLE_848
#> "02" "02" "02" "02" "0162" "02" "0164" "02"
#> SAMPLE_849 SAMPLE_850 SAMPLE_851 SAMPLE_852 SAMPLE_853 SAMPLE_854 SAMPLE_855 SAMPLE_856
#> "02374" "02161" "02141" "03" "02" "03" "02161" "02137"
#> SAMPLE_857 SAMPLE_858 SAMPLE_859 SAMPLE_860 SAMPLE_861 SAMPLE_862 SAMPLE_863 SAMPLE_864
#> "0144" "0144" "02" "02" "02" "02" "02" "02161"
#> SAMPLE_865 SAMPLE_866 SAMPLE_867 SAMPLE_868 SAMPLE_869 SAMPLE_870 SAMPLE_871 SAMPLE_872
#> "02" "02" "02" "02" "02135" "0141" "02" "03"
#> SAMPLE_873 SAMPLE_874 SAMPLE_875 SAMPLE_876 SAMPLE_877 SAMPLE_878 SAMPLE_879 SAMPLE_880
#> "03" "02132" "03" "02" "03" "0144" "02112" "02"
#> SAMPLE_881 SAMPLE_882 SAMPLE_883 SAMPLE_884 SAMPLE_885 SAMPLE_886 SAMPLE_887 SAMPLE_888
#> "03" "03" "03" "02112" "02" "02" "02" "03"
#> SAMPLE_889 SAMPLE_890 SAMPLE_891 SAMPLE_892 SAMPLE_893 SAMPLE_894 SAMPLE_895 SAMPLE_896
#> "02172" "02161" "0144" "02136" "0144" "02112" "02" "02"
#> SAMPLE_897 SAMPLE_898 SAMPLE_899 SAMPLE_900 SAMPLE_901 SAMPLE_902 SAMPLE_903 SAMPLE_904
#> "03" "02" "02374" "02131" "02143" "02134" "02134" "02"
#> SAMPLE_905 SAMPLE_906 SAMPLE_907 SAMPLE_908 SAMPLE_909 SAMPLE_910 SAMPLE_911 SAMPLE_912
#> "02" "03" "02134" "02" "02" "02" "02" "02"
#> SAMPLE_913 SAMPLE_914 SAMPLE_915 SAMPLE_916 SAMPLE_917 SAMPLE_918 SAMPLE_919 SAMPLE_920
#> "02" "02" "02" "02" "02" "02" "02" "02"
#> SAMPLE_921 SAMPLE_922 SAMPLE_923 SAMPLE_924 SAMPLE_925 SAMPLE_926 SAMPLE_927 SAMPLE_928
#> "02" "02" "02132" "02134" "02" "02115" "02" "02"
#> SAMPLE_929 SAMPLE_930 SAMPLE_931 SAMPLE_932 SAMPLE_933 SAMPLE_934 SAMPLE_935 SAMPLE_936
#> "02" "02" "02" "02" "02" "02" "02" "02"
#> SAMPLE_937 SAMPLE_938 SAMPLE_939 SAMPLE_940 SAMPLE_941 SAMPLE_942 SAMPLE_943 SAMPLE_944
#> "02" "02" "02142" "02371" "02371" "02" "02371" "02"
#> SAMPLE_945 SAMPLE_946 SAMPLE_947 SAMPLE_948 SAMPLE_949 SAMPLE_950 SAMPLE_951 SAMPLE_952
#> "02372" "02371" "02142" "02371" "02371" "02371" "02" "02"
#> SAMPLE_953 SAMPLE_954 SAMPLE_955 SAMPLE_956 SAMPLE_957 SAMPLE_958 SAMPLE_959 SAMPLE_960
#> "02" "02373" "02371" "02371" "02371" "02371" "02371" "02371"
#> SAMPLE_961 SAMPLE_962 SAMPLE_963 SAMPLE_964 SAMPLE_965 SAMPLE_966 SAMPLE_967 SAMPLE_968
#> "02137" "02133" "02" "02" "02" "02" "02" "02"
#> SAMPLE_969 SAMPLE_970 SAMPLE_971 SAMPLE_972 SAMPLE_973 SAMPLE_974 SAMPLE_975 SAMPLE_976
#> "02" "02" "02" "02" "02" "03" "02112" "012"
#> SAMPLE_977 SAMPLE_978 SAMPLE_979 SAMPLE_980 SAMPLE_981 SAMPLE_982 SAMPLE_983 SAMPLE_984
#> "012" "012" "012" "02143" "02" "02" "012" "012"
#> SAMPLE_985 SAMPLE_986 SAMPLE_987 SAMPLE_988 SAMPLE_989 SAMPLE_990 SAMPLE_991 SAMPLE_992
#> "012" "0141" "02" "03" "02137" "02" "0161" "011"
#> SAMPLE_993 SAMPLE_994 SAMPLE_995 SAMPLE_996 SAMPLE_997 SAMPLE_998 SAMPLE_999 SAMPLE_1000
#> "02" "02112" "02" "02" "02112" "02132" "02162" "02371"
#> SAMPLE_1001 SAMPLE_1002 SAMPLE_1003 SAMPLE_1004 SAMPLE_1005 SAMPLE_1006 SAMPLE_1007 SAMPLE_1008
#> "02117" "02" "02371" "02" "02373" "02" "02" "02117"
#> SAMPLE_1009 SAMPLE_1010 SAMPLE_1011 SAMPLE_1012 SAMPLE_1013 SAMPLE_1014 SAMPLE_1015 SAMPLE_1016
#> "02" "02373" "02" "02" "02" "02117" "02142" "02371"
#> SAMPLE_1017 SAMPLE_1018 SAMPLE_1019 SAMPLE_1020 SAMPLE_1021 SAMPLE_1022 SAMPLE_1023 SAMPLE_1024
#> "02" "02" "02" "02" "02" "02" "02" "02"
#> SAMPLE_1025 SAMPLE_1026 SAMPLE_1027 SAMPLE_1028 SAMPLE_1029 SAMPLE_1030 SAMPLE_1031 SAMPLE_1032
#> "02" "02" "02" "02" "02" "02" "02" "02"
#> SAMPLE_1033 SAMPLE_1034 SAMPLE_1035 SAMPLE_1036 SAMPLE_1037 SAMPLE_1038 SAMPLE_1039 SAMPLE_1040
#> "02" "02" "02" "02" "02" "0163" "012" "02171"
#> SAMPLE_1041 SAMPLE_1042 SAMPLE_1043 SAMPLE_1044 SAMPLE_1045 SAMPLE_1046 SAMPLE_1047 SAMPLE_1048
#> "02" "02" "02" "02132" "02112" "02" "02" "02162"
#> SAMPLE_1049 SAMPLE_1050 SAMPLE_1051 SAMPLE_1052 SAMPLE_1053 SAMPLE_1054 SAMPLE_1055 SAMPLE_1056
#> "02112" "02" "02112" "02" "02" "02165" "02" "02165"
#> SAMPLE_1057 SAMPLE_1058 SAMPLE_1059 SAMPLE_1060 SAMPLE_1061 SAMPLE_1062 SAMPLE_1063 SAMPLE_1064
#> "02165" "02165" "02165" "02" "02165" "02165" "02" "012"
#> SAMPLE_1065 SAMPLE_1066 SAMPLE_1067 SAMPLE_1068 SAMPLE_1069 SAMPLE_1070 SAMPLE_1071 SAMPLE_1072
#> "0163" "012" "02141" "02115" "02115" "02375" "02141" "02132"
#> SAMPLE_1073 SAMPLE_1074 SAMPLE_1075 SAMPLE_1076 SAMPLE_1077 SAMPLE_1078 SAMPLE_1079 SAMPLE_1080
#> "02115" "02141" "02141" "02141" "02141" "02" "02141" "02141"
#> SAMPLE_1081 SAMPLE_1082 SAMPLE_1083 SAMPLE_1084 SAMPLE_1085 SAMPLE_1086 SAMPLE_1087 SAMPLE_1088
#> "02141" "02" "02" "02162" "02" "02165" "02371" "02"
#> SAMPLE_1089 SAMPLE_1090 SAMPLE_1091 SAMPLE_1092 SAMPLE_1093 SAMPLE_1094 SAMPLE_1095 SAMPLE_1096
#> "02" "02" "02" "02165" "02" "02" "02165" "02165"
#> SAMPLE_1097 SAMPLE_1098 SAMPLE_1099 SAMPLE_1100 SAMPLE_1101 SAMPLE_1102 SAMPLE_1103 SAMPLE_1104
#> "02" "02" "03" "02135" "02162" "02162" "02162" "02162"
#> SAMPLE_1105 SAMPLE_1106 SAMPLE_1107 SAMPLE_1108 SAMPLE_1109 SAMPLE_1110 SAMPLE_1111 SAMPLE_1112
#> "02162" "02162" "02162" "02162" "02162" "02113" "013" "02"
#> SAMPLE_1113 SAMPLE_1114 SAMPLE_1115 SAMPLE_1116 SAMPLE_1117 SAMPLE_1118 SAMPLE_1119 SAMPLE_1120
#> "02133" "02161" "02" "011" "02373" "02117" "02" "02111"
#> SAMPLE_1121 SAMPLE_1122 SAMPLE_1123 SAMPLE_1124 SAMPLE_1125 SAMPLE_1126 SAMPLE_1127 SAMPLE_1128
#> "02" "02" "02113" "02111" "02" "02117" "02115" "02142"
#> SAMPLE_1129 SAMPLE_1130 SAMPLE_1131 SAMPLE_1132 SAMPLE_1133 SAMPLE_1134 SAMPLE_1135 SAMPLE_1136
#> "02111" "02117" "02" "02" "02" "02" "02" "02"
#> SAMPLE_1137 SAMPLE_1138 SAMPLE_1139 SAMPLE_1140 SAMPLE_1141 SAMPLE_1142 SAMPLE_1143 SAMPLE_1144
#> "02" "02" "02" "02" "02" "02" "02112" "02132"
#> SAMPLE_1145 SAMPLE_1146 SAMPLE_1147 SAMPLE_1148 SAMPLE_1149 SAMPLE_1150 SAMPLE_1151 SAMPLE_1152
#> "02133" "02131" "02" "02" "012" "02" "02112" "02"
#> SAMPLE_1153 SAMPLE_1154 SAMPLE_1155 SAMPLE_1156 SAMPLE_1157 SAMPLE_1158 SAMPLE_1159 SAMPLE_1160
#> "02" "02" "02" "02" "02" "02141" "0144" "0144"
#> SAMPLE_1161 SAMPLE_1162 SAMPLE_1163 SAMPLE_1164 SAMPLE_1165 SAMPLE_1166 SAMPLE_1167 SAMPLE_1168
#> "0143" "02132" "02" "02" "02" "02" "02372" "013"
#> SAMPLE_1169 SAMPLE_1170 SAMPLE_1171 SAMPLE_1172 SAMPLE_1173 SAMPLE_1174 SAMPLE_1175 SAMPLE_1176
#> "011" "02" "02135" "02" "02" "02" "02" "02"
#> SAMPLE_1177 SAMPLE_1178 SAMPLE_1179 SAMPLE_1180 SAMPLE_1181 SAMPLE_1182 SAMPLE_1183 SAMPLE_1184
#> "02" "02115" "02115" "02134" "02164" "02371" "02" "02"
#> SAMPLE_1185 SAMPLE_1186 SAMPLE_1187 SAMPLE_1188 SAMPLE_1189 SAMPLE_1190 SAMPLE_1191 SAMPLE_1192
#> "02163" "02163" "02137" "02" "02" "02116" "02116" "011"
#> SAMPLE_1193 SAMPLE_1194 SAMPLE_1195 SAMPLE_1196 SAMPLE_1197 SAMPLE_1198 SAMPLE_1199 SAMPLE_1200
#> "02171" "02137" "02373" "02142" "02373" "02371" "02142" "02142"
#> SAMPLE_1201 SAMPLE_1202 SAMPLE_1203 SAMPLE_1204 SAMPLE_1205 SAMPLE_1206 SAMPLE_1207 SAMPLE_1208
#> "02111" "02142" "02" "02113" "02136" "03" "02" "02162"
#> SAMPLE_1209 SAMPLE_1210 SAMPLE_1211 SAMPLE_1212 SAMPLE_1213 SAMPLE_1214 SAMPLE_1215 SAMPLE_1216
#> "03" "02" "0162" "0163" "0164" "02" "02143" "02"
#> SAMPLE_1217 SAMPLE_1218 SAMPLE_1219 SAMPLE_1220 SAMPLE_1221 SAMPLE_1222 SAMPLE_1223 SAMPLE_1224
#> "02" "02" "02" "02116" "02" "02324" "02" "02"
#> SAMPLE_1225 SAMPLE_1226 SAMPLE_1227 SAMPLE_1228 SAMPLE_1229 SAMPLE_1230 SAMPLE_1231 SAMPLE_1232
#> "02" "02" "02" "02" "02324" "02" "02" "02"
#> SAMPLE_1233 SAMPLE_1234 SAMPLE_1235 SAMPLE_1236 SAMPLE_1237 SAMPLE_1238 SAMPLE_1239 SAMPLE_1240
#> "02324" "02" "02" "02" "02" "02" "02" "02142"
#> SAMPLE_1241 SAMPLE_1242 SAMPLE_1243 SAMPLE_1244 SAMPLE_1245 SAMPLE_1246 SAMPLE_1247 SAMPLE_1248
#> "012" "015" "0162" "02171" "02171" "02171" "02171" "02375"
#> SAMPLE_1249 SAMPLE_1250 SAMPLE_1251 SAMPLE_1252 SAMPLE_1253 SAMPLE_1254 SAMPLE_1255 SAMPLE_1256
#> "02114" "02114" "02" "03" "03" "03" "03" "02114"
#> SAMPLE_1257 SAMPLE_1258 SAMPLE_1259 SAMPLE_1260 SAMPLE_1261 SAMPLE_1262 SAMPLE_1263 SAMPLE_1264
#> "02" "02137" "02" "02" "02" "02" "02" "03"
#> SAMPLE_1265 SAMPLE_1266 SAMPLE_1267 SAMPLE_1268 SAMPLE_1269 SAMPLE_1270 SAMPLE_1271 SAMPLE_1272
#> "02" "02321" "02322" "0161" "02112" "02321" "02321" "02321"
#> SAMPLE_1273 SAMPLE_1274 SAMPLE_1275 SAMPLE_1276 SAMPLE_1277 SAMPLE_1278 SAMPLE_1279 SAMPLE_1280
#> "02321" "02171" "02171" "02" "02" "02" "02" "02"
#> SAMPLE_1281 SAMPLE_1282 SAMPLE_1283 SAMPLE_1284 SAMPLE_1285 SAMPLE_1286 SAMPLE_1287 SAMPLE_1288
#> "03" "02135" "02113" "02" "02" "02" "03" "02"
#> SAMPLE_1289 SAMPLE_1290 SAMPLE_1291 SAMPLE_1292 SAMPLE_1293 SAMPLE_1294 SAMPLE_1295 SAMPLE_1296
#> "02" "02322" "02112" "02163" "02133" "02113" "02321" "02"
#> SAMPLE_1297 SAMPLE_1298 SAMPLE_1299 SAMPLE_1300 SAMPLE_1301 SAMPLE_1302 SAMPLE_1303 SAMPLE_1304
#> "02171" "02321" "02" "02" "02171" "02321" "02321" "02321"
#> SAMPLE_1305 SAMPLE_1306 SAMPLE_1307 SAMPLE_1308 SAMPLE_1309 SAMPLE_1310 SAMPLE_1311 SAMPLE_1312
#> "02" "02321" "02171" "02321" "02321" "02171" "02" "02171"
#> SAMPLE_1313 SAMPLE_1314 SAMPLE_1315 SAMPLE_1316 SAMPLE_1317 SAMPLE_1318 SAMPLE_1319 SAMPLE_1320
#> "02321" "02321" "02321" "02" "02" "02" "02" "02"
#> SAMPLE_1321 SAMPLE_1322 SAMPLE_1323 SAMPLE_1324 SAMPLE_1325 SAMPLE_1326 SAMPLE_1327 SAMPLE_1328
#> "02" "02" "02" "02" "02" "02117" "02113" "02"
#> SAMPLE_1329 SAMPLE_1330 SAMPLE_1331 SAMPLE_1332 SAMPLE_1333 SAMPLE_1334 SAMPLE_1335 SAMPLE_1336
#> "02113" "02113" "02135" "02135" "02113" "02113" "02113" "0161"
#> SAMPLE_1337 SAMPLE_1338 SAMPLE_1339 SAMPLE_1340 SAMPLE_1341 SAMPLE_1342 SAMPLE_1343 SAMPLE_1344
#> "02" "02" "02323" "02144" "02132" "02" "02116" "02114"
#> SAMPLE_1345 SAMPLE_1346 SAMPLE_1347 SAMPLE_1348 SAMPLE_1349 SAMPLE_1350 SAMPLE_1351 SAMPLE_1352
#> "02" "02" "02" "02" "02134" "02323" "02" "02"
#> SAMPLE_1353 SAMPLE_1354 SAMPLE_1355 SAMPLE_1356 SAMPLE_1357 SAMPLE_1358 SAMPLE_1359 SAMPLE_1360
#> "03" "02" "02" "03" "03" "03" "03" "03"
#> SAMPLE_1361 SAMPLE_1362 SAMPLE_1363 SAMPLE_1364 SAMPLE_1365 SAMPLE_1366 SAMPLE_1367 SAMPLE_1368
#> "03" "03" "03" "03" "03" "03" "03" "03"
#> SAMPLE_1369 SAMPLE_1370 SAMPLE_1371 SAMPLE_1372 SAMPLE_1373 SAMPLE_1374 SAMPLE_1375 SAMPLE_1376
#> "03" "03" "03" "03" "03" "03" "03" "03"
#> SAMPLE_1377 SAMPLE_1378 SAMPLE_1379 SAMPLE_1380 SAMPLE_1381 SAMPLE_1382 SAMPLE_1383 SAMPLE_1384
#> "03" "03" "03" "03" "03" "03" "03" "03"
#> SAMPLE_1385 SAMPLE_1386 SAMPLE_1387 SAMPLE_1388 SAMPLE_1389 SAMPLE_1390 SAMPLE_1391 SAMPLE_1392
#> "03" "02164" "02" "02" "02" "02162" "02164" "02164"
#> SAMPLE_1393 SAMPLE_1394 SAMPLE_1395 SAMPLE_1396 SAMPLE_1397 SAMPLE_1398 SAMPLE_1399 SAMPLE_1400
#> "02164" "02164" "02164" "02162" "02" "02" "02" "02162"
#> SAMPLE_1401 SAMPLE_1402 SAMPLE_1403 SAMPLE_1404 SAMPLE_1405 SAMPLE_1406 SAMPLE_1407 SAMPLE_1408
#> "02" "02" "02" "02" "02135" "02113" "02113" "02135"
#> SAMPLE_1409 SAMPLE_1410 SAMPLE_1411 SAMPLE_1412 SAMPLE_1413 SAMPLE_1414 SAMPLE_1415 SAMPLE_1416
#> "02" "02162" "02161" "02" "012" "012" "012" "0164"
#> SAMPLE_1417 SAMPLE_1418 SAMPLE_1419 SAMPLE_1420 SAMPLE_1421 SAMPLE_1422 SAMPLE_1423 SAMPLE_1424
#> "012" "012" "02" "02" "02112" "02112" "02116" "02112"
#> SAMPLE_1425 SAMPLE_1426 SAMPLE_1427 SAMPLE_1428 SAMPLE_1429 SAMPLE_1430 SAMPLE_1431 SAMPLE_1432
#> "02" "02" "0141" "02" "02325" "02142" "02" "02"
#> SAMPLE_1433 SAMPLE_1434 SAMPLE_1435 SAMPLE_1436 SAMPLE_1437 SAMPLE_1438 SAMPLE_1439 SAMPLE_1440
#> "03" "02" "02112" "02112" "02112" "02112" "02112" "0161"
#> SAMPLE_1441 SAMPLE_1442 SAMPLE_1443 SAMPLE_1444 SAMPLE_1445 SAMPLE_1446 SAMPLE_1447 SAMPLE_1448
#> "02112" "02" "02" "02163" "02112" "02" "013" "013"
#> SAMPLE_1449 SAMPLE_1450 SAMPLE_1451 SAMPLE_1452 SAMPLE_1453 SAMPLE_1454 SAMPLE_1455 SAMPLE_1456
#> "02163" "02163" "02163" "02135" "02" "02134" "02" "02"
#> SAMPLE_1457 SAMPLE_1458 SAMPLE_1459 SAMPLE_1460 SAMPLE_1461 SAMPLE_1462 SAMPLE_1463 SAMPLE_1464
#> "02" "02" "02" "02" "02" "02113" "02113" "02116"
#> SAMPLE_1465 SAMPLE_1466 SAMPLE_1467 SAMPLE_1468 SAMPLE_1469 SAMPLE_1470 SAMPLE_1471 SAMPLE_1472
#> "02134" "02137" "02133" "02134" "02131" "02133" "02133" "02133"
#> SAMPLE_1473 SAMPLE_1474 SAMPLE_1475 SAMPLE_1476 SAMPLE_1477 SAMPLE_1478 SAMPLE_1479 SAMPLE_1480
#> "02134" "02133" "02134" "02" "02134" "02133" "02133" "02"
#> SAMPLE_1481 SAMPLE_1482 SAMPLE_1483 SAMPLE_1484 SAMPLE_1485 SAMPLE_1486 SAMPLE_1487 SAMPLE_1488
#> "02133" "02137" "02133" "02133" "02133" "02133" "02133" "02133"
#> SAMPLE_1489 SAMPLE_1490 SAMPLE_1491 SAMPLE_1492 SAMPLE_1493 SAMPLE_1494 SAMPLE_1495 SAMPLE_1496
#> "03" "03" "02" "02" "02" "02" "02" "02"
#> SAMPLE_1497 SAMPLE_1498 SAMPLE_1499 SAMPLE_1500 SAMPLE_1501 SAMPLE_1502 SAMPLE_1503 SAMPLE_1504
#> "02" "02" "02" "02" "02" "02" "02" "02"
#> SAMPLE_1505 SAMPLE_1506 SAMPLE_1507 SAMPLE_1508 SAMPLE_1509 SAMPLE_1510 SAMPLE_1511 SAMPLE_1512
#> "02" "02" "02" "02" "02" "02" "02" "02136"
#> SAMPLE_1513 SAMPLE_1514 SAMPLE_1515 SAMPLE_1516 SAMPLE_1517 SAMPLE_1518 SAMPLE_1519 SAMPLE_1520
#> "02" "02165" "02" "02" "02" "02" "02" "02"
#> SAMPLE_1521 SAMPLE_1522 SAMPLE_1523 SAMPLE_1524 SAMPLE_1525 SAMPLE_1526 SAMPLE_1527 SAMPLE_1528
#> "02" "02" "015" "02" "012" "02321" "02112" "02112"
#> SAMPLE_1529 SAMPLE_1530 SAMPLE_1531 SAMPLE_1532 SAMPLE_1533 SAMPLE_1534 SAMPLE_1535 SAMPLE_1536
#> "02112" "02112" "02112" "02112" "02112" "02" "02111" "02"
#> SAMPLE_1537 SAMPLE_1538 SAMPLE_1539 SAMPLE_1540 SAMPLE_1541 SAMPLE_1542 SAMPLE_1543 SAMPLE_1544
#> "02" "02113" "02113" "02111" "02" "02113" "02117" "02"
#> SAMPLE_1545 SAMPLE_1546 SAMPLE_1547 SAMPLE_1548 SAMPLE_1549 SAMPLE_1550 SAMPLE_1551 SAMPLE_1552
#> "02113" "02" "02" "02" "02111" "02" "02142" "02133"
#> SAMPLE_1553 SAMPLE_1554 SAMPLE_1555 SAMPLE_1556 SAMPLE_1557 SAMPLE_1558 SAMPLE_1559 SAMPLE_1560
#> "02" "02322" "02" "02322" "02322" "02322" "02" "02322"
#> SAMPLE_1561 SAMPLE_1562 SAMPLE_1563 SAMPLE_1564 SAMPLE_1565 SAMPLE_1566 SAMPLE_1567 SAMPLE_1568
#> "02" "02" "02322" "02" "02322" "02322" "02" "02"
#> SAMPLE_1569 SAMPLE_1570 SAMPLE_1571 SAMPLE_1572 SAMPLE_1573 SAMPLE_1574 SAMPLE_1575 SAMPLE_1576
#> "02" "02" "02" "02" "02" "02" "02322" "02"
#> SAMPLE_1577 SAMPLE_1578 SAMPLE_1579 SAMPLE_1580 SAMPLE_1581 SAMPLE_1582 SAMPLE_1583 SAMPLE_1584
#> "02" "02371" "03" "02" "02" "03" "02164" "02132"
#> SAMPLE_1585 SAMPLE_1586 SAMPLE_1587 SAMPLE_1588 SAMPLE_1589 SAMPLE_1590 SAMPLE_1591 SAMPLE_1592
#> "02134" "02" "02132" "02132" "02163" "02132" "02163" "02134"
#> SAMPLE_1593 SAMPLE_1594 SAMPLE_1595 SAMPLE_1596 SAMPLE_1597 SAMPLE_1598 SAMPLE_1599 SAMPLE_1600
#> "02134" "02134" "02" "02162" "02112" "02136" "02" "02"
#> SAMPLE_1601 SAMPLE_1602 SAMPLE_1603 SAMPLE_1604 SAMPLE_1605 SAMPLE_1606 SAMPLE_1607 SAMPLE_1608
#> "02" "02" "0144" "02" "0144" "0143" "0143" "02"
#> SAMPLE_1609 SAMPLE_1610 SAMPLE_1611 SAMPLE_1612 SAMPLE_1613 SAMPLE_1614 SAMPLE_1615 SAMPLE_1616
#> "02117" "02112" "02" "02" "02" "02" "02" "02"
#> SAMPLE_1617 SAMPLE_1618 SAMPLE_1619 SAMPLE_1620 SAMPLE_1621 SAMPLE_1622 SAMPLE_1623 SAMPLE_1624
#> "02" "02" "02162" "02162" "02135" "02162" "02133" "02133"
#> SAMPLE_1625 SAMPLE_1626 SAMPLE_1627 SAMPLE_1628 SAMPLE_1629 SAMPLE_1630 SAMPLE_1631 SAMPLE_1632
#> "02" "03" "02" "02" "02" "02171" "02144" "02"
#> SAMPLE_1633 SAMPLE_1634 SAMPLE_1635 SAMPLE_1636 SAMPLE_1637 SAMPLE_1638 SAMPLE_1639 SAMPLE_1640
#> "02" "02" "02" "02" "02374" "02" "02" "02"
#> SAMPLE_1641 SAMPLE_1642 SAMPLE_1643 SAMPLE_1644 SAMPLE_1645 SAMPLE_1646 SAMPLE_1647 SAMPLE_1648
#> "02" "02" "02" "02" "02166" "02" "02" "02"
#> SAMPLE_1649 SAMPLE_1650 SAMPLE_1651 SAMPLE_1652 SAMPLE_1653 SAMPLE_1654 SAMPLE_1655 SAMPLE_1656
#> "02" "02" "02133" "02" "02" "02" "02" "02"
#> SAMPLE_1657 SAMPLE_1658 SAMPLE_1659 SAMPLE_1660 SAMPLE_1661 SAMPLE_1662 SAMPLE_1663 SAMPLE_1664
#> "02325" "02" "02116" "02" "02134" "02134" "02" "03"
#> SAMPLE_1665 SAMPLE_1666 SAMPLE_1667 SAMPLE_1668 SAMPLE_1669 SAMPLE_1670 SAMPLE_1671 SAMPLE_1672
#> "02" "02321" "0164" "02" "02141" "02134" "02" "02134"
#> SAMPLE_1673 SAMPLE_1674 SAMPLE_1675 SAMPLE_1676 SAMPLE_1677 SAMPLE_1678 SAMPLE_1679 SAMPLE_1680
#> "011" "02" "02" "02" "0143" "02134" "02165" "02112"
#> SAMPLE_1681 SAMPLE_1682 SAMPLE_1683 SAMPLE_1684 SAMPLE_1685 SAMPLE_1686 SAMPLE_1687 SAMPLE_1688
#> "02" "03" "02166" "02" "02" "02" "02111" "02174"
#> SAMPLE_1689 SAMPLE_1690 SAMPLE_1691 SAMPLE_1692 SAMPLE_1693 SAMPLE_1694 SAMPLE_1695 SAMPLE_1696
#> "02164" "02" "02174" "02162" "02133" "0144" "02" "02"
#> SAMPLE_1697 SAMPLE_1698 SAMPLE_1699 SAMPLE_1700 SAMPLE_1701 SAMPLE_1702 SAMPLE_1703 SAMPLE_1704
#> "02" "0142" "02134" "02172" "02" "02" "02135" "02163"
#> SAMPLE_1705 SAMPLE_1706 SAMPLE_1707 SAMPLE_1708 SAMPLE_1709 SAMPLE_1710 SAMPLE_1711 SAMPLE_1712
#> "02163" "02135" "02163" "02136" "03" "02166" "02163" "0161"
#> SAMPLE_1713 SAMPLE_1714 SAMPLE_1715 SAMPLE_1716 SAMPLE_1717 SAMPLE_1718 SAMPLE_1719 SAMPLE_1720
#> "02" "02" "02" "02" "02" "02" "02" "02"
#> SAMPLE_1721 SAMPLE_1722 SAMPLE_1723 SAMPLE_1724 SAMPLE_1725 SAMPLE_1726 SAMPLE_1727 SAMPLE_1728
#> "02" "02" "02" "02" "02" "02" "02" "02"
#> SAMPLE_1729 SAMPLE_1730 SAMPLE_1731 SAMPLE_1732 SAMPLE_1733 SAMPLE_1734 SAMPLE_1735 SAMPLE_1736
#> "02" "02137" "02117" "02" "03" "02163" "011" "0142"
#> SAMPLE_1737 SAMPLE_1738 SAMPLE_1739 SAMPLE_1740 SAMPLE_1741 SAMPLE_1742 SAMPLE_1743 SAMPLE_1744
#> "02" "02113" "02" "02" "02" "02" "02" "02"
#> SAMPLE_1745 SAMPLE_1746 SAMPLE_1747 SAMPLE_1748 SAMPLE_1749 SAMPLE_1750 SAMPLE_1751 SAMPLE_1752
#> "02" "02" "02" "02" "02" "02" "02" "02"
#> SAMPLE_1753 SAMPLE_1754 SAMPLE_1755 SAMPLE_1756 SAMPLE_1757 SAMPLE_1758 SAMPLE_1759 SAMPLE_1760
#> "02" "02" "02134" "02134" "02" "02136" "02164" "02"
#> SAMPLE_1761 SAMPLE_1762 SAMPLE_1763 SAMPLE_1764 SAMPLE_1765 SAMPLE_1766 SAMPLE_1767 SAMPLE_1768
#> "02" "02" "02135" "02" "02" "02163" "02115" "02"
#> SAMPLE_1769 SAMPLE_1770 SAMPLE_1771 SAMPLE_1772 SAMPLE_1773 SAMPLE_1774 SAMPLE_1775 SAMPLE_1776
#> "02" "02" "02323" "02115" "02" "02372" "02" "02141"
#> SAMPLE_1777 SAMPLE_1778 SAMPLE_1779 SAMPLE_1780 SAMPLE_1781 SAMPLE_1782 SAMPLE_1783 SAMPLE_1784
#> "02" "02" "02" "02" "02" "02" "02" "02"
#> SAMPLE_1785 SAMPLE_1786 SAMPLE_1787 SAMPLE_1788 SAMPLE_1789 SAMPLE_1790 SAMPLE_1791 SAMPLE_1792
#> "02" "02" "02" "02" "02" "02" "02" "02"
#> SAMPLE_1793 SAMPLE_1794 SAMPLE_1795 SAMPLE_1796 SAMPLE_1797 SAMPLE_1798 SAMPLE_1799 SAMPLE_1800
#> "02161" "02" "02" "02" "03" "02" "02" "02"
#> SAMPLE_1801 SAMPLE_1802 SAMPLE_1803 SAMPLE_1804 SAMPLE_1805 SAMPLE_1806 SAMPLE_1807 SAMPLE_1808
#> "02" "02" "02" "02" "02" "02" "02" "02"
#> SAMPLE_1809 SAMPLE_1810 SAMPLE_1811 SAMPLE_1812 SAMPLE_1813 SAMPLE_1814 SAMPLE_1815 SAMPLE_1816
#> "02" "02" "02" "02" "02375" "02" "02" "02174"
#> SAMPLE_1817 SAMPLE_1818 SAMPLE_1819 SAMPLE_1820 SAMPLE_1821 SAMPLE_1822 SAMPLE_1823 SAMPLE_1824
#> "02145" "02" "02" "02" "02" "02" "02" "02"
#> SAMPLE_1825 SAMPLE_1826 SAMPLE_1827 SAMPLE_1828 SAMPLE_1829 SAMPLE_1830 SAMPLE_1831 SAMPLE_1832
#> "02" "02" "03" "03" "0144" "03" "03" "02"
#> SAMPLE_1833 SAMPLE_1834 SAMPLE_1835 SAMPLE_1836 SAMPLE_1837 SAMPLE_1838 SAMPLE_1839 SAMPLE_1840
#> "02" "02" "03" "02164" "02112" "0144" "02134" "02"
#> SAMPLE_1841 SAMPLE_1842 SAMPLE_1843 SAMPLE_1844 SAMPLE_1845 SAMPLE_1846 SAMPLE_1847 SAMPLE_1848
#> "02" "02" "02" "02" "03" "015" "03" "02"
#> SAMPLE_1849 SAMPLE_1850 SAMPLE_1851 SAMPLE_1852 SAMPLE_1853 SAMPLE_1854 SAMPLE_1855 SAMPLE_1856
#> "02" "02" "02166" "02166" "02166" "02163" "02" "02166"
#> SAMPLE_1857 SAMPLE_1858 SAMPLE_1859 SAMPLE_1860 SAMPLE_1861 SAMPLE_1862 SAMPLE_1863 SAMPLE_1864
#> "02133" "02" "0141" "02112" "02" "02" "02" "02"
#> SAMPLE_1865 SAMPLE_1866 SAMPLE_1867 SAMPLE_1868 SAMPLE_1869 SAMPLE_1870 SAMPLE_1871 SAMPLE_1872
#> "013" "02" "02324" "02" "02325" "0141" "0161" "02"
#> SAMPLE_1873 SAMPLE_1874 SAMPLE_1875 SAMPLE_1876 SAMPLE_1877 SAMPLE_1878 SAMPLE_1879 SAMPLE_1880
#> "02" "02" "0141" "0141" "0141" "02325" "02" "02165"
#> SAMPLE_1881 SAMPLE_1882 SAMPLE_1883 SAMPLE_1884 SAMPLE_1885 SAMPLE_1886 SAMPLE_1887 SAMPLE_1888
#> "02135" "02112" "02" "03" "02" "02" "02" "02143"
#> SAMPLE_1889 SAMPLE_1890 SAMPLE_1891 SAMPLE_1892 SAMPLE_1893 SAMPLE_1894 SAMPLE_1895 SAMPLE_1896
#> "0163" "0164" "0162" "0162" "012" "0162" "03" "03"
#> SAMPLE_1897 SAMPLE_1898 SAMPLE_1899 SAMPLE_1900 SAMPLE_1901 SAMPLE_1902 SAMPLE_1903 SAMPLE_1904
#> "03" "03" "03" "03" "03" "03" "03" "03"
#> SAMPLE_1905 SAMPLE_1906 SAMPLE_1907 SAMPLE_1908 SAMPLE_1909 SAMPLE_1910 SAMPLE_1911 SAMPLE_1912
#> "02324" "02117" "02111" "013" "02115" "03" "03" "02"
#> SAMPLE_1913 SAMPLE_1914 SAMPLE_1915 SAMPLE_1916 SAMPLE_1917 SAMPLE_1918 SAMPLE_1919 SAMPLE_1920
#> "02" "02" "02" "02161" "02161" "02161" "02163" "02"
#> SAMPLE_1921 SAMPLE_1922 SAMPLE_1923 SAMPLE_1924 SAMPLE_1925 SAMPLE_1926 SAMPLE_1927 SAMPLE_1928
#> "013" "02171" "02321" "02" "02166" "03" "02164" "03"
#> SAMPLE_1929 SAMPLE_1930 SAMPLE_1931 SAMPLE_1932 SAMPLE_1933 SAMPLE_1934 SAMPLE_1935 SAMPLE_1936
#> "02" "0144" "02" "011" "02" "02" "02" "02113"
#> SAMPLE_1937 SAMPLE_1938 SAMPLE_1939 SAMPLE_1940 SAMPLE_1941 SAMPLE_1942 SAMPLE_1943 SAMPLE_1944
#> "03" "02" "02112" "02114" "02114" "02113" "02116" "02135"
#> SAMPLE_1945 SAMPLE_1946 SAMPLE_1947 SAMPLE_1948 SAMPLE_1949 SAMPLE_1950 SAMPLE_1951 SAMPLE_1952
#> "02113" "02114" "02113" "02113" "02163" "02132" "02112" "02112"
#> SAMPLE_1953 SAMPLE_1954 SAMPLE_1955 SAMPLE_1956 SAMPLE_1957 SAMPLE_1958 SAMPLE_1959 SAMPLE_1960
#> "02132" "02113" "02113" "02161" "02" "02" "02" "02"
#> SAMPLE_1961 SAMPLE_1962 SAMPLE_1963 SAMPLE_1964 SAMPLE_1965 SAMPLE_1966 SAMPLE_1967 SAMPLE_1968
#> "02" "02" "02" "02111" "02117" "02" "02164" "02"
#> SAMPLE_1969 SAMPLE_1970 SAMPLE_1971 SAMPLE_1972 SAMPLE_1973 SAMPLE_1974 SAMPLE_1975 SAMPLE_1976
#> "013" "02" "02" "02" "013" "02" "02113" "02"
#> SAMPLE_1977 SAMPLE_1978 SAMPLE_1979 SAMPLE_1980 SAMPLE_1981 SAMPLE_1982 SAMPLE_1983 SAMPLE_1984
#> "02" "02" "02112" "02" "02321" "02321" "02321" "02321"
#> SAMPLE_1985 SAMPLE_1986 SAMPLE_1987 SAMPLE_1988 SAMPLE_1989 SAMPLE_1990 SAMPLE_1991 SAMPLE_1992
#> "02321" "02321" "02" "02171" "02" "02321" "02321" "03"
#> SAMPLE_1993 SAMPLE_1994 SAMPLE_1995 SAMPLE_1996 SAMPLE_1997 SAMPLE_1998 SAMPLE_1999 SAMPLE_2000
#> "02" "02" "02" "02116" "02134" "02112" "02" "0164"
#> SAMPLE_2001 SAMPLE_2002 SAMPLE_2003 SAMPLE_2004 SAMPLE_2005 SAMPLE_2006 SAMPLE_2007 SAMPLE_2008
#> "02321" "02111" "02111" "02113" "02113" "02111" "02111" "02111"
#> SAMPLE_2009 SAMPLE_2010 SAMPLE_2011 SAMPLE_2012 SAMPLE_2013 SAMPLE_2014 SAMPLE_2015 SAMPLE_2016
#> "02113" "02117" "02113" "02117" "02117" "03" "02" "02"
#> SAMPLE_2017 SAMPLE_2018 SAMPLE_2019 SAMPLE_2020 SAMPLE_2021 SAMPLE_2022 SAMPLE_2023 SAMPLE_2024
#> "02" "02134" "02" "02161" "02" "02" "02" "02"
#> SAMPLE_2025 SAMPLE_2026 SAMPLE_2027 SAMPLE_2028 SAMPLE_2029 SAMPLE_2030 SAMPLE_2031 SAMPLE_2032
#> "03" "03" "02321" "02171" "02171" "02163" "03" "03"
#> SAMPLE_2033 SAMPLE_2034 SAMPLE_2035 SAMPLE_2036 SAMPLE_2037 SAMPLE_2038 SAMPLE_2039 SAMPLE_2040
#> "03" "03" "03" "03" "02" "02" "02111" "02373"
#> SAMPLE_2041 SAMPLE_2042 SAMPLE_2043 SAMPLE_2044 SAMPLE_2045 SAMPLE_2046 SAMPLE_2047 SAMPLE_2048
#> "02143" "02135" "02113" "02111" "02111" "02115" "02115" "02111"
#> SAMPLE_2049 SAMPLE_2050 SAMPLE_2051 SAMPLE_2052 SAMPLE_2053 SAMPLE_2054 SAMPLE_2055 SAMPLE_2056
#> "02163" "02" "02143" "03" "03" "03" "02375" "02"
#> SAMPLE_2057 SAMPLE_2058 SAMPLE_2059 SAMPLE_2060 SAMPLE_2061 SAMPLE_2062 SAMPLE_2063 SAMPLE_2064
#> "02116" "02165" "03" "02" "015" "02" "02143" "03"
#> SAMPLE_2065 SAMPLE_2066 SAMPLE_2067 SAMPLE_2068 SAMPLE_2069 SAMPLE_2070 SAMPLE_2071 SAMPLE_2072
#> "02" "03" "02" "02373" "02" "02171" "02321" "02111"
#> SAMPLE_2073 SAMPLE_2074 SAMPLE_2075 SAMPLE_2076 SAMPLE_2077 SAMPLE_2078 SAMPLE_2079 SAMPLE_2080
#> "02111" "02117" "02115" "02111" "02323" "02323" "02323" "02326"
#> SAMPLE_2081 SAMPLE_2082 SAMPLE_2083 SAMPLE_2084 SAMPLE_2085 SAMPLE_2086 SAMPLE_2087 SAMPLE_2088
#> "02" "02115" "02" "02144" "02144" "02144" "02323" "02173"
#> SAMPLE_2089 SAMPLE_2090 SAMPLE_2091 SAMPLE_2092 SAMPLE_2093 SAMPLE_2094 SAMPLE_2095 SAMPLE_2096
#> "02144" "02173" "02326" "02323" "02132" "02132" "02173" "02144"
#> SAMPLE_2097 SAMPLE_2098 SAMPLE_2099 SAMPLE_2100 SAMPLE_2101 SAMPLE_2102 SAMPLE_2103 SAMPLE_2104
#> "02323" "02132" "02323" "02323" "02323" "02323" "02173" "02"
#> SAMPLE_2105 SAMPLE_2106 SAMPLE_2107 SAMPLE_2108 SAMPLE_2109 SAMPLE_2110 SAMPLE_2111 SAMPLE_2112
#> "02144" "02144" "02144" "02323" "02" "02115" "02" "02323"
#> SAMPLE_2113 SAMPLE_2114 SAMPLE_2115 SAMPLE_2116 SAMPLE_2117 SAMPLE_2118 SAMPLE_2119 SAMPLE_2120
#> "02323" "02323" "02173" "02326" "02323" "02323" "02173" "02144"
#> SAMPLE_2121 SAMPLE_2122 SAMPLE_2123 SAMPLE_2124 SAMPLE_2125 SAMPLE_2126 SAMPLE_2127 SAMPLE_2128
#> "02323" "02323" "02132" "02326" "02" "02132" "02132" "02323"
#> SAMPLE_2129 SAMPLE_2130 SAMPLE_2131 SAMPLE_2132 SAMPLE_2133 SAMPLE_2134 SAMPLE_2135 SAMPLE_2136
#> "02132" "02323" "02144" "02324" "02323" "02115" "02" "02132"
#> SAMPLE_2137 SAMPLE_2138 SAMPLE_2139 SAMPLE_2140 SAMPLE_2141 SAMPLE_2142 SAMPLE_2143 SAMPLE_2144
#> "02323" "02" "02" "02112" "013" "02" "02" "02"
#> SAMPLE_2145 SAMPLE_2146 SAMPLE_2147 SAMPLE_2148 SAMPLE_2149 SAMPLE_2150 SAMPLE_2151 SAMPLE_2152
#> "02" "03" "02" "02" "02" "02" "02375" "02"
#> SAMPLE_2153 SAMPLE_2154 SAMPLE_2155 SAMPLE_2156 SAMPLE_2157 SAMPLE_2158 SAMPLE_2159 SAMPLE_2160
#> "02" "02321" "02" "02171" "02321" "02171" "02171" "02321"
#> SAMPLE_2161 SAMPLE_2162 SAMPLE_2163 SAMPLE_2164 SAMPLE_2165 SAMPLE_2166 SAMPLE_2167 SAMPLE_2168
#> "02171" "02" "02141" "02141" "02117" "02132" "02117" "02111"
#> SAMPLE_2169 SAMPLE_2170 SAMPLE_2171 SAMPLE_2172 SAMPLE_2173 SAMPLE_2174 SAMPLE_2175 SAMPLE_2176
#> "02" "02" "02" "02" "03" "02" "02" "02166"
#> SAMPLE_2177 SAMPLE_2178 SAMPLE_2179 SAMPLE_2180 SAMPLE_2181 SAMPLE_2182 SAMPLE_2183 SAMPLE_2184
#> "02" "02" "03" "02" "02" "0144" "02112" "03"
#> SAMPLE_2185 SAMPLE_2186 SAMPLE_2187 SAMPLE_2188 SAMPLE_2189 SAMPLE_2190 SAMPLE_2191 SAMPLE_2192
#> "03" "02" "02321" "02" "02" "02" "02" "02"
#> SAMPLE_2193 SAMPLE_2194 SAMPLE_2195 SAMPLE_2196 SAMPLE_2197 SAMPLE_2198 SAMPLE_2199 SAMPLE_2200
#> "02" "02" "02" "02" "02" "02166" "02" "02"
#> SAMPLE_2201 SAMPLE_2202 SAMPLE_2203 SAMPLE_2204 SAMPLE_2205 SAMPLE_2206 SAMPLE_2207 SAMPLE_2208
#> "03" "02" "02" "02" "02" "0162" "02" "02165"
#> SAMPLE_2209 SAMPLE_2210 SAMPLE_2211 SAMPLE_2212 SAMPLE_2213 SAMPLE_2214 SAMPLE_2215 SAMPLE_2216
#> "02374" "03" "02" "02112" "02375" "02" "02" "03"
#> SAMPLE_2217 SAMPLE_2218 SAMPLE_2219 SAMPLE_2220 SAMPLE_2221 SAMPLE_2222 SAMPLE_2223 SAMPLE_2224
#> "02161" "02" "02143" "02166" "02" "02" "02" "02371"
#> SAMPLE_2225 SAMPLE_2226 SAMPLE_2227 SAMPLE_2228 SAMPLE_2229 SAMPLE_2230 SAMPLE_2231 SAMPLE_2232
#> "02171" "0163" "02141" "03" "02134" "0144" "02" "02"
#> SAMPLE_2233 SAMPLE_2234 SAMPLE_2235 SAMPLE_2236 SAMPLE_2237 SAMPLE_2238 SAMPLE_2239 SAMPLE_2240
#> "03" "02" "03" "03" "02" "02" "02" "03"
#> SAMPLE_2241 SAMPLE_2242 SAMPLE_2243 SAMPLE_2244 SAMPLE_2245 SAMPLE_2246 SAMPLE_2247 SAMPLE_2248
#> "03" "03" "03" "03" "03" "03" "02112" "02"
#> SAMPLE_2249 SAMPLE_2250 SAMPLE_2251 SAMPLE_2252 SAMPLE_2253 SAMPLE_2254 SAMPLE_2255 SAMPLE_2256
#> "03" "02" "0145" "02112" "03" "02" "02" "02"
#> SAMPLE_2257 SAMPLE_2258 SAMPLE_2259 SAMPLE_2260 SAMPLE_2261 SAMPLE_2262 SAMPLE_2263 SAMPLE_2264
#> "02" "02161" "02" "03" "0142" "011" "02" "03"
#> SAMPLE_2265 SAMPLE_2266 SAMPLE_2267 SAMPLE_2268 SAMPLE_2269 SAMPLE_2270 SAMPLE_2271 SAMPLE_2272
#> "02372" "02" "02165" "03" "02" "02" "02" "02"
#> SAMPLE_2273 SAMPLE_2274 SAMPLE_2275 SAMPLE_2276 SAMPLE_2277 SAMPLE_2278 SAMPLE_2279 SAMPLE_2280
#> "011" "02116" "02" "02" "02" "02" "02" "02"
#> SAMPLE_2281 SAMPLE_2282 SAMPLE_2283 SAMPLE_2284 SAMPLE_2285 SAMPLE_2286 SAMPLE_2287 SAMPLE_2288
#> "02" "02" "02" "02133" "02324" "02" "02" "011"
#> SAMPLE_2289 SAMPLE_2290 SAMPLE_2291 SAMPLE_2292 SAMPLE_2293 SAMPLE_2294 SAMPLE_2295 SAMPLE_2296
#> "02161" "03" "03" "02" "02" "02" "02" "03"
#> SAMPLE_2297 SAMPLE_2298 SAMPLE_2299 SAMPLE_2300 SAMPLE_2301 SAMPLE_2302 SAMPLE_2303 SAMPLE_2304
#> "02166" "02" "03" "02" "02" "02112" "02" "03"
#> SAMPLE_2305 SAMPLE_2306 SAMPLE_2307 SAMPLE_2308 SAMPLE_2309 SAMPLE_2310 SAMPLE_2311 SAMPLE_2312
#> "0144" "02" "02" "02133" "02" "02" "02" "02"
#> SAMPLE_2313 SAMPLE_2314 SAMPLE_2315 SAMPLE_2316 SAMPLE_2317 SAMPLE_2318 SAMPLE_2319 SAMPLE_2320
#> "02" "03" "03" "03" "03" "03" "0143" "02"
#> SAMPLE_2321 SAMPLE_2322 SAMPLE_2323 SAMPLE_2324 SAMPLE_2325 SAMPLE_2326 SAMPLE_2327 SAMPLE_2328
#> "02" "02" "02" "02" "02112" "02324" "02" "02"
#> SAMPLE_2329 SAMPLE_2330 SAMPLE_2331 SAMPLE_2332 SAMPLE_2333 SAMPLE_2334 SAMPLE_2335 SAMPLE_2336
#> "02" "02161" "02" "02" "02" "02" "02" "02"
#> SAMPLE_2337 SAMPLE_2338 SAMPLE_2339 SAMPLE_2340 SAMPLE_2341 SAMPLE_2342 SAMPLE_2343 SAMPLE_2344
#> "02" "02" "03" "03" "03" "03" "03" "02"
#> SAMPLE_2345 SAMPLE_2346 SAMPLE_2347 SAMPLE_2348 SAMPLE_2349 SAMPLE_2350 SAMPLE_2351 SAMPLE_2352
#> "02111" "02" "02" "02143" "03" "02" "03" "02172"
#> SAMPLE_2353 SAMPLE_2354 SAMPLE_2355 SAMPLE_2356 SAMPLE_2357 SAMPLE_2358 SAMPLE_2359 SAMPLE_2360
#> "011" "02321" "02171" "02" "02" "02" "02143" "02"
#> SAMPLE_2361 SAMPLE_2362 SAMPLE_2363 SAMPLE_2364 SAMPLE_2365 SAMPLE_2366 SAMPLE_2367 SAMPLE_2368
#> "02" "02" "03" "02" "02" "02" "02" "02172"
#> SAMPLE_2369 SAMPLE_2370 SAMPLE_2371 SAMPLE_2372 SAMPLE_2373 SAMPLE_2374 SAMPLE_2375 SAMPLE_2376
#> "0142" "0142" "02" "02134" "0142" "0142" "02172" "0142"
#> SAMPLE_2377 SAMPLE_2378 SAMPLE_2379 SAMPLE_2380 SAMPLE_2381 SAMPLE_2382 SAMPLE_2383 SAMPLE_2384
#> "0142" "0142" "02172" "0142" "02172" "0142" "02172" "02"
#> SAMPLE_2385 SAMPLE_2386 SAMPLE_2387 SAMPLE_2388 SAMPLE_2389 SAMPLE_2390 SAMPLE_2391 SAMPLE_2392
#> "02" "0141" "02325" "02325" "02" "02" "02" "03"
#> SAMPLE_2393 SAMPLE_2394 SAMPLE_2395 SAMPLE_2396 SAMPLE_2397 SAMPLE_2398 SAMPLE_2399 SAMPLE_2400
#> "03" "02161" "02321" "02161" "03" "0142" "0142" "0142"
#> SAMPLE_2401 SAMPLE_2402 SAMPLE_2403 SAMPLE_2404 SAMPLE_2405 SAMPLE_2406 SAMPLE_2407 SAMPLE_2408
#> "0142" "0142" "0141" "0141" "02325" "02325" "02325" "02325"
#> SAMPLE_2409 SAMPLE_2410 SAMPLE_2411 SAMPLE_2412 SAMPLE_2413 SAMPLE_2414 SAMPLE_2415 SAMPLE_2416
#> "02" "02" "011" "02" "02137" "02" "02" "02"
#> SAMPLE_2417 SAMPLE_2418 SAMPLE_2419 SAMPLE_2420 SAMPLE_2421 SAMPLE_2422 SAMPLE_2423 SAMPLE_2424
#> "02" "02" "02" "03" "011" "02" "03" "02"
#> SAMPLE_2425 SAMPLE_2426 SAMPLE_2427 SAMPLE_2428 SAMPLE_2429 SAMPLE_2430 SAMPLE_2431 SAMPLE_2432
#> "02" "03" "02161" "02161" "02134" "03" "03" "03"
#> SAMPLE_2433 SAMPLE_2434 SAMPLE_2435 SAMPLE_2436 SAMPLE_2437 SAMPLE_2438 SAMPLE_2439 SAMPLE_2440
#> "02161" "02" "03" "012" "02" "02" "02375" "02"
#> SAMPLE_2441 SAMPLE_2442 SAMPLE_2443 SAMPLE_2444 SAMPLE_2445 SAMPLE_2446 SAMPLE_2447 SAMPLE_2448
#> "02" "03" "03" "03" "02" "03" "012" "02"
#> SAMPLE_2449 SAMPLE_2450 SAMPLE_2451 SAMPLE_2452 SAMPLE_2453 SAMPLE_2454 SAMPLE_2455 SAMPLE_2456
#> "03" "02" "012" "02" "02" "02" "02" "02"
#> SAMPLE_2457 SAMPLE_2458 SAMPLE_2459 SAMPLE_2460 SAMPLE_2461 SAMPLE_2462 SAMPLE_2463 SAMPLE_2464
#> "02" "02165" "013" "03" "02" "02134" "015" "02"
#> SAMPLE_2465 SAMPLE_2466 SAMPLE_2467 SAMPLE_2468 SAMPLE_2469 SAMPLE_2470 SAMPLE_2471 SAMPLE_2472
#> "011" "02" "011" "02" "02" "03" "03" "02"
#> SAMPLE_2473 SAMPLE_2474 SAMPLE_2475 SAMPLE_2476 SAMPLE_2477 SAMPLE_2478 SAMPLE_2479 SAMPLE_2480
#> "02" "02161" "02" "02" "02" "02161" "02162" "02"
#> SAMPLE_2481 SAMPLE_2482 SAMPLE_2483 SAMPLE_2484 SAMPLE_2485 SAMPLE_2486 SAMPLE_2487 SAMPLE_2488
#> "02" "02374" "02" "03" "02132" "03" "02" "02"
#> SAMPLE_2489 SAMPLE_2490 SAMPLE_2491 SAMPLE_2492 SAMPLE_2493 SAMPLE_2494 SAMPLE_2495 SAMPLE_2496
#> "02" "02" "02" "02" "02" "02" "02" "02"
#> SAMPLE_2497 SAMPLE_2498 SAMPLE_2499 SAMPLE_2500 SAMPLE_2501 SAMPLE_2502 SAMPLE_2503 SAMPLE_2504
#> "02" "02" "02" "02" "02" "02" "02" "02"
#> SAMPLE_2505 SAMPLE_2506 SAMPLE_2507 SAMPLE_2508 SAMPLE_2509 SAMPLE_2510 SAMPLE_2511 SAMPLE_2512
#> "02" "02" "02" "0144" "0144" "02141" "02141" "02"
#> SAMPLE_2513 SAMPLE_2514 SAMPLE_2515 SAMPLE_2516 SAMPLE_2517 SAMPLE_2518 SAMPLE_2519 SAMPLE_2520
#> "02" "02" "0163" "02171" "02" "02166" "02" "02"
#> SAMPLE_2521 SAMPLE_2522 SAMPLE_2523 SAMPLE_2524 SAMPLE_2525 SAMPLE_2526 SAMPLE_2527 SAMPLE_2528
#> "02" "02161" "02" "02" "03" "02" "02" "011"
#> SAMPLE_2529 SAMPLE_2530 SAMPLE_2531 SAMPLE_2532 SAMPLE_2533 SAMPLE_2534 SAMPLE_2535 SAMPLE_2536
#> "03" "03" "02133" "02" "03" "02" "02131" "02131"
#> SAMPLE_2537 SAMPLE_2538 SAMPLE_2539 SAMPLE_2540 SAMPLE_2541 SAMPLE_2542 SAMPLE_2543 SAMPLE_2544
#> "02134" "02136" "0144" "02131" "02131" "02134" "02131" "02161"
#> SAMPLE_2545 SAMPLE_2546 SAMPLE_2547 SAMPLE_2548 SAMPLE_2549 SAMPLE_2550 SAMPLE_2551 SAMPLE_2552
#> "02131" "02131" "02131" "02136" "02131" "02131" "02131" "02"
#> SAMPLE_2553 SAMPLE_2554 SAMPLE_2555 SAMPLE_2556 SAMPLE_2557 SAMPLE_2558 SAMPLE_2559 SAMPLE_2560
#> "02" "0142" "0143" "02" "02" "02143" "02" "02"
#> SAMPLE_2561 SAMPLE_2562 SAMPLE_2563 SAMPLE_2564 SAMPLE_2565 SAMPLE_2566 SAMPLE_2567 SAMPLE_2568
#> "0143" "02" "0143" "0143" "0143" "0143" "02" "0142"
#> SAMPLE_2569 SAMPLE_2570 SAMPLE_2571 SAMPLE_2572 SAMPLE_2573 SAMPLE_2574 SAMPLE_2575 SAMPLE_2576
#> "0143" "02" "02" "02" "02" "02132" "02163" "02163"
#> SAMPLE_2577 SAMPLE_2578 SAMPLE_2579 SAMPLE_2580 SAMPLE_2581 SAMPLE_2582 SAMPLE_2583 SAMPLE_2584
#> "02" "02134" "02" "03" "02" "02321" "02" "02163"
#> SAMPLE_2585 SAMPLE_2586 SAMPLE_2587 SAMPLE_2588 SAMPLE_2589 SAMPLE_2590 SAMPLE_2591 SAMPLE_2592
#> "02" "02163" "02" "02" "02" "02" "03" "02171"
#> SAMPLE_2593 SAMPLE_2594 SAMPLE_2595 SAMPLE_2596 SAMPLE_2597 SAMPLE_2598 SAMPLE_2599 SAMPLE_2600
#> "02321" "02321" "02" "03" "02" "02" "02134" "02"
#> SAMPLE_2601 SAMPLE_2602 SAMPLE_2603 SAMPLE_2604 SAMPLE_2605 SAMPLE_2606 SAMPLE_2607 SAMPLE_2608
#> "02" "02" "02161" "02" "02134" "02134" "02" "0143"
#> SAMPLE_2609 SAMPLE_2610 SAMPLE_2611 SAMPLE_2612 SAMPLE_2613 SAMPLE_2614 SAMPLE_2615 SAMPLE_2616
#> "02" "02" "02" "02" "02134" "02" "02163" "02"
#> SAMPLE_2617 SAMPLE_2618 SAMPLE_2619 SAMPLE_2620 SAMPLE_2621 SAMPLE_2622 SAMPLE_2623 SAMPLE_2624
#> "02" "03" "02163" "02134" "02" "02" "02161" "02166"
#> SAMPLE_2625 SAMPLE_2626 SAMPLE_2627 SAMPLE_2628 SAMPLE_2629 SAMPLE_2630 SAMPLE_2631 SAMPLE_2632
#> "02" "02" "02" "02" "02166" "02" "02372" "02372"
#> SAMPLE_2633 SAMPLE_2634 SAMPLE_2635 SAMPLE_2636 SAMPLE_2637 SAMPLE_2638 SAMPLE_2639 SAMPLE_2640
#> "02" "02133" "02161" "02163" "02163" "02132" "02132" "02132"
#> SAMPLE_2641 SAMPLE_2642 SAMPLE_2643 SAMPLE_2644 SAMPLE_2645 SAMPLE_2646 SAMPLE_2647 SAMPLE_2648
#> "03" "02" "02" "02" "02166" "03" "02" "02372"
#> SAMPLE_2649 SAMPLE_2650 SAMPLE_2651 SAMPLE_2652 SAMPLE_2653 SAMPLE_2654 SAMPLE_2655 SAMPLE_2656
#> "02" "03" "02" "03" "03" "03" "03" "02161"
#> SAMPLE_2657 SAMPLE_2658 SAMPLE_2659 SAMPLE_2660 SAMPLE_2661 SAMPLE_2662 SAMPLE_2663 SAMPLE_2664
#> "02163" "03" "03" "02" "03" "03" "03" "02171"
#> SAMPLE_2665 SAMPLE_2666 SAMPLE_2667 SAMPLE_2668 SAMPLE_2669 SAMPLE_2670 SAMPLE_2671 SAMPLE_2672
#> "02321" "02171" "02" "02" "02" "02163" "02163" "02134"
#> SAMPLE_2673 SAMPLE_2674 SAMPLE_2675 SAMPLE_2676 SAMPLE_2677 SAMPLE_2678 SAMPLE_2679 SAMPLE_2680
#> "02134" "02131" "02131" "02133" "02131" "02115" "02" "02374"
#> SAMPLE_2681 SAMPLE_2682 SAMPLE_2683 SAMPLE_2684 SAMPLE_2685 SAMPLE_2686 SAMPLE_2687 SAMPLE_2688
#> "02372" "02" "02" "02" "02133" "02131" "02131" "02375"
#> SAMPLE_2689 SAMPLE_2690 SAMPLE_2691 SAMPLE_2692 SAMPLE_2693 SAMPLE_2694 SAMPLE_2695 SAMPLE_2696
#> "02" "02163" "02137" "03" "02" "02" "02322" "02"
#> SAMPLE_2697 SAMPLE_2698 SAMPLE_2699 SAMPLE_2700 SAMPLE_2701 SAMPLE_2702 SAMPLE_2703 SAMPLE_2704
#> "02" "02322" "02" "02" "02" "02" "02" "02"
#> SAMPLE_2705 SAMPLE_2706 SAMPLE_2707 SAMPLE_2708 SAMPLE_2709 SAMPLE_2710 SAMPLE_2711 SAMPLE_2712
#> "02" "02163" "02163" "02163" "02163" "02" "02174" "02322"
#> SAMPLE_2713 SAMPLE_2714 SAMPLE_2715 SAMPLE_2716 SAMPLE_2717 SAMPLE_2718 SAMPLE_2719 SAMPLE_2720
#> "02" "0145" "02" "0145" "02" "02" "02" "02"
#> SAMPLE_2721 SAMPLE_2722 SAMPLE_2723 SAMPLE_2724 SAMPLE_2725 SAMPLE_2726 SAMPLE_2727 SAMPLE_2728
#> "02163" "013" "02132" "02" "02" "02" "02" "02"
#> SAMPLE_2729 SAMPLE_2730 SAMPLE_2731 SAMPLE_2732 SAMPLE_2733 SAMPLE_2734 SAMPLE_2735 SAMPLE_2736
#> "02322" "02322" "02322" "02322" "02322" "02" "02" "0161"
#> SAMPLE_2737 SAMPLE_2738 SAMPLE_2739 SAMPLE_2740 SAMPLE_2741 SAMPLE_2742 SAMPLE_2743 SAMPLE_2744
#> "0143" "0143" "0143" "0143" "0142" "0143" "0144" "0143"
#> SAMPLE_2745 SAMPLE_2746 SAMPLE_2747 SAMPLE_2748 SAMPLE_2749 SAMPLE_2750 SAMPLE_2751 SAMPLE_2752
#> "0143" "02" "0165" "02131" "02131" "02131" "02131" "02131"
#> SAMPLE_2753 SAMPLE_2754 SAMPLE_2755 SAMPLE_2756 SAMPLE_2757 SAMPLE_2758 SAMPLE_2759 SAMPLE_2760
#> "02131" "02131" "02131" "02131" "02131" "02131" "02132" "0161"
#> SAMPLE_2761 SAMPLE_2762 SAMPLE_2763 SAMPLE_2764 SAMPLE_2765 SAMPLE_2766 SAMPLE_2767 SAMPLE_2768
#> "02" "02" "02" "02" "02" "02" "02" "02"
#> SAMPLE_2769 SAMPLE_2770 SAMPLE_2771 SAMPLE_2772 SAMPLE_2773 SAMPLE_2774 SAMPLE_2775 SAMPLE_2776
#> "02" "02" "02" "02" "02" "02133" "02165" "02"
#> SAMPLE_2777 SAMPLE_2778 SAMPLE_2779 SAMPLE_2780 SAMPLE_2781 SAMPLE_2782 SAMPLE_2783 SAMPLE_2784
#> "02135" "02372" "02145" "02143" "02" "02134" "02163" "02"
#> SAMPLE_2785 SAMPLE_2786 SAMPLE_2787 SAMPLE_2788 SAMPLE_2789 SAMPLE_2790 SAMPLE_2791 SAMPLE_2792
#> "0161" "02" "0143" "0141" "02" "0141" "0141" "0141"
#> SAMPLE_2793 SAMPLE_2794 SAMPLE_2795 SAMPLE_2796 SAMPLE_2797 SAMPLE_2798 SAMPLE_2799 SAMPLE_2800
#> "02" "02" "03" "02" "02325" "02" "02" "02166"
#> SAMPLE_2801
#> "02"
get_classes(res_rh, merge_node = merge_node_param(min_n_signatures = 10355))
#> SAMPLE_1 SAMPLE_2 SAMPLE_3 SAMPLE_4 SAMPLE_5 SAMPLE_6 SAMPLE_7 SAMPLE_8
#> "02" "02" "02" "02" "02" "02" "02" "02"
#> SAMPLE_9 SAMPLE_10 SAMPLE_11 SAMPLE_12 SAMPLE_13 SAMPLE_14 SAMPLE_15 SAMPLE_16
#> "02" "02" "02" "02" "02321" "02" "0165" "0165"
#> SAMPLE_17 SAMPLE_18 SAMPLE_19 SAMPLE_20 SAMPLE_21 SAMPLE_22 SAMPLE_23 SAMPLE_24
#> "02" "02" "0163" "02115" "0163" "02" "02" "02"
#> SAMPLE_25 SAMPLE_26 SAMPLE_27 SAMPLE_28 SAMPLE_29 SAMPLE_30 SAMPLE_31 SAMPLE_32
#> "02" "02" "02" "02" "02" "02" "02" "02"
#> SAMPLE_33 SAMPLE_34 SAMPLE_35 SAMPLE_36 SAMPLE_37 SAMPLE_38 SAMPLE_39 SAMPLE_40
#> "02161" "02" "02161" "02" "02" "02" "02" "02"
#> SAMPLE_41 SAMPLE_42 SAMPLE_43 SAMPLE_44 SAMPLE_45 SAMPLE_46 SAMPLE_47 SAMPLE_48
#> "02" "02" "02161" "02" "02" "02" "02" "02"
#> SAMPLE_49 SAMPLE_50 SAMPLE_51 SAMPLE_52 SAMPLE_53 SAMPLE_54 SAMPLE_55 SAMPLE_56
#> "02" "02" "02" "02" "02" "02" "02" "02"
#> SAMPLE_57 SAMPLE_58 SAMPLE_59 SAMPLE_60 SAMPLE_61 SAMPLE_62 SAMPLE_63 SAMPLE_64
#> "015" "015" "015" "015" "015" "02171" "02321" "02"
#> SAMPLE_65 SAMPLE_66 SAMPLE_67 SAMPLE_68 SAMPLE_69 SAMPLE_70 SAMPLE_71 SAMPLE_72
#> "02171" "02171" "02171" "02" "02161" "02" "02" "02163"
#> SAMPLE_73 SAMPLE_74 SAMPLE_75 SAMPLE_76 SAMPLE_77 SAMPLE_78 SAMPLE_79 SAMPLE_80
#> "02" "02" "02161" "02" "02" "02" "02" "015"
#> SAMPLE_81 SAMPLE_82 SAMPLE_83 SAMPLE_84 SAMPLE_85 SAMPLE_86 SAMPLE_87 SAMPLE_88
#> "015" "015" "015" "015" "011" "011" "0164" "012"
#> SAMPLE_89 SAMPLE_90 SAMPLE_91 SAMPLE_92 SAMPLE_93 SAMPLE_94 SAMPLE_95 SAMPLE_96
#> "0162" "013" "013" "011" "013" "015" "011" "013"
#> SAMPLE_97 SAMPLE_98 SAMPLE_99 SAMPLE_100 SAMPLE_101 SAMPLE_102 SAMPLE_103 SAMPLE_104
#> "011" "011" "013" "02171" "02171" "02" "02171" "02321"
#> SAMPLE_105 SAMPLE_106 SAMPLE_107 SAMPLE_108 SAMPLE_109 SAMPLE_110 SAMPLE_111 SAMPLE_112
#> "02171" "02321" "02171" "02171" "02171" "02171" "02" "02161"
#> SAMPLE_113 SAMPLE_114 SAMPLE_115 SAMPLE_116 SAMPLE_117 SAMPLE_118 SAMPLE_119 SAMPLE_120
#> "02" "02" "02" "02" "02" "02161" "02" "02161"
#> SAMPLE_121 SAMPLE_122 SAMPLE_123 SAMPLE_124 SAMPLE_125 SAMPLE_126 SAMPLE_127 SAMPLE_128
#> "02" "02" "02" "02171" "0142" "02142" "02371" "012"
#> SAMPLE_129 SAMPLE_130 SAMPLE_131 SAMPLE_132 SAMPLE_133 SAMPLE_134 SAMPLE_135 SAMPLE_136
#> "013" "011" "013" "013" "013" "013" "012" "02113"
#> SAMPLE_137 SAMPLE_138 SAMPLE_139 SAMPLE_140 SAMPLE_141 SAMPLE_142 SAMPLE_143 SAMPLE_144
#> "02141" "02114" "02373" "02" "012" "02" "02111" "02"
#> SAMPLE_145 SAMPLE_146 SAMPLE_147 SAMPLE_148 SAMPLE_149 SAMPLE_150 SAMPLE_151 SAMPLE_152
#> "02371" "02" "02" "02" "02" "015" "012" "012"
#> SAMPLE_153 SAMPLE_154 SAMPLE_155 SAMPLE_156 SAMPLE_157 SAMPLE_158 SAMPLE_159 SAMPLE_160
#> "0164" "011" "012" "015" "02" "012" "013" "011"
#> SAMPLE_161 SAMPLE_162 SAMPLE_163 SAMPLE_164 SAMPLE_165 SAMPLE_166 SAMPLE_167 SAMPLE_168
#> "012" "012" "012" "012" "011" "011" "012" "012"
#> SAMPLE_169 SAMPLE_170 SAMPLE_171 SAMPLE_172 SAMPLE_173 SAMPLE_174 SAMPLE_175 SAMPLE_176
#> "012" "011" "011" "011" "02171" "02321" "02" "02"
#> SAMPLE_177 SAMPLE_178 SAMPLE_179 SAMPLE_180 SAMPLE_181 SAMPLE_182 SAMPLE_183 SAMPLE_184
#> "02" "02" "011" "011" "0164" "012" "012" "0162"
#> SAMPLE_185 SAMPLE_186 SAMPLE_187 SAMPLE_188 SAMPLE_189 SAMPLE_190 SAMPLE_191 SAMPLE_192
#> "011" "013" "013" "011" "011" "0162" "011" "013"
#> SAMPLE_193 SAMPLE_194 SAMPLE_195 SAMPLE_196 SAMPLE_197 SAMPLE_198 SAMPLE_199 SAMPLE_200
#> "011" "02" "02" "011" "011" "011" "011" "0162"
#> SAMPLE_201 SAMPLE_202 SAMPLE_203 SAMPLE_204 SAMPLE_205 SAMPLE_206 SAMPLE_207 SAMPLE_208
#> "011" "013" "011" "011" "013" "013" "011" "02"
#> SAMPLE_209 SAMPLE_210 SAMPLE_211 SAMPLE_212 SAMPLE_213 SAMPLE_214 SAMPLE_215 SAMPLE_216
#> "02" "02321" "02" "02" "02" "02" "02171" "02143"
#> SAMPLE_217 SAMPLE_218 SAMPLE_219 SAMPLE_220 SAMPLE_221 SAMPLE_222 SAMPLE_223 SAMPLE_224
#> "02171" "02" "02" "02171" "02" "02" "02171" "012"
#> SAMPLE_225 SAMPLE_226 SAMPLE_227 SAMPLE_228 SAMPLE_229 SAMPLE_230 SAMPLE_231 SAMPLE_232
#> "012" "012" "012" "012" "011" "013" "02" "02161"
#> SAMPLE_233 SAMPLE_234 SAMPLE_235 SAMPLE_236 SAMPLE_237 SAMPLE_238 SAMPLE_239 SAMPLE_240
#> "02" "02" "02" "02" "02" "02" "02" "02"
#> SAMPLE_241 SAMPLE_242 SAMPLE_243 SAMPLE_244 SAMPLE_245 SAMPLE_246 SAMPLE_247 SAMPLE_248
#> "02" "02" "02" "02" "02" "02" "02" "02"
#> SAMPLE_249 SAMPLE_250 SAMPLE_251 SAMPLE_252 SAMPLE_253 SAMPLE_254 SAMPLE_255 SAMPLE_256
#> "02" "02" "02" "02" "02" "02" "02" "02"
#> SAMPLE_257 SAMPLE_258 SAMPLE_259 SAMPLE_260 SAMPLE_261 SAMPLE_262 SAMPLE_263 SAMPLE_264
#> "02" "02" "02" "02" "02" "02" "02" "02"
#> SAMPLE_265 SAMPLE_266 SAMPLE_267 SAMPLE_268 SAMPLE_269 SAMPLE_270 SAMPLE_271 SAMPLE_272
#> "02" "02" "02" "02" "02" "02" "02" "02"
#> SAMPLE_273 SAMPLE_274 SAMPLE_275 SAMPLE_276 SAMPLE_277 SAMPLE_278 SAMPLE_279 SAMPLE_280
#> "02" "02111" "02111" "012" "012" "013" "015" "011"
#> SAMPLE_281 SAMPLE_282 SAMPLE_283 SAMPLE_284 SAMPLE_285 SAMPLE_286 SAMPLE_287 SAMPLE_288
#> "011" "015" "015" "011" "011" "02" "02161" "02"
#> SAMPLE_289 SAMPLE_290 SAMPLE_291 SAMPLE_292 SAMPLE_293 SAMPLE_294 SAMPLE_295 SAMPLE_296
#> "02" "015" "011" "011" "011" "015" "015" "02"
#> SAMPLE_297 SAMPLE_298 SAMPLE_299 SAMPLE_300 SAMPLE_301 SAMPLE_302 SAMPLE_303 SAMPLE_304
#> "02" "02" "02" "02" "02" "02" "02" "02"
#> SAMPLE_305 SAMPLE_306 SAMPLE_307 SAMPLE_308 SAMPLE_309 SAMPLE_310 SAMPLE_311 SAMPLE_312
#> "02" "02" "02" "02" "02" "02" "02" "02161"
#> SAMPLE_313 SAMPLE_314 SAMPLE_315 SAMPLE_316 SAMPLE_317 SAMPLE_318 SAMPLE_319 SAMPLE_320
#> "02" "02" "02" "02" "02" "02" "02" "02"
#> SAMPLE_321 SAMPLE_322 SAMPLE_323 SAMPLE_324 SAMPLE_325 SAMPLE_326 SAMPLE_327 SAMPLE_328
#> "02" "02" "02" "02" "02" "02" "02" "02"
#> SAMPLE_329 SAMPLE_330 SAMPLE_331 SAMPLE_332 SAMPLE_333 SAMPLE_334 SAMPLE_335 SAMPLE_336
#> "02142" "02371" "02142" "02142" "02" "02114" "02117" "02143"
#> SAMPLE_337 SAMPLE_338 SAMPLE_339 SAMPLE_340 SAMPLE_341 SAMPLE_342 SAMPLE_343 SAMPLE_344
#> "02" "02142" "02371" "02142" "02142" "02166" "02114" "02"
#> SAMPLE_345 SAMPLE_346 SAMPLE_347 SAMPLE_348 SAMPLE_349 SAMPLE_350 SAMPLE_351 SAMPLE_352
#> "02114" "02" "02371" "02371" "02142" "02114" "02" "02114"
#> SAMPLE_353 SAMPLE_354 SAMPLE_355 SAMPLE_356 SAMPLE_357 SAMPLE_358 SAMPLE_359 SAMPLE_360
#> "02142" "02114" "02371" "02116" "02" "02114" "02142" "02"
#> SAMPLE_361 SAMPLE_362 SAMPLE_363 SAMPLE_364 SAMPLE_365 SAMPLE_366 SAMPLE_367 SAMPLE_368
#> "02371" "02142" "02371" "02" "02" "02161" "02" "02"
#> SAMPLE_369 SAMPLE_370 SAMPLE_371 SAMPLE_372 SAMPLE_373 SAMPLE_374 SAMPLE_375 SAMPLE_376
#> "02" "02161" "02" "02" "02117" "02111" "02371" "02111"
#> SAMPLE_377 SAMPLE_378 SAMPLE_379 SAMPLE_380 SAMPLE_381 SAMPLE_382 SAMPLE_383 SAMPLE_384
#> "02117" "02371" "02111" "0165" "0165" "02" "02" "02"
#> SAMPLE_385 SAMPLE_386 SAMPLE_387 SAMPLE_388 SAMPLE_389 SAMPLE_390 SAMPLE_391 SAMPLE_392
#> "02" "02" "02" "0164" "011" "013" "015" "011"
#> SAMPLE_393 SAMPLE_394 SAMPLE_395 SAMPLE_396 SAMPLE_397 SAMPLE_398 SAMPLE_399 SAMPLE_400
#> "011" "011" "012" "013" "011" "0162" "011" "011"
#> SAMPLE_401 SAMPLE_402 SAMPLE_403 SAMPLE_404 SAMPLE_405 SAMPLE_406 SAMPLE_407 SAMPLE_408
#> "011" "0163" "015" "0162" "0163" "012" "011" "012"
#> SAMPLE_409 SAMPLE_410 SAMPLE_411 SAMPLE_412 SAMPLE_413 SAMPLE_414 SAMPLE_415 SAMPLE_416
#> "011" "013" "013" "011" "013" "013" "011" "011"
#> SAMPLE_417 SAMPLE_418 SAMPLE_419 SAMPLE_420 SAMPLE_421 SAMPLE_422 SAMPLE_423 SAMPLE_424
#> "013" "0164" "011" "011" "011" "013" "011" "011"
#> SAMPLE_425 SAMPLE_426 SAMPLE_427 SAMPLE_428 SAMPLE_429 SAMPLE_430 SAMPLE_431 SAMPLE_432
#> "0164" "011" "011" "011" "013" "015" "011" "011"
#> SAMPLE_433 SAMPLE_434 SAMPLE_435 SAMPLE_436 SAMPLE_437 SAMPLE_438 SAMPLE_439 SAMPLE_440
#> "011" "013" "0164" "011" "011" "011" "011" "0164"
#> SAMPLE_441 SAMPLE_442 SAMPLE_443 SAMPLE_444 SAMPLE_445 SAMPLE_446 SAMPLE_447 SAMPLE_448
#> "012" "013" "012" "011" "013" "013" "015" "011"
#> SAMPLE_449 SAMPLE_450 SAMPLE_451 SAMPLE_452 SAMPLE_453 SAMPLE_454 SAMPLE_455 SAMPLE_456
#> "013" "011" "013" "011" "012" "012" "011" "011"
#> SAMPLE_457 SAMPLE_458 SAMPLE_459 SAMPLE_460 SAMPLE_461 SAMPLE_462 SAMPLE_463 SAMPLE_464
#> "011" "011" "015" "011" "0163" "013" "013" "013"
#> SAMPLE_465 SAMPLE_466 SAMPLE_467 SAMPLE_468 SAMPLE_469 SAMPLE_470 SAMPLE_471 SAMPLE_472
#> "0164" "015" "011" "0162" "015" "02372" "02" "011"
#> SAMPLE_473 SAMPLE_474 SAMPLE_475 SAMPLE_476 SAMPLE_477 SAMPLE_478 SAMPLE_479 SAMPLE_480
#> "0162" "011" "0162" "011" "013" "012" "011" "013"
#> SAMPLE_481 SAMPLE_482 SAMPLE_483 SAMPLE_484 SAMPLE_485 SAMPLE_486 SAMPLE_487 SAMPLE_488
#> "013" "015" "015" "0164" "013" "012" "011" "0164"
#> SAMPLE_489 SAMPLE_490 SAMPLE_491 SAMPLE_492 SAMPLE_493 SAMPLE_494 SAMPLE_495 SAMPLE_496
#> "0162" "011" "013" "012" "011" "011" "011" "015"
#> SAMPLE_497 SAMPLE_498 SAMPLE_499 SAMPLE_500 SAMPLE_501 SAMPLE_502 SAMPLE_503 SAMPLE_504
#> "011" "015" "013" "011" "0163" "011" "012" "015"
#> SAMPLE_505 SAMPLE_506 SAMPLE_507 SAMPLE_508 SAMPLE_509 SAMPLE_510 SAMPLE_511 SAMPLE_512
#> "012" "011" "011" "011" "012" "013" "011" "015"
#> SAMPLE_513 SAMPLE_514 SAMPLE_515 SAMPLE_516 SAMPLE_517 SAMPLE_518 SAMPLE_519 SAMPLE_520
#> "011" "013" "013" "011" "013" "011" "011" "013"
#> SAMPLE_521 SAMPLE_522 SAMPLE_523 SAMPLE_524 SAMPLE_525 SAMPLE_526 SAMPLE_527 SAMPLE_528
#> "015" "012" "011" "011" "013" "011" "011" "0162"
#> SAMPLE_529 SAMPLE_530 SAMPLE_531 SAMPLE_532 SAMPLE_533 SAMPLE_534 SAMPLE_535 SAMPLE_536
#> "013" "0164" "011" "013" "011" "011" "011" "0162"
#> SAMPLE_537 SAMPLE_538 SAMPLE_539 SAMPLE_540 SAMPLE_541 SAMPLE_542 SAMPLE_543 SAMPLE_544
#> "011" "013" "012" "013" "012" "013" "011" "011"
#> SAMPLE_545 SAMPLE_546 SAMPLE_547 SAMPLE_548 SAMPLE_549 SAMPLE_550 SAMPLE_551 SAMPLE_552
#> "013" "013" "011" "013" "011" "011" "011" "011"
#> SAMPLE_553 SAMPLE_554 SAMPLE_555 SAMPLE_556 SAMPLE_557 SAMPLE_558 SAMPLE_559 SAMPLE_560
#> "02" "012" "013" "012" "012" "013" "011" "011"
#> SAMPLE_561 SAMPLE_562 SAMPLE_563 SAMPLE_564 SAMPLE_565 SAMPLE_566 SAMPLE_567 SAMPLE_568
#> "012" "012" "012" "011" "012" "012" "012" "02"
#> SAMPLE_569 SAMPLE_570 SAMPLE_571 SAMPLE_572 SAMPLE_573 SAMPLE_574 SAMPLE_575 SAMPLE_576
#> "02" "02" "02" "02" "012" "012" "012" "012"
#> SAMPLE_577 SAMPLE_578 SAMPLE_579 SAMPLE_580 SAMPLE_581 SAMPLE_582 SAMPLE_583 SAMPLE_584
#> "013" "011" "015" "013" "0164" "011" "013" "012"
#> SAMPLE_585 SAMPLE_586 SAMPLE_587 SAMPLE_588 SAMPLE_589 SAMPLE_590 SAMPLE_591 SAMPLE_592
#> "011" "013" "0164" "011" "02" "02161" "02" "02161"
#> SAMPLE_593 SAMPLE_594 SAMPLE_595 SAMPLE_596 SAMPLE_597 SAMPLE_598 SAMPLE_599 SAMPLE_600
#> "02" "02161" "02161" "02" "02" "02" "02" "02"
#> SAMPLE_601 SAMPLE_602 SAMPLE_603 SAMPLE_604 SAMPLE_605 SAMPLE_606 SAMPLE_607 SAMPLE_608
#> "02" "02161" "02" "02" "02" "02" "02" "02"
#> SAMPLE_609 SAMPLE_610 SAMPLE_611 SAMPLE_612 SAMPLE_613 SAMPLE_614 SAMPLE_615 SAMPLE_616
#> "02" "02" "012" "011" "012" "02" "013" "011"
#> SAMPLE_617 SAMPLE_618 SAMPLE_619 SAMPLE_620 SAMPLE_621 SAMPLE_622 SAMPLE_623 SAMPLE_624
#> "013" "02" "02" "02" "02" "02" "02" "02"
#> SAMPLE_625 SAMPLE_626 SAMPLE_627 SAMPLE_628 SAMPLE_629 SAMPLE_630 SAMPLE_631 SAMPLE_632
#> "02" "02" "02" "02" "02" "02" "02" "02"
#> SAMPLE_633 SAMPLE_634 SAMPLE_635 SAMPLE_636 SAMPLE_637 SAMPLE_638 SAMPLE_639 SAMPLE_640
#> "02" "02" "02" "02" "02" "02" "02" "02"
#> SAMPLE_641 SAMPLE_642 SAMPLE_643 SAMPLE_644 SAMPLE_645 SAMPLE_646 SAMPLE_647 SAMPLE_648
#> "02161" "012" "02321" "02371" "02" "02" "02143" "02"
#> SAMPLE_649 SAMPLE_650 SAMPLE_651 SAMPLE_652 SAMPLE_653 SAMPLE_654 SAMPLE_655 SAMPLE_656
#> "02165" "02" "02162" "02162" "02" "03" "02162" "02"
#> SAMPLE_657 SAMPLE_658 SAMPLE_659 SAMPLE_660 SAMPLE_661 SAMPLE_662 SAMPLE_663 SAMPLE_664
#> "02" "02161" "02161" "02161" "02161" "02" "03" "02"
#> SAMPLE_665 SAMPLE_666 SAMPLE_667 SAMPLE_668 SAMPLE_669 SAMPLE_670 SAMPLE_671 SAMPLE_672
#> "02" "02161" "02" "02" "02" "0163" "011" "02"
#> SAMPLE_673 SAMPLE_674 SAMPLE_675 SAMPLE_676 SAMPLE_677 SAMPLE_678 SAMPLE_679 SAMPLE_680
#> "02" "02" "02" "02" "02" "02" "02" "02"
#> SAMPLE_681 SAMPLE_682 SAMPLE_683 SAMPLE_684 SAMPLE_685 SAMPLE_686 SAMPLE_687 SAMPLE_688
#> "02" "02" "02" "02" "02" "02" "02" "02"
#> SAMPLE_689 SAMPLE_690 SAMPLE_691 SAMPLE_692 SAMPLE_693 SAMPLE_694 SAMPLE_695 SAMPLE_696
#> "02" "02" "02" "02" "02" "02" "02324" "02"
#> SAMPLE_697 SAMPLE_698 SAMPLE_699 SAMPLE_700 SAMPLE_701 SAMPLE_702 SAMPLE_703 SAMPLE_704
#> "02" "02" "02" "02" "02" "02" "02" "02"
#> SAMPLE_705 SAMPLE_706 SAMPLE_707 SAMPLE_708 SAMPLE_709 SAMPLE_710 SAMPLE_711 SAMPLE_712
#> "02" "02" "02" "02" "02" "02" "02" "02"
#> SAMPLE_713 SAMPLE_714 SAMPLE_715 SAMPLE_716 SAMPLE_717 SAMPLE_718 SAMPLE_719 SAMPLE_720
#> "02" "02324" "02" "03" "03" "03" "03" "02"
#> SAMPLE_721 SAMPLE_722 SAMPLE_723 SAMPLE_724 SAMPLE_725 SAMPLE_726 SAMPLE_727 SAMPLE_728
#> "03" "02" "02116" "02" "02" "02116" "02116" "02116"
#> SAMPLE_729 SAMPLE_730 SAMPLE_731 SAMPLE_732 SAMPLE_733 SAMPLE_734 SAMPLE_735 SAMPLE_736
#> "02116" "02" "012" "02112" "03" "03" "03" "03"
#> SAMPLE_737 SAMPLE_738 SAMPLE_739 SAMPLE_740 SAMPLE_741 SAMPLE_742 SAMPLE_743 SAMPLE_744
#> "03" "03" "02324" "02" "02" "02" "02" "02"
#> SAMPLE_745 SAMPLE_746 SAMPLE_747 SAMPLE_748 SAMPLE_749 SAMPLE_750 SAMPLE_751 SAMPLE_752
#> "02" "02" "02" "02371" "012" "011" "02" "02"
#> SAMPLE_753 SAMPLE_754 SAMPLE_755 SAMPLE_756 SAMPLE_757 SAMPLE_758 SAMPLE_759 SAMPLE_760
#> "02" "03" "03" "03" "02161" "02" "02161" "02"
#> SAMPLE_761 SAMPLE_762 SAMPLE_763 SAMPLE_764 SAMPLE_765 SAMPLE_766 SAMPLE_767 SAMPLE_768
#> "02" "02" "03" "03" "012" "02171" "02" "02"
#> SAMPLE_769 SAMPLE_770 SAMPLE_771 SAMPLE_772 SAMPLE_773 SAMPLE_774 SAMPLE_775 SAMPLE_776
#> "012" "012" "02114" "02114" "02" "02" "02114" "02"
#> SAMPLE_777 SAMPLE_778 SAMPLE_779 SAMPLE_780 SAMPLE_781 SAMPLE_782 SAMPLE_783 SAMPLE_784
#> "02163" "02" "02" "02" "02" "02" "02" "02"
#> SAMPLE_785 SAMPLE_786 SAMPLE_787 SAMPLE_788 SAMPLE_789 SAMPLE_790 SAMPLE_791 SAMPLE_792
#> "02" "02114" "02114" "02116" "02163" "02163" "02" "03"
#> SAMPLE_793 SAMPLE_794 SAMPLE_795 SAMPLE_796 SAMPLE_797 SAMPLE_798 SAMPLE_799 SAMPLE_800
#> "0143" "02" "02" "02" "02" "02" "02166" "02166"
#> SAMPLE_801 SAMPLE_802 SAMPLE_803 SAMPLE_804 SAMPLE_805 SAMPLE_806 SAMPLE_807 SAMPLE_808
#> "02" "02" "02166" "02" "02" "02" "02" "02"
#> SAMPLE_809 SAMPLE_810 SAMPLE_811 SAMPLE_812 SAMPLE_813 SAMPLE_814 SAMPLE_815 SAMPLE_816
#> "02" "02" "02" "02" "02" "02" "02" "02"
#> SAMPLE_817 SAMPLE_818 SAMPLE_819 SAMPLE_820 SAMPLE_821 SAMPLE_822 SAMPLE_823 SAMPLE_824
#> "02" "02" "02" "02" "02" "02" "02" "02"
#> SAMPLE_825 SAMPLE_826 SAMPLE_827 SAMPLE_828 SAMPLE_829 SAMPLE_830 SAMPLE_831 SAMPLE_832
#> "02" "02" "02" "02" "02" "02" "02" "02"
#> SAMPLE_833 SAMPLE_834 SAMPLE_835 SAMPLE_836 SAMPLE_837 SAMPLE_838 SAMPLE_839 SAMPLE_840
#> "02" "02" "02" "02" "02" "02" "0162" "02"
#> SAMPLE_841 SAMPLE_842 SAMPLE_843 SAMPLE_844 SAMPLE_845 SAMPLE_846 SAMPLE_847 SAMPLE_848
#> "02" "02" "02" "02" "0162" "02" "0164" "02"
#> SAMPLE_849 SAMPLE_850 SAMPLE_851 SAMPLE_852 SAMPLE_853 SAMPLE_854 SAMPLE_855 SAMPLE_856
#> "02374" "02161" "02141" "03" "02" "03" "02161" "02"
#> SAMPLE_857 SAMPLE_858 SAMPLE_859 SAMPLE_860 SAMPLE_861 SAMPLE_862 SAMPLE_863 SAMPLE_864
#> "0144" "0144" "02" "02" "02" "02" "02" "02161"
#> SAMPLE_865 SAMPLE_866 SAMPLE_867 SAMPLE_868 SAMPLE_869 SAMPLE_870 SAMPLE_871 SAMPLE_872
#> "02" "02" "02" "02" "02" "0141" "02" "03"
#> SAMPLE_873 SAMPLE_874 SAMPLE_875 SAMPLE_876 SAMPLE_877 SAMPLE_878 SAMPLE_879 SAMPLE_880
#> "03" "02" "03" "02" "03" "0144" "02112" "02"
#> SAMPLE_881 SAMPLE_882 SAMPLE_883 SAMPLE_884 SAMPLE_885 SAMPLE_886 SAMPLE_887 SAMPLE_888
#> "03" "03" "03" "02112" "02" "02" "02" "03"
#> SAMPLE_889 SAMPLE_890 SAMPLE_891 SAMPLE_892 SAMPLE_893 SAMPLE_894 SAMPLE_895 SAMPLE_896
#> "02172" "02161" "0144" "02" "0144" "02112" "02" "02"
#> SAMPLE_897 SAMPLE_898 SAMPLE_899 SAMPLE_900 SAMPLE_901 SAMPLE_902 SAMPLE_903 SAMPLE_904
#> "03" "02" "02374" "02" "02143" "02" "02" "02"
#> SAMPLE_905 SAMPLE_906 SAMPLE_907 SAMPLE_908 SAMPLE_909 SAMPLE_910 SAMPLE_911 SAMPLE_912
#> "02" "03" "02" "02" "02" "02" "02" "02"
#> SAMPLE_913 SAMPLE_914 SAMPLE_915 SAMPLE_916 SAMPLE_917 SAMPLE_918 SAMPLE_919 SAMPLE_920
#> "02" "02" "02" "02" "02" "02" "02" "02"
#> SAMPLE_921 SAMPLE_922 SAMPLE_923 SAMPLE_924 SAMPLE_925 SAMPLE_926 SAMPLE_927 SAMPLE_928
#> "02" "02" "02" "02" "02" "02115" "02" "02"
#> SAMPLE_929 SAMPLE_930 SAMPLE_931 SAMPLE_932 SAMPLE_933 SAMPLE_934 SAMPLE_935 SAMPLE_936
#> "02" "02" "02" "02" "02" "02" "02" "02"
#> SAMPLE_937 SAMPLE_938 SAMPLE_939 SAMPLE_940 SAMPLE_941 SAMPLE_942 SAMPLE_943 SAMPLE_944
#> "02" "02" "02142" "02371" "02371" "02" "02371" "02"
#> SAMPLE_945 SAMPLE_946 SAMPLE_947 SAMPLE_948 SAMPLE_949 SAMPLE_950 SAMPLE_951 SAMPLE_952
#> "02372" "02371" "02142" "02371" "02371" "02371" "02" "02"
#> SAMPLE_953 SAMPLE_954 SAMPLE_955 SAMPLE_956 SAMPLE_957 SAMPLE_958 SAMPLE_959 SAMPLE_960
#> "02" "02373" "02371" "02371" "02371" "02371" "02371" "02371"
#> SAMPLE_961 SAMPLE_962 SAMPLE_963 SAMPLE_964 SAMPLE_965 SAMPLE_966 SAMPLE_967 SAMPLE_968
#> "02" "02" "02" "02" "02" "02" "02" "02"
#> SAMPLE_969 SAMPLE_970 SAMPLE_971 SAMPLE_972 SAMPLE_973 SAMPLE_974 SAMPLE_975 SAMPLE_976
#> "02" "02" "02" "02" "02" "03" "02112" "012"
#> SAMPLE_977 SAMPLE_978 SAMPLE_979 SAMPLE_980 SAMPLE_981 SAMPLE_982 SAMPLE_983 SAMPLE_984
#> "012" "012" "012" "02143" "02" "02" "012" "012"
#> SAMPLE_985 SAMPLE_986 SAMPLE_987 SAMPLE_988 SAMPLE_989 SAMPLE_990 SAMPLE_991 SAMPLE_992
#> "012" "0141" "02" "03" "02" "02" "0161" "011"
#> SAMPLE_993 SAMPLE_994 SAMPLE_995 SAMPLE_996 SAMPLE_997 SAMPLE_998 SAMPLE_999 SAMPLE_1000
#> "02" "02112" "02" "02" "02112" "02" "02162" "02371"
#> SAMPLE_1001 SAMPLE_1002 SAMPLE_1003 SAMPLE_1004 SAMPLE_1005 SAMPLE_1006 SAMPLE_1007 SAMPLE_1008
#> "02117" "02" "02371" "02" "02373" "02" "02" "02117"
#> SAMPLE_1009 SAMPLE_1010 SAMPLE_1011 SAMPLE_1012 SAMPLE_1013 SAMPLE_1014 SAMPLE_1015 SAMPLE_1016
#> "02" "02373" "02" "02" "02" "02117" "02142" "02371"
#> SAMPLE_1017 SAMPLE_1018 SAMPLE_1019 SAMPLE_1020 SAMPLE_1021 SAMPLE_1022 SAMPLE_1023 SAMPLE_1024
#> "02" "02" "02" "02" "02" "02" "02" "02"
#> SAMPLE_1025 SAMPLE_1026 SAMPLE_1027 SAMPLE_1028 SAMPLE_1029 SAMPLE_1030 SAMPLE_1031 SAMPLE_1032
#> "02" "02" "02" "02" "02" "02" "02" "02"
#> SAMPLE_1033 SAMPLE_1034 SAMPLE_1035 SAMPLE_1036 SAMPLE_1037 SAMPLE_1038 SAMPLE_1039 SAMPLE_1040
#> "02" "02" "02" "02" "02" "0163" "012" "02171"
#> SAMPLE_1041 SAMPLE_1042 SAMPLE_1043 SAMPLE_1044 SAMPLE_1045 SAMPLE_1046 SAMPLE_1047 SAMPLE_1048
#> "02" "02" "02" "02" "02112" "02" "02" "02162"
#> SAMPLE_1049 SAMPLE_1050 SAMPLE_1051 SAMPLE_1052 SAMPLE_1053 SAMPLE_1054 SAMPLE_1055 SAMPLE_1056
#> "02112" "02" "02112" "02" "02" "02165" "02" "02165"
#> SAMPLE_1057 SAMPLE_1058 SAMPLE_1059 SAMPLE_1060 SAMPLE_1061 SAMPLE_1062 SAMPLE_1063 SAMPLE_1064
#> "02165" "02165" "02165" "02" "02165" "02165" "02" "012"
#> SAMPLE_1065 SAMPLE_1066 SAMPLE_1067 SAMPLE_1068 SAMPLE_1069 SAMPLE_1070 SAMPLE_1071 SAMPLE_1072
#> "0163" "012" "02141" "02115" "02115" "02375" "02141" "02"
#> SAMPLE_1073 SAMPLE_1074 SAMPLE_1075 SAMPLE_1076 SAMPLE_1077 SAMPLE_1078 SAMPLE_1079 SAMPLE_1080
#> "02115" "02141" "02141" "02141" "02141" "02" "02141" "02141"
#> SAMPLE_1081 SAMPLE_1082 SAMPLE_1083 SAMPLE_1084 SAMPLE_1085 SAMPLE_1086 SAMPLE_1087 SAMPLE_1088
#> "02141" "02" "02" "02162" "02" "02165" "02371" "02"
#> SAMPLE_1089 SAMPLE_1090 SAMPLE_1091 SAMPLE_1092 SAMPLE_1093 SAMPLE_1094 SAMPLE_1095 SAMPLE_1096
#> "02" "02" "02" "02165" "02" "02" "02165" "02165"
#> SAMPLE_1097 SAMPLE_1098 SAMPLE_1099 SAMPLE_1100 SAMPLE_1101 SAMPLE_1102 SAMPLE_1103 SAMPLE_1104
#> "02" "02" "03" "02" "02162" "02162" "02162" "02162"
#> SAMPLE_1105 SAMPLE_1106 SAMPLE_1107 SAMPLE_1108 SAMPLE_1109 SAMPLE_1110 SAMPLE_1111 SAMPLE_1112
#> "02162" "02162" "02162" "02162" "02162" "02113" "013" "02"
#> SAMPLE_1113 SAMPLE_1114 SAMPLE_1115 SAMPLE_1116 SAMPLE_1117 SAMPLE_1118 SAMPLE_1119 SAMPLE_1120
#> "02" "02161" "02" "011" "02373" "02117" "02" "02111"
#> SAMPLE_1121 SAMPLE_1122 SAMPLE_1123 SAMPLE_1124 SAMPLE_1125 SAMPLE_1126 SAMPLE_1127 SAMPLE_1128
#> "02" "02" "02113" "02111" "02" "02117" "02115" "02142"
#> SAMPLE_1129 SAMPLE_1130 SAMPLE_1131 SAMPLE_1132 SAMPLE_1133 SAMPLE_1134 SAMPLE_1135 SAMPLE_1136
#> "02111" "02117" "02" "02" "02" "02" "02" "02"
#> SAMPLE_1137 SAMPLE_1138 SAMPLE_1139 SAMPLE_1140 SAMPLE_1141 SAMPLE_1142 SAMPLE_1143 SAMPLE_1144
#> "02" "02" "02" "02" "02" "02" "02112" "02"
#> SAMPLE_1145 SAMPLE_1146 SAMPLE_1147 SAMPLE_1148 SAMPLE_1149 SAMPLE_1150 SAMPLE_1151 SAMPLE_1152
#> "02" "02" "02" "02" "012" "02" "02112" "02"
#> SAMPLE_1153 SAMPLE_1154 SAMPLE_1155 SAMPLE_1156 SAMPLE_1157 SAMPLE_1158 SAMPLE_1159 SAMPLE_1160
#> "02" "02" "02" "02" "02" "02141" "0144" "0144"
#> SAMPLE_1161 SAMPLE_1162 SAMPLE_1163 SAMPLE_1164 SAMPLE_1165 SAMPLE_1166 SAMPLE_1167 SAMPLE_1168
#> "0143" "02" "02" "02" "02" "02" "02372" "013"
#> SAMPLE_1169 SAMPLE_1170 SAMPLE_1171 SAMPLE_1172 SAMPLE_1173 SAMPLE_1174 SAMPLE_1175 SAMPLE_1176
#> "011" "02" "02" "02" "02" "02" "02" "02"
#> SAMPLE_1177 SAMPLE_1178 SAMPLE_1179 SAMPLE_1180 SAMPLE_1181 SAMPLE_1182 SAMPLE_1183 SAMPLE_1184
#> "02" "02115" "02115" "02" "02164" "02371" "02" "02"
#> SAMPLE_1185 SAMPLE_1186 SAMPLE_1187 SAMPLE_1188 SAMPLE_1189 SAMPLE_1190 SAMPLE_1191 SAMPLE_1192
#> "02163" "02163" "02" "02" "02" "02116" "02116" "011"
#> SAMPLE_1193 SAMPLE_1194 SAMPLE_1195 SAMPLE_1196 SAMPLE_1197 SAMPLE_1198 SAMPLE_1199 SAMPLE_1200
#> "02171" "02" "02373" "02142" "02373" "02371" "02142" "02142"
#> SAMPLE_1201 SAMPLE_1202 SAMPLE_1203 SAMPLE_1204 SAMPLE_1205 SAMPLE_1206 SAMPLE_1207 SAMPLE_1208
#> "02111" "02142" "02" "02113" "02" "03" "02" "02162"
#> SAMPLE_1209 SAMPLE_1210 SAMPLE_1211 SAMPLE_1212 SAMPLE_1213 SAMPLE_1214 SAMPLE_1215 SAMPLE_1216
#> "03" "02" "0162" "0163" "0164" "02" "02143" "02"
#> SAMPLE_1217 SAMPLE_1218 SAMPLE_1219 SAMPLE_1220 SAMPLE_1221 SAMPLE_1222 SAMPLE_1223 SAMPLE_1224
#> "02" "02" "02" "02116" "02" "02324" "02" "02"
#> SAMPLE_1225 SAMPLE_1226 SAMPLE_1227 SAMPLE_1228 SAMPLE_1229 SAMPLE_1230 SAMPLE_1231 SAMPLE_1232
#> "02" "02" "02" "02" "02324" "02" "02" "02"
#> SAMPLE_1233 SAMPLE_1234 SAMPLE_1235 SAMPLE_1236 SAMPLE_1237 SAMPLE_1238 SAMPLE_1239 SAMPLE_1240
#> "02324" "02" "02" "02" "02" "02" "02" "02142"
#> SAMPLE_1241 SAMPLE_1242 SAMPLE_1243 SAMPLE_1244 SAMPLE_1245 SAMPLE_1246 SAMPLE_1247 SAMPLE_1248
#> "012" "015" "0162" "02171" "02171" "02171" "02171" "02375"
#> SAMPLE_1249 SAMPLE_1250 SAMPLE_1251 SAMPLE_1252 SAMPLE_1253 SAMPLE_1254 SAMPLE_1255 SAMPLE_1256
#> "02114" "02114" "02" "03" "03" "03" "03" "02114"
#> SAMPLE_1257 SAMPLE_1258 SAMPLE_1259 SAMPLE_1260 SAMPLE_1261 SAMPLE_1262 SAMPLE_1263 SAMPLE_1264
#> "02" "02" "02" "02" "02" "02" "02" "03"
#> SAMPLE_1265 SAMPLE_1266 SAMPLE_1267 SAMPLE_1268 SAMPLE_1269 SAMPLE_1270 SAMPLE_1271 SAMPLE_1272
#> "02" "02321" "02322" "0161" "02112" "02321" "02321" "02321"
#> SAMPLE_1273 SAMPLE_1274 SAMPLE_1275 SAMPLE_1276 SAMPLE_1277 SAMPLE_1278 SAMPLE_1279 SAMPLE_1280
#> "02321" "02171" "02171" "02" "02" "02" "02" "02"
#> SAMPLE_1281 SAMPLE_1282 SAMPLE_1283 SAMPLE_1284 SAMPLE_1285 SAMPLE_1286 SAMPLE_1287 SAMPLE_1288
#> "03" "02" "02113" "02" "02" "02" "03" "02"
#> SAMPLE_1289 SAMPLE_1290 SAMPLE_1291 SAMPLE_1292 SAMPLE_1293 SAMPLE_1294 SAMPLE_1295 SAMPLE_1296
#> "02" "02322" "02112" "02163" "02" "02113" "02321" "02"
#> SAMPLE_1297 SAMPLE_1298 SAMPLE_1299 SAMPLE_1300 SAMPLE_1301 SAMPLE_1302 SAMPLE_1303 SAMPLE_1304
#> "02171" "02321" "02" "02" "02171" "02321" "02321" "02321"
#> SAMPLE_1305 SAMPLE_1306 SAMPLE_1307 SAMPLE_1308 SAMPLE_1309 SAMPLE_1310 SAMPLE_1311 SAMPLE_1312
#> "02" "02321" "02171" "02321" "02321" "02171" "02" "02171"
#> SAMPLE_1313 SAMPLE_1314 SAMPLE_1315 SAMPLE_1316 SAMPLE_1317 SAMPLE_1318 SAMPLE_1319 SAMPLE_1320
#> "02321" "02321" "02321" "02" "02" "02" "02" "02"
#> SAMPLE_1321 SAMPLE_1322 SAMPLE_1323 SAMPLE_1324 SAMPLE_1325 SAMPLE_1326 SAMPLE_1327 SAMPLE_1328
#> "02" "02" "02" "02" "02" "02117" "02113" "02"
#> SAMPLE_1329 SAMPLE_1330 SAMPLE_1331 SAMPLE_1332 SAMPLE_1333 SAMPLE_1334 SAMPLE_1335 SAMPLE_1336
#> "02113" "02113" "02" "02" "02113" "02113" "02113" "0161"
#> SAMPLE_1337 SAMPLE_1338 SAMPLE_1339 SAMPLE_1340 SAMPLE_1341 SAMPLE_1342 SAMPLE_1343 SAMPLE_1344
#> "02" "02" "02323" "02144" "02" "02" "02116" "02114"
#> SAMPLE_1345 SAMPLE_1346 SAMPLE_1347 SAMPLE_1348 SAMPLE_1349 SAMPLE_1350 SAMPLE_1351 SAMPLE_1352
#> "02" "02" "02" "02" "02" "02323" "02" "02"
#> SAMPLE_1353 SAMPLE_1354 SAMPLE_1355 SAMPLE_1356 SAMPLE_1357 SAMPLE_1358 SAMPLE_1359 SAMPLE_1360
#> "03" "02" "02" "03" "03" "03" "03" "03"
#> SAMPLE_1361 SAMPLE_1362 SAMPLE_1363 SAMPLE_1364 SAMPLE_1365 SAMPLE_1366 SAMPLE_1367 SAMPLE_1368
#> "03" "03" "03" "03" "03" "03" "03" "03"
#> SAMPLE_1369 SAMPLE_1370 SAMPLE_1371 SAMPLE_1372 SAMPLE_1373 SAMPLE_1374 SAMPLE_1375 SAMPLE_1376
#> "03" "03" "03" "03" "03" "03" "03" "03"
#> SAMPLE_1377 SAMPLE_1378 SAMPLE_1379 SAMPLE_1380 SAMPLE_1381 SAMPLE_1382 SAMPLE_1383 SAMPLE_1384
#> "03" "03" "03" "03" "03" "03" "03" "03"
#> SAMPLE_1385 SAMPLE_1386 SAMPLE_1387 SAMPLE_1388 SAMPLE_1389 SAMPLE_1390 SAMPLE_1391 SAMPLE_1392
#> "03" "02164" "02" "02" "02" "02162" "02164" "02164"
#> SAMPLE_1393 SAMPLE_1394 SAMPLE_1395 SAMPLE_1396 SAMPLE_1397 SAMPLE_1398 SAMPLE_1399 SAMPLE_1400
#> "02164" "02164" "02164" "02162" "02" "02" "02" "02162"
#> SAMPLE_1401 SAMPLE_1402 SAMPLE_1403 SAMPLE_1404 SAMPLE_1405 SAMPLE_1406 SAMPLE_1407 SAMPLE_1408
#> "02" "02" "02" "02" "02" "02113" "02113" "02"
#> SAMPLE_1409 SAMPLE_1410 SAMPLE_1411 SAMPLE_1412 SAMPLE_1413 SAMPLE_1414 SAMPLE_1415 SAMPLE_1416
#> "02" "02162" "02161" "02" "012" "012" "012" "0164"
#> SAMPLE_1417 SAMPLE_1418 SAMPLE_1419 SAMPLE_1420 SAMPLE_1421 SAMPLE_1422 SAMPLE_1423 SAMPLE_1424
#> "012" "012" "02" "02" "02112" "02112" "02116" "02112"
#> SAMPLE_1425 SAMPLE_1426 SAMPLE_1427 SAMPLE_1428 SAMPLE_1429 SAMPLE_1430 SAMPLE_1431 SAMPLE_1432
#> "02" "02" "0141" "02" "02325" "02142" "02" "02"
#> SAMPLE_1433 SAMPLE_1434 SAMPLE_1435 SAMPLE_1436 SAMPLE_1437 SAMPLE_1438 SAMPLE_1439 SAMPLE_1440
#> "03" "02" "02112" "02112" "02112" "02112" "02112" "0161"
#> SAMPLE_1441 SAMPLE_1442 SAMPLE_1443 SAMPLE_1444 SAMPLE_1445 SAMPLE_1446 SAMPLE_1447 SAMPLE_1448
#> "02112" "02" "02" "02163" "02112" "02" "013" "013"
#> SAMPLE_1449 SAMPLE_1450 SAMPLE_1451 SAMPLE_1452 SAMPLE_1453 SAMPLE_1454 SAMPLE_1455 SAMPLE_1456
#> "02163" "02163" "02163" "02" "02" "02" "02" "02"
#> SAMPLE_1457 SAMPLE_1458 SAMPLE_1459 SAMPLE_1460 SAMPLE_1461 SAMPLE_1462 SAMPLE_1463 SAMPLE_1464
#> "02" "02" "02" "02" "02" "02113" "02113" "02116"
#> SAMPLE_1465 SAMPLE_1466 SAMPLE_1467 SAMPLE_1468 SAMPLE_1469 SAMPLE_1470 SAMPLE_1471 SAMPLE_1472
#> "02" "02" "02" "02" "02" "02" "02" "02"
#> SAMPLE_1473 SAMPLE_1474 SAMPLE_1475 SAMPLE_1476 SAMPLE_1477 SAMPLE_1478 SAMPLE_1479 SAMPLE_1480
#> "02" "02" "02" "02" "02" "02" "02" "02"
#> SAMPLE_1481 SAMPLE_1482 SAMPLE_1483 SAMPLE_1484 SAMPLE_1485 SAMPLE_1486 SAMPLE_1487 SAMPLE_1488
#> "02" "02" "02" "02" "02" "02" "02" "02"
#> SAMPLE_1489 SAMPLE_1490 SAMPLE_1491 SAMPLE_1492 SAMPLE_1493 SAMPLE_1494 SAMPLE_1495 SAMPLE_1496
#> "03" "03" "02" "02" "02" "02" "02" "02"
#> SAMPLE_1497 SAMPLE_1498 SAMPLE_1499 SAMPLE_1500 SAMPLE_1501 SAMPLE_1502 SAMPLE_1503 SAMPLE_1504
#> "02" "02" "02" "02" "02" "02" "02" "02"
#> SAMPLE_1505 SAMPLE_1506 SAMPLE_1507 SAMPLE_1508 SAMPLE_1509 SAMPLE_1510 SAMPLE_1511 SAMPLE_1512
#> "02" "02" "02" "02" "02" "02" "02" "02"
#> SAMPLE_1513 SAMPLE_1514 SAMPLE_1515 SAMPLE_1516 SAMPLE_1517 SAMPLE_1518 SAMPLE_1519 SAMPLE_1520
#> "02" "02165" "02" "02" "02" "02" "02" "02"
#> SAMPLE_1521 SAMPLE_1522 SAMPLE_1523 SAMPLE_1524 SAMPLE_1525 SAMPLE_1526 SAMPLE_1527 SAMPLE_1528
#> "02" "02" "015" "02" "012" "02321" "02112" "02112"
#> SAMPLE_1529 SAMPLE_1530 SAMPLE_1531 SAMPLE_1532 SAMPLE_1533 SAMPLE_1534 SAMPLE_1535 SAMPLE_1536
#> "02112" "02112" "02112" "02112" "02112" "02" "02111" "02"
#> SAMPLE_1537 SAMPLE_1538 SAMPLE_1539 SAMPLE_1540 SAMPLE_1541 SAMPLE_1542 SAMPLE_1543 SAMPLE_1544
#> "02" "02113" "02113" "02111" "02" "02113" "02117" "02"
#> SAMPLE_1545 SAMPLE_1546 SAMPLE_1547 SAMPLE_1548 SAMPLE_1549 SAMPLE_1550 SAMPLE_1551 SAMPLE_1552
#> "02113" "02" "02" "02" "02111" "02" "02142" "02"
#> SAMPLE_1553 SAMPLE_1554 SAMPLE_1555 SAMPLE_1556 SAMPLE_1557 SAMPLE_1558 SAMPLE_1559 SAMPLE_1560
#> "02" "02322" "02" "02322" "02322" "02322" "02" "02322"
#> SAMPLE_1561 SAMPLE_1562 SAMPLE_1563 SAMPLE_1564 SAMPLE_1565 SAMPLE_1566 SAMPLE_1567 SAMPLE_1568
#> "02" "02" "02322" "02" "02322" "02322" "02" "02"
#> SAMPLE_1569 SAMPLE_1570 SAMPLE_1571 SAMPLE_1572 SAMPLE_1573 SAMPLE_1574 SAMPLE_1575 SAMPLE_1576
#> "02" "02" "02" "02" "02" "02" "02322" "02"
#> SAMPLE_1577 SAMPLE_1578 SAMPLE_1579 SAMPLE_1580 SAMPLE_1581 SAMPLE_1582 SAMPLE_1583 SAMPLE_1584
#> "02" "02371" "03" "02" "02" "03" "02164" "02"
#> SAMPLE_1585 SAMPLE_1586 SAMPLE_1587 SAMPLE_1588 SAMPLE_1589 SAMPLE_1590 SAMPLE_1591 SAMPLE_1592
#> "02" "02" "02" "02" "02163" "02" "02163" "02"
#> SAMPLE_1593 SAMPLE_1594 SAMPLE_1595 SAMPLE_1596 SAMPLE_1597 SAMPLE_1598 SAMPLE_1599 SAMPLE_1600
#> "02" "02" "02" "02162" "02112" "02" "02" "02"
#> SAMPLE_1601 SAMPLE_1602 SAMPLE_1603 SAMPLE_1604 SAMPLE_1605 SAMPLE_1606 SAMPLE_1607 SAMPLE_1608
#> "02" "02" "0144" "02" "0144" "0143" "0143" "02"
#> SAMPLE_1609 SAMPLE_1610 SAMPLE_1611 SAMPLE_1612 SAMPLE_1613 SAMPLE_1614 SAMPLE_1615 SAMPLE_1616
#> "02117" "02112" "02" "02" "02" "02" "02" "02"
#> SAMPLE_1617 SAMPLE_1618 SAMPLE_1619 SAMPLE_1620 SAMPLE_1621 SAMPLE_1622 SAMPLE_1623 SAMPLE_1624
#> "02" "02" "02162" "02162" "02" "02162" "02" "02"
#> SAMPLE_1625 SAMPLE_1626 SAMPLE_1627 SAMPLE_1628 SAMPLE_1629 SAMPLE_1630 SAMPLE_1631 SAMPLE_1632
#> "02" "03" "02" "02" "02" "02171" "02144" "02"
#> SAMPLE_1633 SAMPLE_1634 SAMPLE_1635 SAMPLE_1636 SAMPLE_1637 SAMPLE_1638 SAMPLE_1639 SAMPLE_1640
#> "02" "02" "02" "02" "02374" "02" "02" "02"
#> SAMPLE_1641 SAMPLE_1642 SAMPLE_1643 SAMPLE_1644 SAMPLE_1645 SAMPLE_1646 SAMPLE_1647 SAMPLE_1648
#> "02" "02" "02" "02" "02166" "02" "02" "02"
#> SAMPLE_1649 SAMPLE_1650 SAMPLE_1651 SAMPLE_1652 SAMPLE_1653 SAMPLE_1654 SAMPLE_1655 SAMPLE_1656
#> "02" "02" "02" "02" "02" "02" "02" "02"
#> SAMPLE_1657 SAMPLE_1658 SAMPLE_1659 SAMPLE_1660 SAMPLE_1661 SAMPLE_1662 SAMPLE_1663 SAMPLE_1664
#> "02325" "02" "02116" "02" "02" "02" "02" "03"
#> SAMPLE_1665 SAMPLE_1666 SAMPLE_1667 SAMPLE_1668 SAMPLE_1669 SAMPLE_1670 SAMPLE_1671 SAMPLE_1672
#> "02" "02321" "0164" "02" "02141" "02" "02" "02"
#> SAMPLE_1673 SAMPLE_1674 SAMPLE_1675 SAMPLE_1676 SAMPLE_1677 SAMPLE_1678 SAMPLE_1679 SAMPLE_1680
#> "011" "02" "02" "02" "0143" "02" "02165" "02112"
#> SAMPLE_1681 SAMPLE_1682 SAMPLE_1683 SAMPLE_1684 SAMPLE_1685 SAMPLE_1686 SAMPLE_1687 SAMPLE_1688
#> "02" "03" "02166" "02" "02" "02" "02111" "02174"
#> SAMPLE_1689 SAMPLE_1690 SAMPLE_1691 SAMPLE_1692 SAMPLE_1693 SAMPLE_1694 SAMPLE_1695 SAMPLE_1696
#> "02164" "02" "02174" "02162" "02" "0144" "02" "02"
#> SAMPLE_1697 SAMPLE_1698 SAMPLE_1699 SAMPLE_1700 SAMPLE_1701 SAMPLE_1702 SAMPLE_1703 SAMPLE_1704
#> "02" "0142" "02" "02172" "02" "02" "02" "02163"
#> SAMPLE_1705 SAMPLE_1706 SAMPLE_1707 SAMPLE_1708 SAMPLE_1709 SAMPLE_1710 SAMPLE_1711 SAMPLE_1712
#> "02163" "02" "02163" "02" "03" "02166" "02163" "0161"
#> SAMPLE_1713 SAMPLE_1714 SAMPLE_1715 SAMPLE_1716 SAMPLE_1717 SAMPLE_1718 SAMPLE_1719 SAMPLE_1720
#> "02" "02" "02" "02" "02" "02" "02" "02"
#> SAMPLE_1721 SAMPLE_1722 SAMPLE_1723 SAMPLE_1724 SAMPLE_1725 SAMPLE_1726 SAMPLE_1727 SAMPLE_1728
#> "02" "02" "02" "02" "02" "02" "02" "02"
#> SAMPLE_1729 SAMPLE_1730 SAMPLE_1731 SAMPLE_1732 SAMPLE_1733 SAMPLE_1734 SAMPLE_1735 SAMPLE_1736
#> "02" "02" "02117" "02" "03" "02163" "011" "0142"
#> SAMPLE_1737 SAMPLE_1738 SAMPLE_1739 SAMPLE_1740 SAMPLE_1741 SAMPLE_1742 SAMPLE_1743 SAMPLE_1744
#> "02" "02113" "02" "02" "02" "02" "02" "02"
#> SAMPLE_1745 SAMPLE_1746 SAMPLE_1747 SAMPLE_1748 SAMPLE_1749 SAMPLE_1750 SAMPLE_1751 SAMPLE_1752
#> "02" "02" "02" "02" "02" "02" "02" "02"
#> SAMPLE_1753 SAMPLE_1754 SAMPLE_1755 SAMPLE_1756 SAMPLE_1757 SAMPLE_1758 SAMPLE_1759 SAMPLE_1760
#> "02" "02" "02" "02" "02" "02" "02164" "02"
#> SAMPLE_1761 SAMPLE_1762 SAMPLE_1763 SAMPLE_1764 SAMPLE_1765 SAMPLE_1766 SAMPLE_1767 SAMPLE_1768
#> "02" "02" "02" "02" "02" "02163" "02115" "02"
#> SAMPLE_1769 SAMPLE_1770 SAMPLE_1771 SAMPLE_1772 SAMPLE_1773 SAMPLE_1774 SAMPLE_1775 SAMPLE_1776
#> "02" "02" "02323" "02115" "02" "02372" "02" "02141"
#> SAMPLE_1777 SAMPLE_1778 SAMPLE_1779 SAMPLE_1780 SAMPLE_1781 SAMPLE_1782 SAMPLE_1783 SAMPLE_1784
#> "02" "02" "02" "02" "02" "02" "02" "02"
#> SAMPLE_1785 SAMPLE_1786 SAMPLE_1787 SAMPLE_1788 SAMPLE_1789 SAMPLE_1790 SAMPLE_1791 SAMPLE_1792
#> "02" "02" "02" "02" "02" "02" "02" "02"
#> SAMPLE_1793 SAMPLE_1794 SAMPLE_1795 SAMPLE_1796 SAMPLE_1797 SAMPLE_1798 SAMPLE_1799 SAMPLE_1800
#> "02161" "02" "02" "02" "03" "02" "02" "02"
#> SAMPLE_1801 SAMPLE_1802 SAMPLE_1803 SAMPLE_1804 SAMPLE_1805 SAMPLE_1806 SAMPLE_1807 SAMPLE_1808
#> "02" "02" "02" "02" "02" "02" "02" "02"
#> SAMPLE_1809 SAMPLE_1810 SAMPLE_1811 SAMPLE_1812 SAMPLE_1813 SAMPLE_1814 SAMPLE_1815 SAMPLE_1816
#> "02" "02" "02" "02" "02375" "02" "02" "02174"
#> SAMPLE_1817 SAMPLE_1818 SAMPLE_1819 SAMPLE_1820 SAMPLE_1821 SAMPLE_1822 SAMPLE_1823 SAMPLE_1824
#> "02145" "02" "02" "02" "02" "02" "02" "02"
#> SAMPLE_1825 SAMPLE_1826 SAMPLE_1827 SAMPLE_1828 SAMPLE_1829 SAMPLE_1830 SAMPLE_1831 SAMPLE_1832
#> "02" "02" "03" "03" "0144" "03" "03" "02"
#> SAMPLE_1833 SAMPLE_1834 SAMPLE_1835 SAMPLE_1836 SAMPLE_1837 SAMPLE_1838 SAMPLE_1839 SAMPLE_1840
#> "02" "02" "03" "02164" "02112" "0144" "02" "02"
#> SAMPLE_1841 SAMPLE_1842 SAMPLE_1843 SAMPLE_1844 SAMPLE_1845 SAMPLE_1846 SAMPLE_1847 SAMPLE_1848
#> "02" "02" "02" "02" "03" "015" "03" "02"
#> SAMPLE_1849 SAMPLE_1850 SAMPLE_1851 SAMPLE_1852 SAMPLE_1853 SAMPLE_1854 SAMPLE_1855 SAMPLE_1856
#> "02" "02" "02166" "02166" "02166" "02163" "02" "02166"
#> SAMPLE_1857 SAMPLE_1858 SAMPLE_1859 SAMPLE_1860 SAMPLE_1861 SAMPLE_1862 SAMPLE_1863 SAMPLE_1864
#> "02" "02" "0141" "02112" "02" "02" "02" "02"
#> SAMPLE_1865 SAMPLE_1866 SAMPLE_1867 SAMPLE_1868 SAMPLE_1869 SAMPLE_1870 SAMPLE_1871 SAMPLE_1872
#> "013" "02" "02324" "02" "02325" "0141" "0161" "02"
#> SAMPLE_1873 SAMPLE_1874 SAMPLE_1875 SAMPLE_1876 SAMPLE_1877 SAMPLE_1878 SAMPLE_1879 SAMPLE_1880
#> "02" "02" "0141" "0141" "0141" "02325" "02" "02165"
#> SAMPLE_1881 SAMPLE_1882 SAMPLE_1883 SAMPLE_1884 SAMPLE_1885 SAMPLE_1886 SAMPLE_1887 SAMPLE_1888
#> "02" "02112" "02" "03" "02" "02" "02" "02143"
#> SAMPLE_1889 SAMPLE_1890 SAMPLE_1891 SAMPLE_1892 SAMPLE_1893 SAMPLE_1894 SAMPLE_1895 SAMPLE_1896
#> "0163" "0164" "0162" "0162" "012" "0162" "03" "03"
#> SAMPLE_1897 SAMPLE_1898 SAMPLE_1899 SAMPLE_1900 SAMPLE_1901 SAMPLE_1902 SAMPLE_1903 SAMPLE_1904
#> "03" "03" "03" "03" "03" "03" "03" "03"
#> SAMPLE_1905 SAMPLE_1906 SAMPLE_1907 SAMPLE_1908 SAMPLE_1909 SAMPLE_1910 SAMPLE_1911 SAMPLE_1912
#> "02324" "02117" "02111" "013" "02115" "03" "03" "02"
#> SAMPLE_1913 SAMPLE_1914 SAMPLE_1915 SAMPLE_1916 SAMPLE_1917 SAMPLE_1918 SAMPLE_1919 SAMPLE_1920
#> "02" "02" "02" "02161" "02161" "02161" "02163" "02"
#> SAMPLE_1921 SAMPLE_1922 SAMPLE_1923 SAMPLE_1924 SAMPLE_1925 SAMPLE_1926 SAMPLE_1927 SAMPLE_1928
#> "013" "02171" "02321" "02" "02166" "03" "02164" "03"
#> SAMPLE_1929 SAMPLE_1930 SAMPLE_1931 SAMPLE_1932 SAMPLE_1933 SAMPLE_1934 SAMPLE_1935 SAMPLE_1936
#> "02" "0144" "02" "011" "02" "02" "02" "02113"
#> SAMPLE_1937 SAMPLE_1938 SAMPLE_1939 SAMPLE_1940 SAMPLE_1941 SAMPLE_1942 SAMPLE_1943 SAMPLE_1944
#> "03" "02" "02112" "02114" "02114" "02113" "02116" "02"
#> SAMPLE_1945 SAMPLE_1946 SAMPLE_1947 SAMPLE_1948 SAMPLE_1949 SAMPLE_1950 SAMPLE_1951 SAMPLE_1952
#> "02113" "02114" "02113" "02113" "02163" "02" "02112" "02112"
#> SAMPLE_1953 SAMPLE_1954 SAMPLE_1955 SAMPLE_1956 SAMPLE_1957 SAMPLE_1958 SAMPLE_1959 SAMPLE_1960
#> "02" "02113" "02113" "02161" "02" "02" "02" "02"
#> SAMPLE_1961 SAMPLE_1962 SAMPLE_1963 SAMPLE_1964 SAMPLE_1965 SAMPLE_1966 SAMPLE_1967 SAMPLE_1968
#> "02" "02" "02" "02111" "02117" "02" "02164" "02"
#> SAMPLE_1969 SAMPLE_1970 SAMPLE_1971 SAMPLE_1972 SAMPLE_1973 SAMPLE_1974 SAMPLE_1975 SAMPLE_1976
#> "013" "02" "02" "02" "013" "02" "02113" "02"
#> SAMPLE_1977 SAMPLE_1978 SAMPLE_1979 SAMPLE_1980 SAMPLE_1981 SAMPLE_1982 SAMPLE_1983 SAMPLE_1984
#> "02" "02" "02112" "02" "02321" "02321" "02321" "02321"
#> SAMPLE_1985 SAMPLE_1986 SAMPLE_1987 SAMPLE_1988 SAMPLE_1989 SAMPLE_1990 SAMPLE_1991 SAMPLE_1992
#> "02321" "02321" "02" "02171" "02" "02321" "02321" "03"
#> SAMPLE_1993 SAMPLE_1994 SAMPLE_1995 SAMPLE_1996 SAMPLE_1997 SAMPLE_1998 SAMPLE_1999 SAMPLE_2000
#> "02" "02" "02" "02116" "02" "02112" "02" "0164"
#> SAMPLE_2001 SAMPLE_2002 SAMPLE_2003 SAMPLE_2004 SAMPLE_2005 SAMPLE_2006 SAMPLE_2007 SAMPLE_2008
#> "02321" "02111" "02111" "02113" "02113" "02111" "02111" "02111"
#> SAMPLE_2009 SAMPLE_2010 SAMPLE_2011 SAMPLE_2012 SAMPLE_2013 SAMPLE_2014 SAMPLE_2015 SAMPLE_2016
#> "02113" "02117" "02113" "02117" "02117" "03" "02" "02"
#> SAMPLE_2017 SAMPLE_2018 SAMPLE_2019 SAMPLE_2020 SAMPLE_2021 SAMPLE_2022 SAMPLE_2023 SAMPLE_2024
#> "02" "02" "02" "02161" "02" "02" "02" "02"
#> SAMPLE_2025 SAMPLE_2026 SAMPLE_2027 SAMPLE_2028 SAMPLE_2029 SAMPLE_2030 SAMPLE_2031 SAMPLE_2032
#> "03" "03" "02321" "02171" "02171" "02163" "03" "03"
#> SAMPLE_2033 SAMPLE_2034 SAMPLE_2035 SAMPLE_2036 SAMPLE_2037 SAMPLE_2038 SAMPLE_2039 SAMPLE_2040
#> "03" "03" "03" "03" "02" "02" "02111" "02373"
#> SAMPLE_2041 SAMPLE_2042 SAMPLE_2043 SAMPLE_2044 SAMPLE_2045 SAMPLE_2046 SAMPLE_2047 SAMPLE_2048
#> "02143" "02" "02113" "02111" "02111" "02115" "02115" "02111"
#> SAMPLE_2049 SAMPLE_2050 SAMPLE_2051 SAMPLE_2052 SAMPLE_2053 SAMPLE_2054 SAMPLE_2055 SAMPLE_2056
#> "02163" "02" "02143" "03" "03" "03" "02375" "02"
#> SAMPLE_2057 SAMPLE_2058 SAMPLE_2059 SAMPLE_2060 SAMPLE_2061 SAMPLE_2062 SAMPLE_2063 SAMPLE_2064
#> "02116" "02165" "03" "02" "015" "02" "02143" "03"
#> SAMPLE_2065 SAMPLE_2066 SAMPLE_2067 SAMPLE_2068 SAMPLE_2069 SAMPLE_2070 SAMPLE_2071 SAMPLE_2072
#> "02" "03" "02" "02373" "02" "02171" "02321" "02111"
#> SAMPLE_2073 SAMPLE_2074 SAMPLE_2075 SAMPLE_2076 SAMPLE_2077 SAMPLE_2078 SAMPLE_2079 SAMPLE_2080
#> "02111" "02117" "02115" "02111" "02323" "02323" "02323" "02326"
#> SAMPLE_2081 SAMPLE_2082 SAMPLE_2083 SAMPLE_2084 SAMPLE_2085 SAMPLE_2086 SAMPLE_2087 SAMPLE_2088
#> "02" "02115" "02" "02144" "02144" "02144" "02323" "02173"
#> SAMPLE_2089 SAMPLE_2090 SAMPLE_2091 SAMPLE_2092 SAMPLE_2093 SAMPLE_2094 SAMPLE_2095 SAMPLE_2096
#> "02144" "02173" "02326" "02323" "02" "02" "02173" "02144"
#> SAMPLE_2097 SAMPLE_2098 SAMPLE_2099 SAMPLE_2100 SAMPLE_2101 SAMPLE_2102 SAMPLE_2103 SAMPLE_2104
#> "02323" "02" "02323" "02323" "02323" "02323" "02173" "02"
#> SAMPLE_2105 SAMPLE_2106 SAMPLE_2107 SAMPLE_2108 SAMPLE_2109 SAMPLE_2110 SAMPLE_2111 SAMPLE_2112
#> "02144" "02144" "02144" "02323" "02" "02115" "02" "02323"
#> SAMPLE_2113 SAMPLE_2114 SAMPLE_2115 SAMPLE_2116 SAMPLE_2117 SAMPLE_2118 SAMPLE_2119 SAMPLE_2120
#> "02323" "02323" "02173" "02326" "02323" "02323" "02173" "02144"
#> SAMPLE_2121 SAMPLE_2122 SAMPLE_2123 SAMPLE_2124 SAMPLE_2125 SAMPLE_2126 SAMPLE_2127 SAMPLE_2128
#> "02323" "02323" "02" "02326" "02" "02" "02" "02323"
#> SAMPLE_2129 SAMPLE_2130 SAMPLE_2131 SAMPLE_2132 SAMPLE_2133 SAMPLE_2134 SAMPLE_2135 SAMPLE_2136
#> "02" "02323" "02144" "02324" "02323" "02115" "02" "02"
#> SAMPLE_2137 SAMPLE_2138 SAMPLE_2139 SAMPLE_2140 SAMPLE_2141 SAMPLE_2142 SAMPLE_2143 SAMPLE_2144
#> "02323" "02" "02" "02112" "013" "02" "02" "02"
#> SAMPLE_2145 SAMPLE_2146 SAMPLE_2147 SAMPLE_2148 SAMPLE_2149 SAMPLE_2150 SAMPLE_2151 SAMPLE_2152
#> "02" "03" "02" "02" "02" "02" "02375" "02"
#> SAMPLE_2153 SAMPLE_2154 SAMPLE_2155 SAMPLE_2156 SAMPLE_2157 SAMPLE_2158 SAMPLE_2159 SAMPLE_2160
#> "02" "02321" "02" "02171" "02321" "02171" "02171" "02321"
#> SAMPLE_2161 SAMPLE_2162 SAMPLE_2163 SAMPLE_2164 SAMPLE_2165 SAMPLE_2166 SAMPLE_2167 SAMPLE_2168
#> "02171" "02" "02141" "02141" "02117" "02" "02117" "02111"
#> SAMPLE_2169 SAMPLE_2170 SAMPLE_2171 SAMPLE_2172 SAMPLE_2173 SAMPLE_2174 SAMPLE_2175 SAMPLE_2176
#> "02" "02" "02" "02" "03" "02" "02" "02166"
#> SAMPLE_2177 SAMPLE_2178 SAMPLE_2179 SAMPLE_2180 SAMPLE_2181 SAMPLE_2182 SAMPLE_2183 SAMPLE_2184
#> "02" "02" "03" "02" "02" "0144" "02112" "03"
#> SAMPLE_2185 SAMPLE_2186 SAMPLE_2187 SAMPLE_2188 SAMPLE_2189 SAMPLE_2190 SAMPLE_2191 SAMPLE_2192
#> "03" "02" "02321" "02" "02" "02" "02" "02"
#> SAMPLE_2193 SAMPLE_2194 SAMPLE_2195 SAMPLE_2196 SAMPLE_2197 SAMPLE_2198 SAMPLE_2199 SAMPLE_2200
#> "02" "02" "02" "02" "02" "02166" "02" "02"
#> SAMPLE_2201 SAMPLE_2202 SAMPLE_2203 SAMPLE_2204 SAMPLE_2205 SAMPLE_2206 SAMPLE_2207 SAMPLE_2208
#> "03" "02" "02" "02" "02" "0162" "02" "02165"
#> SAMPLE_2209 SAMPLE_2210 SAMPLE_2211 SAMPLE_2212 SAMPLE_2213 SAMPLE_2214 SAMPLE_2215 SAMPLE_2216
#> "02374" "03" "02" "02112" "02375" "02" "02" "03"
#> SAMPLE_2217 SAMPLE_2218 SAMPLE_2219 SAMPLE_2220 SAMPLE_2221 SAMPLE_2222 SAMPLE_2223 SAMPLE_2224
#> "02161" "02" "02143" "02166" "02" "02" "02" "02371"
#> SAMPLE_2225 SAMPLE_2226 SAMPLE_2227 SAMPLE_2228 SAMPLE_2229 SAMPLE_2230 SAMPLE_2231 SAMPLE_2232
#> "02171" "0163" "02141" "03" "02" "0144" "02" "02"
#> SAMPLE_2233 SAMPLE_2234 SAMPLE_2235 SAMPLE_2236 SAMPLE_2237 SAMPLE_2238 SAMPLE_2239 SAMPLE_2240
#> "03" "02" "03" "03" "02" "02" "02" "03"
#> SAMPLE_2241 SAMPLE_2242 SAMPLE_2243 SAMPLE_2244 SAMPLE_2245 SAMPLE_2246 SAMPLE_2247 SAMPLE_2248
#> "03" "03" "03" "03" "03" "03" "02112" "02"
#> SAMPLE_2249 SAMPLE_2250 SAMPLE_2251 SAMPLE_2252 SAMPLE_2253 SAMPLE_2254 SAMPLE_2255 SAMPLE_2256
#> "03" "02" "0145" "02112" "03" "02" "02" "02"
#> SAMPLE_2257 SAMPLE_2258 SAMPLE_2259 SAMPLE_2260 SAMPLE_2261 SAMPLE_2262 SAMPLE_2263 SAMPLE_2264
#> "02" "02161" "02" "03" "0142" "011" "02" "03"
#> SAMPLE_2265 SAMPLE_2266 SAMPLE_2267 SAMPLE_2268 SAMPLE_2269 SAMPLE_2270 SAMPLE_2271 SAMPLE_2272
#> "02372" "02" "02165" "03" "02" "02" "02" "02"
#> SAMPLE_2273 SAMPLE_2274 SAMPLE_2275 SAMPLE_2276 SAMPLE_2277 SAMPLE_2278 SAMPLE_2279 SAMPLE_2280
#> "011" "02116" "02" "02" "02" "02" "02" "02"
#> SAMPLE_2281 SAMPLE_2282 SAMPLE_2283 SAMPLE_2284 SAMPLE_2285 SAMPLE_2286 SAMPLE_2287 SAMPLE_2288
#> "02" "02" "02" "02" "02324" "02" "02" "011"
#> SAMPLE_2289 SAMPLE_2290 SAMPLE_2291 SAMPLE_2292 SAMPLE_2293 SAMPLE_2294 SAMPLE_2295 SAMPLE_2296
#> "02161" "03" "03" "02" "02" "02" "02" "03"
#> SAMPLE_2297 SAMPLE_2298 SAMPLE_2299 SAMPLE_2300 SAMPLE_2301 SAMPLE_2302 SAMPLE_2303 SAMPLE_2304
#> "02166" "02" "03" "02" "02" "02112" "02" "03"
#> SAMPLE_2305 SAMPLE_2306 SAMPLE_2307 SAMPLE_2308 SAMPLE_2309 SAMPLE_2310 SAMPLE_2311 SAMPLE_2312
#> "0144" "02" "02" "02" "02" "02" "02" "02"
#> SAMPLE_2313 SAMPLE_2314 SAMPLE_2315 SAMPLE_2316 SAMPLE_2317 SAMPLE_2318 SAMPLE_2319 SAMPLE_2320
#> "02" "03" "03" "03" "03" "03" "0143" "02"
#> SAMPLE_2321 SAMPLE_2322 SAMPLE_2323 SAMPLE_2324 SAMPLE_2325 SAMPLE_2326 SAMPLE_2327 SAMPLE_2328
#> "02" "02" "02" "02" "02112" "02324" "02" "02"
#> SAMPLE_2329 SAMPLE_2330 SAMPLE_2331 SAMPLE_2332 SAMPLE_2333 SAMPLE_2334 SAMPLE_2335 SAMPLE_2336
#> "02" "02161" "02" "02" "02" "02" "02" "02"
#> SAMPLE_2337 SAMPLE_2338 SAMPLE_2339 SAMPLE_2340 SAMPLE_2341 SAMPLE_2342 SAMPLE_2343 SAMPLE_2344
#> "02" "02" "03" "03" "03" "03" "03" "02"
#> SAMPLE_2345 SAMPLE_2346 SAMPLE_2347 SAMPLE_2348 SAMPLE_2349 SAMPLE_2350 SAMPLE_2351 SAMPLE_2352
#> "02111" "02" "02" "02143" "03" "02" "03" "02172"
#> SAMPLE_2353 SAMPLE_2354 SAMPLE_2355 SAMPLE_2356 SAMPLE_2357 SAMPLE_2358 SAMPLE_2359 SAMPLE_2360
#> "011" "02321" "02171" "02" "02" "02" "02143" "02"
#> SAMPLE_2361 SAMPLE_2362 SAMPLE_2363 SAMPLE_2364 SAMPLE_2365 SAMPLE_2366 SAMPLE_2367 SAMPLE_2368
#> "02" "02" "03" "02" "02" "02" "02" "02172"
#> SAMPLE_2369 SAMPLE_2370 SAMPLE_2371 SAMPLE_2372 SAMPLE_2373 SAMPLE_2374 SAMPLE_2375 SAMPLE_2376
#> "0142" "0142" "02" "02" "0142" "0142" "02172" "0142"
#> SAMPLE_2377 SAMPLE_2378 SAMPLE_2379 SAMPLE_2380 SAMPLE_2381 SAMPLE_2382 SAMPLE_2383 SAMPLE_2384
#> "0142" "0142" "02172" "0142" "02172" "0142" "02172" "02"
#> SAMPLE_2385 SAMPLE_2386 SAMPLE_2387 SAMPLE_2388 SAMPLE_2389 SAMPLE_2390 SAMPLE_2391 SAMPLE_2392
#> "02" "0141" "02325" "02325" "02" "02" "02" "03"
#> SAMPLE_2393 SAMPLE_2394 SAMPLE_2395 SAMPLE_2396 SAMPLE_2397 SAMPLE_2398 SAMPLE_2399 SAMPLE_2400
#> "03" "02161" "02321" "02161" "03" "0142" "0142" "0142"
#> SAMPLE_2401 SAMPLE_2402 SAMPLE_2403 SAMPLE_2404 SAMPLE_2405 SAMPLE_2406 SAMPLE_2407 SAMPLE_2408
#> "0142" "0142" "0141" "0141" "02325" "02325" "02325" "02325"
#> SAMPLE_2409 SAMPLE_2410 SAMPLE_2411 SAMPLE_2412 SAMPLE_2413 SAMPLE_2414 SAMPLE_2415 SAMPLE_2416
#> "02" "02" "011" "02" "02" "02" "02" "02"
#> SAMPLE_2417 SAMPLE_2418 SAMPLE_2419 SAMPLE_2420 SAMPLE_2421 SAMPLE_2422 SAMPLE_2423 SAMPLE_2424
#> "02" "02" "02" "03" "011" "02" "03" "02"
#> SAMPLE_2425 SAMPLE_2426 SAMPLE_2427 SAMPLE_2428 SAMPLE_2429 SAMPLE_2430 SAMPLE_2431 SAMPLE_2432
#> "02" "03" "02161" "02161" "02" "03" "03" "03"
#> SAMPLE_2433 SAMPLE_2434 SAMPLE_2435 SAMPLE_2436 SAMPLE_2437 SAMPLE_2438 SAMPLE_2439 SAMPLE_2440
#> "02161" "02" "03" "012" "02" "02" "02375" "02"
#> SAMPLE_2441 SAMPLE_2442 SAMPLE_2443 SAMPLE_2444 SAMPLE_2445 SAMPLE_2446 SAMPLE_2447 SAMPLE_2448
#> "02" "03" "03" "03" "02" "03" "012" "02"
#> SAMPLE_2449 SAMPLE_2450 SAMPLE_2451 SAMPLE_2452 SAMPLE_2453 SAMPLE_2454 SAMPLE_2455 SAMPLE_2456
#> "03" "02" "012" "02" "02" "02" "02" "02"
#> SAMPLE_2457 SAMPLE_2458 SAMPLE_2459 SAMPLE_2460 SAMPLE_2461 SAMPLE_2462 SAMPLE_2463 SAMPLE_2464
#> "02" "02165" "013" "03" "02" "02" "015" "02"
#> SAMPLE_2465 SAMPLE_2466 SAMPLE_2467 SAMPLE_2468 SAMPLE_2469 SAMPLE_2470 SAMPLE_2471 SAMPLE_2472
#> "011" "02" "011" "02" "02" "03" "03" "02"
#> SAMPLE_2473 SAMPLE_2474 SAMPLE_2475 SAMPLE_2476 SAMPLE_2477 SAMPLE_2478 SAMPLE_2479 SAMPLE_2480
#> "02" "02161" "02" "02" "02" "02161" "02162" "02"
#> SAMPLE_2481 SAMPLE_2482 SAMPLE_2483 SAMPLE_2484 SAMPLE_2485 SAMPLE_2486 SAMPLE_2487 SAMPLE_2488
#> "02" "02374" "02" "03" "02" "03" "02" "02"
#> SAMPLE_2489 SAMPLE_2490 SAMPLE_2491 SAMPLE_2492 SAMPLE_2493 SAMPLE_2494 SAMPLE_2495 SAMPLE_2496
#> "02" "02" "02" "02" "02" "02" "02" "02"
#> SAMPLE_2497 SAMPLE_2498 SAMPLE_2499 SAMPLE_2500 SAMPLE_2501 SAMPLE_2502 SAMPLE_2503 SAMPLE_2504
#> "02" "02" "02" "02" "02" "02" "02" "02"
#> SAMPLE_2505 SAMPLE_2506 SAMPLE_2507 SAMPLE_2508 SAMPLE_2509 SAMPLE_2510 SAMPLE_2511 SAMPLE_2512
#> "02" "02" "02" "0144" "0144" "02141" "02141" "02"
#> SAMPLE_2513 SAMPLE_2514 SAMPLE_2515 SAMPLE_2516 SAMPLE_2517 SAMPLE_2518 SAMPLE_2519 SAMPLE_2520
#> "02" "02" "0163" "02171" "02" "02166" "02" "02"
#> SAMPLE_2521 SAMPLE_2522 SAMPLE_2523 SAMPLE_2524 SAMPLE_2525 SAMPLE_2526 SAMPLE_2527 SAMPLE_2528
#> "02" "02161" "02" "02" "03" "02" "02" "011"
#> SAMPLE_2529 SAMPLE_2530 SAMPLE_2531 SAMPLE_2532 SAMPLE_2533 SAMPLE_2534 SAMPLE_2535 SAMPLE_2536
#> "03" "03" "02" "02" "03" "02" "02" "02"
#> SAMPLE_2537 SAMPLE_2538 SAMPLE_2539 SAMPLE_2540 SAMPLE_2541 SAMPLE_2542 SAMPLE_2543 SAMPLE_2544
#> "02" "02" "0144" "02" "02" "02" "02" "02161"
#> SAMPLE_2545 SAMPLE_2546 SAMPLE_2547 SAMPLE_2548 SAMPLE_2549 SAMPLE_2550 SAMPLE_2551 SAMPLE_2552
#> "02" "02" "02" "02" "02" "02" "02" "02"
#> SAMPLE_2553 SAMPLE_2554 SAMPLE_2555 SAMPLE_2556 SAMPLE_2557 SAMPLE_2558 SAMPLE_2559 SAMPLE_2560
#> "02" "0142" "0143" "02" "02" "02143" "02" "02"
#> SAMPLE_2561 SAMPLE_2562 SAMPLE_2563 SAMPLE_2564 SAMPLE_2565 SAMPLE_2566 SAMPLE_2567 SAMPLE_2568
#> "0143" "02" "0143" "0143" "0143" "0143" "02" "0142"
#> SAMPLE_2569 SAMPLE_2570 SAMPLE_2571 SAMPLE_2572 SAMPLE_2573 SAMPLE_2574 SAMPLE_2575 SAMPLE_2576
#> "0143" "02" "02" "02" "02" "02" "02163" "02163"
#> SAMPLE_2577 SAMPLE_2578 SAMPLE_2579 SAMPLE_2580 SAMPLE_2581 SAMPLE_2582 SAMPLE_2583 SAMPLE_2584
#> "02" "02" "02" "03" "02" "02321" "02" "02163"
#> SAMPLE_2585 SAMPLE_2586 SAMPLE_2587 SAMPLE_2588 SAMPLE_2589 SAMPLE_2590 SAMPLE_2591 SAMPLE_2592
#> "02" "02163" "02" "02" "02" "02" "03" "02171"
#> SAMPLE_2593 SAMPLE_2594 SAMPLE_2595 SAMPLE_2596 SAMPLE_2597 SAMPLE_2598 SAMPLE_2599 SAMPLE_2600
#> "02321" "02321" "02" "03" "02" "02" "02" "02"
#> SAMPLE_2601 SAMPLE_2602 SAMPLE_2603 SAMPLE_2604 SAMPLE_2605 SAMPLE_2606 SAMPLE_2607 SAMPLE_2608
#> "02" "02" "02161" "02" "02" "02" "02" "0143"
#> SAMPLE_2609 SAMPLE_2610 SAMPLE_2611 SAMPLE_2612 SAMPLE_2613 SAMPLE_2614 SAMPLE_2615 SAMPLE_2616
#> "02" "02" "02" "02" "02" "02" "02163" "02"
#> SAMPLE_2617 SAMPLE_2618 SAMPLE_2619 SAMPLE_2620 SAMPLE_2621 SAMPLE_2622 SAMPLE_2623 SAMPLE_2624
#> "02" "03" "02163" "02" "02" "02" "02161" "02166"
#> SAMPLE_2625 SAMPLE_2626 SAMPLE_2627 SAMPLE_2628 SAMPLE_2629 SAMPLE_2630 SAMPLE_2631 SAMPLE_2632
#> "02" "02" "02" "02" "02166" "02" "02372" "02372"
#> SAMPLE_2633 SAMPLE_2634 SAMPLE_2635 SAMPLE_2636 SAMPLE_2637 SAMPLE_2638 SAMPLE_2639 SAMPLE_2640
#> "02" "02" "02161" "02163" "02163" "02" "02" "02"
#> SAMPLE_2641 SAMPLE_2642 SAMPLE_2643 SAMPLE_2644 SAMPLE_2645 SAMPLE_2646 SAMPLE_2647 SAMPLE_2648
#> "03" "02" "02" "02" "02166" "03" "02" "02372"
#> SAMPLE_2649 SAMPLE_2650 SAMPLE_2651 SAMPLE_2652 SAMPLE_2653 SAMPLE_2654 SAMPLE_2655 SAMPLE_2656
#> "02" "03" "02" "03" "03" "03" "03" "02161"
#> SAMPLE_2657 SAMPLE_2658 SAMPLE_2659 SAMPLE_2660 SAMPLE_2661 SAMPLE_2662 SAMPLE_2663 SAMPLE_2664
#> "02163" "03" "03" "02" "03" "03" "03" "02171"
#> SAMPLE_2665 SAMPLE_2666 SAMPLE_2667 SAMPLE_2668 SAMPLE_2669 SAMPLE_2670 SAMPLE_2671 SAMPLE_2672
#> "02321" "02171" "02" "02" "02" "02163" "02163" "02"
#> SAMPLE_2673 SAMPLE_2674 SAMPLE_2675 SAMPLE_2676 SAMPLE_2677 SAMPLE_2678 SAMPLE_2679 SAMPLE_2680
#> "02" "02" "02" "02" "02" "02115" "02" "02374"
#> SAMPLE_2681 SAMPLE_2682 SAMPLE_2683 SAMPLE_2684 SAMPLE_2685 SAMPLE_2686 SAMPLE_2687 SAMPLE_2688
#> "02372" "02" "02" "02" "02" "02" "02" "02375"
#> SAMPLE_2689 SAMPLE_2690 SAMPLE_2691 SAMPLE_2692 SAMPLE_2693 SAMPLE_2694 SAMPLE_2695 SAMPLE_2696
#> "02" "02163" "02" "03" "02" "02" "02322" "02"
#> SAMPLE_2697 SAMPLE_2698 SAMPLE_2699 SAMPLE_2700 SAMPLE_2701 SAMPLE_2702 SAMPLE_2703 SAMPLE_2704
#> "02" "02322" "02" "02" "02" "02" "02" "02"
#> SAMPLE_2705 SAMPLE_2706 SAMPLE_2707 SAMPLE_2708 SAMPLE_2709 SAMPLE_2710 SAMPLE_2711 SAMPLE_2712
#> "02" "02163" "02163" "02163" "02163" "02" "02174" "02322"
#> SAMPLE_2713 SAMPLE_2714 SAMPLE_2715 SAMPLE_2716 SAMPLE_2717 SAMPLE_2718 SAMPLE_2719 SAMPLE_2720
#> "02" "0145" "02" "0145" "02" "02" "02" "02"
#> SAMPLE_2721 SAMPLE_2722 SAMPLE_2723 SAMPLE_2724 SAMPLE_2725 SAMPLE_2726 SAMPLE_2727 SAMPLE_2728
#> "02163" "013" "02" "02" "02" "02" "02" "02"
#> SAMPLE_2729 SAMPLE_2730 SAMPLE_2731 SAMPLE_2732 SAMPLE_2733 SAMPLE_2734 SAMPLE_2735 SAMPLE_2736
#> "02322" "02322" "02322" "02322" "02322" "02" "02" "0161"
#> SAMPLE_2737 SAMPLE_2738 SAMPLE_2739 SAMPLE_2740 SAMPLE_2741 SAMPLE_2742 SAMPLE_2743 SAMPLE_2744
#> "0143" "0143" "0143" "0143" "0142" "0143" "0144" "0143"
#> SAMPLE_2745 SAMPLE_2746 SAMPLE_2747 SAMPLE_2748 SAMPLE_2749 SAMPLE_2750 SAMPLE_2751 SAMPLE_2752
#> "0143" "02" "0165" "02" "02" "02" "02" "02"
#> SAMPLE_2753 SAMPLE_2754 SAMPLE_2755 SAMPLE_2756 SAMPLE_2757 SAMPLE_2758 SAMPLE_2759 SAMPLE_2760
#> "02" "02" "02" "02" "02" "02" "02" "0161"
#> SAMPLE_2761 SAMPLE_2762 SAMPLE_2763 SAMPLE_2764 SAMPLE_2765 SAMPLE_2766 SAMPLE_2767 SAMPLE_2768
#> "02" "02" "02" "02" "02" "02" "02" "02"
#> SAMPLE_2769 SAMPLE_2770 SAMPLE_2771 SAMPLE_2772 SAMPLE_2773 SAMPLE_2774 SAMPLE_2775 SAMPLE_2776
#> "02" "02" "02" "02" "02" "02" "02165" "02"
#> SAMPLE_2777 SAMPLE_2778 SAMPLE_2779 SAMPLE_2780 SAMPLE_2781 SAMPLE_2782 SAMPLE_2783 SAMPLE_2784
#> "02" "02372" "02145" "02143" "02" "02" "02163" "02"
#> SAMPLE_2785 SAMPLE_2786 SAMPLE_2787 SAMPLE_2788 SAMPLE_2789 SAMPLE_2790 SAMPLE_2791 SAMPLE_2792
#> "0161" "02" "0143" "0141" "02" "0141" "0141" "0141"
#> SAMPLE_2793 SAMPLE_2794 SAMPLE_2795 SAMPLE_2796 SAMPLE_2797 SAMPLE_2798 SAMPLE_2799 SAMPLE_2800
#> "02" "02" "03" "02" "02325" "02" "02" "02166"
#> SAMPLE_2801
#> "02"
get_classes(res_rh, merge_node = merge_node_param(min_n_signatures = 10449))
#> SAMPLE_1 SAMPLE_2 SAMPLE_3 SAMPLE_4 SAMPLE_5 SAMPLE_6 SAMPLE_7 SAMPLE_8
#> "02" "02" "02" "02" "02" "02" "02" "02"
#> SAMPLE_9 SAMPLE_10 SAMPLE_11 SAMPLE_12 SAMPLE_13 SAMPLE_14 SAMPLE_15 SAMPLE_16
#> "02" "02" "02" "02" "02321" "02" "0165" "0165"
#> SAMPLE_17 SAMPLE_18 SAMPLE_19 SAMPLE_20 SAMPLE_21 SAMPLE_22 SAMPLE_23 SAMPLE_24
#> "02" "02" "0163" "02" "0163" "02" "02" "02"
#> SAMPLE_25 SAMPLE_26 SAMPLE_27 SAMPLE_28 SAMPLE_29 SAMPLE_30 SAMPLE_31 SAMPLE_32
#> "02" "02" "02" "02" "02" "02" "02" "02"
#> SAMPLE_33 SAMPLE_34 SAMPLE_35 SAMPLE_36 SAMPLE_37 SAMPLE_38 SAMPLE_39 SAMPLE_40
#> "02161" "02" "02161" "02" "02" "02" "02" "02"
#> SAMPLE_41 SAMPLE_42 SAMPLE_43 SAMPLE_44 SAMPLE_45 SAMPLE_46 SAMPLE_47 SAMPLE_48
#> "02" "02" "02161" "02" "02" "02" "02" "02"
#> SAMPLE_49 SAMPLE_50 SAMPLE_51 SAMPLE_52 SAMPLE_53 SAMPLE_54 SAMPLE_55 SAMPLE_56
#> "02" "02" "02" "02" "02" "02" "02" "02"
#> SAMPLE_57 SAMPLE_58 SAMPLE_59 SAMPLE_60 SAMPLE_61 SAMPLE_62 SAMPLE_63 SAMPLE_64
#> "015" "015" "015" "015" "015" "02171" "02321" "02"
#> SAMPLE_65 SAMPLE_66 SAMPLE_67 SAMPLE_68 SAMPLE_69 SAMPLE_70 SAMPLE_71 SAMPLE_72
#> "02171" "02171" "02171" "02" "02161" "02" "02" "02163"
#> SAMPLE_73 SAMPLE_74 SAMPLE_75 SAMPLE_76 SAMPLE_77 SAMPLE_78 SAMPLE_79 SAMPLE_80
#> "02" "02" "02161" "02" "02" "02" "02" "015"
#> SAMPLE_81 SAMPLE_82 SAMPLE_83 SAMPLE_84 SAMPLE_85 SAMPLE_86 SAMPLE_87 SAMPLE_88
#> "015" "015" "015" "015" "011" "011" "0164" "012"
#> SAMPLE_89 SAMPLE_90 SAMPLE_91 SAMPLE_92 SAMPLE_93 SAMPLE_94 SAMPLE_95 SAMPLE_96
#> "0162" "013" "013" "011" "013" "015" "011" "013"
#> SAMPLE_97 SAMPLE_98 SAMPLE_99 SAMPLE_100 SAMPLE_101 SAMPLE_102 SAMPLE_103 SAMPLE_104
#> "011" "011" "013" "02171" "02171" "02" "02171" "02321"
#> SAMPLE_105 SAMPLE_106 SAMPLE_107 SAMPLE_108 SAMPLE_109 SAMPLE_110 SAMPLE_111 SAMPLE_112
#> "02171" "02321" "02171" "02171" "02171" "02171" "02" "02161"
#> SAMPLE_113 SAMPLE_114 SAMPLE_115 SAMPLE_116 SAMPLE_117 SAMPLE_118 SAMPLE_119 SAMPLE_120
#> "02" "02" "02" "02" "02" "02161" "02" "02161"
#> SAMPLE_121 SAMPLE_122 SAMPLE_123 SAMPLE_124 SAMPLE_125 SAMPLE_126 SAMPLE_127 SAMPLE_128
#> "02" "02" "02" "02171" "0142" "02142" "02371" "012"
#> SAMPLE_129 SAMPLE_130 SAMPLE_131 SAMPLE_132 SAMPLE_133 SAMPLE_134 SAMPLE_135 SAMPLE_136
#> "013" "011" "013" "013" "013" "013" "012" "02"
#> SAMPLE_137 SAMPLE_138 SAMPLE_139 SAMPLE_140 SAMPLE_141 SAMPLE_142 SAMPLE_143 SAMPLE_144
#> "02141" "02" "02373" "02" "012" "02" "02" "02"
#> SAMPLE_145 SAMPLE_146 SAMPLE_147 SAMPLE_148 SAMPLE_149 SAMPLE_150 SAMPLE_151 SAMPLE_152
#> "02371" "02" "02" "02" "02" "015" "012" "012"
#> SAMPLE_153 SAMPLE_154 SAMPLE_155 SAMPLE_156 SAMPLE_157 SAMPLE_158 SAMPLE_159 SAMPLE_160
#> "0164" "011" "012" "015" "02" "012" "013" "011"
#> SAMPLE_161 SAMPLE_162 SAMPLE_163 SAMPLE_164 SAMPLE_165 SAMPLE_166 SAMPLE_167 SAMPLE_168
#> "012" "012" "012" "012" "011" "011" "012" "012"
#> SAMPLE_169 SAMPLE_170 SAMPLE_171 SAMPLE_172 SAMPLE_173 SAMPLE_174 SAMPLE_175 SAMPLE_176
#> "012" "011" "011" "011" "02171" "02321" "02" "02"
#> SAMPLE_177 SAMPLE_178 SAMPLE_179 SAMPLE_180 SAMPLE_181 SAMPLE_182 SAMPLE_183 SAMPLE_184
#> "02" "02" "011" "011" "0164" "012" "012" "0162"
#> SAMPLE_185 SAMPLE_186 SAMPLE_187 SAMPLE_188 SAMPLE_189 SAMPLE_190 SAMPLE_191 SAMPLE_192
#> "011" "013" "013" "011" "011" "0162" "011" "013"
#> SAMPLE_193 SAMPLE_194 SAMPLE_195 SAMPLE_196 SAMPLE_197 SAMPLE_198 SAMPLE_199 SAMPLE_200
#> "011" "02" "02" "011" "011" "011" "011" "0162"
#> SAMPLE_201 SAMPLE_202 SAMPLE_203 SAMPLE_204 SAMPLE_205 SAMPLE_206 SAMPLE_207 SAMPLE_208
#> "011" "013" "011" "011" "013" "013" "011" "02"
#> SAMPLE_209 SAMPLE_210 SAMPLE_211 SAMPLE_212 SAMPLE_213 SAMPLE_214 SAMPLE_215 SAMPLE_216
#> "02" "02321" "02" "02" "02" "02" "02171" "02143"
#> SAMPLE_217 SAMPLE_218 SAMPLE_219 SAMPLE_220 SAMPLE_221 SAMPLE_222 SAMPLE_223 SAMPLE_224
#> "02171" "02" "02" "02171" "02" "02" "02171" "012"
#> SAMPLE_225 SAMPLE_226 SAMPLE_227 SAMPLE_228 SAMPLE_229 SAMPLE_230 SAMPLE_231 SAMPLE_232
#> "012" "012" "012" "012" "011" "013" "02" "02161"
#> SAMPLE_233 SAMPLE_234 SAMPLE_235 SAMPLE_236 SAMPLE_237 SAMPLE_238 SAMPLE_239 SAMPLE_240
#> "02" "02" "02" "02" "02" "02" "02" "02"
#> SAMPLE_241 SAMPLE_242 SAMPLE_243 SAMPLE_244 SAMPLE_245 SAMPLE_246 SAMPLE_247 SAMPLE_248
#> "02" "02" "02" "02" "02" "02" "02" "02"
#> SAMPLE_249 SAMPLE_250 SAMPLE_251 SAMPLE_252 SAMPLE_253 SAMPLE_254 SAMPLE_255 SAMPLE_256
#> "02" "02" "02" "02" "02" "02" "02" "02"
#> SAMPLE_257 SAMPLE_258 SAMPLE_259 SAMPLE_260 SAMPLE_261 SAMPLE_262 SAMPLE_263 SAMPLE_264
#> "02" "02" "02" "02" "02" "02" "02" "02"
#> SAMPLE_265 SAMPLE_266 SAMPLE_267 SAMPLE_268 SAMPLE_269 SAMPLE_270 SAMPLE_271 SAMPLE_272
#> "02" "02" "02" "02" "02" "02" "02" "02"
#> SAMPLE_273 SAMPLE_274 SAMPLE_275 SAMPLE_276 SAMPLE_277 SAMPLE_278 SAMPLE_279 SAMPLE_280
#> "02" "02" "02" "012" "012" "013" "015" "011"
#> SAMPLE_281 SAMPLE_282 SAMPLE_283 SAMPLE_284 SAMPLE_285 SAMPLE_286 SAMPLE_287 SAMPLE_288
#> "011" "015" "015" "011" "011" "02" "02161" "02"
#> SAMPLE_289 SAMPLE_290 SAMPLE_291 SAMPLE_292 SAMPLE_293 SAMPLE_294 SAMPLE_295 SAMPLE_296
#> "02" "015" "011" "011" "011" "015" "015" "02"
#> SAMPLE_297 SAMPLE_298 SAMPLE_299 SAMPLE_300 SAMPLE_301 SAMPLE_302 SAMPLE_303 SAMPLE_304
#> "02" "02" "02" "02" "02" "02" "02" "02"
#> SAMPLE_305 SAMPLE_306 SAMPLE_307 SAMPLE_308 SAMPLE_309 SAMPLE_310 SAMPLE_311 SAMPLE_312
#> "02" "02" "02" "02" "02" "02" "02" "02161"
#> SAMPLE_313 SAMPLE_314 SAMPLE_315 SAMPLE_316 SAMPLE_317 SAMPLE_318 SAMPLE_319 SAMPLE_320
#> "02" "02" "02" "02" "02" "02" "02" "02"
#> SAMPLE_321 SAMPLE_322 SAMPLE_323 SAMPLE_324 SAMPLE_325 SAMPLE_326 SAMPLE_327 SAMPLE_328
#> "02" "02" "02" "02" "02" "02" "02" "02"
#> SAMPLE_329 SAMPLE_330 SAMPLE_331 SAMPLE_332 SAMPLE_333 SAMPLE_334 SAMPLE_335 SAMPLE_336
#> "02142" "02371" "02142" "02142" "02" "02" "02" "02143"
#> SAMPLE_337 SAMPLE_338 SAMPLE_339 SAMPLE_340 SAMPLE_341 SAMPLE_342 SAMPLE_343 SAMPLE_344
#> "02" "02142" "02371" "02142" "02142" "02166" "02" "02"
#> SAMPLE_345 SAMPLE_346 SAMPLE_347 SAMPLE_348 SAMPLE_349 SAMPLE_350 SAMPLE_351 SAMPLE_352
#> "02" "02" "02371" "02371" "02142" "02" "02" "02"
#> SAMPLE_353 SAMPLE_354 SAMPLE_355 SAMPLE_356 SAMPLE_357 SAMPLE_358 SAMPLE_359 SAMPLE_360
#> "02142" "02" "02371" "02" "02" "02" "02142" "02"
#> SAMPLE_361 SAMPLE_362 SAMPLE_363 SAMPLE_364 SAMPLE_365 SAMPLE_366 SAMPLE_367 SAMPLE_368
#> "02371" "02142" "02371" "02" "02" "02161" "02" "02"
#> SAMPLE_369 SAMPLE_370 SAMPLE_371 SAMPLE_372 SAMPLE_373 SAMPLE_374 SAMPLE_375 SAMPLE_376
#> "02" "02161" "02" "02" "02" "02" "02371" "02"
#> SAMPLE_377 SAMPLE_378 SAMPLE_379 SAMPLE_380 SAMPLE_381 SAMPLE_382 SAMPLE_383 SAMPLE_384
#> "02" "02371" "02" "0165" "0165" "02" "02" "02"
#> SAMPLE_385 SAMPLE_386 SAMPLE_387 SAMPLE_388 SAMPLE_389 SAMPLE_390 SAMPLE_391 SAMPLE_392
#> "02" "02" "02" "0164" "011" "013" "015" "011"
#> SAMPLE_393 SAMPLE_394 SAMPLE_395 SAMPLE_396 SAMPLE_397 SAMPLE_398 SAMPLE_399 SAMPLE_400
#> "011" "011" "012" "013" "011" "0162" "011" "011"
#> SAMPLE_401 SAMPLE_402 SAMPLE_403 SAMPLE_404 SAMPLE_405 SAMPLE_406 SAMPLE_407 SAMPLE_408
#> "011" "0163" "015" "0162" "0163" "012" "011" "012"
#> SAMPLE_409 SAMPLE_410 SAMPLE_411 SAMPLE_412 SAMPLE_413 SAMPLE_414 SAMPLE_415 SAMPLE_416
#> "011" "013" "013" "011" "013" "013" "011" "011"
#> SAMPLE_417 SAMPLE_418 SAMPLE_419 SAMPLE_420 SAMPLE_421 SAMPLE_422 SAMPLE_423 SAMPLE_424
#> "013" "0164" "011" "011" "011" "013" "011" "011"
#> SAMPLE_425 SAMPLE_426 SAMPLE_427 SAMPLE_428 SAMPLE_429 SAMPLE_430 SAMPLE_431 SAMPLE_432
#> "0164" "011" "011" "011" "013" "015" "011" "011"
#> SAMPLE_433 SAMPLE_434 SAMPLE_435 SAMPLE_436 SAMPLE_437 SAMPLE_438 SAMPLE_439 SAMPLE_440
#> "011" "013" "0164" "011" "011" "011" "011" "0164"
#> SAMPLE_441 SAMPLE_442 SAMPLE_443 SAMPLE_444 SAMPLE_445 SAMPLE_446 SAMPLE_447 SAMPLE_448
#> "012" "013" "012" "011" "013" "013" "015" "011"
#> SAMPLE_449 SAMPLE_450 SAMPLE_451 SAMPLE_452 SAMPLE_453 SAMPLE_454 SAMPLE_455 SAMPLE_456
#> "013" "011" "013" "011" "012" "012" "011" "011"
#> SAMPLE_457 SAMPLE_458 SAMPLE_459 SAMPLE_460 SAMPLE_461 SAMPLE_462 SAMPLE_463 SAMPLE_464
#> "011" "011" "015" "011" "0163" "013" "013" "013"
#> SAMPLE_465 SAMPLE_466 SAMPLE_467 SAMPLE_468 SAMPLE_469 SAMPLE_470 SAMPLE_471 SAMPLE_472
#> "0164" "015" "011" "0162" "015" "02372" "02" "011"
#> SAMPLE_473 SAMPLE_474 SAMPLE_475 SAMPLE_476 SAMPLE_477 SAMPLE_478 SAMPLE_479 SAMPLE_480
#> "0162" "011" "0162" "011" "013" "012" "011" "013"
#> SAMPLE_481 SAMPLE_482 SAMPLE_483 SAMPLE_484 SAMPLE_485 SAMPLE_486 SAMPLE_487 SAMPLE_488
#> "013" "015" "015" "0164" "013" "012" "011" "0164"
#> SAMPLE_489 SAMPLE_490 SAMPLE_491 SAMPLE_492 SAMPLE_493 SAMPLE_494 SAMPLE_495 SAMPLE_496
#> "0162" "011" "013" "012" "011" "011" "011" "015"
#> SAMPLE_497 SAMPLE_498 SAMPLE_499 SAMPLE_500 SAMPLE_501 SAMPLE_502 SAMPLE_503 SAMPLE_504
#> "011" "015" "013" "011" "0163" "011" "012" "015"
#> SAMPLE_505 SAMPLE_506 SAMPLE_507 SAMPLE_508 SAMPLE_509 SAMPLE_510 SAMPLE_511 SAMPLE_512
#> "012" "011" "011" "011" "012" "013" "011" "015"
#> SAMPLE_513 SAMPLE_514 SAMPLE_515 SAMPLE_516 SAMPLE_517 SAMPLE_518 SAMPLE_519 SAMPLE_520
#> "011" "013" "013" "011" "013" "011" "011" "013"
#> SAMPLE_521 SAMPLE_522 SAMPLE_523 SAMPLE_524 SAMPLE_525 SAMPLE_526 SAMPLE_527 SAMPLE_528
#> "015" "012" "011" "011" "013" "011" "011" "0162"
#> SAMPLE_529 SAMPLE_530 SAMPLE_531 SAMPLE_532 SAMPLE_533 SAMPLE_534 SAMPLE_535 SAMPLE_536
#> "013" "0164" "011" "013" "011" "011" "011" "0162"
#> SAMPLE_537 SAMPLE_538 SAMPLE_539 SAMPLE_540 SAMPLE_541 SAMPLE_542 SAMPLE_543 SAMPLE_544
#> "011" "013" "012" "013" "012" "013" "011" "011"
#> SAMPLE_545 SAMPLE_546 SAMPLE_547 SAMPLE_548 SAMPLE_549 SAMPLE_550 SAMPLE_551 SAMPLE_552
#> "013" "013" "011" "013" "011" "011" "011" "011"
#> SAMPLE_553 SAMPLE_554 SAMPLE_555 SAMPLE_556 SAMPLE_557 SAMPLE_558 SAMPLE_559 SAMPLE_560
#> "02" "012" "013" "012" "012" "013" "011" "011"
#> SAMPLE_561 SAMPLE_562 SAMPLE_563 SAMPLE_564 SAMPLE_565 SAMPLE_566 SAMPLE_567 SAMPLE_568
#> "012" "012" "012" "011" "012" "012" "012" "02"
#> SAMPLE_569 SAMPLE_570 SAMPLE_571 SAMPLE_572 SAMPLE_573 SAMPLE_574 SAMPLE_575 SAMPLE_576
#> "02" "02" "02" "02" "012" "012" "012" "012"
#> SAMPLE_577 SAMPLE_578 SAMPLE_579 SAMPLE_580 SAMPLE_581 SAMPLE_582 SAMPLE_583 SAMPLE_584
#> "013" "011" "015" "013" "0164" "011" "013" "012"
#> SAMPLE_585 SAMPLE_586 SAMPLE_587 SAMPLE_588 SAMPLE_589 SAMPLE_590 SAMPLE_591 SAMPLE_592
#> "011" "013" "0164" "011" "02" "02161" "02" "02161"
#> SAMPLE_593 SAMPLE_594 SAMPLE_595 SAMPLE_596 SAMPLE_597 SAMPLE_598 SAMPLE_599 SAMPLE_600
#> "02" "02161" "02161" "02" "02" "02" "02" "02"
#> SAMPLE_601 SAMPLE_602 SAMPLE_603 SAMPLE_604 SAMPLE_605 SAMPLE_606 SAMPLE_607 SAMPLE_608
#> "02" "02161" "02" "02" "02" "02" "02" "02"
#> SAMPLE_609 SAMPLE_610 SAMPLE_611 SAMPLE_612 SAMPLE_613 SAMPLE_614 SAMPLE_615 SAMPLE_616
#> "02" "02" "012" "011" "012" "02" "013" "011"
#> SAMPLE_617 SAMPLE_618 SAMPLE_619 SAMPLE_620 SAMPLE_621 SAMPLE_622 SAMPLE_623 SAMPLE_624
#> "013" "02" "02" "02" "02" "02" "02" "02"
#> SAMPLE_625 SAMPLE_626 SAMPLE_627 SAMPLE_628 SAMPLE_629 SAMPLE_630 SAMPLE_631 SAMPLE_632
#> "02" "02" "02" "02" "02" "02" "02" "02"
#> SAMPLE_633 SAMPLE_634 SAMPLE_635 SAMPLE_636 SAMPLE_637 SAMPLE_638 SAMPLE_639 SAMPLE_640
#> "02" "02" "02" "02" "02" "02" "02" "02"
#> SAMPLE_641 SAMPLE_642 SAMPLE_643 SAMPLE_644 SAMPLE_645 SAMPLE_646 SAMPLE_647 SAMPLE_648
#> "02161" "012" "02321" "02371" "02" "02" "02143" "02"
#> SAMPLE_649 SAMPLE_650 SAMPLE_651 SAMPLE_652 SAMPLE_653 SAMPLE_654 SAMPLE_655 SAMPLE_656
#> "02165" "02" "02162" "02162" "02" "03" "02162" "02"
#> SAMPLE_657 SAMPLE_658 SAMPLE_659 SAMPLE_660 SAMPLE_661 SAMPLE_662 SAMPLE_663 SAMPLE_664
#> "02" "02161" "02161" "02161" "02161" "02" "03" "02"
#> SAMPLE_665 SAMPLE_666 SAMPLE_667 SAMPLE_668 SAMPLE_669 SAMPLE_670 SAMPLE_671 SAMPLE_672
#> "02" "02161" "02" "02" "02" "0163" "011" "02"
#> SAMPLE_673 SAMPLE_674 SAMPLE_675 SAMPLE_676 SAMPLE_677 SAMPLE_678 SAMPLE_679 SAMPLE_680
#> "02" "02" "02" "02" "02" "02" "02" "02"
#> SAMPLE_681 SAMPLE_682 SAMPLE_683 SAMPLE_684 SAMPLE_685 SAMPLE_686 SAMPLE_687 SAMPLE_688
#> "02" "02" "02" "02" "02" "02" "02" "02"
#> SAMPLE_689 SAMPLE_690 SAMPLE_691 SAMPLE_692 SAMPLE_693 SAMPLE_694 SAMPLE_695 SAMPLE_696
#> "02" "02" "02" "02" "02" "02" "02324" "02"
#> SAMPLE_697 SAMPLE_698 SAMPLE_699 SAMPLE_700 SAMPLE_701 SAMPLE_702 SAMPLE_703 SAMPLE_704
#> "02" "02" "02" "02" "02" "02" "02" "02"
#> SAMPLE_705 SAMPLE_706 SAMPLE_707 SAMPLE_708 SAMPLE_709 SAMPLE_710 SAMPLE_711 SAMPLE_712
#> "02" "02" "02" "02" "02" "02" "02" "02"
#> SAMPLE_713 SAMPLE_714 SAMPLE_715 SAMPLE_716 SAMPLE_717 SAMPLE_718 SAMPLE_719 SAMPLE_720
#> "02" "02324" "02" "03" "03" "03" "03" "02"
#> SAMPLE_721 SAMPLE_722 SAMPLE_723 SAMPLE_724 SAMPLE_725 SAMPLE_726 SAMPLE_727 SAMPLE_728
#> "03" "02" "02" "02" "02" "02" "02" "02"
#> SAMPLE_729 SAMPLE_730 SAMPLE_731 SAMPLE_732 SAMPLE_733 SAMPLE_734 SAMPLE_735 SAMPLE_736
#> "02" "02" "012" "02" "03" "03" "03" "03"
#> SAMPLE_737 SAMPLE_738 SAMPLE_739 SAMPLE_740 SAMPLE_741 SAMPLE_742 SAMPLE_743 SAMPLE_744
#> "03" "03" "02324" "02" "02" "02" "02" "02"
#> SAMPLE_745 SAMPLE_746 SAMPLE_747 SAMPLE_748 SAMPLE_749 SAMPLE_750 SAMPLE_751 SAMPLE_752
#> "02" "02" "02" "02371" "012" "011" "02" "02"
#> SAMPLE_753 SAMPLE_754 SAMPLE_755 SAMPLE_756 SAMPLE_757 SAMPLE_758 SAMPLE_759 SAMPLE_760
#> "02" "03" "03" "03" "02161" "02" "02161" "02"
#> SAMPLE_761 SAMPLE_762 SAMPLE_763 SAMPLE_764 SAMPLE_765 SAMPLE_766 SAMPLE_767 SAMPLE_768
#> "02" "02" "03" "03" "012" "02171" "02" "02"
#> SAMPLE_769 SAMPLE_770 SAMPLE_771 SAMPLE_772 SAMPLE_773 SAMPLE_774 SAMPLE_775 SAMPLE_776
#> "012" "012" "02" "02" "02" "02" "02" "02"
#> SAMPLE_777 SAMPLE_778 SAMPLE_779 SAMPLE_780 SAMPLE_781 SAMPLE_782 SAMPLE_783 SAMPLE_784
#> "02163" "02" "02" "02" "02" "02" "02" "02"
#> SAMPLE_785 SAMPLE_786 SAMPLE_787 SAMPLE_788 SAMPLE_789 SAMPLE_790 SAMPLE_791 SAMPLE_792
#> "02" "02" "02" "02" "02163" "02163" "02" "03"
#> SAMPLE_793 SAMPLE_794 SAMPLE_795 SAMPLE_796 SAMPLE_797 SAMPLE_798 SAMPLE_799 SAMPLE_800
#> "0143" "02" "02" "02" "02" "02" "02166" "02166"
#> SAMPLE_801 SAMPLE_802 SAMPLE_803 SAMPLE_804 SAMPLE_805 SAMPLE_806 SAMPLE_807 SAMPLE_808
#> "02" "02" "02166" "02" "02" "02" "02" "02"
#> SAMPLE_809 SAMPLE_810 SAMPLE_811 SAMPLE_812 SAMPLE_813 SAMPLE_814 SAMPLE_815 SAMPLE_816
#> "02" "02" "02" "02" "02" "02" "02" "02"
#> SAMPLE_817 SAMPLE_818 SAMPLE_819 SAMPLE_820 SAMPLE_821 SAMPLE_822 SAMPLE_823 SAMPLE_824
#> "02" "02" "02" "02" "02" "02" "02" "02"
#> SAMPLE_825 SAMPLE_826 SAMPLE_827 SAMPLE_828 SAMPLE_829 SAMPLE_830 SAMPLE_831 SAMPLE_832
#> "02" "02" "02" "02" "02" "02" "02" "02"
#> SAMPLE_833 SAMPLE_834 SAMPLE_835 SAMPLE_836 SAMPLE_837 SAMPLE_838 SAMPLE_839 SAMPLE_840
#> "02" "02" "02" "02" "02" "02" "0162" "02"
#> SAMPLE_841 SAMPLE_842 SAMPLE_843 SAMPLE_844 SAMPLE_845 SAMPLE_846 SAMPLE_847 SAMPLE_848
#> "02" "02" "02" "02" "0162" "02" "0164" "02"
#> SAMPLE_849 SAMPLE_850 SAMPLE_851 SAMPLE_852 SAMPLE_853 SAMPLE_854 SAMPLE_855 SAMPLE_856
#> "02374" "02161" "02141" "03" "02" "03" "02161" "02"
#> SAMPLE_857 SAMPLE_858 SAMPLE_859 SAMPLE_860 SAMPLE_861 SAMPLE_862 SAMPLE_863 SAMPLE_864
#> "0144" "0144" "02" "02" "02" "02" "02" "02161"
#> SAMPLE_865 SAMPLE_866 SAMPLE_867 SAMPLE_868 SAMPLE_869 SAMPLE_870 SAMPLE_871 SAMPLE_872
#> "02" "02" "02" "02" "02" "0141" "02" "03"
#> SAMPLE_873 SAMPLE_874 SAMPLE_875 SAMPLE_876 SAMPLE_877 SAMPLE_878 SAMPLE_879 SAMPLE_880
#> "03" "02" "03" "02" "03" "0144" "02" "02"
#> SAMPLE_881 SAMPLE_882 SAMPLE_883 SAMPLE_884 SAMPLE_885 SAMPLE_886 SAMPLE_887 SAMPLE_888
#> "03" "03" "03" "02" "02" "02" "02" "03"
#> SAMPLE_889 SAMPLE_890 SAMPLE_891 SAMPLE_892 SAMPLE_893 SAMPLE_894 SAMPLE_895 SAMPLE_896
#> "02172" "02161" "0144" "02" "0144" "02" "02" "02"
#> SAMPLE_897 SAMPLE_898 SAMPLE_899 SAMPLE_900 SAMPLE_901 SAMPLE_902 SAMPLE_903 SAMPLE_904
#> "03" "02" "02374" "02" "02143" "02" "02" "02"
#> SAMPLE_905 SAMPLE_906 SAMPLE_907 SAMPLE_908 SAMPLE_909 SAMPLE_910 SAMPLE_911 SAMPLE_912
#> "02" "03" "02" "02" "02" "02" "02" "02"
#> SAMPLE_913 SAMPLE_914 SAMPLE_915 SAMPLE_916 SAMPLE_917 SAMPLE_918 SAMPLE_919 SAMPLE_920
#> "02" "02" "02" "02" "02" "02" "02" "02"
#> SAMPLE_921 SAMPLE_922 SAMPLE_923 SAMPLE_924 SAMPLE_925 SAMPLE_926 SAMPLE_927 SAMPLE_928
#> "02" "02" "02" "02" "02" "02" "02" "02"
#> SAMPLE_929 SAMPLE_930 SAMPLE_931 SAMPLE_932 SAMPLE_933 SAMPLE_934 SAMPLE_935 SAMPLE_936
#> "02" "02" "02" "02" "02" "02" "02" "02"
#> SAMPLE_937 SAMPLE_938 SAMPLE_939 SAMPLE_940 SAMPLE_941 SAMPLE_942 SAMPLE_943 SAMPLE_944
#> "02" "02" "02142" "02371" "02371" "02" "02371" "02"
#> SAMPLE_945 SAMPLE_946 SAMPLE_947 SAMPLE_948 SAMPLE_949 SAMPLE_950 SAMPLE_951 SAMPLE_952
#> "02372" "02371" "02142" "02371" "02371" "02371" "02" "02"
#> SAMPLE_953 SAMPLE_954 SAMPLE_955 SAMPLE_956 SAMPLE_957 SAMPLE_958 SAMPLE_959 SAMPLE_960
#> "02" "02373" "02371" "02371" "02371" "02371" "02371" "02371"
#> SAMPLE_961 SAMPLE_962 SAMPLE_963 SAMPLE_964 SAMPLE_965 SAMPLE_966 SAMPLE_967 SAMPLE_968
#> "02" "02" "02" "02" "02" "02" "02" "02"
#> SAMPLE_969 SAMPLE_970 SAMPLE_971 SAMPLE_972 SAMPLE_973 SAMPLE_974 SAMPLE_975 SAMPLE_976
#> "02" "02" "02" "02" "02" "03" "02" "012"
#> SAMPLE_977 SAMPLE_978 SAMPLE_979 SAMPLE_980 SAMPLE_981 SAMPLE_982 SAMPLE_983 SAMPLE_984
#> "012" "012" "012" "02143" "02" "02" "012" "012"
#> SAMPLE_985 SAMPLE_986 SAMPLE_987 SAMPLE_988 SAMPLE_989 SAMPLE_990 SAMPLE_991 SAMPLE_992
#> "012" "0141" "02" "03" "02" "02" "0161" "011"
#> SAMPLE_993 SAMPLE_994 SAMPLE_995 SAMPLE_996 SAMPLE_997 SAMPLE_998 SAMPLE_999 SAMPLE_1000
#> "02" "02" "02" "02" "02" "02" "02162" "02371"
#> SAMPLE_1001 SAMPLE_1002 SAMPLE_1003 SAMPLE_1004 SAMPLE_1005 SAMPLE_1006 SAMPLE_1007 SAMPLE_1008
#> "02" "02" "02371" "02" "02373" "02" "02" "02"
#> SAMPLE_1009 SAMPLE_1010 SAMPLE_1011 SAMPLE_1012 SAMPLE_1013 SAMPLE_1014 SAMPLE_1015 SAMPLE_1016
#> "02" "02373" "02" "02" "02" "02" "02142" "02371"
#> SAMPLE_1017 SAMPLE_1018 SAMPLE_1019 SAMPLE_1020 SAMPLE_1021 SAMPLE_1022 SAMPLE_1023 SAMPLE_1024
#> "02" "02" "02" "02" "02" "02" "02" "02"
#> SAMPLE_1025 SAMPLE_1026 SAMPLE_1027 SAMPLE_1028 SAMPLE_1029 SAMPLE_1030 SAMPLE_1031 SAMPLE_1032
#> "02" "02" "02" "02" "02" "02" "02" "02"
#> SAMPLE_1033 SAMPLE_1034 SAMPLE_1035 SAMPLE_1036 SAMPLE_1037 SAMPLE_1038 SAMPLE_1039 SAMPLE_1040
#> "02" "02" "02" "02" "02" "0163" "012" "02171"
#> SAMPLE_1041 SAMPLE_1042 SAMPLE_1043 SAMPLE_1044 SAMPLE_1045 SAMPLE_1046 SAMPLE_1047 SAMPLE_1048
#> "02" "02" "02" "02" "02" "02" "02" "02162"
#> SAMPLE_1049 SAMPLE_1050 SAMPLE_1051 SAMPLE_1052 SAMPLE_1053 SAMPLE_1054 SAMPLE_1055 SAMPLE_1056
#> "02" "02" "02" "02" "02" "02165" "02" "02165"
#> SAMPLE_1057 SAMPLE_1058 SAMPLE_1059 SAMPLE_1060 SAMPLE_1061 SAMPLE_1062 SAMPLE_1063 SAMPLE_1064
#> "02165" "02165" "02165" "02" "02165" "02165" "02" "012"
#> SAMPLE_1065 SAMPLE_1066 SAMPLE_1067 SAMPLE_1068 SAMPLE_1069 SAMPLE_1070 SAMPLE_1071 SAMPLE_1072
#> "0163" "012" "02141" "02" "02" "02375" "02141" "02"
#> SAMPLE_1073 SAMPLE_1074 SAMPLE_1075 SAMPLE_1076 SAMPLE_1077 SAMPLE_1078 SAMPLE_1079 SAMPLE_1080
#> "02" "02141" "02141" "02141" "02141" "02" "02141" "02141"
#> SAMPLE_1081 SAMPLE_1082 SAMPLE_1083 SAMPLE_1084 SAMPLE_1085 SAMPLE_1086 SAMPLE_1087 SAMPLE_1088
#> "02141" "02" "02" "02162" "02" "02165" "02371" "02"
#> SAMPLE_1089 SAMPLE_1090 SAMPLE_1091 SAMPLE_1092 SAMPLE_1093 SAMPLE_1094 SAMPLE_1095 SAMPLE_1096
#> "02" "02" "02" "02165" "02" "02" "02165" "02165"
#> SAMPLE_1097 SAMPLE_1098 SAMPLE_1099 SAMPLE_1100 SAMPLE_1101 SAMPLE_1102 SAMPLE_1103 SAMPLE_1104
#> "02" "02" "03" "02" "02162" "02162" "02162" "02162"
#> SAMPLE_1105 SAMPLE_1106 SAMPLE_1107 SAMPLE_1108 SAMPLE_1109 SAMPLE_1110 SAMPLE_1111 SAMPLE_1112
#> "02162" "02162" "02162" "02162" "02162" "02" "013" "02"
#> SAMPLE_1113 SAMPLE_1114 SAMPLE_1115 SAMPLE_1116 SAMPLE_1117 SAMPLE_1118 SAMPLE_1119 SAMPLE_1120
#> "02" "02161" "02" "011" "02373" "02" "02" "02"
#> SAMPLE_1121 SAMPLE_1122 SAMPLE_1123 SAMPLE_1124 SAMPLE_1125 SAMPLE_1126 SAMPLE_1127 SAMPLE_1128
#> "02" "02" "02" "02" "02" "02" "02" "02142"
#> SAMPLE_1129 SAMPLE_1130 SAMPLE_1131 SAMPLE_1132 SAMPLE_1133 SAMPLE_1134 SAMPLE_1135 SAMPLE_1136
#> "02" "02" "02" "02" "02" "02" "02" "02"
#> SAMPLE_1137 SAMPLE_1138 SAMPLE_1139 SAMPLE_1140 SAMPLE_1141 SAMPLE_1142 SAMPLE_1143 SAMPLE_1144
#> "02" "02" "02" "02" "02" "02" "02" "02"
#> SAMPLE_1145 SAMPLE_1146 SAMPLE_1147 SAMPLE_1148 SAMPLE_1149 SAMPLE_1150 SAMPLE_1151 SAMPLE_1152
#> "02" "02" "02" "02" "012" "02" "02" "02"
#> SAMPLE_1153 SAMPLE_1154 SAMPLE_1155 SAMPLE_1156 SAMPLE_1157 SAMPLE_1158 SAMPLE_1159 SAMPLE_1160
#> "02" "02" "02" "02" "02" "02141" "0144" "0144"
#> SAMPLE_1161 SAMPLE_1162 SAMPLE_1163 SAMPLE_1164 SAMPLE_1165 SAMPLE_1166 SAMPLE_1167 SAMPLE_1168
#> "0143" "02" "02" "02" "02" "02" "02372" "013"
#> SAMPLE_1169 SAMPLE_1170 SAMPLE_1171 SAMPLE_1172 SAMPLE_1173 SAMPLE_1174 SAMPLE_1175 SAMPLE_1176
#> "011" "02" "02" "02" "02" "02" "02" "02"
#> SAMPLE_1177 SAMPLE_1178 SAMPLE_1179 SAMPLE_1180 SAMPLE_1181 SAMPLE_1182 SAMPLE_1183 SAMPLE_1184
#> "02" "02" "02" "02" "02164" "02371" "02" "02"
#> SAMPLE_1185 SAMPLE_1186 SAMPLE_1187 SAMPLE_1188 SAMPLE_1189 SAMPLE_1190 SAMPLE_1191 SAMPLE_1192
#> "02163" "02163" "02" "02" "02" "02" "02" "011"
#> SAMPLE_1193 SAMPLE_1194 SAMPLE_1195 SAMPLE_1196 SAMPLE_1197 SAMPLE_1198 SAMPLE_1199 SAMPLE_1200
#> "02171" "02" "02373" "02142" "02373" "02371" "02142" "02142"
#> SAMPLE_1201 SAMPLE_1202 SAMPLE_1203 SAMPLE_1204 SAMPLE_1205 SAMPLE_1206 SAMPLE_1207 SAMPLE_1208
#> "02" "02142" "02" "02" "02" "03" "02" "02162"
#> SAMPLE_1209 SAMPLE_1210 SAMPLE_1211 SAMPLE_1212 SAMPLE_1213 SAMPLE_1214 SAMPLE_1215 SAMPLE_1216
#> "03" "02" "0162" "0163" "0164" "02" "02143" "02"
#> SAMPLE_1217 SAMPLE_1218 SAMPLE_1219 SAMPLE_1220 SAMPLE_1221 SAMPLE_1222 SAMPLE_1223 SAMPLE_1224
#> "02" "02" "02" "02" "02" "02324" "02" "02"
#> SAMPLE_1225 SAMPLE_1226 SAMPLE_1227 SAMPLE_1228 SAMPLE_1229 SAMPLE_1230 SAMPLE_1231 SAMPLE_1232
#> "02" "02" "02" "02" "02324" "02" "02" "02"
#> SAMPLE_1233 SAMPLE_1234 SAMPLE_1235 SAMPLE_1236 SAMPLE_1237 SAMPLE_1238 SAMPLE_1239 SAMPLE_1240
#> "02324" "02" "02" "02" "02" "02" "02" "02142"
#> SAMPLE_1241 SAMPLE_1242 SAMPLE_1243 SAMPLE_1244 SAMPLE_1245 SAMPLE_1246 SAMPLE_1247 SAMPLE_1248
#> "012" "015" "0162" "02171" "02171" "02171" "02171" "02375"
#> SAMPLE_1249 SAMPLE_1250 SAMPLE_1251 SAMPLE_1252 SAMPLE_1253 SAMPLE_1254 SAMPLE_1255 SAMPLE_1256
#> "02" "02" "02" "03" "03" "03" "03" "02"
#> SAMPLE_1257 SAMPLE_1258 SAMPLE_1259 SAMPLE_1260 SAMPLE_1261 SAMPLE_1262 SAMPLE_1263 SAMPLE_1264
#> "02" "02" "02" "02" "02" "02" "02" "03"
#> SAMPLE_1265 SAMPLE_1266 SAMPLE_1267 SAMPLE_1268 SAMPLE_1269 SAMPLE_1270 SAMPLE_1271 SAMPLE_1272
#> "02" "02321" "02322" "0161" "02" "02321" "02321" "02321"
#> SAMPLE_1273 SAMPLE_1274 SAMPLE_1275 SAMPLE_1276 SAMPLE_1277 SAMPLE_1278 SAMPLE_1279 SAMPLE_1280
#> "02321" "02171" "02171" "02" "02" "02" "02" "02"
#> SAMPLE_1281 SAMPLE_1282 SAMPLE_1283 SAMPLE_1284 SAMPLE_1285 SAMPLE_1286 SAMPLE_1287 SAMPLE_1288
#> "03" "02" "02" "02" "02" "02" "03" "02"
#> SAMPLE_1289 SAMPLE_1290 SAMPLE_1291 SAMPLE_1292 SAMPLE_1293 SAMPLE_1294 SAMPLE_1295 SAMPLE_1296
#> "02" "02322" "02" "02163" "02" "02" "02321" "02"
#> SAMPLE_1297 SAMPLE_1298 SAMPLE_1299 SAMPLE_1300 SAMPLE_1301 SAMPLE_1302 SAMPLE_1303 SAMPLE_1304
#> "02171" "02321" "02" "02" "02171" "02321" "02321" "02321"
#> SAMPLE_1305 SAMPLE_1306 SAMPLE_1307 SAMPLE_1308 SAMPLE_1309 SAMPLE_1310 SAMPLE_1311 SAMPLE_1312
#> "02" "02321" "02171" "02321" "02321" "02171" "02" "02171"
#> SAMPLE_1313 SAMPLE_1314 SAMPLE_1315 SAMPLE_1316 SAMPLE_1317 SAMPLE_1318 SAMPLE_1319 SAMPLE_1320
#> "02321" "02321" "02321" "02" "02" "02" "02" "02"
#> SAMPLE_1321 SAMPLE_1322 SAMPLE_1323 SAMPLE_1324 SAMPLE_1325 SAMPLE_1326 SAMPLE_1327 SAMPLE_1328
#> "02" "02" "02" "02" "02" "02" "02" "02"
#> SAMPLE_1329 SAMPLE_1330 SAMPLE_1331 SAMPLE_1332 SAMPLE_1333 SAMPLE_1334 SAMPLE_1335 SAMPLE_1336
#> "02" "02" "02" "02" "02" "02" "02" "0161"
#> SAMPLE_1337 SAMPLE_1338 SAMPLE_1339 SAMPLE_1340 SAMPLE_1341 SAMPLE_1342 SAMPLE_1343 SAMPLE_1344
#> "02" "02" "02323" "02144" "02" "02" "02" "02"
#> SAMPLE_1345 SAMPLE_1346 SAMPLE_1347 SAMPLE_1348 SAMPLE_1349 SAMPLE_1350 SAMPLE_1351 SAMPLE_1352
#> "02" "02" "02" "02" "02" "02323" "02" "02"
#> SAMPLE_1353 SAMPLE_1354 SAMPLE_1355 SAMPLE_1356 SAMPLE_1357 SAMPLE_1358 SAMPLE_1359 SAMPLE_1360
#> "03" "02" "02" "03" "03" "03" "03" "03"
#> SAMPLE_1361 SAMPLE_1362 SAMPLE_1363 SAMPLE_1364 SAMPLE_1365 SAMPLE_1366 SAMPLE_1367 SAMPLE_1368
#> "03" "03" "03" "03" "03" "03" "03" "03"
#> SAMPLE_1369 SAMPLE_1370 SAMPLE_1371 SAMPLE_1372 SAMPLE_1373 SAMPLE_1374 SAMPLE_1375 SAMPLE_1376
#> "03" "03" "03" "03" "03" "03" "03" "03"
#> SAMPLE_1377 SAMPLE_1378 SAMPLE_1379 SAMPLE_1380 SAMPLE_1381 SAMPLE_1382 SAMPLE_1383 SAMPLE_1384
#> "03" "03" "03" "03" "03" "03" "03" "03"
#> SAMPLE_1385 SAMPLE_1386 SAMPLE_1387 SAMPLE_1388 SAMPLE_1389 SAMPLE_1390 SAMPLE_1391 SAMPLE_1392
#> "03" "02164" "02" "02" "02" "02162" "02164" "02164"
#> SAMPLE_1393 SAMPLE_1394 SAMPLE_1395 SAMPLE_1396 SAMPLE_1397 SAMPLE_1398 SAMPLE_1399 SAMPLE_1400
#> "02164" "02164" "02164" "02162" "02" "02" "02" "02162"
#> SAMPLE_1401 SAMPLE_1402 SAMPLE_1403 SAMPLE_1404 SAMPLE_1405 SAMPLE_1406 SAMPLE_1407 SAMPLE_1408
#> "02" "02" "02" "02" "02" "02" "02" "02"
#> SAMPLE_1409 SAMPLE_1410 SAMPLE_1411 SAMPLE_1412 SAMPLE_1413 SAMPLE_1414 SAMPLE_1415 SAMPLE_1416
#> "02" "02162" "02161" "02" "012" "012" "012" "0164"
#> SAMPLE_1417 SAMPLE_1418 SAMPLE_1419 SAMPLE_1420 SAMPLE_1421 SAMPLE_1422 SAMPLE_1423 SAMPLE_1424
#> "012" "012" "02" "02" "02" "02" "02" "02"
#> SAMPLE_1425 SAMPLE_1426 SAMPLE_1427 SAMPLE_1428 SAMPLE_1429 SAMPLE_1430 SAMPLE_1431 SAMPLE_1432
#> "02" "02" "0141" "02" "02325" "02142" "02" "02"
#> SAMPLE_1433 SAMPLE_1434 SAMPLE_1435 SAMPLE_1436 SAMPLE_1437 SAMPLE_1438 SAMPLE_1439 SAMPLE_1440
#> "03" "02" "02" "02" "02" "02" "02" "0161"
#> SAMPLE_1441 SAMPLE_1442 SAMPLE_1443 SAMPLE_1444 SAMPLE_1445 SAMPLE_1446 SAMPLE_1447 SAMPLE_1448
#> "02" "02" "02" "02163" "02" "02" "013" "013"
#> SAMPLE_1449 SAMPLE_1450 SAMPLE_1451 SAMPLE_1452 SAMPLE_1453 SAMPLE_1454 SAMPLE_1455 SAMPLE_1456
#> "02163" "02163" "02163" "02" "02" "02" "02" "02"
#> SAMPLE_1457 SAMPLE_1458 SAMPLE_1459 SAMPLE_1460 SAMPLE_1461 SAMPLE_1462 SAMPLE_1463 SAMPLE_1464
#> "02" "02" "02" "02" "02" "02" "02" "02"
#> SAMPLE_1465 SAMPLE_1466 SAMPLE_1467 SAMPLE_1468 SAMPLE_1469 SAMPLE_1470 SAMPLE_1471 SAMPLE_1472
#> "02" "02" "02" "02" "02" "02" "02" "02"
#> SAMPLE_1473 SAMPLE_1474 SAMPLE_1475 SAMPLE_1476 SAMPLE_1477 SAMPLE_1478 SAMPLE_1479 SAMPLE_1480
#> "02" "02" "02" "02" "02" "02" "02" "02"
#> SAMPLE_1481 SAMPLE_1482 SAMPLE_1483 SAMPLE_1484 SAMPLE_1485 SAMPLE_1486 SAMPLE_1487 SAMPLE_1488
#> "02" "02" "02" "02" "02" "02" "02" "02"
#> SAMPLE_1489 SAMPLE_1490 SAMPLE_1491 SAMPLE_1492 SAMPLE_1493 SAMPLE_1494 SAMPLE_1495 SAMPLE_1496
#> "03" "03" "02" "02" "02" "02" "02" "02"
#> SAMPLE_1497 SAMPLE_1498 SAMPLE_1499 SAMPLE_1500 SAMPLE_1501 SAMPLE_1502 SAMPLE_1503 SAMPLE_1504
#> "02" "02" "02" "02" "02" "02" "02" "02"
#> SAMPLE_1505 SAMPLE_1506 SAMPLE_1507 SAMPLE_1508 SAMPLE_1509 SAMPLE_1510 SAMPLE_1511 SAMPLE_1512
#> "02" "02" "02" "02" "02" "02" "02" "02"
#> SAMPLE_1513 SAMPLE_1514 SAMPLE_1515 SAMPLE_1516 SAMPLE_1517 SAMPLE_1518 SAMPLE_1519 SAMPLE_1520
#> "02" "02165" "02" "02" "02" "02" "02" "02"
#> SAMPLE_1521 SAMPLE_1522 SAMPLE_1523 SAMPLE_1524 SAMPLE_1525 SAMPLE_1526 SAMPLE_1527 SAMPLE_1528
#> "02" "02" "015" "02" "012" "02321" "02" "02"
#> SAMPLE_1529 SAMPLE_1530 SAMPLE_1531 SAMPLE_1532 SAMPLE_1533 SAMPLE_1534 SAMPLE_1535 SAMPLE_1536
#> "02" "02" "02" "02" "02" "02" "02" "02"
#> SAMPLE_1537 SAMPLE_1538 SAMPLE_1539 SAMPLE_1540 SAMPLE_1541 SAMPLE_1542 SAMPLE_1543 SAMPLE_1544
#> "02" "02" "02" "02" "02" "02" "02" "02"
#> SAMPLE_1545 SAMPLE_1546 SAMPLE_1547 SAMPLE_1548 SAMPLE_1549 SAMPLE_1550 SAMPLE_1551 SAMPLE_1552
#> "02" "02" "02" "02" "02" "02" "02142" "02"
#> SAMPLE_1553 SAMPLE_1554 SAMPLE_1555 SAMPLE_1556 SAMPLE_1557 SAMPLE_1558 SAMPLE_1559 SAMPLE_1560
#> "02" "02322" "02" "02322" "02322" "02322" "02" "02322"
#> SAMPLE_1561 SAMPLE_1562 SAMPLE_1563 SAMPLE_1564 SAMPLE_1565 SAMPLE_1566 SAMPLE_1567 SAMPLE_1568
#> "02" "02" "02322" "02" "02322" "02322" "02" "02"
#> SAMPLE_1569 SAMPLE_1570 SAMPLE_1571 SAMPLE_1572 SAMPLE_1573 SAMPLE_1574 SAMPLE_1575 SAMPLE_1576
#> "02" "02" "02" "02" "02" "02" "02322" "02"
#> SAMPLE_1577 SAMPLE_1578 SAMPLE_1579 SAMPLE_1580 SAMPLE_1581 SAMPLE_1582 SAMPLE_1583 SAMPLE_1584
#> "02" "02371" "03" "02" "02" "03" "02164" "02"
#> SAMPLE_1585 SAMPLE_1586 SAMPLE_1587 SAMPLE_1588 SAMPLE_1589 SAMPLE_1590 SAMPLE_1591 SAMPLE_1592
#> "02" "02" "02" "02" "02163" "02" "02163" "02"
#> SAMPLE_1593 SAMPLE_1594 SAMPLE_1595 SAMPLE_1596 SAMPLE_1597 SAMPLE_1598 SAMPLE_1599 SAMPLE_1600
#> "02" "02" "02" "02162" "02" "02" "02" "02"
#> SAMPLE_1601 SAMPLE_1602 SAMPLE_1603 SAMPLE_1604 SAMPLE_1605 SAMPLE_1606 SAMPLE_1607 SAMPLE_1608
#> "02" "02" "0144" "02" "0144" "0143" "0143" "02"
#> SAMPLE_1609 SAMPLE_1610 SAMPLE_1611 SAMPLE_1612 SAMPLE_1613 SAMPLE_1614 SAMPLE_1615 SAMPLE_1616
#> "02" "02" "02" "02" "02" "02" "02" "02"
#> SAMPLE_1617 SAMPLE_1618 SAMPLE_1619 SAMPLE_1620 SAMPLE_1621 SAMPLE_1622 SAMPLE_1623 SAMPLE_1624
#> "02" "02" "02162" "02162" "02" "02162" "02" "02"
#> SAMPLE_1625 SAMPLE_1626 SAMPLE_1627 SAMPLE_1628 SAMPLE_1629 SAMPLE_1630 SAMPLE_1631 SAMPLE_1632
#> "02" "03" "02" "02" "02" "02171" "02144" "02"
#> SAMPLE_1633 SAMPLE_1634 SAMPLE_1635 SAMPLE_1636 SAMPLE_1637 SAMPLE_1638 SAMPLE_1639 SAMPLE_1640
#> "02" "02" "02" "02" "02374" "02" "02" "02"
#> SAMPLE_1641 SAMPLE_1642 SAMPLE_1643 SAMPLE_1644 SAMPLE_1645 SAMPLE_1646 SAMPLE_1647 SAMPLE_1648
#> "02" "02" "02" "02" "02166" "02" "02" "02"
#> SAMPLE_1649 SAMPLE_1650 SAMPLE_1651 SAMPLE_1652 SAMPLE_1653 SAMPLE_1654 SAMPLE_1655 SAMPLE_1656
#> "02" "02" "02" "02" "02" "02" "02" "02"
#> SAMPLE_1657 SAMPLE_1658 SAMPLE_1659 SAMPLE_1660 SAMPLE_1661 SAMPLE_1662 SAMPLE_1663 SAMPLE_1664
#> "02325" "02" "02" "02" "02" "02" "02" "03"
#> SAMPLE_1665 SAMPLE_1666 SAMPLE_1667 SAMPLE_1668 SAMPLE_1669 SAMPLE_1670 SAMPLE_1671 SAMPLE_1672
#> "02" "02321" "0164" "02" "02141" "02" "02" "02"
#> SAMPLE_1673 SAMPLE_1674 SAMPLE_1675 SAMPLE_1676 SAMPLE_1677 SAMPLE_1678 SAMPLE_1679 SAMPLE_1680
#> "011" "02" "02" "02" "0143" "02" "02165" "02"
#> SAMPLE_1681 SAMPLE_1682 SAMPLE_1683 SAMPLE_1684 SAMPLE_1685 SAMPLE_1686 SAMPLE_1687 SAMPLE_1688
#> "02" "03" "02166" "02" "02" "02" "02" "02174"
#> SAMPLE_1689 SAMPLE_1690 SAMPLE_1691 SAMPLE_1692 SAMPLE_1693 SAMPLE_1694 SAMPLE_1695 SAMPLE_1696
#> "02164" "02" "02174" "02162" "02" "0144" "02" "02"
#> SAMPLE_1697 SAMPLE_1698 SAMPLE_1699 SAMPLE_1700 SAMPLE_1701 SAMPLE_1702 SAMPLE_1703 SAMPLE_1704
#> "02" "0142" "02" "02172" "02" "02" "02" "02163"
#> SAMPLE_1705 SAMPLE_1706 SAMPLE_1707 SAMPLE_1708 SAMPLE_1709 SAMPLE_1710 SAMPLE_1711 SAMPLE_1712
#> "02163" "02" "02163" "02" "03" "02166" "02163" "0161"
#> SAMPLE_1713 SAMPLE_1714 SAMPLE_1715 SAMPLE_1716 SAMPLE_1717 SAMPLE_1718 SAMPLE_1719 SAMPLE_1720
#> "02" "02" "02" "02" "02" "02" "02" "02"
#> SAMPLE_1721 SAMPLE_1722 SAMPLE_1723 SAMPLE_1724 SAMPLE_1725 SAMPLE_1726 SAMPLE_1727 SAMPLE_1728
#> "02" "02" "02" "02" "02" "02" "02" "02"
#> SAMPLE_1729 SAMPLE_1730 SAMPLE_1731 SAMPLE_1732 SAMPLE_1733 SAMPLE_1734 SAMPLE_1735 SAMPLE_1736
#> "02" "02" "02" "02" "03" "02163" "011" "0142"
#> SAMPLE_1737 SAMPLE_1738 SAMPLE_1739 SAMPLE_1740 SAMPLE_1741 SAMPLE_1742 SAMPLE_1743 SAMPLE_1744
#> "02" "02" "02" "02" "02" "02" "02" "02"
#> SAMPLE_1745 SAMPLE_1746 SAMPLE_1747 SAMPLE_1748 SAMPLE_1749 SAMPLE_1750 SAMPLE_1751 SAMPLE_1752
#> "02" "02" "02" "02" "02" "02" "02" "02"
#> SAMPLE_1753 SAMPLE_1754 SAMPLE_1755 SAMPLE_1756 SAMPLE_1757 SAMPLE_1758 SAMPLE_1759 SAMPLE_1760
#> "02" "02" "02" "02" "02" "02" "02164" "02"
#> SAMPLE_1761 SAMPLE_1762 SAMPLE_1763 SAMPLE_1764 SAMPLE_1765 SAMPLE_1766 SAMPLE_1767 SAMPLE_1768
#> "02" "02" "02" "02" "02" "02163" "02" "02"
#> SAMPLE_1769 SAMPLE_1770 SAMPLE_1771 SAMPLE_1772 SAMPLE_1773 SAMPLE_1774 SAMPLE_1775 SAMPLE_1776
#> "02" "02" "02323" "02" "02" "02372" "02" "02141"
#> SAMPLE_1777 SAMPLE_1778 SAMPLE_1779 SAMPLE_1780 SAMPLE_1781 SAMPLE_1782 SAMPLE_1783 SAMPLE_1784
#> "02" "02" "02" "02" "02" "02" "02" "02"
#> SAMPLE_1785 SAMPLE_1786 SAMPLE_1787 SAMPLE_1788 SAMPLE_1789 SAMPLE_1790 SAMPLE_1791 SAMPLE_1792
#> "02" "02" "02" "02" "02" "02" "02" "02"
#> SAMPLE_1793 SAMPLE_1794 SAMPLE_1795 SAMPLE_1796 SAMPLE_1797 SAMPLE_1798 SAMPLE_1799 SAMPLE_1800
#> "02161" "02" "02" "02" "03" "02" "02" "02"
#> SAMPLE_1801 SAMPLE_1802 SAMPLE_1803 SAMPLE_1804 SAMPLE_1805 SAMPLE_1806 SAMPLE_1807 SAMPLE_1808
#> "02" "02" "02" "02" "02" "02" "02" "02"
#> SAMPLE_1809 SAMPLE_1810 SAMPLE_1811 SAMPLE_1812 SAMPLE_1813 SAMPLE_1814 SAMPLE_1815 SAMPLE_1816
#> "02" "02" "02" "02" "02375" "02" "02" "02174"
#> SAMPLE_1817 SAMPLE_1818 SAMPLE_1819 SAMPLE_1820 SAMPLE_1821 SAMPLE_1822 SAMPLE_1823 SAMPLE_1824
#> "02145" "02" "02" "02" "02" "02" "02" "02"
#> SAMPLE_1825 SAMPLE_1826 SAMPLE_1827 SAMPLE_1828 SAMPLE_1829 SAMPLE_1830 SAMPLE_1831 SAMPLE_1832
#> "02" "02" "03" "03" "0144" "03" "03" "02"
#> SAMPLE_1833 SAMPLE_1834 SAMPLE_1835 SAMPLE_1836 SAMPLE_1837 SAMPLE_1838 SAMPLE_1839 SAMPLE_1840
#> "02" "02" "03" "02164" "02" "0144" "02" "02"
#> SAMPLE_1841 SAMPLE_1842 SAMPLE_1843 SAMPLE_1844 SAMPLE_1845 SAMPLE_1846 SAMPLE_1847 SAMPLE_1848
#> "02" "02" "02" "02" "03" "015" "03" "02"
#> SAMPLE_1849 SAMPLE_1850 SAMPLE_1851 SAMPLE_1852 SAMPLE_1853 SAMPLE_1854 SAMPLE_1855 SAMPLE_1856
#> "02" "02" "02166" "02166" "02166" "02163" "02" "02166"
#> SAMPLE_1857 SAMPLE_1858 SAMPLE_1859 SAMPLE_1860 SAMPLE_1861 SAMPLE_1862 SAMPLE_1863 SAMPLE_1864
#> "02" "02" "0141" "02" "02" "02" "02" "02"
#> SAMPLE_1865 SAMPLE_1866 SAMPLE_1867 SAMPLE_1868 SAMPLE_1869 SAMPLE_1870 SAMPLE_1871 SAMPLE_1872
#> "013" "02" "02324" "02" "02325" "0141" "0161" "02"
#> SAMPLE_1873 SAMPLE_1874 SAMPLE_1875 SAMPLE_1876 SAMPLE_1877 SAMPLE_1878 SAMPLE_1879 SAMPLE_1880
#> "02" "02" "0141" "0141" "0141" "02325" "02" "02165"
#> SAMPLE_1881 SAMPLE_1882 SAMPLE_1883 SAMPLE_1884 SAMPLE_1885 SAMPLE_1886 SAMPLE_1887 SAMPLE_1888
#> "02" "02" "02" "03" "02" "02" "02" "02143"
#> SAMPLE_1889 SAMPLE_1890 SAMPLE_1891 SAMPLE_1892 SAMPLE_1893 SAMPLE_1894 SAMPLE_1895 SAMPLE_1896
#> "0163" "0164" "0162" "0162" "012" "0162" "03" "03"
#> SAMPLE_1897 SAMPLE_1898 SAMPLE_1899 SAMPLE_1900 SAMPLE_1901 SAMPLE_1902 SAMPLE_1903 SAMPLE_1904
#> "03" "03" "03" "03" "03" "03" "03" "03"
#> SAMPLE_1905 SAMPLE_1906 SAMPLE_1907 SAMPLE_1908 SAMPLE_1909 SAMPLE_1910 SAMPLE_1911 SAMPLE_1912
#> "02324" "02" "02" "013" "02" "03" "03" "02"
#> SAMPLE_1913 SAMPLE_1914 SAMPLE_1915 SAMPLE_1916 SAMPLE_1917 SAMPLE_1918 SAMPLE_1919 SAMPLE_1920
#> "02" "02" "02" "02161" "02161" "02161" "02163" "02"
#> SAMPLE_1921 SAMPLE_1922 SAMPLE_1923 SAMPLE_1924 SAMPLE_1925 SAMPLE_1926 SAMPLE_1927 SAMPLE_1928
#> "013" "02171" "02321" "02" "02166" "03" "02164" "03"
#> SAMPLE_1929 SAMPLE_1930 SAMPLE_1931 SAMPLE_1932 SAMPLE_1933 SAMPLE_1934 SAMPLE_1935 SAMPLE_1936
#> "02" "0144" "02" "011" "02" "02" "02" "02"
#> SAMPLE_1937 SAMPLE_1938 SAMPLE_1939 SAMPLE_1940 SAMPLE_1941 SAMPLE_1942 SAMPLE_1943 SAMPLE_1944
#> "03" "02" "02" "02" "02" "02" "02" "02"
#> SAMPLE_1945 SAMPLE_1946 SAMPLE_1947 SAMPLE_1948 SAMPLE_1949 SAMPLE_1950 SAMPLE_1951 SAMPLE_1952
#> "02" "02" "02" "02" "02163" "02" "02" "02"
#> SAMPLE_1953 SAMPLE_1954 SAMPLE_1955 SAMPLE_1956 SAMPLE_1957 SAMPLE_1958 SAMPLE_1959 SAMPLE_1960
#> "02" "02" "02" "02161" "02" "02" "02" "02"
#> SAMPLE_1961 SAMPLE_1962 SAMPLE_1963 SAMPLE_1964 SAMPLE_1965 SAMPLE_1966 SAMPLE_1967 SAMPLE_1968
#> "02" "02" "02" "02" "02" "02" "02164" "02"
#> SAMPLE_1969 SAMPLE_1970 SAMPLE_1971 SAMPLE_1972 SAMPLE_1973 SAMPLE_1974 SAMPLE_1975 SAMPLE_1976
#> "013" "02" "02" "02" "013" "02" "02" "02"
#> SAMPLE_1977 SAMPLE_1978 SAMPLE_1979 SAMPLE_1980 SAMPLE_1981 SAMPLE_1982 SAMPLE_1983 SAMPLE_1984
#> "02" "02" "02" "02" "02321" "02321" "02321" "02321"
#> SAMPLE_1985 SAMPLE_1986 SAMPLE_1987 SAMPLE_1988 SAMPLE_1989 SAMPLE_1990 SAMPLE_1991 SAMPLE_1992
#> "02321" "02321" "02" "02171" "02" "02321" "02321" "03"
#> SAMPLE_1993 SAMPLE_1994 SAMPLE_1995 SAMPLE_1996 SAMPLE_1997 SAMPLE_1998 SAMPLE_1999 SAMPLE_2000
#> "02" "02" "02" "02" "02" "02" "02" "0164"
#> SAMPLE_2001 SAMPLE_2002 SAMPLE_2003 SAMPLE_2004 SAMPLE_2005 SAMPLE_2006 SAMPLE_2007 SAMPLE_2008
#> "02321" "02" "02" "02" "02" "02" "02" "02"
#> SAMPLE_2009 SAMPLE_2010 SAMPLE_2011 SAMPLE_2012 SAMPLE_2013 SAMPLE_2014 SAMPLE_2015 SAMPLE_2016
#> "02" "02" "02" "02" "02" "03" "02" "02"
#> SAMPLE_2017 SAMPLE_2018 SAMPLE_2019 SAMPLE_2020 SAMPLE_2021 SAMPLE_2022 SAMPLE_2023 SAMPLE_2024
#> "02" "02" "02" "02161" "02" "02" "02" "02"
#> SAMPLE_2025 SAMPLE_2026 SAMPLE_2027 SAMPLE_2028 SAMPLE_2029 SAMPLE_2030 SAMPLE_2031 SAMPLE_2032
#> "03" "03" "02321" "02171" "02171" "02163" "03" "03"
#> SAMPLE_2033 SAMPLE_2034 SAMPLE_2035 SAMPLE_2036 SAMPLE_2037 SAMPLE_2038 SAMPLE_2039 SAMPLE_2040
#> "03" "03" "03" "03" "02" "02" "02" "02373"
#> SAMPLE_2041 SAMPLE_2042 SAMPLE_2043 SAMPLE_2044 SAMPLE_2045 SAMPLE_2046 SAMPLE_2047 SAMPLE_2048
#> "02143" "02" "02" "02" "02" "02" "02" "02"
#> SAMPLE_2049 SAMPLE_2050 SAMPLE_2051 SAMPLE_2052 SAMPLE_2053 SAMPLE_2054 SAMPLE_2055 SAMPLE_2056
#> "02163" "02" "02143" "03" "03" "03" "02375" "02"
#> SAMPLE_2057 SAMPLE_2058 SAMPLE_2059 SAMPLE_2060 SAMPLE_2061 SAMPLE_2062 SAMPLE_2063 SAMPLE_2064
#> "02" "02165" "03" "02" "015" "02" "02143" "03"
#> SAMPLE_2065 SAMPLE_2066 SAMPLE_2067 SAMPLE_2068 SAMPLE_2069 SAMPLE_2070 SAMPLE_2071 SAMPLE_2072
#> "02" "03" "02" "02373" "02" "02171" "02321" "02"
#> SAMPLE_2073 SAMPLE_2074 SAMPLE_2075 SAMPLE_2076 SAMPLE_2077 SAMPLE_2078 SAMPLE_2079 SAMPLE_2080
#> "02" "02" "02" "02" "02323" "02323" "02323" "02326"
#> SAMPLE_2081 SAMPLE_2082 SAMPLE_2083 SAMPLE_2084 SAMPLE_2085 SAMPLE_2086 SAMPLE_2087 SAMPLE_2088
#> "02" "02" "02" "02144" "02144" "02144" "02323" "02173"
#> SAMPLE_2089 SAMPLE_2090 SAMPLE_2091 SAMPLE_2092 SAMPLE_2093 SAMPLE_2094 SAMPLE_2095 SAMPLE_2096
#> "02144" "02173" "02326" "02323" "02" "02" "02173" "02144"
#> SAMPLE_2097 SAMPLE_2098 SAMPLE_2099 SAMPLE_2100 SAMPLE_2101 SAMPLE_2102 SAMPLE_2103 SAMPLE_2104
#> "02323" "02" "02323" "02323" "02323" "02323" "02173" "02"
#> SAMPLE_2105 SAMPLE_2106 SAMPLE_2107 SAMPLE_2108 SAMPLE_2109 SAMPLE_2110 SAMPLE_2111 SAMPLE_2112
#> "02144" "02144" "02144" "02323" "02" "02" "02" "02323"
#> SAMPLE_2113 SAMPLE_2114 SAMPLE_2115 SAMPLE_2116 SAMPLE_2117 SAMPLE_2118 SAMPLE_2119 SAMPLE_2120
#> "02323" "02323" "02173" "02326" "02323" "02323" "02173" "02144"
#> SAMPLE_2121 SAMPLE_2122 SAMPLE_2123 SAMPLE_2124 SAMPLE_2125 SAMPLE_2126 SAMPLE_2127 SAMPLE_2128
#> "02323" "02323" "02" "02326" "02" "02" "02" "02323"
#> SAMPLE_2129 SAMPLE_2130 SAMPLE_2131 SAMPLE_2132 SAMPLE_2133 SAMPLE_2134 SAMPLE_2135 SAMPLE_2136
#> "02" "02323" "02144" "02324" "02323" "02" "02" "02"
#> SAMPLE_2137 SAMPLE_2138 SAMPLE_2139 SAMPLE_2140 SAMPLE_2141 SAMPLE_2142 SAMPLE_2143 SAMPLE_2144
#> "02323" "02" "02" "02" "013" "02" "02" "02"
#> SAMPLE_2145 SAMPLE_2146 SAMPLE_2147 SAMPLE_2148 SAMPLE_2149 SAMPLE_2150 SAMPLE_2151 SAMPLE_2152
#> "02" "03" "02" "02" "02" "02" "02375" "02"
#> SAMPLE_2153 SAMPLE_2154 SAMPLE_2155 SAMPLE_2156 SAMPLE_2157 SAMPLE_2158 SAMPLE_2159 SAMPLE_2160
#> "02" "02321" "02" "02171" "02321" "02171" "02171" "02321"
#> SAMPLE_2161 SAMPLE_2162 SAMPLE_2163 SAMPLE_2164 SAMPLE_2165 SAMPLE_2166 SAMPLE_2167 SAMPLE_2168
#> "02171" "02" "02141" "02141" "02" "02" "02" "02"
#> SAMPLE_2169 SAMPLE_2170 SAMPLE_2171 SAMPLE_2172 SAMPLE_2173 SAMPLE_2174 SAMPLE_2175 SAMPLE_2176
#> "02" "02" "02" "02" "03" "02" "02" "02166"
#> SAMPLE_2177 SAMPLE_2178 SAMPLE_2179 SAMPLE_2180 SAMPLE_2181 SAMPLE_2182 SAMPLE_2183 SAMPLE_2184
#> "02" "02" "03" "02" "02" "0144" "02" "03"
#> SAMPLE_2185 SAMPLE_2186 SAMPLE_2187 SAMPLE_2188 SAMPLE_2189 SAMPLE_2190 SAMPLE_2191 SAMPLE_2192
#> "03" "02" "02321" "02" "02" "02" "02" "02"
#> SAMPLE_2193 SAMPLE_2194 SAMPLE_2195 SAMPLE_2196 SAMPLE_2197 SAMPLE_2198 SAMPLE_2199 SAMPLE_2200
#> "02" "02" "02" "02" "02" "02166" "02" "02"
#> SAMPLE_2201 SAMPLE_2202 SAMPLE_2203 SAMPLE_2204 SAMPLE_2205 SAMPLE_2206 SAMPLE_2207 SAMPLE_2208
#> "03" "02" "02" "02" "02" "0162" "02" "02165"
#> SAMPLE_2209 SAMPLE_2210 SAMPLE_2211 SAMPLE_2212 SAMPLE_2213 SAMPLE_2214 SAMPLE_2215 SAMPLE_2216
#> "02374" "03" "02" "02" "02375" "02" "02" "03"
#> SAMPLE_2217 SAMPLE_2218 SAMPLE_2219 SAMPLE_2220 SAMPLE_2221 SAMPLE_2222 SAMPLE_2223 SAMPLE_2224
#> "02161" "02" "02143" "02166" "02" "02" "02" "02371"
#> SAMPLE_2225 SAMPLE_2226 SAMPLE_2227 SAMPLE_2228 SAMPLE_2229 SAMPLE_2230 SAMPLE_2231 SAMPLE_2232
#> "02171" "0163" "02141" "03" "02" "0144" "02" "02"
#> SAMPLE_2233 SAMPLE_2234 SAMPLE_2235 SAMPLE_2236 SAMPLE_2237 SAMPLE_2238 SAMPLE_2239 SAMPLE_2240
#> "03" "02" "03" "03" "02" "02" "02" "03"
#> SAMPLE_2241 SAMPLE_2242 SAMPLE_2243 SAMPLE_2244 SAMPLE_2245 SAMPLE_2246 SAMPLE_2247 SAMPLE_2248
#> "03" "03" "03" "03" "03" "03" "02" "02"
#> SAMPLE_2249 SAMPLE_2250 SAMPLE_2251 SAMPLE_2252 SAMPLE_2253 SAMPLE_2254 SAMPLE_2255 SAMPLE_2256
#> "03" "02" "0145" "02" "03" "02" "02" "02"
#> SAMPLE_2257 SAMPLE_2258 SAMPLE_2259 SAMPLE_2260 SAMPLE_2261 SAMPLE_2262 SAMPLE_2263 SAMPLE_2264
#> "02" "02161" "02" "03" "0142" "011" "02" "03"
#> SAMPLE_2265 SAMPLE_2266 SAMPLE_2267 SAMPLE_2268 SAMPLE_2269 SAMPLE_2270 SAMPLE_2271 SAMPLE_2272
#> "02372" "02" "02165" "03" "02" "02" "02" "02"
#> SAMPLE_2273 SAMPLE_2274 SAMPLE_2275 SAMPLE_2276 SAMPLE_2277 SAMPLE_2278 SAMPLE_2279 SAMPLE_2280
#> "011" "02" "02" "02" "02" "02" "02" "02"
#> SAMPLE_2281 SAMPLE_2282 SAMPLE_2283 SAMPLE_2284 SAMPLE_2285 SAMPLE_2286 SAMPLE_2287 SAMPLE_2288
#> "02" "02" "02" "02" "02324" "02" "02" "011"
#> SAMPLE_2289 SAMPLE_2290 SAMPLE_2291 SAMPLE_2292 SAMPLE_2293 SAMPLE_2294 SAMPLE_2295 SAMPLE_2296
#> "02161" "03" "03" "02" "02" "02" "02" "03"
#> SAMPLE_2297 SAMPLE_2298 SAMPLE_2299 SAMPLE_2300 SAMPLE_2301 SAMPLE_2302 SAMPLE_2303 SAMPLE_2304
#> "02166" "02" "03" "02" "02" "02" "02" "03"
#> SAMPLE_2305 SAMPLE_2306 SAMPLE_2307 SAMPLE_2308 SAMPLE_2309 SAMPLE_2310 SAMPLE_2311 SAMPLE_2312
#> "0144" "02" "02" "02" "02" "02" "02" "02"
#> SAMPLE_2313 SAMPLE_2314 SAMPLE_2315 SAMPLE_2316 SAMPLE_2317 SAMPLE_2318 SAMPLE_2319 SAMPLE_2320
#> "02" "03" "03" "03" "03" "03" "0143" "02"
#> SAMPLE_2321 SAMPLE_2322 SAMPLE_2323 SAMPLE_2324 SAMPLE_2325 SAMPLE_2326 SAMPLE_2327 SAMPLE_2328
#> "02" "02" "02" "02" "02" "02324" "02" "02"
#> SAMPLE_2329 SAMPLE_2330 SAMPLE_2331 SAMPLE_2332 SAMPLE_2333 SAMPLE_2334 SAMPLE_2335 SAMPLE_2336
#> "02" "02161" "02" "02" "02" "02" "02" "02"
#> SAMPLE_2337 SAMPLE_2338 SAMPLE_2339 SAMPLE_2340 SAMPLE_2341 SAMPLE_2342 SAMPLE_2343 SAMPLE_2344
#> "02" "02" "03" "03" "03" "03" "03" "02"
#> SAMPLE_2345 SAMPLE_2346 SAMPLE_2347 SAMPLE_2348 SAMPLE_2349 SAMPLE_2350 SAMPLE_2351 SAMPLE_2352
#> "02" "02" "02" "02143" "03" "02" "03" "02172"
#> SAMPLE_2353 SAMPLE_2354 SAMPLE_2355 SAMPLE_2356 SAMPLE_2357 SAMPLE_2358 SAMPLE_2359 SAMPLE_2360
#> "011" "02321" "02171" "02" "02" "02" "02143" "02"
#> SAMPLE_2361 SAMPLE_2362 SAMPLE_2363 SAMPLE_2364 SAMPLE_2365 SAMPLE_2366 SAMPLE_2367 SAMPLE_2368
#> "02" "02" "03" "02" "02" "02" "02" "02172"
#> SAMPLE_2369 SAMPLE_2370 SAMPLE_2371 SAMPLE_2372 SAMPLE_2373 SAMPLE_2374 SAMPLE_2375 SAMPLE_2376
#> "0142" "0142" "02" "02" "0142" "0142" "02172" "0142"
#> SAMPLE_2377 SAMPLE_2378 SAMPLE_2379 SAMPLE_2380 SAMPLE_2381 SAMPLE_2382 SAMPLE_2383 SAMPLE_2384
#> "0142" "0142" "02172" "0142" "02172" "0142" "02172" "02"
#> SAMPLE_2385 SAMPLE_2386 SAMPLE_2387 SAMPLE_2388 SAMPLE_2389 SAMPLE_2390 SAMPLE_2391 SAMPLE_2392
#> "02" "0141" "02325" "02325" "02" "02" "02" "03"
#> SAMPLE_2393 SAMPLE_2394 SAMPLE_2395 SAMPLE_2396 SAMPLE_2397 SAMPLE_2398 SAMPLE_2399 SAMPLE_2400
#> "03" "02161" "02321" "02161" "03" "0142" "0142" "0142"
#> SAMPLE_2401 SAMPLE_2402 SAMPLE_2403 SAMPLE_2404 SAMPLE_2405 SAMPLE_2406 SAMPLE_2407 SAMPLE_2408
#> "0142" "0142" "0141" "0141" "02325" "02325" "02325" "02325"
#> SAMPLE_2409 SAMPLE_2410 SAMPLE_2411 SAMPLE_2412 SAMPLE_2413 SAMPLE_2414 SAMPLE_2415 SAMPLE_2416
#> "02" "02" "011" "02" "02" "02" "02" "02"
#> SAMPLE_2417 SAMPLE_2418 SAMPLE_2419 SAMPLE_2420 SAMPLE_2421 SAMPLE_2422 SAMPLE_2423 SAMPLE_2424
#> "02" "02" "02" "03" "011" "02" "03" "02"
#> SAMPLE_2425 SAMPLE_2426 SAMPLE_2427 SAMPLE_2428 SAMPLE_2429 SAMPLE_2430 SAMPLE_2431 SAMPLE_2432
#> "02" "03" "02161" "02161" "02" "03" "03" "03"
#> SAMPLE_2433 SAMPLE_2434 SAMPLE_2435 SAMPLE_2436 SAMPLE_2437 SAMPLE_2438 SAMPLE_2439 SAMPLE_2440
#> "02161" "02" "03" "012" "02" "02" "02375" "02"
#> SAMPLE_2441 SAMPLE_2442 SAMPLE_2443 SAMPLE_2444 SAMPLE_2445 SAMPLE_2446 SAMPLE_2447 SAMPLE_2448
#> "02" "03" "03" "03" "02" "03" "012" "02"
#> SAMPLE_2449 SAMPLE_2450 SAMPLE_2451 SAMPLE_2452 SAMPLE_2453 SAMPLE_2454 SAMPLE_2455 SAMPLE_2456
#> "03" "02" "012" "02" "02" "02" "02" "02"
#> SAMPLE_2457 SAMPLE_2458 SAMPLE_2459 SAMPLE_2460 SAMPLE_2461 SAMPLE_2462 SAMPLE_2463 SAMPLE_2464
#> "02" "02165" "013" "03" "02" "02" "015" "02"
#> SAMPLE_2465 SAMPLE_2466 SAMPLE_2467 SAMPLE_2468 SAMPLE_2469 SAMPLE_2470 SAMPLE_2471 SAMPLE_2472
#> "011" "02" "011" "02" "02" "03" "03" "02"
#> SAMPLE_2473 SAMPLE_2474 SAMPLE_2475 SAMPLE_2476 SAMPLE_2477 SAMPLE_2478 SAMPLE_2479 SAMPLE_2480
#> "02" "02161" "02" "02" "02" "02161" "02162" "02"
#> SAMPLE_2481 SAMPLE_2482 SAMPLE_2483 SAMPLE_2484 SAMPLE_2485 SAMPLE_2486 SAMPLE_2487 SAMPLE_2488
#> "02" "02374" "02" "03" "02" "03" "02" "02"
#> SAMPLE_2489 SAMPLE_2490 SAMPLE_2491 SAMPLE_2492 SAMPLE_2493 SAMPLE_2494 SAMPLE_2495 SAMPLE_2496
#> "02" "02" "02" "02" "02" "02" "02" "02"
#> SAMPLE_2497 SAMPLE_2498 SAMPLE_2499 SAMPLE_2500 SAMPLE_2501 SAMPLE_2502 SAMPLE_2503 SAMPLE_2504
#> "02" "02" "02" "02" "02" "02" "02" "02"
#> SAMPLE_2505 SAMPLE_2506 SAMPLE_2507 SAMPLE_2508 SAMPLE_2509 SAMPLE_2510 SAMPLE_2511 SAMPLE_2512
#> "02" "02" "02" "0144" "0144" "02141" "02141" "02"
#> SAMPLE_2513 SAMPLE_2514 SAMPLE_2515 SAMPLE_2516 SAMPLE_2517 SAMPLE_2518 SAMPLE_2519 SAMPLE_2520
#> "02" "02" "0163" "02171" "02" "02166" "02" "02"
#> SAMPLE_2521 SAMPLE_2522 SAMPLE_2523 SAMPLE_2524 SAMPLE_2525 SAMPLE_2526 SAMPLE_2527 SAMPLE_2528
#> "02" "02161" "02" "02" "03" "02" "02" "011"
#> SAMPLE_2529 SAMPLE_2530 SAMPLE_2531 SAMPLE_2532 SAMPLE_2533 SAMPLE_2534 SAMPLE_2535 SAMPLE_2536
#> "03" "03" "02" "02" "03" "02" "02" "02"
#> SAMPLE_2537 SAMPLE_2538 SAMPLE_2539 SAMPLE_2540 SAMPLE_2541 SAMPLE_2542 SAMPLE_2543 SAMPLE_2544
#> "02" "02" "0144" "02" "02" "02" "02" "02161"
#> SAMPLE_2545 SAMPLE_2546 SAMPLE_2547 SAMPLE_2548 SAMPLE_2549 SAMPLE_2550 SAMPLE_2551 SAMPLE_2552
#> "02" "02" "02" "02" "02" "02" "02" "02"
#> SAMPLE_2553 SAMPLE_2554 SAMPLE_2555 SAMPLE_2556 SAMPLE_2557 SAMPLE_2558 SAMPLE_2559 SAMPLE_2560
#> "02" "0142" "0143" "02" "02" "02143" "02" "02"
#> SAMPLE_2561 SAMPLE_2562 SAMPLE_2563 SAMPLE_2564 SAMPLE_2565 SAMPLE_2566 SAMPLE_2567 SAMPLE_2568
#> "0143" "02" "0143" "0143" "0143" "0143" "02" "0142"
#> SAMPLE_2569 SAMPLE_2570 SAMPLE_2571 SAMPLE_2572 SAMPLE_2573 SAMPLE_2574 SAMPLE_2575 SAMPLE_2576
#> "0143" "02" "02" "02" "02" "02" "02163" "02163"
#> SAMPLE_2577 SAMPLE_2578 SAMPLE_2579 SAMPLE_2580 SAMPLE_2581 SAMPLE_2582 SAMPLE_2583 SAMPLE_2584
#> "02" "02" "02" "03" "02" "02321" "02" "02163"
#> SAMPLE_2585 SAMPLE_2586 SAMPLE_2587 SAMPLE_2588 SAMPLE_2589 SAMPLE_2590 SAMPLE_2591 SAMPLE_2592
#> "02" "02163" "02" "02" "02" "02" "03" "02171"
#> SAMPLE_2593 SAMPLE_2594 SAMPLE_2595 SAMPLE_2596 SAMPLE_2597 SAMPLE_2598 SAMPLE_2599 SAMPLE_2600
#> "02321" "02321" "02" "03" "02" "02" "02" "02"
#> SAMPLE_2601 SAMPLE_2602 SAMPLE_2603 SAMPLE_2604 SAMPLE_2605 SAMPLE_2606 SAMPLE_2607 SAMPLE_2608
#> "02" "02" "02161" "02" "02" "02" "02" "0143"
#> SAMPLE_2609 SAMPLE_2610 SAMPLE_2611 SAMPLE_2612 SAMPLE_2613 SAMPLE_2614 SAMPLE_2615 SAMPLE_2616
#> "02" "02" "02" "02" "02" "02" "02163" "02"
#> SAMPLE_2617 SAMPLE_2618 SAMPLE_2619 SAMPLE_2620 SAMPLE_2621 SAMPLE_2622 SAMPLE_2623 SAMPLE_2624
#> "02" "03" "02163" "02" "02" "02" "02161" "02166"
#> SAMPLE_2625 SAMPLE_2626 SAMPLE_2627 SAMPLE_2628 SAMPLE_2629 SAMPLE_2630 SAMPLE_2631 SAMPLE_2632
#> "02" "02" "02" "02" "02166" "02" "02372" "02372"
#> SAMPLE_2633 SAMPLE_2634 SAMPLE_2635 SAMPLE_2636 SAMPLE_2637 SAMPLE_2638 SAMPLE_2639 SAMPLE_2640
#> "02" "02" "02161" "02163" "02163" "02" "02" "02"
#> SAMPLE_2641 SAMPLE_2642 SAMPLE_2643 SAMPLE_2644 SAMPLE_2645 SAMPLE_2646 SAMPLE_2647 SAMPLE_2648
#> "03" "02" "02" "02" "02166" "03" "02" "02372"
#> SAMPLE_2649 SAMPLE_2650 SAMPLE_2651 SAMPLE_2652 SAMPLE_2653 SAMPLE_2654 SAMPLE_2655 SAMPLE_2656
#> "02" "03" "02" "03" "03" "03" "03" "02161"
#> SAMPLE_2657 SAMPLE_2658 SAMPLE_2659 SAMPLE_2660 SAMPLE_2661 SAMPLE_2662 SAMPLE_2663 SAMPLE_2664
#> "02163" "03" "03" "02" "03" "03" "03" "02171"
#> SAMPLE_2665 SAMPLE_2666 SAMPLE_2667 SAMPLE_2668 SAMPLE_2669 SAMPLE_2670 SAMPLE_2671 SAMPLE_2672
#> "02321" "02171" "02" "02" "02" "02163" "02163" "02"
#> SAMPLE_2673 SAMPLE_2674 SAMPLE_2675 SAMPLE_2676 SAMPLE_2677 SAMPLE_2678 SAMPLE_2679 SAMPLE_2680
#> "02" "02" "02" "02" "02" "02" "02" "02374"
#> SAMPLE_2681 SAMPLE_2682 SAMPLE_2683 SAMPLE_2684 SAMPLE_2685 SAMPLE_2686 SAMPLE_2687 SAMPLE_2688
#> "02372" "02" "02" "02" "02" "02" "02" "02375"
#> SAMPLE_2689 SAMPLE_2690 SAMPLE_2691 SAMPLE_2692 SAMPLE_2693 SAMPLE_2694 SAMPLE_2695 SAMPLE_2696
#> "02" "02163" "02" "03" "02" "02" "02322" "02"
#> SAMPLE_2697 SAMPLE_2698 SAMPLE_2699 SAMPLE_2700 SAMPLE_2701 SAMPLE_2702 SAMPLE_2703 SAMPLE_2704
#> "02" "02322" "02" "02" "02" "02" "02" "02"
#> SAMPLE_2705 SAMPLE_2706 SAMPLE_2707 SAMPLE_2708 SAMPLE_2709 SAMPLE_2710 SAMPLE_2711 SAMPLE_2712
#> "02" "02163" "02163" "02163" "02163" "02" "02174" "02322"
#> SAMPLE_2713 SAMPLE_2714 SAMPLE_2715 SAMPLE_2716 SAMPLE_2717 SAMPLE_2718 SAMPLE_2719 SAMPLE_2720
#> "02" "0145" "02" "0145" "02" "02" "02" "02"
#> SAMPLE_2721 SAMPLE_2722 SAMPLE_2723 SAMPLE_2724 SAMPLE_2725 SAMPLE_2726 SAMPLE_2727 SAMPLE_2728
#> "02163" "013" "02" "02" "02" "02" "02" "02"
#> SAMPLE_2729 SAMPLE_2730 SAMPLE_2731 SAMPLE_2732 SAMPLE_2733 SAMPLE_2734 SAMPLE_2735 SAMPLE_2736
#> "02322" "02322" "02322" "02322" "02322" "02" "02" "0161"
#> SAMPLE_2737 SAMPLE_2738 SAMPLE_2739 SAMPLE_2740 SAMPLE_2741 SAMPLE_2742 SAMPLE_2743 SAMPLE_2744
#> "0143" "0143" "0143" "0143" "0142" "0143" "0144" "0143"
#> SAMPLE_2745 SAMPLE_2746 SAMPLE_2747 SAMPLE_2748 SAMPLE_2749 SAMPLE_2750 SAMPLE_2751 SAMPLE_2752
#> "0143" "02" "0165" "02" "02" "02" "02" "02"
#> SAMPLE_2753 SAMPLE_2754 SAMPLE_2755 SAMPLE_2756 SAMPLE_2757 SAMPLE_2758 SAMPLE_2759 SAMPLE_2760
#> "02" "02" "02" "02" "02" "02" "02" "0161"
#> SAMPLE_2761 SAMPLE_2762 SAMPLE_2763 SAMPLE_2764 SAMPLE_2765 SAMPLE_2766 SAMPLE_2767 SAMPLE_2768
#> "02" "02" "02" "02" "02" "02" "02" "02"
#> SAMPLE_2769 SAMPLE_2770 SAMPLE_2771 SAMPLE_2772 SAMPLE_2773 SAMPLE_2774 SAMPLE_2775 SAMPLE_2776
#> "02" "02" "02" "02" "02" "02" "02165" "02"
#> SAMPLE_2777 SAMPLE_2778 SAMPLE_2779 SAMPLE_2780 SAMPLE_2781 SAMPLE_2782 SAMPLE_2783 SAMPLE_2784
#> "02" "02372" "02145" "02143" "02" "02" "02163" "02"
#> SAMPLE_2785 SAMPLE_2786 SAMPLE_2787 SAMPLE_2788 SAMPLE_2789 SAMPLE_2790 SAMPLE_2791 SAMPLE_2792
#> "0161" "02" "0143" "0141" "02" "0141" "0141" "0141"
#> SAMPLE_2793 SAMPLE_2794 SAMPLE_2795 SAMPLE_2796 SAMPLE_2797 SAMPLE_2798 SAMPLE_2799 SAMPLE_2800
#> "02" "02" "03" "02" "02325" "02" "02" "02166"
#> SAMPLE_2801
#> "02"
get_classes(res_rh, merge_node = merge_node_param(min_n_signatures = 13746))
#> SAMPLE_1 SAMPLE_2 SAMPLE_3 SAMPLE_4 SAMPLE_5 SAMPLE_6 SAMPLE_7 SAMPLE_8
#> "02" "02" "02" "02" "02" "02" "02" "02"
#> SAMPLE_9 SAMPLE_10 SAMPLE_11 SAMPLE_12 SAMPLE_13 SAMPLE_14 SAMPLE_15 SAMPLE_16
#> "02" "02" "02" "02" "02321" "02" "0165" "0165"
#> SAMPLE_17 SAMPLE_18 SAMPLE_19 SAMPLE_20 SAMPLE_21 SAMPLE_22 SAMPLE_23 SAMPLE_24
#> "02" "02" "0163" "02" "0163" "02" "02" "02"
#> SAMPLE_25 SAMPLE_26 SAMPLE_27 SAMPLE_28 SAMPLE_29 SAMPLE_30 SAMPLE_31 SAMPLE_32
#> "02" "02" "02" "02" "02" "02" "02" "02"
#> SAMPLE_33 SAMPLE_34 SAMPLE_35 SAMPLE_36 SAMPLE_37 SAMPLE_38 SAMPLE_39 SAMPLE_40
#> "02" "02" "02" "02" "02" "02" "02" "02"
#> SAMPLE_41 SAMPLE_42 SAMPLE_43 SAMPLE_44 SAMPLE_45 SAMPLE_46 SAMPLE_47 SAMPLE_48
#> "02" "02" "02" "02" "02" "02" "02" "02"
#> SAMPLE_49 SAMPLE_50 SAMPLE_51 SAMPLE_52 SAMPLE_53 SAMPLE_54 SAMPLE_55 SAMPLE_56
#> "02" "02" "02" "02" "02" "02" "02" "02"
#> SAMPLE_57 SAMPLE_58 SAMPLE_59 SAMPLE_60 SAMPLE_61 SAMPLE_62 SAMPLE_63 SAMPLE_64
#> "015" "015" "015" "015" "015" "02171" "02321" "02"
#> SAMPLE_65 SAMPLE_66 SAMPLE_67 SAMPLE_68 SAMPLE_69 SAMPLE_70 SAMPLE_71 SAMPLE_72
#> "02171" "02171" "02171" "02" "02" "02" "02" "02"
#> SAMPLE_73 SAMPLE_74 SAMPLE_75 SAMPLE_76 SAMPLE_77 SAMPLE_78 SAMPLE_79 SAMPLE_80
#> "02" "02" "02" "02" "02" "02" "02" "015"
#> SAMPLE_81 SAMPLE_82 SAMPLE_83 SAMPLE_84 SAMPLE_85 SAMPLE_86 SAMPLE_87 SAMPLE_88
#> "015" "015" "015" "015" "011" "011" "0164" "012"
#> SAMPLE_89 SAMPLE_90 SAMPLE_91 SAMPLE_92 SAMPLE_93 SAMPLE_94 SAMPLE_95 SAMPLE_96
#> "0162" "013" "013" "011" "013" "015" "011" "013"
#> SAMPLE_97 SAMPLE_98 SAMPLE_99 SAMPLE_100 SAMPLE_101 SAMPLE_102 SAMPLE_103 SAMPLE_104
#> "011" "011" "013" "02171" "02171" "02" "02171" "02321"
#> SAMPLE_105 SAMPLE_106 SAMPLE_107 SAMPLE_108 SAMPLE_109 SAMPLE_110 SAMPLE_111 SAMPLE_112
#> "02171" "02321" "02171" "02171" "02171" "02171" "02" "02"
#> SAMPLE_113 SAMPLE_114 SAMPLE_115 SAMPLE_116 SAMPLE_117 SAMPLE_118 SAMPLE_119 SAMPLE_120
#> "02" "02" "02" "02" "02" "02" "02" "02"
#> SAMPLE_121 SAMPLE_122 SAMPLE_123 SAMPLE_124 SAMPLE_125 SAMPLE_126 SAMPLE_127 SAMPLE_128
#> "02" "02" "02" "02171" "0142" "02142" "02371" "012"
#> SAMPLE_129 SAMPLE_130 SAMPLE_131 SAMPLE_132 SAMPLE_133 SAMPLE_134 SAMPLE_135 SAMPLE_136
#> "013" "011" "013" "013" "013" "013" "012" "02"
#> SAMPLE_137 SAMPLE_138 SAMPLE_139 SAMPLE_140 SAMPLE_141 SAMPLE_142 SAMPLE_143 SAMPLE_144
#> "02141" "02" "02373" "02" "012" "02" "02" "02"
#> SAMPLE_145 SAMPLE_146 SAMPLE_147 SAMPLE_148 SAMPLE_149 SAMPLE_150 SAMPLE_151 SAMPLE_152
#> "02371" "02" "02" "02" "02" "015" "012" "012"
#> SAMPLE_153 SAMPLE_154 SAMPLE_155 SAMPLE_156 SAMPLE_157 SAMPLE_158 SAMPLE_159 SAMPLE_160
#> "0164" "011" "012" "015" "02" "012" "013" "011"
#> SAMPLE_161 SAMPLE_162 SAMPLE_163 SAMPLE_164 SAMPLE_165 SAMPLE_166 SAMPLE_167 SAMPLE_168
#> "012" "012" "012" "012" "011" "011" "012" "012"
#> SAMPLE_169 SAMPLE_170 SAMPLE_171 SAMPLE_172 SAMPLE_173 SAMPLE_174 SAMPLE_175 SAMPLE_176
#> "012" "011" "011" "011" "02171" "02321" "02" "02"
#> SAMPLE_177 SAMPLE_178 SAMPLE_179 SAMPLE_180 SAMPLE_181 SAMPLE_182 SAMPLE_183 SAMPLE_184
#> "02" "02" "011" "011" "0164" "012" "012" "0162"
#> SAMPLE_185 SAMPLE_186 SAMPLE_187 SAMPLE_188 SAMPLE_189 SAMPLE_190 SAMPLE_191 SAMPLE_192
#> "011" "013" "013" "011" "011" "0162" "011" "013"
#> SAMPLE_193 SAMPLE_194 SAMPLE_195 SAMPLE_196 SAMPLE_197 SAMPLE_198 SAMPLE_199 SAMPLE_200
#> "011" "02" "02" "011" "011" "011" "011" "0162"
#> SAMPLE_201 SAMPLE_202 SAMPLE_203 SAMPLE_204 SAMPLE_205 SAMPLE_206 SAMPLE_207 SAMPLE_208
#> "011" "013" "011" "011" "013" "013" "011" "02"
#> SAMPLE_209 SAMPLE_210 SAMPLE_211 SAMPLE_212 SAMPLE_213 SAMPLE_214 SAMPLE_215 SAMPLE_216
#> "02" "02321" "02" "02" "02" "02" "02171" "02143"
#> SAMPLE_217 SAMPLE_218 SAMPLE_219 SAMPLE_220 SAMPLE_221 SAMPLE_222 SAMPLE_223 SAMPLE_224
#> "02171" "02" "02" "02171" "02" "02" "02171" "012"
#> SAMPLE_225 SAMPLE_226 SAMPLE_227 SAMPLE_228 SAMPLE_229 SAMPLE_230 SAMPLE_231 SAMPLE_232
#> "012" "012" "012" "012" "011" "013" "02" "02"
#> SAMPLE_233 SAMPLE_234 SAMPLE_235 SAMPLE_236 SAMPLE_237 SAMPLE_238 SAMPLE_239 SAMPLE_240
#> "02" "02" "02" "02" "02" "02" "02" "02"
#> SAMPLE_241 SAMPLE_242 SAMPLE_243 SAMPLE_244 SAMPLE_245 SAMPLE_246 SAMPLE_247 SAMPLE_248
#> "02" "02" "02" "02" "02" "02" "02" "02"
#> SAMPLE_249 SAMPLE_250 SAMPLE_251 SAMPLE_252 SAMPLE_253 SAMPLE_254 SAMPLE_255 SAMPLE_256
#> "02" "02" "02" "02" "02" "02" "02" "02"
#> SAMPLE_257 SAMPLE_258 SAMPLE_259 SAMPLE_260 SAMPLE_261 SAMPLE_262 SAMPLE_263 SAMPLE_264
#> "02" "02" "02" "02" "02" "02" "02" "02"
#> SAMPLE_265 SAMPLE_266 SAMPLE_267 SAMPLE_268 SAMPLE_269 SAMPLE_270 SAMPLE_271 SAMPLE_272
#> "02" "02" "02" "02" "02" "02" "02" "02"
#> SAMPLE_273 SAMPLE_274 SAMPLE_275 SAMPLE_276 SAMPLE_277 SAMPLE_278 SAMPLE_279 SAMPLE_280
#> "02" "02" "02" "012" "012" "013" "015" "011"
#> SAMPLE_281 SAMPLE_282 SAMPLE_283 SAMPLE_284 SAMPLE_285 SAMPLE_286 SAMPLE_287 SAMPLE_288
#> "011" "015" "015" "011" "011" "02" "02" "02"
#> SAMPLE_289 SAMPLE_290 SAMPLE_291 SAMPLE_292 SAMPLE_293 SAMPLE_294 SAMPLE_295 SAMPLE_296
#> "02" "015" "011" "011" "011" "015" "015" "02"
#> SAMPLE_297 SAMPLE_298 SAMPLE_299 SAMPLE_300 SAMPLE_301 SAMPLE_302 SAMPLE_303 SAMPLE_304
#> "02" "02" "02" "02" "02" "02" "02" "02"
#> SAMPLE_305 SAMPLE_306 SAMPLE_307 SAMPLE_308 SAMPLE_309 SAMPLE_310 SAMPLE_311 SAMPLE_312
#> "02" "02" "02" "02" "02" "02" "02" "02"
#> SAMPLE_313 SAMPLE_314 SAMPLE_315 SAMPLE_316 SAMPLE_317 SAMPLE_318 SAMPLE_319 SAMPLE_320
#> "02" "02" "02" "02" "02" "02" "02" "02"
#> SAMPLE_321 SAMPLE_322 SAMPLE_323 SAMPLE_324 SAMPLE_325 SAMPLE_326 SAMPLE_327 SAMPLE_328
#> "02" "02" "02" "02" "02" "02" "02" "02"
#> SAMPLE_329 SAMPLE_330 SAMPLE_331 SAMPLE_332 SAMPLE_333 SAMPLE_334 SAMPLE_335 SAMPLE_336
#> "02142" "02371" "02142" "02142" "02" "02" "02" "02143"
#> SAMPLE_337 SAMPLE_338 SAMPLE_339 SAMPLE_340 SAMPLE_341 SAMPLE_342 SAMPLE_343 SAMPLE_344
#> "02" "02142" "02371" "02142" "02142" "02" "02" "02"
#> SAMPLE_345 SAMPLE_346 SAMPLE_347 SAMPLE_348 SAMPLE_349 SAMPLE_350 SAMPLE_351 SAMPLE_352
#> "02" "02" "02371" "02371" "02142" "02" "02" "02"
#> SAMPLE_353 SAMPLE_354 SAMPLE_355 SAMPLE_356 SAMPLE_357 SAMPLE_358 SAMPLE_359 SAMPLE_360
#> "02142" "02" "02371" "02" "02" "02" "02142" "02"
#> SAMPLE_361 SAMPLE_362 SAMPLE_363 SAMPLE_364 SAMPLE_365 SAMPLE_366 SAMPLE_367 SAMPLE_368
#> "02371" "02142" "02371" "02" "02" "02" "02" "02"
#> SAMPLE_369 SAMPLE_370 SAMPLE_371 SAMPLE_372 SAMPLE_373 SAMPLE_374 SAMPLE_375 SAMPLE_376
#> "02" "02" "02" "02" "02" "02" "02371" "02"
#> SAMPLE_377 SAMPLE_378 SAMPLE_379 SAMPLE_380 SAMPLE_381 SAMPLE_382 SAMPLE_383 SAMPLE_384
#> "02" "02371" "02" "0165" "0165" "02" "02" "02"
#> SAMPLE_385 SAMPLE_386 SAMPLE_387 SAMPLE_388 SAMPLE_389 SAMPLE_390 SAMPLE_391 SAMPLE_392
#> "02" "02" "02" "0164" "011" "013" "015" "011"
#> SAMPLE_393 SAMPLE_394 SAMPLE_395 SAMPLE_396 SAMPLE_397 SAMPLE_398 SAMPLE_399 SAMPLE_400
#> "011" "011" "012" "013" "011" "0162" "011" "011"
#> SAMPLE_401 SAMPLE_402 SAMPLE_403 SAMPLE_404 SAMPLE_405 SAMPLE_406 SAMPLE_407 SAMPLE_408
#> "011" "0163" "015" "0162" "0163" "012" "011" "012"
#> SAMPLE_409 SAMPLE_410 SAMPLE_411 SAMPLE_412 SAMPLE_413 SAMPLE_414 SAMPLE_415 SAMPLE_416
#> "011" "013" "013" "011" "013" "013" "011" "011"
#> SAMPLE_417 SAMPLE_418 SAMPLE_419 SAMPLE_420 SAMPLE_421 SAMPLE_422 SAMPLE_423 SAMPLE_424
#> "013" "0164" "011" "011" "011" "013" "011" "011"
#> SAMPLE_425 SAMPLE_426 SAMPLE_427 SAMPLE_428 SAMPLE_429 SAMPLE_430 SAMPLE_431 SAMPLE_432
#> "0164" "011" "011" "011" "013" "015" "011" "011"
#> SAMPLE_433 SAMPLE_434 SAMPLE_435 SAMPLE_436 SAMPLE_437 SAMPLE_438 SAMPLE_439 SAMPLE_440
#> "011" "013" "0164" "011" "011" "011" "011" "0164"
#> SAMPLE_441 SAMPLE_442 SAMPLE_443 SAMPLE_444 SAMPLE_445 SAMPLE_446 SAMPLE_447 SAMPLE_448
#> "012" "013" "012" "011" "013" "013" "015" "011"
#> SAMPLE_449 SAMPLE_450 SAMPLE_451 SAMPLE_452 SAMPLE_453 SAMPLE_454 SAMPLE_455 SAMPLE_456
#> "013" "011" "013" "011" "012" "012" "011" "011"
#> SAMPLE_457 SAMPLE_458 SAMPLE_459 SAMPLE_460 SAMPLE_461 SAMPLE_462 SAMPLE_463 SAMPLE_464
#> "011" "011" "015" "011" "0163" "013" "013" "013"
#> SAMPLE_465 SAMPLE_466 SAMPLE_467 SAMPLE_468 SAMPLE_469 SAMPLE_470 SAMPLE_471 SAMPLE_472
#> "0164" "015" "011" "0162" "015" "02372" "02" "011"
#> SAMPLE_473 SAMPLE_474 SAMPLE_475 SAMPLE_476 SAMPLE_477 SAMPLE_478 SAMPLE_479 SAMPLE_480
#> "0162" "011" "0162" "011" "013" "012" "011" "013"
#> SAMPLE_481 SAMPLE_482 SAMPLE_483 SAMPLE_484 SAMPLE_485 SAMPLE_486 SAMPLE_487 SAMPLE_488
#> "013" "015" "015" "0164" "013" "012" "011" "0164"
#> SAMPLE_489 SAMPLE_490 SAMPLE_491 SAMPLE_492 SAMPLE_493 SAMPLE_494 SAMPLE_495 SAMPLE_496
#> "0162" "011" "013" "012" "011" "011" "011" "015"
#> SAMPLE_497 SAMPLE_498 SAMPLE_499 SAMPLE_500 SAMPLE_501 SAMPLE_502 SAMPLE_503 SAMPLE_504
#> "011" "015" "013" "011" "0163" "011" "012" "015"
#> SAMPLE_505 SAMPLE_506 SAMPLE_507 SAMPLE_508 SAMPLE_509 SAMPLE_510 SAMPLE_511 SAMPLE_512
#> "012" "011" "011" "011" "012" "013" "011" "015"
#> SAMPLE_513 SAMPLE_514 SAMPLE_515 SAMPLE_516 SAMPLE_517 SAMPLE_518 SAMPLE_519 SAMPLE_520
#> "011" "013" "013" "011" "013" "011" "011" "013"
#> SAMPLE_521 SAMPLE_522 SAMPLE_523 SAMPLE_524 SAMPLE_525 SAMPLE_526 SAMPLE_527 SAMPLE_528
#> "015" "012" "011" "011" "013" "011" "011" "0162"
#> SAMPLE_529 SAMPLE_530 SAMPLE_531 SAMPLE_532 SAMPLE_533 SAMPLE_534 SAMPLE_535 SAMPLE_536
#> "013" "0164" "011" "013" "011" "011" "011" "0162"
#> SAMPLE_537 SAMPLE_538 SAMPLE_539 SAMPLE_540 SAMPLE_541 SAMPLE_542 SAMPLE_543 SAMPLE_544
#> "011" "013" "012" "013" "012" "013" "011" "011"
#> SAMPLE_545 SAMPLE_546 SAMPLE_547 SAMPLE_548 SAMPLE_549 SAMPLE_550 SAMPLE_551 SAMPLE_552
#> "013" "013" "011" "013" "011" "011" "011" "011"
#> SAMPLE_553 SAMPLE_554 SAMPLE_555 SAMPLE_556 SAMPLE_557 SAMPLE_558 SAMPLE_559 SAMPLE_560
#> "02" "012" "013" "012" "012" "013" "011" "011"
#> SAMPLE_561 SAMPLE_562 SAMPLE_563 SAMPLE_564 SAMPLE_565 SAMPLE_566 SAMPLE_567 SAMPLE_568
#> "012" "012" "012" "011" "012" "012" "012" "02"
#> SAMPLE_569 SAMPLE_570 SAMPLE_571 SAMPLE_572 SAMPLE_573 SAMPLE_574 SAMPLE_575 SAMPLE_576
#> "02" "02" "02" "02" "012" "012" "012" "012"
#> SAMPLE_577 SAMPLE_578 SAMPLE_579 SAMPLE_580 SAMPLE_581 SAMPLE_582 SAMPLE_583 SAMPLE_584
#> "013" "011" "015" "013" "0164" "011" "013" "012"
#> SAMPLE_585 SAMPLE_586 SAMPLE_587 SAMPLE_588 SAMPLE_589 SAMPLE_590 SAMPLE_591 SAMPLE_592
#> "011" "013" "0164" "011" "02" "02" "02" "02"
#> SAMPLE_593 SAMPLE_594 SAMPLE_595 SAMPLE_596 SAMPLE_597 SAMPLE_598 SAMPLE_599 SAMPLE_600
#> "02" "02" "02" "02" "02" "02" "02" "02"
#> SAMPLE_601 SAMPLE_602 SAMPLE_603 SAMPLE_604 SAMPLE_605 SAMPLE_606 SAMPLE_607 SAMPLE_608
#> "02" "02" "02" "02" "02" "02" "02" "02"
#> SAMPLE_609 SAMPLE_610 SAMPLE_611 SAMPLE_612 SAMPLE_613 SAMPLE_614 SAMPLE_615 SAMPLE_616
#> "02" "02" "012" "011" "012" "02" "013" "011"
#> SAMPLE_617 SAMPLE_618 SAMPLE_619 SAMPLE_620 SAMPLE_621 SAMPLE_622 SAMPLE_623 SAMPLE_624
#> "013" "02" "02" "02" "02" "02" "02" "02"
#> SAMPLE_625 SAMPLE_626 SAMPLE_627 SAMPLE_628 SAMPLE_629 SAMPLE_630 SAMPLE_631 SAMPLE_632
#> "02" "02" "02" "02" "02" "02" "02" "02"
#> SAMPLE_633 SAMPLE_634 SAMPLE_635 SAMPLE_636 SAMPLE_637 SAMPLE_638 SAMPLE_639 SAMPLE_640
#> "02" "02" "02" "02" "02" "02" "02" "02"
#> SAMPLE_641 SAMPLE_642 SAMPLE_643 SAMPLE_644 SAMPLE_645 SAMPLE_646 SAMPLE_647 SAMPLE_648
#> "02" "012" "02321" "02371" "02" "02" "02143" "02"
#> SAMPLE_649 SAMPLE_650 SAMPLE_651 SAMPLE_652 SAMPLE_653 SAMPLE_654 SAMPLE_655 SAMPLE_656
#> "02" "02" "02" "02" "02" "03" "02" "02"
#> SAMPLE_657 SAMPLE_658 SAMPLE_659 SAMPLE_660 SAMPLE_661 SAMPLE_662 SAMPLE_663 SAMPLE_664
#> "02" "02" "02" "02" "02" "02" "03" "02"
#> SAMPLE_665 SAMPLE_666 SAMPLE_667 SAMPLE_668 SAMPLE_669 SAMPLE_670 SAMPLE_671 SAMPLE_672
#> "02" "02" "02" "02" "02" "0163" "011" "02"
#> SAMPLE_673 SAMPLE_674 SAMPLE_675 SAMPLE_676 SAMPLE_677 SAMPLE_678 SAMPLE_679 SAMPLE_680
#> "02" "02" "02" "02" "02" "02" "02" "02"
#> SAMPLE_681 SAMPLE_682 SAMPLE_683 SAMPLE_684 SAMPLE_685 SAMPLE_686 SAMPLE_687 SAMPLE_688
#> "02" "02" "02" "02" "02" "02" "02" "02"
#> SAMPLE_689 SAMPLE_690 SAMPLE_691 SAMPLE_692 SAMPLE_693 SAMPLE_694 SAMPLE_695 SAMPLE_696
#> "02" "02" "02" "02" "02" "02" "02324" "02"
#> SAMPLE_697 SAMPLE_698 SAMPLE_699 SAMPLE_700 SAMPLE_701 SAMPLE_702 SAMPLE_703 SAMPLE_704
#> "02" "02" "02" "02" "02" "02" "02" "02"
#> SAMPLE_705 SAMPLE_706 SAMPLE_707 SAMPLE_708 SAMPLE_709 SAMPLE_710 SAMPLE_711 SAMPLE_712
#> "02" "02" "02" "02" "02" "02" "02" "02"
#> SAMPLE_713 SAMPLE_714 SAMPLE_715 SAMPLE_716 SAMPLE_717 SAMPLE_718 SAMPLE_719 SAMPLE_720
#> "02" "02324" "02" "03" "03" "03" "03" "02"
#> SAMPLE_721 SAMPLE_722 SAMPLE_723 SAMPLE_724 SAMPLE_725 SAMPLE_726 SAMPLE_727 SAMPLE_728
#> "03" "02" "02" "02" "02" "02" "02" "02"
#> SAMPLE_729 SAMPLE_730 SAMPLE_731 SAMPLE_732 SAMPLE_733 SAMPLE_734 SAMPLE_735 SAMPLE_736
#> "02" "02" "012" "02" "03" "03" "03" "03"
#> SAMPLE_737 SAMPLE_738 SAMPLE_739 SAMPLE_740 SAMPLE_741 SAMPLE_742 SAMPLE_743 SAMPLE_744
#> "03" "03" "02324" "02" "02" "02" "02" "02"
#> SAMPLE_745 SAMPLE_746 SAMPLE_747 SAMPLE_748 SAMPLE_749 SAMPLE_750 SAMPLE_751 SAMPLE_752
#> "02" "02" "02" "02371" "012" "011" "02" "02"
#> SAMPLE_753 SAMPLE_754 SAMPLE_755 SAMPLE_756 SAMPLE_757 SAMPLE_758 SAMPLE_759 SAMPLE_760
#> "02" "03" "03" "03" "02" "02" "02" "02"
#> SAMPLE_761 SAMPLE_762 SAMPLE_763 SAMPLE_764 SAMPLE_765 SAMPLE_766 SAMPLE_767 SAMPLE_768
#> "02" "02" "03" "03" "012" "02171" "02" "02"
#> SAMPLE_769 SAMPLE_770 SAMPLE_771 SAMPLE_772 SAMPLE_773 SAMPLE_774 SAMPLE_775 SAMPLE_776
#> "012" "012" "02" "02" "02" "02" "02" "02"
#> SAMPLE_777 SAMPLE_778 SAMPLE_779 SAMPLE_780 SAMPLE_781 SAMPLE_782 SAMPLE_783 SAMPLE_784
#> "02" "02" "02" "02" "02" "02" "02" "02"
#> SAMPLE_785 SAMPLE_786 SAMPLE_787 SAMPLE_788 SAMPLE_789 SAMPLE_790 SAMPLE_791 SAMPLE_792
#> "02" "02" "02" "02" "02" "02" "02" "03"
#> SAMPLE_793 SAMPLE_794 SAMPLE_795 SAMPLE_796 SAMPLE_797 SAMPLE_798 SAMPLE_799 SAMPLE_800
#> "0143" "02" "02" "02" "02" "02" "02" "02"
#> SAMPLE_801 SAMPLE_802 SAMPLE_803 SAMPLE_804 SAMPLE_805 SAMPLE_806 SAMPLE_807 SAMPLE_808
#> "02" "02" "02" "02" "02" "02" "02" "02"
#> SAMPLE_809 SAMPLE_810 SAMPLE_811 SAMPLE_812 SAMPLE_813 SAMPLE_814 SAMPLE_815 SAMPLE_816
#> "02" "02" "02" "02" "02" "02" "02" "02"
#> SAMPLE_817 SAMPLE_818 SAMPLE_819 SAMPLE_820 SAMPLE_821 SAMPLE_822 SAMPLE_823 SAMPLE_824
#> "02" "02" "02" "02" "02" "02" "02" "02"
#> SAMPLE_825 SAMPLE_826 SAMPLE_827 SAMPLE_828 SAMPLE_829 SAMPLE_830 SAMPLE_831 SAMPLE_832
#> "02" "02" "02" "02" "02" "02" "02" "02"
#> SAMPLE_833 SAMPLE_834 SAMPLE_835 SAMPLE_836 SAMPLE_837 SAMPLE_838 SAMPLE_839 SAMPLE_840
#> "02" "02" "02" "02" "02" "02" "0162" "02"
#> SAMPLE_841 SAMPLE_842 SAMPLE_843 SAMPLE_844 SAMPLE_845 SAMPLE_846 SAMPLE_847 SAMPLE_848
#> "02" "02" "02" "02" "0162" "02" "0164" "02"
#> SAMPLE_849 SAMPLE_850 SAMPLE_851 SAMPLE_852 SAMPLE_853 SAMPLE_854 SAMPLE_855 SAMPLE_856
#> "02374" "02" "02141" "03" "02" "03" "02" "02"
#> SAMPLE_857 SAMPLE_858 SAMPLE_859 SAMPLE_860 SAMPLE_861 SAMPLE_862 SAMPLE_863 SAMPLE_864
#> "0144" "0144" "02" "02" "02" "02" "02" "02"
#> SAMPLE_865 SAMPLE_866 SAMPLE_867 SAMPLE_868 SAMPLE_869 SAMPLE_870 SAMPLE_871 SAMPLE_872
#> "02" "02" "02" "02" "02" "0141" "02" "03"
#> SAMPLE_873 SAMPLE_874 SAMPLE_875 SAMPLE_876 SAMPLE_877 SAMPLE_878 SAMPLE_879 SAMPLE_880
#> "03" "02" "03" "02" "03" "0144" "02" "02"
#> SAMPLE_881 SAMPLE_882 SAMPLE_883 SAMPLE_884 SAMPLE_885 SAMPLE_886 SAMPLE_887 SAMPLE_888
#> "03" "03" "03" "02" "02" "02" "02" "03"
#> SAMPLE_889 SAMPLE_890 SAMPLE_891 SAMPLE_892 SAMPLE_893 SAMPLE_894 SAMPLE_895 SAMPLE_896
#> "02172" "02" "0144" "02" "0144" "02" "02" "02"
#> SAMPLE_897 SAMPLE_898 SAMPLE_899 SAMPLE_900 SAMPLE_901 SAMPLE_902 SAMPLE_903 SAMPLE_904
#> "03" "02" "02374" "02" "02143" "02" "02" "02"
#> SAMPLE_905 SAMPLE_906 SAMPLE_907 SAMPLE_908 SAMPLE_909 SAMPLE_910 SAMPLE_911 SAMPLE_912
#> "02" "03" "02" "02" "02" "02" "02" "02"
#> SAMPLE_913 SAMPLE_914 SAMPLE_915 SAMPLE_916 SAMPLE_917 SAMPLE_918 SAMPLE_919 SAMPLE_920
#> "02" "02" "02" "02" "02" "02" "02" "02"
#> SAMPLE_921 SAMPLE_922 SAMPLE_923 SAMPLE_924 SAMPLE_925 SAMPLE_926 SAMPLE_927 SAMPLE_928
#> "02" "02" "02" "02" "02" "02" "02" "02"
#> SAMPLE_929 SAMPLE_930 SAMPLE_931 SAMPLE_932 SAMPLE_933 SAMPLE_934 SAMPLE_935 SAMPLE_936
#> "02" "02" "02" "02" "02" "02" "02" "02"
#> SAMPLE_937 SAMPLE_938 SAMPLE_939 SAMPLE_940 SAMPLE_941 SAMPLE_942 SAMPLE_943 SAMPLE_944
#> "02" "02" "02142" "02371" "02371" "02" "02371" "02"
#> SAMPLE_945 SAMPLE_946 SAMPLE_947 SAMPLE_948 SAMPLE_949 SAMPLE_950 SAMPLE_951 SAMPLE_952
#> "02372" "02371" "02142" "02371" "02371" "02371" "02" "02"
#> SAMPLE_953 SAMPLE_954 SAMPLE_955 SAMPLE_956 SAMPLE_957 SAMPLE_958 SAMPLE_959 SAMPLE_960
#> "02" "02373" "02371" "02371" "02371" "02371" "02371" "02371"
#> SAMPLE_961 SAMPLE_962 SAMPLE_963 SAMPLE_964 SAMPLE_965 SAMPLE_966 SAMPLE_967 SAMPLE_968
#> "02" "02" "02" "02" "02" "02" "02" "02"
#> SAMPLE_969 SAMPLE_970 SAMPLE_971 SAMPLE_972 SAMPLE_973 SAMPLE_974 SAMPLE_975 SAMPLE_976
#> "02" "02" "02" "02" "02" "03" "02" "012"
#> SAMPLE_977 SAMPLE_978 SAMPLE_979 SAMPLE_980 SAMPLE_981 SAMPLE_982 SAMPLE_983 SAMPLE_984
#> "012" "012" "012" "02143" "02" "02" "012" "012"
#> SAMPLE_985 SAMPLE_986 SAMPLE_987 SAMPLE_988 SAMPLE_989 SAMPLE_990 SAMPLE_991 SAMPLE_992
#> "012" "0141" "02" "03" "02" "02" "0161" "011"
#> SAMPLE_993 SAMPLE_994 SAMPLE_995 SAMPLE_996 SAMPLE_997 SAMPLE_998 SAMPLE_999 SAMPLE_1000
#> "02" "02" "02" "02" "02" "02" "02" "02371"
#> SAMPLE_1001 SAMPLE_1002 SAMPLE_1003 SAMPLE_1004 SAMPLE_1005 SAMPLE_1006 SAMPLE_1007 SAMPLE_1008
#> "02" "02" "02371" "02" "02373" "02" "02" "02"
#> SAMPLE_1009 SAMPLE_1010 SAMPLE_1011 SAMPLE_1012 SAMPLE_1013 SAMPLE_1014 SAMPLE_1015 SAMPLE_1016
#> "02" "02373" "02" "02" "02" "02" "02142" "02371"
#> SAMPLE_1017 SAMPLE_1018 SAMPLE_1019 SAMPLE_1020 SAMPLE_1021 SAMPLE_1022 SAMPLE_1023 SAMPLE_1024
#> "02" "02" "02" "02" "02" "02" "02" "02"
#> SAMPLE_1025 SAMPLE_1026 SAMPLE_1027 SAMPLE_1028 SAMPLE_1029 SAMPLE_1030 SAMPLE_1031 SAMPLE_1032
#> "02" "02" "02" "02" "02" "02" "02" "02"
#> SAMPLE_1033 SAMPLE_1034 SAMPLE_1035 SAMPLE_1036 SAMPLE_1037 SAMPLE_1038 SAMPLE_1039 SAMPLE_1040
#> "02" "02" "02" "02" "02" "0163" "012" "02171"
#> SAMPLE_1041 SAMPLE_1042 SAMPLE_1043 SAMPLE_1044 SAMPLE_1045 SAMPLE_1046 SAMPLE_1047 SAMPLE_1048
#> "02" "02" "02" "02" "02" "02" "02" "02"
#> SAMPLE_1049 SAMPLE_1050 SAMPLE_1051 SAMPLE_1052 SAMPLE_1053 SAMPLE_1054 SAMPLE_1055 SAMPLE_1056
#> "02" "02" "02" "02" "02" "02" "02" "02"
#> SAMPLE_1057 SAMPLE_1058 SAMPLE_1059 SAMPLE_1060 SAMPLE_1061 SAMPLE_1062 SAMPLE_1063 SAMPLE_1064
#> "02" "02" "02" "02" "02" "02" "02" "012"
#> SAMPLE_1065 SAMPLE_1066 SAMPLE_1067 SAMPLE_1068 SAMPLE_1069 SAMPLE_1070 SAMPLE_1071 SAMPLE_1072
#> "0163" "012" "02141" "02" "02" "02375" "02141" "02"
#> SAMPLE_1073 SAMPLE_1074 SAMPLE_1075 SAMPLE_1076 SAMPLE_1077 SAMPLE_1078 SAMPLE_1079 SAMPLE_1080
#> "02" "02141" "02141" "02141" "02141" "02" "02141" "02141"
#> SAMPLE_1081 SAMPLE_1082 SAMPLE_1083 SAMPLE_1084 SAMPLE_1085 SAMPLE_1086 SAMPLE_1087 SAMPLE_1088
#> "02141" "02" "02" "02" "02" "02" "02371" "02"
#> SAMPLE_1089 SAMPLE_1090 SAMPLE_1091 SAMPLE_1092 SAMPLE_1093 SAMPLE_1094 SAMPLE_1095 SAMPLE_1096
#> "02" "02" "02" "02" "02" "02" "02" "02"
#> SAMPLE_1097 SAMPLE_1098 SAMPLE_1099 SAMPLE_1100 SAMPLE_1101 SAMPLE_1102 SAMPLE_1103 SAMPLE_1104
#> "02" "02" "03" "02" "02" "02" "02" "02"
#> SAMPLE_1105 SAMPLE_1106 SAMPLE_1107 SAMPLE_1108 SAMPLE_1109 SAMPLE_1110 SAMPLE_1111 SAMPLE_1112
#> "02" "02" "02" "02" "02" "02" "013" "02"
#> SAMPLE_1113 SAMPLE_1114 SAMPLE_1115 SAMPLE_1116 SAMPLE_1117 SAMPLE_1118 SAMPLE_1119 SAMPLE_1120
#> "02" "02" "02" "011" "02373" "02" "02" "02"
#> SAMPLE_1121 SAMPLE_1122 SAMPLE_1123 SAMPLE_1124 SAMPLE_1125 SAMPLE_1126 SAMPLE_1127 SAMPLE_1128
#> "02" "02" "02" "02" "02" "02" "02" "02142"
#> SAMPLE_1129 SAMPLE_1130 SAMPLE_1131 SAMPLE_1132 SAMPLE_1133 SAMPLE_1134 SAMPLE_1135 SAMPLE_1136
#> "02" "02" "02" "02" "02" "02" "02" "02"
#> SAMPLE_1137 SAMPLE_1138 SAMPLE_1139 SAMPLE_1140 SAMPLE_1141 SAMPLE_1142 SAMPLE_1143 SAMPLE_1144
#> "02" "02" "02" "02" "02" "02" "02" "02"
#> SAMPLE_1145 SAMPLE_1146 SAMPLE_1147 SAMPLE_1148 SAMPLE_1149 SAMPLE_1150 SAMPLE_1151 SAMPLE_1152
#> "02" "02" "02" "02" "012" "02" "02" "02"
#> SAMPLE_1153 SAMPLE_1154 SAMPLE_1155 SAMPLE_1156 SAMPLE_1157 SAMPLE_1158 SAMPLE_1159 SAMPLE_1160
#> "02" "02" "02" "02" "02" "02141" "0144" "0144"
#> SAMPLE_1161 SAMPLE_1162 SAMPLE_1163 SAMPLE_1164 SAMPLE_1165 SAMPLE_1166 SAMPLE_1167 SAMPLE_1168
#> "0143" "02" "02" "02" "02" "02" "02372" "013"
#> SAMPLE_1169 SAMPLE_1170 SAMPLE_1171 SAMPLE_1172 SAMPLE_1173 SAMPLE_1174 SAMPLE_1175 SAMPLE_1176
#> "011" "02" "02" "02" "02" "02" "02" "02"
#> SAMPLE_1177 SAMPLE_1178 SAMPLE_1179 SAMPLE_1180 SAMPLE_1181 SAMPLE_1182 SAMPLE_1183 SAMPLE_1184
#> "02" "02" "02" "02" "02" "02371" "02" "02"
#> SAMPLE_1185 SAMPLE_1186 SAMPLE_1187 SAMPLE_1188 SAMPLE_1189 SAMPLE_1190 SAMPLE_1191 SAMPLE_1192
#> "02" "02" "02" "02" "02" "02" "02" "011"
#> SAMPLE_1193 SAMPLE_1194 SAMPLE_1195 SAMPLE_1196 SAMPLE_1197 SAMPLE_1198 SAMPLE_1199 SAMPLE_1200
#> "02171" "02" "02373" "02142" "02373" "02371" "02142" "02142"
#> SAMPLE_1201 SAMPLE_1202 SAMPLE_1203 SAMPLE_1204 SAMPLE_1205 SAMPLE_1206 SAMPLE_1207 SAMPLE_1208
#> "02" "02142" "02" "02" "02" "03" "02" "02"
#> SAMPLE_1209 SAMPLE_1210 SAMPLE_1211 SAMPLE_1212 SAMPLE_1213 SAMPLE_1214 SAMPLE_1215 SAMPLE_1216
#> "03" "02" "0162" "0163" "0164" "02" "02143" "02"
#> SAMPLE_1217 SAMPLE_1218 SAMPLE_1219 SAMPLE_1220 SAMPLE_1221 SAMPLE_1222 SAMPLE_1223 SAMPLE_1224
#> "02" "02" "02" "02" "02" "02324" "02" "02"
#> SAMPLE_1225 SAMPLE_1226 SAMPLE_1227 SAMPLE_1228 SAMPLE_1229 SAMPLE_1230 SAMPLE_1231 SAMPLE_1232
#> "02" "02" "02" "02" "02324" "02" "02" "02"
#> SAMPLE_1233 SAMPLE_1234 SAMPLE_1235 SAMPLE_1236 SAMPLE_1237 SAMPLE_1238 SAMPLE_1239 SAMPLE_1240
#> "02324" "02" "02" "02" "02" "02" "02" "02142"
#> SAMPLE_1241 SAMPLE_1242 SAMPLE_1243 SAMPLE_1244 SAMPLE_1245 SAMPLE_1246 SAMPLE_1247 SAMPLE_1248
#> "012" "015" "0162" "02171" "02171" "02171" "02171" "02375"
#> SAMPLE_1249 SAMPLE_1250 SAMPLE_1251 SAMPLE_1252 SAMPLE_1253 SAMPLE_1254 SAMPLE_1255 SAMPLE_1256
#> "02" "02" "02" "03" "03" "03" "03" "02"
#> SAMPLE_1257 SAMPLE_1258 SAMPLE_1259 SAMPLE_1260 SAMPLE_1261 SAMPLE_1262 SAMPLE_1263 SAMPLE_1264
#> "02" "02" "02" "02" "02" "02" "02" "03"
#> SAMPLE_1265 SAMPLE_1266 SAMPLE_1267 SAMPLE_1268 SAMPLE_1269 SAMPLE_1270 SAMPLE_1271 SAMPLE_1272
#> "02" "02321" "02322" "0161" "02" "02321" "02321" "02321"
#> SAMPLE_1273 SAMPLE_1274 SAMPLE_1275 SAMPLE_1276 SAMPLE_1277 SAMPLE_1278 SAMPLE_1279 SAMPLE_1280
#> "02321" "02171" "02171" "02" "02" "02" "02" "02"
#> SAMPLE_1281 SAMPLE_1282 SAMPLE_1283 SAMPLE_1284 SAMPLE_1285 SAMPLE_1286 SAMPLE_1287 SAMPLE_1288
#> "03" "02" "02" "02" "02" "02" "03" "02"
#> SAMPLE_1289 SAMPLE_1290 SAMPLE_1291 SAMPLE_1292 SAMPLE_1293 SAMPLE_1294 SAMPLE_1295 SAMPLE_1296
#> "02" "02322" "02" "02" "02" "02" "02321" "02"
#> SAMPLE_1297 SAMPLE_1298 SAMPLE_1299 SAMPLE_1300 SAMPLE_1301 SAMPLE_1302 SAMPLE_1303 SAMPLE_1304
#> "02171" "02321" "02" "02" "02171" "02321" "02321" "02321"
#> SAMPLE_1305 SAMPLE_1306 SAMPLE_1307 SAMPLE_1308 SAMPLE_1309 SAMPLE_1310 SAMPLE_1311 SAMPLE_1312
#> "02" "02321" "02171" "02321" "02321" "02171" "02" "02171"
#> SAMPLE_1313 SAMPLE_1314 SAMPLE_1315 SAMPLE_1316 SAMPLE_1317 SAMPLE_1318 SAMPLE_1319 SAMPLE_1320
#> "02321" "02321" "02321" "02" "02" "02" "02" "02"
#> SAMPLE_1321 SAMPLE_1322 SAMPLE_1323 SAMPLE_1324 SAMPLE_1325 SAMPLE_1326 SAMPLE_1327 SAMPLE_1328
#> "02" "02" "02" "02" "02" "02" "02" "02"
#> SAMPLE_1329 SAMPLE_1330 SAMPLE_1331 SAMPLE_1332 SAMPLE_1333 SAMPLE_1334 SAMPLE_1335 SAMPLE_1336
#> "02" "02" "02" "02" "02" "02" "02" "0161"
#> SAMPLE_1337 SAMPLE_1338 SAMPLE_1339 SAMPLE_1340 SAMPLE_1341 SAMPLE_1342 SAMPLE_1343 SAMPLE_1344
#> "02" "02" "02323" "02144" "02" "02" "02" "02"
#> SAMPLE_1345 SAMPLE_1346 SAMPLE_1347 SAMPLE_1348 SAMPLE_1349 SAMPLE_1350 SAMPLE_1351 SAMPLE_1352
#> "02" "02" "02" "02" "02" "02323" "02" "02"
#> SAMPLE_1353 SAMPLE_1354 SAMPLE_1355 SAMPLE_1356 SAMPLE_1357 SAMPLE_1358 SAMPLE_1359 SAMPLE_1360
#> "03" "02" "02" "03" "03" "03" "03" "03"
#> SAMPLE_1361 SAMPLE_1362 SAMPLE_1363 SAMPLE_1364 SAMPLE_1365 SAMPLE_1366 SAMPLE_1367 SAMPLE_1368
#> "03" "03" "03" "03" "03" "03" "03" "03"
#> SAMPLE_1369 SAMPLE_1370 SAMPLE_1371 SAMPLE_1372 SAMPLE_1373 SAMPLE_1374 SAMPLE_1375 SAMPLE_1376
#> "03" "03" "03" "03" "03" "03" "03" "03"
#> SAMPLE_1377 SAMPLE_1378 SAMPLE_1379 SAMPLE_1380 SAMPLE_1381 SAMPLE_1382 SAMPLE_1383 SAMPLE_1384
#> "03" "03" "03" "03" "03" "03" "03" "03"
#> SAMPLE_1385 SAMPLE_1386 SAMPLE_1387 SAMPLE_1388 SAMPLE_1389 SAMPLE_1390 SAMPLE_1391 SAMPLE_1392
#> "03" "02" "02" "02" "02" "02" "02" "02"
#> SAMPLE_1393 SAMPLE_1394 SAMPLE_1395 SAMPLE_1396 SAMPLE_1397 SAMPLE_1398 SAMPLE_1399 SAMPLE_1400
#> "02" "02" "02" "02" "02" "02" "02" "02"
#> SAMPLE_1401 SAMPLE_1402 SAMPLE_1403 SAMPLE_1404 SAMPLE_1405 SAMPLE_1406 SAMPLE_1407 SAMPLE_1408
#> "02" "02" "02" "02" "02" "02" "02" "02"
#> SAMPLE_1409 SAMPLE_1410 SAMPLE_1411 SAMPLE_1412 SAMPLE_1413 SAMPLE_1414 SAMPLE_1415 SAMPLE_1416
#> "02" "02" "02" "02" "012" "012" "012" "0164"
#> SAMPLE_1417 SAMPLE_1418 SAMPLE_1419 SAMPLE_1420 SAMPLE_1421 SAMPLE_1422 SAMPLE_1423 SAMPLE_1424
#> "012" "012" "02" "02" "02" "02" "02" "02"
#> SAMPLE_1425 SAMPLE_1426 SAMPLE_1427 SAMPLE_1428 SAMPLE_1429 SAMPLE_1430 SAMPLE_1431 SAMPLE_1432
#> "02" "02" "0141" "02" "02325" "02142" "02" "02"
#> SAMPLE_1433 SAMPLE_1434 SAMPLE_1435 SAMPLE_1436 SAMPLE_1437 SAMPLE_1438 SAMPLE_1439 SAMPLE_1440
#> "03" "02" "02" "02" "02" "02" "02" "0161"
#> SAMPLE_1441 SAMPLE_1442 SAMPLE_1443 SAMPLE_1444 SAMPLE_1445 SAMPLE_1446 SAMPLE_1447 SAMPLE_1448
#> "02" "02" "02" "02" "02" "02" "013" "013"
#> SAMPLE_1449 SAMPLE_1450 SAMPLE_1451 SAMPLE_1452 SAMPLE_1453 SAMPLE_1454 SAMPLE_1455 SAMPLE_1456
#> "02" "02" "02" "02" "02" "02" "02" "02"
#> SAMPLE_1457 SAMPLE_1458 SAMPLE_1459 SAMPLE_1460 SAMPLE_1461 SAMPLE_1462 SAMPLE_1463 SAMPLE_1464
#> "02" "02" "02" "02" "02" "02" "02" "02"
#> SAMPLE_1465 SAMPLE_1466 SAMPLE_1467 SAMPLE_1468 SAMPLE_1469 SAMPLE_1470 SAMPLE_1471 SAMPLE_1472
#> "02" "02" "02" "02" "02" "02" "02" "02"
#> SAMPLE_1473 SAMPLE_1474 SAMPLE_1475 SAMPLE_1476 SAMPLE_1477 SAMPLE_1478 SAMPLE_1479 SAMPLE_1480
#> "02" "02" "02" "02" "02" "02" "02" "02"
#> SAMPLE_1481 SAMPLE_1482 SAMPLE_1483 SAMPLE_1484 SAMPLE_1485 SAMPLE_1486 SAMPLE_1487 SAMPLE_1488
#> "02" "02" "02" "02" "02" "02" "02" "02"
#> SAMPLE_1489 SAMPLE_1490 SAMPLE_1491 SAMPLE_1492 SAMPLE_1493 SAMPLE_1494 SAMPLE_1495 SAMPLE_1496
#> "03" "03" "02" "02" "02" "02" "02" "02"
#> SAMPLE_1497 SAMPLE_1498 SAMPLE_1499 SAMPLE_1500 SAMPLE_1501 SAMPLE_1502 SAMPLE_1503 SAMPLE_1504
#> "02" "02" "02" "02" "02" "02" "02" "02"
#> SAMPLE_1505 SAMPLE_1506 SAMPLE_1507 SAMPLE_1508 SAMPLE_1509 SAMPLE_1510 SAMPLE_1511 SAMPLE_1512
#> "02" "02" "02" "02" "02" "02" "02" "02"
#> SAMPLE_1513 SAMPLE_1514 SAMPLE_1515 SAMPLE_1516 SAMPLE_1517 SAMPLE_1518 SAMPLE_1519 SAMPLE_1520
#> "02" "02" "02" "02" "02" "02" "02" "02"
#> SAMPLE_1521 SAMPLE_1522 SAMPLE_1523 SAMPLE_1524 SAMPLE_1525 SAMPLE_1526 SAMPLE_1527 SAMPLE_1528
#> "02" "02" "015" "02" "012" "02321" "02" "02"
#> SAMPLE_1529 SAMPLE_1530 SAMPLE_1531 SAMPLE_1532 SAMPLE_1533 SAMPLE_1534 SAMPLE_1535 SAMPLE_1536
#> "02" "02" "02" "02" "02" "02" "02" "02"
#> SAMPLE_1537 SAMPLE_1538 SAMPLE_1539 SAMPLE_1540 SAMPLE_1541 SAMPLE_1542 SAMPLE_1543 SAMPLE_1544
#> "02" "02" "02" "02" "02" "02" "02" "02"
#> SAMPLE_1545 SAMPLE_1546 SAMPLE_1547 SAMPLE_1548 SAMPLE_1549 SAMPLE_1550 SAMPLE_1551 SAMPLE_1552
#> "02" "02" "02" "02" "02" "02" "02142" "02"
#> SAMPLE_1553 SAMPLE_1554 SAMPLE_1555 SAMPLE_1556 SAMPLE_1557 SAMPLE_1558 SAMPLE_1559 SAMPLE_1560
#> "02" "02322" "02" "02322" "02322" "02322" "02" "02322"
#> SAMPLE_1561 SAMPLE_1562 SAMPLE_1563 SAMPLE_1564 SAMPLE_1565 SAMPLE_1566 SAMPLE_1567 SAMPLE_1568
#> "02" "02" "02322" "02" "02322" "02322" "02" "02"
#> SAMPLE_1569 SAMPLE_1570 SAMPLE_1571 SAMPLE_1572 SAMPLE_1573 SAMPLE_1574 SAMPLE_1575 SAMPLE_1576
#> "02" "02" "02" "02" "02" "02" "02322" "02"
#> SAMPLE_1577 SAMPLE_1578 SAMPLE_1579 SAMPLE_1580 SAMPLE_1581 SAMPLE_1582 SAMPLE_1583 SAMPLE_1584
#> "02" "02371" "03" "02" "02" "03" "02" "02"
#> SAMPLE_1585 SAMPLE_1586 SAMPLE_1587 SAMPLE_1588 SAMPLE_1589 SAMPLE_1590 SAMPLE_1591 SAMPLE_1592
#> "02" "02" "02" "02" "02" "02" "02" "02"
#> SAMPLE_1593 SAMPLE_1594 SAMPLE_1595 SAMPLE_1596 SAMPLE_1597 SAMPLE_1598 SAMPLE_1599 SAMPLE_1600
#> "02" "02" "02" "02" "02" "02" "02" "02"
#> SAMPLE_1601 SAMPLE_1602 SAMPLE_1603 SAMPLE_1604 SAMPLE_1605 SAMPLE_1606 SAMPLE_1607 SAMPLE_1608
#> "02" "02" "0144" "02" "0144" "0143" "0143" "02"
#> SAMPLE_1609 SAMPLE_1610 SAMPLE_1611 SAMPLE_1612 SAMPLE_1613 SAMPLE_1614 SAMPLE_1615 SAMPLE_1616
#> "02" "02" "02" "02" "02" "02" "02" "02"
#> SAMPLE_1617 SAMPLE_1618 SAMPLE_1619 SAMPLE_1620 SAMPLE_1621 SAMPLE_1622 SAMPLE_1623 SAMPLE_1624
#> "02" "02" "02" "02" "02" "02" "02" "02"
#> SAMPLE_1625 SAMPLE_1626 SAMPLE_1627 SAMPLE_1628 SAMPLE_1629 SAMPLE_1630 SAMPLE_1631 SAMPLE_1632
#> "02" "03" "02" "02" "02" "02171" "02144" "02"
#> SAMPLE_1633 SAMPLE_1634 SAMPLE_1635 SAMPLE_1636 SAMPLE_1637 SAMPLE_1638 SAMPLE_1639 SAMPLE_1640
#> "02" "02" "02" "02" "02374" "02" "02" "02"
#> SAMPLE_1641 SAMPLE_1642 SAMPLE_1643 SAMPLE_1644 SAMPLE_1645 SAMPLE_1646 SAMPLE_1647 SAMPLE_1648
#> "02" "02" "02" "02" "02" "02" "02" "02"
#> SAMPLE_1649 SAMPLE_1650 SAMPLE_1651 SAMPLE_1652 SAMPLE_1653 SAMPLE_1654 SAMPLE_1655 SAMPLE_1656
#> "02" "02" "02" "02" "02" "02" "02" "02"
#> SAMPLE_1657 SAMPLE_1658 SAMPLE_1659 SAMPLE_1660 SAMPLE_1661 SAMPLE_1662 SAMPLE_1663 SAMPLE_1664
#> "02325" "02" "02" "02" "02" "02" "02" "03"
#> SAMPLE_1665 SAMPLE_1666 SAMPLE_1667 SAMPLE_1668 SAMPLE_1669 SAMPLE_1670 SAMPLE_1671 SAMPLE_1672
#> "02" "02321" "0164" "02" "02141" "02" "02" "02"
#> SAMPLE_1673 SAMPLE_1674 SAMPLE_1675 SAMPLE_1676 SAMPLE_1677 SAMPLE_1678 SAMPLE_1679 SAMPLE_1680
#> "011" "02" "02" "02" "0143" "02" "02" "02"
#> SAMPLE_1681 SAMPLE_1682 SAMPLE_1683 SAMPLE_1684 SAMPLE_1685 SAMPLE_1686 SAMPLE_1687 SAMPLE_1688
#> "02" "03" "02" "02" "02" "02" "02" "02174"
#> SAMPLE_1689 SAMPLE_1690 SAMPLE_1691 SAMPLE_1692 SAMPLE_1693 SAMPLE_1694 SAMPLE_1695 SAMPLE_1696
#> "02" "02" "02174" "02" "02" "0144" "02" "02"
#> SAMPLE_1697 SAMPLE_1698 SAMPLE_1699 SAMPLE_1700 SAMPLE_1701 SAMPLE_1702 SAMPLE_1703 SAMPLE_1704
#> "02" "0142" "02" "02172" "02" "02" "02" "02"
#> SAMPLE_1705 SAMPLE_1706 SAMPLE_1707 SAMPLE_1708 SAMPLE_1709 SAMPLE_1710 SAMPLE_1711 SAMPLE_1712
#> "02" "02" "02" "02" "03" "02" "02" "0161"
#> SAMPLE_1713 SAMPLE_1714 SAMPLE_1715 SAMPLE_1716 SAMPLE_1717 SAMPLE_1718 SAMPLE_1719 SAMPLE_1720
#> "02" "02" "02" "02" "02" "02" "02" "02"
#> SAMPLE_1721 SAMPLE_1722 SAMPLE_1723 SAMPLE_1724 SAMPLE_1725 SAMPLE_1726 SAMPLE_1727 SAMPLE_1728
#> "02" "02" "02" "02" "02" "02" "02" "02"
#> SAMPLE_1729 SAMPLE_1730 SAMPLE_1731 SAMPLE_1732 SAMPLE_1733 SAMPLE_1734 SAMPLE_1735 SAMPLE_1736
#> "02" "02" "02" "02" "03" "02" "011" "0142"
#> SAMPLE_1737 SAMPLE_1738 SAMPLE_1739 SAMPLE_1740 SAMPLE_1741 SAMPLE_1742 SAMPLE_1743 SAMPLE_1744
#> "02" "02" "02" "02" "02" "02" "02" "02"
#> SAMPLE_1745 SAMPLE_1746 SAMPLE_1747 SAMPLE_1748 SAMPLE_1749 SAMPLE_1750 SAMPLE_1751 SAMPLE_1752
#> "02" "02" "02" "02" "02" "02" "02" "02"
#> SAMPLE_1753 SAMPLE_1754 SAMPLE_1755 SAMPLE_1756 SAMPLE_1757 SAMPLE_1758 SAMPLE_1759 SAMPLE_1760
#> "02" "02" "02" "02" "02" "02" "02" "02"
#> SAMPLE_1761 SAMPLE_1762 SAMPLE_1763 SAMPLE_1764 SAMPLE_1765 SAMPLE_1766 SAMPLE_1767 SAMPLE_1768
#> "02" "02" "02" "02" "02" "02" "02" "02"
#> SAMPLE_1769 SAMPLE_1770 SAMPLE_1771 SAMPLE_1772 SAMPLE_1773 SAMPLE_1774 SAMPLE_1775 SAMPLE_1776
#> "02" "02" "02323" "02" "02" "02372" "02" "02141"
#> SAMPLE_1777 SAMPLE_1778 SAMPLE_1779 SAMPLE_1780 SAMPLE_1781 SAMPLE_1782 SAMPLE_1783 SAMPLE_1784
#> "02" "02" "02" "02" "02" "02" "02" "02"
#> SAMPLE_1785 SAMPLE_1786 SAMPLE_1787 SAMPLE_1788 SAMPLE_1789 SAMPLE_1790 SAMPLE_1791 SAMPLE_1792
#> "02" "02" "02" "02" "02" "02" "02" "02"
#> SAMPLE_1793 SAMPLE_1794 SAMPLE_1795 SAMPLE_1796 SAMPLE_1797 SAMPLE_1798 SAMPLE_1799 SAMPLE_1800
#> "02" "02" "02" "02" "03" "02" "02" "02"
#> SAMPLE_1801 SAMPLE_1802 SAMPLE_1803 SAMPLE_1804 SAMPLE_1805 SAMPLE_1806 SAMPLE_1807 SAMPLE_1808
#> "02" "02" "02" "02" "02" "02" "02" "02"
#> SAMPLE_1809 SAMPLE_1810 SAMPLE_1811 SAMPLE_1812 SAMPLE_1813 SAMPLE_1814 SAMPLE_1815 SAMPLE_1816
#> "02" "02" "02" "02" "02375" "02" "02" "02174"
#> SAMPLE_1817 SAMPLE_1818 SAMPLE_1819 SAMPLE_1820 SAMPLE_1821 SAMPLE_1822 SAMPLE_1823 SAMPLE_1824
#> "02145" "02" "02" "02" "02" "02" "02" "02"
#> SAMPLE_1825 SAMPLE_1826 SAMPLE_1827 SAMPLE_1828 SAMPLE_1829 SAMPLE_1830 SAMPLE_1831 SAMPLE_1832
#> "02" "02" "03" "03" "0144" "03" "03" "02"
#> SAMPLE_1833 SAMPLE_1834 SAMPLE_1835 SAMPLE_1836 SAMPLE_1837 SAMPLE_1838 SAMPLE_1839 SAMPLE_1840
#> "02" "02" "03" "02" "02" "0144" "02" "02"
#> SAMPLE_1841 SAMPLE_1842 SAMPLE_1843 SAMPLE_1844 SAMPLE_1845 SAMPLE_1846 SAMPLE_1847 SAMPLE_1848
#> "02" "02" "02" "02" "03" "015" "03" "02"
#> SAMPLE_1849 SAMPLE_1850 SAMPLE_1851 SAMPLE_1852 SAMPLE_1853 SAMPLE_1854 SAMPLE_1855 SAMPLE_1856
#> "02" "02" "02" "02" "02" "02" "02" "02"
#> SAMPLE_1857 SAMPLE_1858 SAMPLE_1859 SAMPLE_1860 SAMPLE_1861 SAMPLE_1862 SAMPLE_1863 SAMPLE_1864
#> "02" "02" "0141" "02" "02" "02" "02" "02"
#> SAMPLE_1865 SAMPLE_1866 SAMPLE_1867 SAMPLE_1868 SAMPLE_1869 SAMPLE_1870 SAMPLE_1871 SAMPLE_1872
#> "013" "02" "02324" "02" "02325" "0141" "0161" "02"
#> SAMPLE_1873 SAMPLE_1874 SAMPLE_1875 SAMPLE_1876 SAMPLE_1877 SAMPLE_1878 SAMPLE_1879 SAMPLE_1880
#> "02" "02" "0141" "0141" "0141" "02325" "02" "02"
#> SAMPLE_1881 SAMPLE_1882 SAMPLE_1883 SAMPLE_1884 SAMPLE_1885 SAMPLE_1886 SAMPLE_1887 SAMPLE_1888
#> "02" "02" "02" "03" "02" "02" "02" "02143"
#> SAMPLE_1889 SAMPLE_1890 SAMPLE_1891 SAMPLE_1892 SAMPLE_1893 SAMPLE_1894 SAMPLE_1895 SAMPLE_1896
#> "0163" "0164" "0162" "0162" "012" "0162" "03" "03"
#> SAMPLE_1897 SAMPLE_1898 SAMPLE_1899 SAMPLE_1900 SAMPLE_1901 SAMPLE_1902 SAMPLE_1903 SAMPLE_1904
#> "03" "03" "03" "03" "03" "03" "03" "03"
#> SAMPLE_1905 SAMPLE_1906 SAMPLE_1907 SAMPLE_1908 SAMPLE_1909 SAMPLE_1910 SAMPLE_1911 SAMPLE_1912
#> "02324" "02" "02" "013" "02" "03" "03" "02"
#> SAMPLE_1913 SAMPLE_1914 SAMPLE_1915 SAMPLE_1916 SAMPLE_1917 SAMPLE_1918 SAMPLE_1919 SAMPLE_1920
#> "02" "02" "02" "02" "02" "02" "02" "02"
#> SAMPLE_1921 SAMPLE_1922 SAMPLE_1923 SAMPLE_1924 SAMPLE_1925 SAMPLE_1926 SAMPLE_1927 SAMPLE_1928
#> "013" "02171" "02321" "02" "02" "03" "02" "03"
#> SAMPLE_1929 SAMPLE_1930 SAMPLE_1931 SAMPLE_1932 SAMPLE_1933 SAMPLE_1934 SAMPLE_1935 SAMPLE_1936
#> "02" "0144" "02" "011" "02" "02" "02" "02"
#> SAMPLE_1937 SAMPLE_1938 SAMPLE_1939 SAMPLE_1940 SAMPLE_1941 SAMPLE_1942 SAMPLE_1943 SAMPLE_1944
#> "03" "02" "02" "02" "02" "02" "02" "02"
#> SAMPLE_1945 SAMPLE_1946 SAMPLE_1947 SAMPLE_1948 SAMPLE_1949 SAMPLE_1950 SAMPLE_1951 SAMPLE_1952
#> "02" "02" "02" "02" "02" "02" "02" "02"
#> SAMPLE_1953 SAMPLE_1954 SAMPLE_1955 SAMPLE_1956 SAMPLE_1957 SAMPLE_1958 SAMPLE_1959 SAMPLE_1960
#> "02" "02" "02" "02" "02" "02" "02" "02"
#> SAMPLE_1961 SAMPLE_1962 SAMPLE_1963 SAMPLE_1964 SAMPLE_1965 SAMPLE_1966 SAMPLE_1967 SAMPLE_1968
#> "02" "02" "02" "02" "02" "02" "02" "02"
#> SAMPLE_1969 SAMPLE_1970 SAMPLE_1971 SAMPLE_1972 SAMPLE_1973 SAMPLE_1974 SAMPLE_1975 SAMPLE_1976
#> "013" "02" "02" "02" "013" "02" "02" "02"
#> SAMPLE_1977 SAMPLE_1978 SAMPLE_1979 SAMPLE_1980 SAMPLE_1981 SAMPLE_1982 SAMPLE_1983 SAMPLE_1984
#> "02" "02" "02" "02" "02321" "02321" "02321" "02321"
#> SAMPLE_1985 SAMPLE_1986 SAMPLE_1987 SAMPLE_1988 SAMPLE_1989 SAMPLE_1990 SAMPLE_1991 SAMPLE_1992
#> "02321" "02321" "02" "02171" "02" "02321" "02321" "03"
#> SAMPLE_1993 SAMPLE_1994 SAMPLE_1995 SAMPLE_1996 SAMPLE_1997 SAMPLE_1998 SAMPLE_1999 SAMPLE_2000
#> "02" "02" "02" "02" "02" "02" "02" "0164"
#> SAMPLE_2001 SAMPLE_2002 SAMPLE_2003 SAMPLE_2004 SAMPLE_2005 SAMPLE_2006 SAMPLE_2007 SAMPLE_2008
#> "02321" "02" "02" "02" "02" "02" "02" "02"
#> SAMPLE_2009 SAMPLE_2010 SAMPLE_2011 SAMPLE_2012 SAMPLE_2013 SAMPLE_2014 SAMPLE_2015 SAMPLE_2016
#> "02" "02" "02" "02" "02" "03" "02" "02"
#> SAMPLE_2017 SAMPLE_2018 SAMPLE_2019 SAMPLE_2020 SAMPLE_2021 SAMPLE_2022 SAMPLE_2023 SAMPLE_2024
#> "02" "02" "02" "02" "02" "02" "02" "02"
#> SAMPLE_2025 SAMPLE_2026 SAMPLE_2027 SAMPLE_2028 SAMPLE_2029 SAMPLE_2030 SAMPLE_2031 SAMPLE_2032
#> "03" "03" "02321" "02171" "02171" "02" "03" "03"
#> SAMPLE_2033 SAMPLE_2034 SAMPLE_2035 SAMPLE_2036 SAMPLE_2037 SAMPLE_2038 SAMPLE_2039 SAMPLE_2040
#> "03" "03" "03" "03" "02" "02" "02" "02373"
#> SAMPLE_2041 SAMPLE_2042 SAMPLE_2043 SAMPLE_2044 SAMPLE_2045 SAMPLE_2046 SAMPLE_2047 SAMPLE_2048
#> "02143" "02" "02" "02" "02" "02" "02" "02"
#> SAMPLE_2049 SAMPLE_2050 SAMPLE_2051 SAMPLE_2052 SAMPLE_2053 SAMPLE_2054 SAMPLE_2055 SAMPLE_2056
#> "02" "02" "02143" "03" "03" "03" "02375" "02"
#> SAMPLE_2057 SAMPLE_2058 SAMPLE_2059 SAMPLE_2060 SAMPLE_2061 SAMPLE_2062 SAMPLE_2063 SAMPLE_2064
#> "02" "02" "03" "02" "015" "02" "02143" "03"
#> SAMPLE_2065 SAMPLE_2066 SAMPLE_2067 SAMPLE_2068 SAMPLE_2069 SAMPLE_2070 SAMPLE_2071 SAMPLE_2072
#> "02" "03" "02" "02373" "02" "02171" "02321" "02"
#> SAMPLE_2073 SAMPLE_2074 SAMPLE_2075 SAMPLE_2076 SAMPLE_2077 SAMPLE_2078 SAMPLE_2079 SAMPLE_2080
#> "02" "02" "02" "02" "02323" "02323" "02323" "02326"
#> SAMPLE_2081 SAMPLE_2082 SAMPLE_2083 SAMPLE_2084 SAMPLE_2085 SAMPLE_2086 SAMPLE_2087 SAMPLE_2088
#> "02" "02" "02" "02144" "02144" "02144" "02323" "02173"
#> SAMPLE_2089 SAMPLE_2090 SAMPLE_2091 SAMPLE_2092 SAMPLE_2093 SAMPLE_2094 SAMPLE_2095 SAMPLE_2096
#> "02144" "02173" "02326" "02323" "02" "02" "02173" "02144"
#> SAMPLE_2097 SAMPLE_2098 SAMPLE_2099 SAMPLE_2100 SAMPLE_2101 SAMPLE_2102 SAMPLE_2103 SAMPLE_2104
#> "02323" "02" "02323" "02323" "02323" "02323" "02173" "02"
#> SAMPLE_2105 SAMPLE_2106 SAMPLE_2107 SAMPLE_2108 SAMPLE_2109 SAMPLE_2110 SAMPLE_2111 SAMPLE_2112
#> "02144" "02144" "02144" "02323" "02" "02" "02" "02323"
#> SAMPLE_2113 SAMPLE_2114 SAMPLE_2115 SAMPLE_2116 SAMPLE_2117 SAMPLE_2118 SAMPLE_2119 SAMPLE_2120
#> "02323" "02323" "02173" "02326" "02323" "02323" "02173" "02144"
#> SAMPLE_2121 SAMPLE_2122 SAMPLE_2123 SAMPLE_2124 SAMPLE_2125 SAMPLE_2126 SAMPLE_2127 SAMPLE_2128
#> "02323" "02323" "02" "02326" "02" "02" "02" "02323"
#> SAMPLE_2129 SAMPLE_2130 SAMPLE_2131 SAMPLE_2132 SAMPLE_2133 SAMPLE_2134 SAMPLE_2135 SAMPLE_2136
#> "02" "02323" "02144" "02324" "02323" "02" "02" "02"
#> SAMPLE_2137 SAMPLE_2138 SAMPLE_2139 SAMPLE_2140 SAMPLE_2141 SAMPLE_2142 SAMPLE_2143 SAMPLE_2144
#> "02323" "02" "02" "02" "013" "02" "02" "02"
#> SAMPLE_2145 SAMPLE_2146 SAMPLE_2147 SAMPLE_2148 SAMPLE_2149 SAMPLE_2150 SAMPLE_2151 SAMPLE_2152
#> "02" "03" "02" "02" "02" "02" "02375" "02"
#> SAMPLE_2153 SAMPLE_2154 SAMPLE_2155 SAMPLE_2156 SAMPLE_2157 SAMPLE_2158 SAMPLE_2159 SAMPLE_2160
#> "02" "02321" "02" "02171" "02321" "02171" "02171" "02321"
#> SAMPLE_2161 SAMPLE_2162 SAMPLE_2163 SAMPLE_2164 SAMPLE_2165 SAMPLE_2166 SAMPLE_2167 SAMPLE_2168
#> "02171" "02" "02141" "02141" "02" "02" "02" "02"
#> SAMPLE_2169 SAMPLE_2170 SAMPLE_2171 SAMPLE_2172 SAMPLE_2173 SAMPLE_2174 SAMPLE_2175 SAMPLE_2176
#> "02" "02" "02" "02" "03" "02" "02" "02"
#> SAMPLE_2177 SAMPLE_2178 SAMPLE_2179 SAMPLE_2180 SAMPLE_2181 SAMPLE_2182 SAMPLE_2183 SAMPLE_2184
#> "02" "02" "03" "02" "02" "0144" "02" "03"
#> SAMPLE_2185 SAMPLE_2186 SAMPLE_2187 SAMPLE_2188 SAMPLE_2189 SAMPLE_2190 SAMPLE_2191 SAMPLE_2192
#> "03" "02" "02321" "02" "02" "02" "02" "02"
#> SAMPLE_2193 SAMPLE_2194 SAMPLE_2195 SAMPLE_2196 SAMPLE_2197 SAMPLE_2198 SAMPLE_2199 SAMPLE_2200
#> "02" "02" "02" "02" "02" "02" "02" "02"
#> SAMPLE_2201 SAMPLE_2202 SAMPLE_2203 SAMPLE_2204 SAMPLE_2205 SAMPLE_2206 SAMPLE_2207 SAMPLE_2208
#> "03" "02" "02" "02" "02" "0162" "02" "02"
#> SAMPLE_2209 SAMPLE_2210 SAMPLE_2211 SAMPLE_2212 SAMPLE_2213 SAMPLE_2214 SAMPLE_2215 SAMPLE_2216
#> "02374" "03" "02" "02" "02375" "02" "02" "03"
#> SAMPLE_2217 SAMPLE_2218 SAMPLE_2219 SAMPLE_2220 SAMPLE_2221 SAMPLE_2222 SAMPLE_2223 SAMPLE_2224
#> "02" "02" "02143" "02" "02" "02" "02" "02371"
#> SAMPLE_2225 SAMPLE_2226 SAMPLE_2227 SAMPLE_2228 SAMPLE_2229 SAMPLE_2230 SAMPLE_2231 SAMPLE_2232
#> "02171" "0163" "02141" "03" "02" "0144" "02" "02"
#> SAMPLE_2233 SAMPLE_2234 SAMPLE_2235 SAMPLE_2236 SAMPLE_2237 SAMPLE_2238 SAMPLE_2239 SAMPLE_2240
#> "03" "02" "03" "03" "02" "02" "02" "03"
#> SAMPLE_2241 SAMPLE_2242 SAMPLE_2243 SAMPLE_2244 SAMPLE_2245 SAMPLE_2246 SAMPLE_2247 SAMPLE_2248
#> "03" "03" "03" "03" "03" "03" "02" "02"
#> SAMPLE_2249 SAMPLE_2250 SAMPLE_2251 SAMPLE_2252 SAMPLE_2253 SAMPLE_2254 SAMPLE_2255 SAMPLE_2256
#> "03" "02" "0145" "02" "03" "02" "02" "02"
#> SAMPLE_2257 SAMPLE_2258 SAMPLE_2259 SAMPLE_2260 SAMPLE_2261 SAMPLE_2262 SAMPLE_2263 SAMPLE_2264
#> "02" "02" "02" "03" "0142" "011" "02" "03"
#> SAMPLE_2265 SAMPLE_2266 SAMPLE_2267 SAMPLE_2268 SAMPLE_2269 SAMPLE_2270 SAMPLE_2271 SAMPLE_2272
#> "02372" "02" "02" "03" "02" "02" "02" "02"
#> SAMPLE_2273 SAMPLE_2274 SAMPLE_2275 SAMPLE_2276 SAMPLE_2277 SAMPLE_2278 SAMPLE_2279 SAMPLE_2280
#> "011" "02" "02" "02" "02" "02" "02" "02"
#> SAMPLE_2281 SAMPLE_2282 SAMPLE_2283 SAMPLE_2284 SAMPLE_2285 SAMPLE_2286 SAMPLE_2287 SAMPLE_2288
#> "02" "02" "02" "02" "02324" "02" "02" "011"
#> SAMPLE_2289 SAMPLE_2290 SAMPLE_2291 SAMPLE_2292 SAMPLE_2293 SAMPLE_2294 SAMPLE_2295 SAMPLE_2296
#> "02" "03" "03" "02" "02" "02" "02" "03"
#> SAMPLE_2297 SAMPLE_2298 SAMPLE_2299 SAMPLE_2300 SAMPLE_2301 SAMPLE_2302 SAMPLE_2303 SAMPLE_2304
#> "02" "02" "03" "02" "02" "02" "02" "03"
#> SAMPLE_2305 SAMPLE_2306 SAMPLE_2307 SAMPLE_2308 SAMPLE_2309 SAMPLE_2310 SAMPLE_2311 SAMPLE_2312
#> "0144" "02" "02" "02" "02" "02" "02" "02"
#> SAMPLE_2313 SAMPLE_2314 SAMPLE_2315 SAMPLE_2316 SAMPLE_2317 SAMPLE_2318 SAMPLE_2319 SAMPLE_2320
#> "02" "03" "03" "03" "03" "03" "0143" "02"
#> SAMPLE_2321 SAMPLE_2322 SAMPLE_2323 SAMPLE_2324 SAMPLE_2325 SAMPLE_2326 SAMPLE_2327 SAMPLE_2328
#> "02" "02" "02" "02" "02" "02324" "02" "02"
#> SAMPLE_2329 SAMPLE_2330 SAMPLE_2331 SAMPLE_2332 SAMPLE_2333 SAMPLE_2334 SAMPLE_2335 SAMPLE_2336
#> "02" "02" "02" "02" "02" "02" "02" "02"
#> SAMPLE_2337 SAMPLE_2338 SAMPLE_2339 SAMPLE_2340 SAMPLE_2341 SAMPLE_2342 SAMPLE_2343 SAMPLE_2344
#> "02" "02" "03" "03" "03" "03" "03" "02"
#> SAMPLE_2345 SAMPLE_2346 SAMPLE_2347 SAMPLE_2348 SAMPLE_2349 SAMPLE_2350 SAMPLE_2351 SAMPLE_2352
#> "02" "02" "02" "02143" "03" "02" "03" "02172"
#> SAMPLE_2353 SAMPLE_2354 SAMPLE_2355 SAMPLE_2356 SAMPLE_2357 SAMPLE_2358 SAMPLE_2359 SAMPLE_2360
#> "011" "02321" "02171" "02" "02" "02" "02143" "02"
#> SAMPLE_2361 SAMPLE_2362 SAMPLE_2363 SAMPLE_2364 SAMPLE_2365 SAMPLE_2366 SAMPLE_2367 SAMPLE_2368
#> "02" "02" "03" "02" "02" "02" "02" "02172"
#> SAMPLE_2369 SAMPLE_2370 SAMPLE_2371 SAMPLE_2372 SAMPLE_2373 SAMPLE_2374 SAMPLE_2375 SAMPLE_2376
#> "0142" "0142" "02" "02" "0142" "0142" "02172" "0142"
#> SAMPLE_2377 SAMPLE_2378 SAMPLE_2379 SAMPLE_2380 SAMPLE_2381 SAMPLE_2382 SAMPLE_2383 SAMPLE_2384
#> "0142" "0142" "02172" "0142" "02172" "0142" "02172" "02"
#> SAMPLE_2385 SAMPLE_2386 SAMPLE_2387 SAMPLE_2388 SAMPLE_2389 SAMPLE_2390 SAMPLE_2391 SAMPLE_2392
#> "02" "0141" "02325" "02325" "02" "02" "02" "03"
#> SAMPLE_2393 SAMPLE_2394 SAMPLE_2395 SAMPLE_2396 SAMPLE_2397 SAMPLE_2398 SAMPLE_2399 SAMPLE_2400
#> "03" "02" "02321" "02" "03" "0142" "0142" "0142"
#> SAMPLE_2401 SAMPLE_2402 SAMPLE_2403 SAMPLE_2404 SAMPLE_2405 SAMPLE_2406 SAMPLE_2407 SAMPLE_2408
#> "0142" "0142" "0141" "0141" "02325" "02325" "02325" "02325"
#> SAMPLE_2409 SAMPLE_2410 SAMPLE_2411 SAMPLE_2412 SAMPLE_2413 SAMPLE_2414 SAMPLE_2415 SAMPLE_2416
#> "02" "02" "011" "02" "02" "02" "02" "02"
#> SAMPLE_2417 SAMPLE_2418 SAMPLE_2419 SAMPLE_2420 SAMPLE_2421 SAMPLE_2422 SAMPLE_2423 SAMPLE_2424
#> "02" "02" "02" "03" "011" "02" "03" "02"
#> SAMPLE_2425 SAMPLE_2426 SAMPLE_2427 SAMPLE_2428 SAMPLE_2429 SAMPLE_2430 SAMPLE_2431 SAMPLE_2432
#> "02" "03" "02" "02" "02" "03" "03" "03"
#> SAMPLE_2433 SAMPLE_2434 SAMPLE_2435 SAMPLE_2436 SAMPLE_2437 SAMPLE_2438 SAMPLE_2439 SAMPLE_2440
#> "02" "02" "03" "012" "02" "02" "02375" "02"
#> SAMPLE_2441 SAMPLE_2442 SAMPLE_2443 SAMPLE_2444 SAMPLE_2445 SAMPLE_2446 SAMPLE_2447 SAMPLE_2448
#> "02" "03" "03" "03" "02" "03" "012" "02"
#> SAMPLE_2449 SAMPLE_2450 SAMPLE_2451 SAMPLE_2452 SAMPLE_2453 SAMPLE_2454 SAMPLE_2455 SAMPLE_2456
#> "03" "02" "012" "02" "02" "02" "02" "02"
#> SAMPLE_2457 SAMPLE_2458 SAMPLE_2459 SAMPLE_2460 SAMPLE_2461 SAMPLE_2462 SAMPLE_2463 SAMPLE_2464
#> "02" "02" "013" "03" "02" "02" "015" "02"
#> SAMPLE_2465 SAMPLE_2466 SAMPLE_2467 SAMPLE_2468 SAMPLE_2469 SAMPLE_2470 SAMPLE_2471 SAMPLE_2472
#> "011" "02" "011" "02" "02" "03" "03" "02"
#> SAMPLE_2473 SAMPLE_2474 SAMPLE_2475 SAMPLE_2476 SAMPLE_2477 SAMPLE_2478 SAMPLE_2479 SAMPLE_2480
#> "02" "02" "02" "02" "02" "02" "02" "02"
#> SAMPLE_2481 SAMPLE_2482 SAMPLE_2483 SAMPLE_2484 SAMPLE_2485 SAMPLE_2486 SAMPLE_2487 SAMPLE_2488
#> "02" "02374" "02" "03" "02" "03" "02" "02"
#> SAMPLE_2489 SAMPLE_2490 SAMPLE_2491 SAMPLE_2492 SAMPLE_2493 SAMPLE_2494 SAMPLE_2495 SAMPLE_2496
#> "02" "02" "02" "02" "02" "02" "02" "02"
#> SAMPLE_2497 SAMPLE_2498 SAMPLE_2499 SAMPLE_2500 SAMPLE_2501 SAMPLE_2502 SAMPLE_2503 SAMPLE_2504
#> "02" "02" "02" "02" "02" "02" "02" "02"
#> SAMPLE_2505 SAMPLE_2506 SAMPLE_2507 SAMPLE_2508 SAMPLE_2509 SAMPLE_2510 SAMPLE_2511 SAMPLE_2512
#> "02" "02" "02" "0144" "0144" "02141" "02141" "02"
#> SAMPLE_2513 SAMPLE_2514 SAMPLE_2515 SAMPLE_2516 SAMPLE_2517 SAMPLE_2518 SAMPLE_2519 SAMPLE_2520
#> "02" "02" "0163" "02171" "02" "02" "02" "02"
#> SAMPLE_2521 SAMPLE_2522 SAMPLE_2523 SAMPLE_2524 SAMPLE_2525 SAMPLE_2526 SAMPLE_2527 SAMPLE_2528
#> "02" "02" "02" "02" "03" "02" "02" "011"
#> SAMPLE_2529 SAMPLE_2530 SAMPLE_2531 SAMPLE_2532 SAMPLE_2533 SAMPLE_2534 SAMPLE_2535 SAMPLE_2536
#> "03" "03" "02" "02" "03" "02" "02" "02"
#> SAMPLE_2537 SAMPLE_2538 SAMPLE_2539 SAMPLE_2540 SAMPLE_2541 SAMPLE_2542 SAMPLE_2543 SAMPLE_2544
#> "02" "02" "0144" "02" "02" "02" "02" "02"
#> SAMPLE_2545 SAMPLE_2546 SAMPLE_2547 SAMPLE_2548 SAMPLE_2549 SAMPLE_2550 SAMPLE_2551 SAMPLE_2552
#> "02" "02" "02" "02" "02" "02" "02" "02"
#> SAMPLE_2553 SAMPLE_2554 SAMPLE_2555 SAMPLE_2556 SAMPLE_2557 SAMPLE_2558 SAMPLE_2559 SAMPLE_2560
#> "02" "0142" "0143" "02" "02" "02143" "02" "02"
#> SAMPLE_2561 SAMPLE_2562 SAMPLE_2563 SAMPLE_2564 SAMPLE_2565 SAMPLE_2566 SAMPLE_2567 SAMPLE_2568
#> "0143" "02" "0143" "0143" "0143" "0143" "02" "0142"
#> SAMPLE_2569 SAMPLE_2570 SAMPLE_2571 SAMPLE_2572 SAMPLE_2573 SAMPLE_2574 SAMPLE_2575 SAMPLE_2576
#> "0143" "02" "02" "02" "02" "02" "02" "02"
#> SAMPLE_2577 SAMPLE_2578 SAMPLE_2579 SAMPLE_2580 SAMPLE_2581 SAMPLE_2582 SAMPLE_2583 SAMPLE_2584
#> "02" "02" "02" "03" "02" "02321" "02" "02"
#> SAMPLE_2585 SAMPLE_2586 SAMPLE_2587 SAMPLE_2588 SAMPLE_2589 SAMPLE_2590 SAMPLE_2591 SAMPLE_2592
#> "02" "02" "02" "02" "02" "02" "03" "02171"
#> SAMPLE_2593 SAMPLE_2594 SAMPLE_2595 SAMPLE_2596 SAMPLE_2597 SAMPLE_2598 SAMPLE_2599 SAMPLE_2600
#> "02321" "02321" "02" "03" "02" "02" "02" "02"
#> SAMPLE_2601 SAMPLE_2602 SAMPLE_2603 SAMPLE_2604 SAMPLE_2605 SAMPLE_2606 SAMPLE_2607 SAMPLE_2608
#> "02" "02" "02" "02" "02" "02" "02" "0143"
#> SAMPLE_2609 SAMPLE_2610 SAMPLE_2611 SAMPLE_2612 SAMPLE_2613 SAMPLE_2614 SAMPLE_2615 SAMPLE_2616
#> "02" "02" "02" "02" "02" "02" "02" "02"
#> SAMPLE_2617 SAMPLE_2618 SAMPLE_2619 SAMPLE_2620 SAMPLE_2621 SAMPLE_2622 SAMPLE_2623 SAMPLE_2624
#> "02" "03" "02" "02" "02" "02" "02" "02"
#> SAMPLE_2625 SAMPLE_2626 SAMPLE_2627 SAMPLE_2628 SAMPLE_2629 SAMPLE_2630 SAMPLE_2631 SAMPLE_2632
#> "02" "02" "02" "02" "02" "02" "02372" "02372"
#> SAMPLE_2633 SAMPLE_2634 SAMPLE_2635 SAMPLE_2636 SAMPLE_2637 SAMPLE_2638 SAMPLE_2639 SAMPLE_2640
#> "02" "02" "02" "02" "02" "02" "02" "02"
#> SAMPLE_2641 SAMPLE_2642 SAMPLE_2643 SAMPLE_2644 SAMPLE_2645 SAMPLE_2646 SAMPLE_2647 SAMPLE_2648
#> "03" "02" "02" "02" "02" "03" "02" "02372"
#> SAMPLE_2649 SAMPLE_2650 SAMPLE_2651 SAMPLE_2652 SAMPLE_2653 SAMPLE_2654 SAMPLE_2655 SAMPLE_2656
#> "02" "03" "02" "03" "03" "03" "03" "02"
#> SAMPLE_2657 SAMPLE_2658 SAMPLE_2659 SAMPLE_2660 SAMPLE_2661 SAMPLE_2662 SAMPLE_2663 SAMPLE_2664
#> "02" "03" "03" "02" "03" "03" "03" "02171"
#> SAMPLE_2665 SAMPLE_2666 SAMPLE_2667 SAMPLE_2668 SAMPLE_2669 SAMPLE_2670 SAMPLE_2671 SAMPLE_2672
#> "02321" "02171" "02" "02" "02" "02" "02" "02"
#> SAMPLE_2673 SAMPLE_2674 SAMPLE_2675 SAMPLE_2676 SAMPLE_2677 SAMPLE_2678 SAMPLE_2679 SAMPLE_2680
#> "02" "02" "02" "02" "02" "02" "02" "02374"
#> SAMPLE_2681 SAMPLE_2682 SAMPLE_2683 SAMPLE_2684 SAMPLE_2685 SAMPLE_2686 SAMPLE_2687 SAMPLE_2688
#> "02372" "02" "02" "02" "02" "02" "02" "02375"
#> SAMPLE_2689 SAMPLE_2690 SAMPLE_2691 SAMPLE_2692 SAMPLE_2693 SAMPLE_2694 SAMPLE_2695 SAMPLE_2696
#> "02" "02" "02" "03" "02" "02" "02322" "02"
#> SAMPLE_2697 SAMPLE_2698 SAMPLE_2699 SAMPLE_2700 SAMPLE_2701 SAMPLE_2702 SAMPLE_2703 SAMPLE_2704
#> "02" "02322" "02" "02" "02" "02" "02" "02"
#> SAMPLE_2705 SAMPLE_2706 SAMPLE_2707 SAMPLE_2708 SAMPLE_2709 SAMPLE_2710 SAMPLE_2711 SAMPLE_2712
#> "02" "02" "02" "02" "02" "02" "02174" "02322"
#> SAMPLE_2713 SAMPLE_2714 SAMPLE_2715 SAMPLE_2716 SAMPLE_2717 SAMPLE_2718 SAMPLE_2719 SAMPLE_2720
#> "02" "0145" "02" "0145" "02" "02" "02" "02"
#> SAMPLE_2721 SAMPLE_2722 SAMPLE_2723 SAMPLE_2724 SAMPLE_2725 SAMPLE_2726 SAMPLE_2727 SAMPLE_2728
#> "02" "013" "02" "02" "02" "02" "02" "02"
#> SAMPLE_2729 SAMPLE_2730 SAMPLE_2731 SAMPLE_2732 SAMPLE_2733 SAMPLE_2734 SAMPLE_2735 SAMPLE_2736
#> "02322" "02322" "02322" "02322" "02322" "02" "02" "0161"
#> SAMPLE_2737 SAMPLE_2738 SAMPLE_2739 SAMPLE_2740 SAMPLE_2741 SAMPLE_2742 SAMPLE_2743 SAMPLE_2744
#> "0143" "0143" "0143" "0143" "0142" "0143" "0144" "0143"
#> SAMPLE_2745 SAMPLE_2746 SAMPLE_2747 SAMPLE_2748 SAMPLE_2749 SAMPLE_2750 SAMPLE_2751 SAMPLE_2752
#> "0143" "02" "0165" "02" "02" "02" "02" "02"
#> SAMPLE_2753 SAMPLE_2754 SAMPLE_2755 SAMPLE_2756 SAMPLE_2757 SAMPLE_2758 SAMPLE_2759 SAMPLE_2760
#> "02" "02" "02" "02" "02" "02" "02" "0161"
#> SAMPLE_2761 SAMPLE_2762 SAMPLE_2763 SAMPLE_2764 SAMPLE_2765 SAMPLE_2766 SAMPLE_2767 SAMPLE_2768
#> "02" "02" "02" "02" "02" "02" "02" "02"
#> SAMPLE_2769 SAMPLE_2770 SAMPLE_2771 SAMPLE_2772 SAMPLE_2773 SAMPLE_2774 SAMPLE_2775 SAMPLE_2776
#> "02" "02" "02" "02" "02" "02" "02" "02"
#> SAMPLE_2777 SAMPLE_2778 SAMPLE_2779 SAMPLE_2780 SAMPLE_2781 SAMPLE_2782 SAMPLE_2783 SAMPLE_2784
#> "02" "02372" "02145" "02143" "02" "02" "02" "02"
#> SAMPLE_2785 SAMPLE_2786 SAMPLE_2787 SAMPLE_2788 SAMPLE_2789 SAMPLE_2790 SAMPLE_2791 SAMPLE_2792
#> "0161" "02" "0143" "0141" "02" "0141" "0141" "0141"
#> SAMPLE_2793 SAMPLE_2794 SAMPLE_2795 SAMPLE_2796 SAMPLE_2797 SAMPLE_2798 SAMPLE_2799 SAMPLE_2800
#> "02" "02" "03" "02" "02325" "02" "02" "02"
#> SAMPLE_2801
#> "02"
get_classes(res_rh, merge_node = merge_node_param(min_n_signatures = 14079))
#> SAMPLE_1 SAMPLE_2 SAMPLE_3 SAMPLE_4 SAMPLE_5 SAMPLE_6 SAMPLE_7 SAMPLE_8
#> NA NA NA NA NA NA NA NA
#> SAMPLE_9 SAMPLE_10 SAMPLE_11 SAMPLE_12 SAMPLE_13 SAMPLE_14 SAMPLE_15 SAMPLE_16
#> NA NA NA NA "02321" NA "0165" "0165"
#> SAMPLE_17 SAMPLE_18 SAMPLE_19 SAMPLE_20 SAMPLE_21 SAMPLE_22 SAMPLE_23 SAMPLE_24
#> NA NA "0163" NA "0163" NA NA NA
#> SAMPLE_25 SAMPLE_26 SAMPLE_27 SAMPLE_28 SAMPLE_29 SAMPLE_30 SAMPLE_31 SAMPLE_32
#> NA NA NA NA NA NA NA NA
#> SAMPLE_33 SAMPLE_34 SAMPLE_35 SAMPLE_36 SAMPLE_37 SAMPLE_38 SAMPLE_39 SAMPLE_40
#> NA NA NA NA NA NA NA NA
#> SAMPLE_41 SAMPLE_42 SAMPLE_43 SAMPLE_44 SAMPLE_45 SAMPLE_46 SAMPLE_47 SAMPLE_48
#> NA NA NA NA NA NA NA NA
#> SAMPLE_49 SAMPLE_50 SAMPLE_51 SAMPLE_52 SAMPLE_53 SAMPLE_54 SAMPLE_55 SAMPLE_56
#> NA NA NA NA NA NA NA NA
#> SAMPLE_57 SAMPLE_58 SAMPLE_59 SAMPLE_60 SAMPLE_61 SAMPLE_62 SAMPLE_63 SAMPLE_64
#> NA NA NA NA NA "02171" "02321" NA
#> SAMPLE_65 SAMPLE_66 SAMPLE_67 SAMPLE_68 SAMPLE_69 SAMPLE_70 SAMPLE_71 SAMPLE_72
#> "02171" "02171" "02171" NA NA NA NA NA
#> SAMPLE_73 SAMPLE_74 SAMPLE_75 SAMPLE_76 SAMPLE_77 SAMPLE_78 SAMPLE_79 SAMPLE_80
#> NA NA NA NA NA NA NA NA
#> SAMPLE_81 SAMPLE_82 SAMPLE_83 SAMPLE_84 SAMPLE_85 SAMPLE_86 SAMPLE_87 SAMPLE_88
#> NA NA NA NA NA NA "0164" NA
#> SAMPLE_89 SAMPLE_90 SAMPLE_91 SAMPLE_92 SAMPLE_93 SAMPLE_94 SAMPLE_95 SAMPLE_96
#> "0162" NA NA NA NA NA NA NA
#> SAMPLE_97 SAMPLE_98 SAMPLE_99 SAMPLE_100 SAMPLE_101 SAMPLE_102 SAMPLE_103 SAMPLE_104
#> NA NA NA "02171" "02171" NA "02171" "02321"
#> SAMPLE_105 SAMPLE_106 SAMPLE_107 SAMPLE_108 SAMPLE_109 SAMPLE_110 SAMPLE_111 SAMPLE_112
#> "02171" "02321" "02171" "02171" "02171" "02171" NA NA
#> SAMPLE_113 SAMPLE_114 SAMPLE_115 SAMPLE_116 SAMPLE_117 SAMPLE_118 SAMPLE_119 SAMPLE_120
#> NA NA NA NA NA NA NA NA
#> SAMPLE_121 SAMPLE_122 SAMPLE_123 SAMPLE_124 SAMPLE_125 SAMPLE_126 SAMPLE_127 SAMPLE_128
#> NA NA NA "02171" "0142" "02142" "02371" NA
#> SAMPLE_129 SAMPLE_130 SAMPLE_131 SAMPLE_132 SAMPLE_133 SAMPLE_134 SAMPLE_135 SAMPLE_136
#> NA NA NA NA NA NA NA NA
#> SAMPLE_137 SAMPLE_138 SAMPLE_139 SAMPLE_140 SAMPLE_141 SAMPLE_142 SAMPLE_143 SAMPLE_144
#> "02141" NA "02373" NA NA NA NA NA
#> SAMPLE_145 SAMPLE_146 SAMPLE_147 SAMPLE_148 SAMPLE_149 SAMPLE_150 SAMPLE_151 SAMPLE_152
#> "02371" NA NA NA NA NA NA NA
#> SAMPLE_153 SAMPLE_154 SAMPLE_155 SAMPLE_156 SAMPLE_157 SAMPLE_158 SAMPLE_159 SAMPLE_160
#> "0164" NA NA NA NA NA NA NA
#> SAMPLE_161 SAMPLE_162 SAMPLE_163 SAMPLE_164 SAMPLE_165 SAMPLE_166 SAMPLE_167 SAMPLE_168
#> NA NA NA NA NA NA NA NA
#> SAMPLE_169 SAMPLE_170 SAMPLE_171 SAMPLE_172 SAMPLE_173 SAMPLE_174 SAMPLE_175 SAMPLE_176
#> NA NA NA NA "02171" "02321" NA NA
#> SAMPLE_177 SAMPLE_178 SAMPLE_179 SAMPLE_180 SAMPLE_181 SAMPLE_182 SAMPLE_183 SAMPLE_184
#> NA NA NA NA "0164" NA NA "0162"
#> SAMPLE_185 SAMPLE_186 SAMPLE_187 SAMPLE_188 SAMPLE_189 SAMPLE_190 SAMPLE_191 SAMPLE_192
#> NA NA NA NA NA "0162" NA NA
#> SAMPLE_193 SAMPLE_194 SAMPLE_195 SAMPLE_196 SAMPLE_197 SAMPLE_198 SAMPLE_199 SAMPLE_200
#> NA NA NA NA NA NA NA "0162"
#> SAMPLE_201 SAMPLE_202 SAMPLE_203 SAMPLE_204 SAMPLE_205 SAMPLE_206 SAMPLE_207 SAMPLE_208
#> NA NA NA NA NA NA NA NA
#> SAMPLE_209 SAMPLE_210 SAMPLE_211 SAMPLE_212 SAMPLE_213 SAMPLE_214 SAMPLE_215 SAMPLE_216
#> NA "02321" NA NA NA NA "02171" "02143"
#> SAMPLE_217 SAMPLE_218 SAMPLE_219 SAMPLE_220 SAMPLE_221 SAMPLE_222 SAMPLE_223 SAMPLE_224
#> "02171" NA NA "02171" NA NA "02171" NA
#> SAMPLE_225 SAMPLE_226 SAMPLE_227 SAMPLE_228 SAMPLE_229 SAMPLE_230 SAMPLE_231 SAMPLE_232
#> NA NA NA NA NA NA NA NA
#> SAMPLE_233 SAMPLE_234 SAMPLE_235 SAMPLE_236 SAMPLE_237 SAMPLE_238 SAMPLE_239 SAMPLE_240
#> NA NA NA NA NA NA NA NA
#> SAMPLE_241 SAMPLE_242 SAMPLE_243 SAMPLE_244 SAMPLE_245 SAMPLE_246 SAMPLE_247 SAMPLE_248
#> NA NA NA NA NA NA NA NA
#> SAMPLE_249 SAMPLE_250 SAMPLE_251 SAMPLE_252 SAMPLE_253 SAMPLE_254 SAMPLE_255 SAMPLE_256
#> NA NA NA NA NA NA NA NA
#> SAMPLE_257 SAMPLE_258 SAMPLE_259 SAMPLE_260 SAMPLE_261 SAMPLE_262 SAMPLE_263 SAMPLE_264
#> NA NA NA NA NA NA NA NA
#> SAMPLE_265 SAMPLE_266 SAMPLE_267 SAMPLE_268 SAMPLE_269 SAMPLE_270 SAMPLE_271 SAMPLE_272
#> NA NA NA NA NA NA NA NA
#> SAMPLE_273 SAMPLE_274 SAMPLE_275 SAMPLE_276 SAMPLE_277 SAMPLE_278 SAMPLE_279 SAMPLE_280
#> NA NA NA NA NA NA NA NA
#> SAMPLE_281 SAMPLE_282 SAMPLE_283 SAMPLE_284 SAMPLE_285 SAMPLE_286 SAMPLE_287 SAMPLE_288
#> NA NA NA NA NA NA NA NA
#> SAMPLE_289 SAMPLE_290 SAMPLE_291 SAMPLE_292 SAMPLE_293 SAMPLE_294 SAMPLE_295 SAMPLE_296
#> NA NA NA NA NA NA NA NA
#> SAMPLE_297 SAMPLE_298 SAMPLE_299 SAMPLE_300 SAMPLE_301 SAMPLE_302 SAMPLE_303 SAMPLE_304
#> NA NA NA NA NA NA NA NA
#> SAMPLE_305 SAMPLE_306 SAMPLE_307 SAMPLE_308 SAMPLE_309 SAMPLE_310 SAMPLE_311 SAMPLE_312
#> NA NA NA NA NA NA NA NA
#> SAMPLE_313 SAMPLE_314 SAMPLE_315 SAMPLE_316 SAMPLE_317 SAMPLE_318 SAMPLE_319 SAMPLE_320
#> NA NA NA NA NA NA NA NA
#> SAMPLE_321 SAMPLE_322 SAMPLE_323 SAMPLE_324 SAMPLE_325 SAMPLE_326 SAMPLE_327 SAMPLE_328
#> NA NA NA NA NA NA NA NA
#> SAMPLE_329 SAMPLE_330 SAMPLE_331 SAMPLE_332 SAMPLE_333 SAMPLE_334 SAMPLE_335 SAMPLE_336
#> "02142" "02371" "02142" "02142" NA NA NA "02143"
#> SAMPLE_337 SAMPLE_338 SAMPLE_339 SAMPLE_340 SAMPLE_341 SAMPLE_342 SAMPLE_343 SAMPLE_344
#> NA "02142" "02371" "02142" "02142" NA NA NA
#> SAMPLE_345 SAMPLE_346 SAMPLE_347 SAMPLE_348 SAMPLE_349 SAMPLE_350 SAMPLE_351 SAMPLE_352
#> NA NA "02371" "02371" "02142" NA NA NA
#> SAMPLE_353 SAMPLE_354 SAMPLE_355 SAMPLE_356 SAMPLE_357 SAMPLE_358 SAMPLE_359 SAMPLE_360
#> "02142" NA "02371" NA NA NA "02142" NA
#> SAMPLE_361 SAMPLE_362 SAMPLE_363 SAMPLE_364 SAMPLE_365 SAMPLE_366 SAMPLE_367 SAMPLE_368
#> "02371" "02142" "02371" NA NA NA NA NA
#> SAMPLE_369 SAMPLE_370 SAMPLE_371 SAMPLE_372 SAMPLE_373 SAMPLE_374 SAMPLE_375 SAMPLE_376
#> NA NA NA NA NA NA "02371" NA
#> SAMPLE_377 SAMPLE_378 SAMPLE_379 SAMPLE_380 SAMPLE_381 SAMPLE_382 SAMPLE_383 SAMPLE_384
#> NA "02371" NA "0165" "0165" NA NA NA
#> SAMPLE_385 SAMPLE_386 SAMPLE_387 SAMPLE_388 SAMPLE_389 SAMPLE_390 SAMPLE_391 SAMPLE_392
#> NA NA NA "0164" NA NA NA NA
#> SAMPLE_393 SAMPLE_394 SAMPLE_395 SAMPLE_396 SAMPLE_397 SAMPLE_398 SAMPLE_399 SAMPLE_400
#> NA NA NA NA NA "0162" NA NA
#> SAMPLE_401 SAMPLE_402 SAMPLE_403 SAMPLE_404 SAMPLE_405 SAMPLE_406 SAMPLE_407 SAMPLE_408
#> NA "0163" NA "0162" "0163" NA NA NA
#> SAMPLE_409 SAMPLE_410 SAMPLE_411 SAMPLE_412 SAMPLE_413 SAMPLE_414 SAMPLE_415 SAMPLE_416
#> NA NA NA NA NA NA NA NA
#> SAMPLE_417 SAMPLE_418 SAMPLE_419 SAMPLE_420 SAMPLE_421 SAMPLE_422 SAMPLE_423 SAMPLE_424
#> NA "0164" NA NA NA NA NA NA
#> SAMPLE_425 SAMPLE_426 SAMPLE_427 SAMPLE_428 SAMPLE_429 SAMPLE_430 SAMPLE_431 SAMPLE_432
#> "0164" NA NA NA NA NA NA NA
#> SAMPLE_433 SAMPLE_434 SAMPLE_435 SAMPLE_436 SAMPLE_437 SAMPLE_438 SAMPLE_439 SAMPLE_440
#> NA NA "0164" NA NA NA NA "0164"
#> SAMPLE_441 SAMPLE_442 SAMPLE_443 SAMPLE_444 SAMPLE_445 SAMPLE_446 SAMPLE_447 SAMPLE_448
#> NA NA NA NA NA NA NA NA
#> SAMPLE_449 SAMPLE_450 SAMPLE_451 SAMPLE_452 SAMPLE_453 SAMPLE_454 SAMPLE_455 SAMPLE_456
#> NA NA NA NA NA NA NA NA
#> SAMPLE_457 SAMPLE_458 SAMPLE_459 SAMPLE_460 SAMPLE_461 SAMPLE_462 SAMPLE_463 SAMPLE_464
#> NA NA NA NA "0163" NA NA NA
#> SAMPLE_465 SAMPLE_466 SAMPLE_467 SAMPLE_468 SAMPLE_469 SAMPLE_470 SAMPLE_471 SAMPLE_472
#> "0164" NA NA "0162" NA "02372" NA NA
#> SAMPLE_473 SAMPLE_474 SAMPLE_475 SAMPLE_476 SAMPLE_477 SAMPLE_478 SAMPLE_479 SAMPLE_480
#> "0162" NA "0162" NA NA NA NA NA
#> SAMPLE_481 SAMPLE_482 SAMPLE_483 SAMPLE_484 SAMPLE_485 SAMPLE_486 SAMPLE_487 SAMPLE_488
#> NA NA NA "0164" NA NA NA "0164"
#> SAMPLE_489 SAMPLE_490 SAMPLE_491 SAMPLE_492 SAMPLE_493 SAMPLE_494 SAMPLE_495 SAMPLE_496
#> "0162" NA NA NA NA NA NA NA
#> SAMPLE_497 SAMPLE_498 SAMPLE_499 SAMPLE_500 SAMPLE_501 SAMPLE_502 SAMPLE_503 SAMPLE_504
#> NA NA NA NA "0163" NA NA NA
#> SAMPLE_505 SAMPLE_506 SAMPLE_507 SAMPLE_508 SAMPLE_509 SAMPLE_510 SAMPLE_511 SAMPLE_512
#> NA NA NA NA NA NA NA NA
#> SAMPLE_513 SAMPLE_514 SAMPLE_515 SAMPLE_516 SAMPLE_517 SAMPLE_518 SAMPLE_519 SAMPLE_520
#> NA NA NA NA NA NA NA NA
#> SAMPLE_521 SAMPLE_522 SAMPLE_523 SAMPLE_524 SAMPLE_525 SAMPLE_526 SAMPLE_527 SAMPLE_528
#> NA NA NA NA NA NA NA "0162"
#> SAMPLE_529 SAMPLE_530 SAMPLE_531 SAMPLE_532 SAMPLE_533 SAMPLE_534 SAMPLE_535 SAMPLE_536
#> NA "0164" NA NA NA NA NA "0162"
#> SAMPLE_537 SAMPLE_538 SAMPLE_539 SAMPLE_540 SAMPLE_541 SAMPLE_542 SAMPLE_543 SAMPLE_544
#> NA NA NA NA NA NA NA NA
#> SAMPLE_545 SAMPLE_546 SAMPLE_547 SAMPLE_548 SAMPLE_549 SAMPLE_550 SAMPLE_551 SAMPLE_552
#> NA NA NA NA NA NA NA NA
#> SAMPLE_553 SAMPLE_554 SAMPLE_555 SAMPLE_556 SAMPLE_557 SAMPLE_558 SAMPLE_559 SAMPLE_560
#> NA NA NA NA NA NA NA NA
#> SAMPLE_561 SAMPLE_562 SAMPLE_563 SAMPLE_564 SAMPLE_565 SAMPLE_566 SAMPLE_567 SAMPLE_568
#> NA NA NA NA NA NA NA NA
#> SAMPLE_569 SAMPLE_570 SAMPLE_571 SAMPLE_572 SAMPLE_573 SAMPLE_574 SAMPLE_575 SAMPLE_576
#> NA NA NA NA NA NA NA NA
#> SAMPLE_577 SAMPLE_578 SAMPLE_579 SAMPLE_580 SAMPLE_581 SAMPLE_582 SAMPLE_583 SAMPLE_584
#> NA NA NA NA "0164" NA NA NA
#> SAMPLE_585 SAMPLE_586 SAMPLE_587 SAMPLE_588 SAMPLE_589 SAMPLE_590 SAMPLE_591 SAMPLE_592
#> NA NA "0164" NA NA NA NA NA
#> SAMPLE_593 SAMPLE_594 SAMPLE_595 SAMPLE_596 SAMPLE_597 SAMPLE_598 SAMPLE_599 SAMPLE_600
#> NA NA NA NA NA NA NA NA
#> SAMPLE_601 SAMPLE_602 SAMPLE_603 SAMPLE_604 SAMPLE_605 SAMPLE_606 SAMPLE_607 SAMPLE_608
#> NA NA NA NA NA NA NA NA
#> SAMPLE_609 SAMPLE_610 SAMPLE_611 SAMPLE_612 SAMPLE_613 SAMPLE_614 SAMPLE_615 SAMPLE_616
#> NA NA NA NA NA NA NA NA
#> SAMPLE_617 SAMPLE_618 SAMPLE_619 SAMPLE_620 SAMPLE_621 SAMPLE_622 SAMPLE_623 SAMPLE_624
#> NA NA NA NA NA NA NA NA
#> SAMPLE_625 SAMPLE_626 SAMPLE_627 SAMPLE_628 SAMPLE_629 SAMPLE_630 SAMPLE_631 SAMPLE_632
#> NA NA NA NA NA NA NA NA
#> SAMPLE_633 SAMPLE_634 SAMPLE_635 SAMPLE_636 SAMPLE_637 SAMPLE_638 SAMPLE_639 SAMPLE_640
#> NA NA NA NA NA NA NA NA
#> SAMPLE_641 SAMPLE_642 SAMPLE_643 SAMPLE_644 SAMPLE_645 SAMPLE_646 SAMPLE_647 SAMPLE_648
#> NA NA "02321" "02371" NA NA "02143" NA
#> SAMPLE_649 SAMPLE_650 SAMPLE_651 SAMPLE_652 SAMPLE_653 SAMPLE_654 SAMPLE_655 SAMPLE_656
#> NA NA NA NA NA NA NA NA
#> SAMPLE_657 SAMPLE_658 SAMPLE_659 SAMPLE_660 SAMPLE_661 SAMPLE_662 SAMPLE_663 SAMPLE_664
#> NA NA NA NA NA NA NA NA
#> SAMPLE_665 SAMPLE_666 SAMPLE_667 SAMPLE_668 SAMPLE_669 SAMPLE_670 SAMPLE_671 SAMPLE_672
#> NA NA NA NA NA "0163" NA NA
#> SAMPLE_673 SAMPLE_674 SAMPLE_675 SAMPLE_676 SAMPLE_677 SAMPLE_678 SAMPLE_679 SAMPLE_680
#> NA NA NA NA NA NA NA NA
#> SAMPLE_681 SAMPLE_682 SAMPLE_683 SAMPLE_684 SAMPLE_685 SAMPLE_686 SAMPLE_687 SAMPLE_688
#> NA NA NA NA NA NA NA NA
#> SAMPLE_689 SAMPLE_690 SAMPLE_691 SAMPLE_692 SAMPLE_693 SAMPLE_694 SAMPLE_695 SAMPLE_696
#> NA NA NA NA NA NA "02324" NA
#> SAMPLE_697 SAMPLE_698 SAMPLE_699 SAMPLE_700 SAMPLE_701 SAMPLE_702 SAMPLE_703 SAMPLE_704
#> NA NA NA NA NA NA NA NA
#> SAMPLE_705 SAMPLE_706 SAMPLE_707 SAMPLE_708 SAMPLE_709 SAMPLE_710 SAMPLE_711 SAMPLE_712
#> NA NA NA NA NA NA NA NA
#> SAMPLE_713 SAMPLE_714 SAMPLE_715 SAMPLE_716 SAMPLE_717 SAMPLE_718 SAMPLE_719 SAMPLE_720
#> NA "02324" NA NA NA NA NA NA
#> SAMPLE_721 SAMPLE_722 SAMPLE_723 SAMPLE_724 SAMPLE_725 SAMPLE_726 SAMPLE_727 SAMPLE_728
#> NA NA NA NA NA NA NA NA
#> SAMPLE_729 SAMPLE_730 SAMPLE_731 SAMPLE_732 SAMPLE_733 SAMPLE_734 SAMPLE_735 SAMPLE_736
#> NA NA NA NA NA NA NA NA
#> SAMPLE_737 SAMPLE_738 SAMPLE_739 SAMPLE_740 SAMPLE_741 SAMPLE_742 SAMPLE_743 SAMPLE_744
#> NA NA "02324" NA NA NA NA NA
#> SAMPLE_745 SAMPLE_746 SAMPLE_747 SAMPLE_748 SAMPLE_749 SAMPLE_750 SAMPLE_751 SAMPLE_752
#> NA NA NA "02371" NA NA NA NA
#> SAMPLE_753 SAMPLE_754 SAMPLE_755 SAMPLE_756 SAMPLE_757 SAMPLE_758 SAMPLE_759 SAMPLE_760
#> NA NA NA NA NA NA NA NA
#> SAMPLE_761 SAMPLE_762 SAMPLE_763 SAMPLE_764 SAMPLE_765 SAMPLE_766 SAMPLE_767 SAMPLE_768
#> NA NA NA NA NA "02171" NA NA
#> SAMPLE_769 SAMPLE_770 SAMPLE_771 SAMPLE_772 SAMPLE_773 SAMPLE_774 SAMPLE_775 SAMPLE_776
#> NA NA NA NA NA NA NA NA
#> SAMPLE_777 SAMPLE_778 SAMPLE_779 SAMPLE_780 SAMPLE_781 SAMPLE_782 SAMPLE_783 SAMPLE_784
#> NA NA NA NA NA NA NA NA
#> SAMPLE_785 SAMPLE_786 SAMPLE_787 SAMPLE_788 SAMPLE_789 SAMPLE_790 SAMPLE_791 SAMPLE_792
#> NA NA NA NA NA NA NA NA
#> SAMPLE_793 SAMPLE_794 SAMPLE_795 SAMPLE_796 SAMPLE_797 SAMPLE_798 SAMPLE_799 SAMPLE_800
#> "0143" NA NA NA NA NA NA NA
#> SAMPLE_801 SAMPLE_802 SAMPLE_803 SAMPLE_804 SAMPLE_805 SAMPLE_806 SAMPLE_807 SAMPLE_808
#> NA NA NA NA NA NA NA NA
#> SAMPLE_809 SAMPLE_810 SAMPLE_811 SAMPLE_812 SAMPLE_813 SAMPLE_814 SAMPLE_815 SAMPLE_816
#> NA NA NA NA NA NA NA NA
#> SAMPLE_817 SAMPLE_818 SAMPLE_819 SAMPLE_820 SAMPLE_821 SAMPLE_822 SAMPLE_823 SAMPLE_824
#> NA NA NA NA NA NA NA NA
#> SAMPLE_825 SAMPLE_826 SAMPLE_827 SAMPLE_828 SAMPLE_829 SAMPLE_830 SAMPLE_831 SAMPLE_832
#> NA NA NA NA NA NA NA NA
#> SAMPLE_833 SAMPLE_834 SAMPLE_835 SAMPLE_836 SAMPLE_837 SAMPLE_838 SAMPLE_839 SAMPLE_840
#> NA NA NA NA NA NA "0162" NA
#> SAMPLE_841 SAMPLE_842 SAMPLE_843 SAMPLE_844 SAMPLE_845 SAMPLE_846 SAMPLE_847 SAMPLE_848
#> NA NA NA NA "0162" NA "0164" NA
#> SAMPLE_849 SAMPLE_850 SAMPLE_851 SAMPLE_852 SAMPLE_853 SAMPLE_854 SAMPLE_855 SAMPLE_856
#> "02374" NA "02141" NA NA NA NA NA
#> SAMPLE_857 SAMPLE_858 SAMPLE_859 SAMPLE_860 SAMPLE_861 SAMPLE_862 SAMPLE_863 SAMPLE_864
#> "0144" "0144" NA NA NA NA NA NA
#> SAMPLE_865 SAMPLE_866 SAMPLE_867 SAMPLE_868 SAMPLE_869 SAMPLE_870 SAMPLE_871 SAMPLE_872
#> NA NA NA NA NA "0141" NA NA
#> SAMPLE_873 SAMPLE_874 SAMPLE_875 SAMPLE_876 SAMPLE_877 SAMPLE_878 SAMPLE_879 SAMPLE_880
#> NA NA NA NA NA "0144" NA NA
#> SAMPLE_881 SAMPLE_882 SAMPLE_883 SAMPLE_884 SAMPLE_885 SAMPLE_886 SAMPLE_887 SAMPLE_888
#> NA NA NA NA NA NA NA NA
#> SAMPLE_889 SAMPLE_890 SAMPLE_891 SAMPLE_892 SAMPLE_893 SAMPLE_894 SAMPLE_895 SAMPLE_896
#> "02172" NA "0144" NA "0144" NA NA NA
#> SAMPLE_897 SAMPLE_898 SAMPLE_899 SAMPLE_900 SAMPLE_901 SAMPLE_902 SAMPLE_903 SAMPLE_904
#> NA NA "02374" NA "02143" NA NA NA
#> SAMPLE_905 SAMPLE_906 SAMPLE_907 SAMPLE_908 SAMPLE_909 SAMPLE_910 SAMPLE_911 SAMPLE_912
#> NA NA NA NA NA NA NA NA
#> SAMPLE_913 SAMPLE_914 SAMPLE_915 SAMPLE_916 SAMPLE_917 SAMPLE_918 SAMPLE_919 SAMPLE_920
#> NA NA NA NA NA NA NA NA
#> SAMPLE_921 SAMPLE_922 SAMPLE_923 SAMPLE_924 SAMPLE_925 SAMPLE_926 SAMPLE_927 SAMPLE_928
#> NA NA NA NA NA NA NA NA
#> SAMPLE_929 SAMPLE_930 SAMPLE_931 SAMPLE_932 SAMPLE_933 SAMPLE_934 SAMPLE_935 SAMPLE_936
#> NA NA NA NA NA NA NA NA
#> SAMPLE_937 SAMPLE_938 SAMPLE_939 SAMPLE_940 SAMPLE_941 SAMPLE_942 SAMPLE_943 SAMPLE_944
#> NA NA "02142" "02371" "02371" NA "02371" NA
#> SAMPLE_945 SAMPLE_946 SAMPLE_947 SAMPLE_948 SAMPLE_949 SAMPLE_950 SAMPLE_951 SAMPLE_952
#> "02372" "02371" "02142" "02371" "02371" "02371" NA NA
#> SAMPLE_953 SAMPLE_954 SAMPLE_955 SAMPLE_956 SAMPLE_957 SAMPLE_958 SAMPLE_959 SAMPLE_960
#> NA "02373" "02371" "02371" "02371" "02371" "02371" "02371"
#> SAMPLE_961 SAMPLE_962 SAMPLE_963 SAMPLE_964 SAMPLE_965 SAMPLE_966 SAMPLE_967 SAMPLE_968
#> NA NA NA NA NA NA NA NA
#> SAMPLE_969 SAMPLE_970 SAMPLE_971 SAMPLE_972 SAMPLE_973 SAMPLE_974 SAMPLE_975 SAMPLE_976
#> NA NA NA NA NA NA NA NA
#> SAMPLE_977 SAMPLE_978 SAMPLE_979 SAMPLE_980 SAMPLE_981 SAMPLE_982 SAMPLE_983 SAMPLE_984
#> NA NA NA "02143" NA NA NA NA
#> SAMPLE_985 SAMPLE_986 SAMPLE_987 SAMPLE_988 SAMPLE_989 SAMPLE_990 SAMPLE_991 SAMPLE_992
#> NA "0141" NA NA NA NA "0161" NA
#> SAMPLE_993 SAMPLE_994 SAMPLE_995 SAMPLE_996 SAMPLE_997 SAMPLE_998 SAMPLE_999 SAMPLE_1000
#> NA NA NA NA NA NA NA "02371"
#> SAMPLE_1001 SAMPLE_1002 SAMPLE_1003 SAMPLE_1004 SAMPLE_1005 SAMPLE_1006 SAMPLE_1007 SAMPLE_1008
#> NA NA "02371" NA "02373" NA NA NA
#> SAMPLE_1009 SAMPLE_1010 SAMPLE_1011 SAMPLE_1012 SAMPLE_1013 SAMPLE_1014 SAMPLE_1015 SAMPLE_1016
#> NA "02373" NA NA NA NA "02142" "02371"
#> SAMPLE_1017 SAMPLE_1018 SAMPLE_1019 SAMPLE_1020 SAMPLE_1021 SAMPLE_1022 SAMPLE_1023 SAMPLE_1024
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1025 SAMPLE_1026 SAMPLE_1027 SAMPLE_1028 SAMPLE_1029 SAMPLE_1030 SAMPLE_1031 SAMPLE_1032
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1033 SAMPLE_1034 SAMPLE_1035 SAMPLE_1036 SAMPLE_1037 SAMPLE_1038 SAMPLE_1039 SAMPLE_1040
#> NA NA NA NA NA "0163" NA "02171"
#> SAMPLE_1041 SAMPLE_1042 SAMPLE_1043 SAMPLE_1044 SAMPLE_1045 SAMPLE_1046 SAMPLE_1047 SAMPLE_1048
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1049 SAMPLE_1050 SAMPLE_1051 SAMPLE_1052 SAMPLE_1053 SAMPLE_1054 SAMPLE_1055 SAMPLE_1056
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1057 SAMPLE_1058 SAMPLE_1059 SAMPLE_1060 SAMPLE_1061 SAMPLE_1062 SAMPLE_1063 SAMPLE_1064
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1065 SAMPLE_1066 SAMPLE_1067 SAMPLE_1068 SAMPLE_1069 SAMPLE_1070 SAMPLE_1071 SAMPLE_1072
#> "0163" NA "02141" NA NA "02375" "02141" NA
#> SAMPLE_1073 SAMPLE_1074 SAMPLE_1075 SAMPLE_1076 SAMPLE_1077 SAMPLE_1078 SAMPLE_1079 SAMPLE_1080
#> NA "02141" "02141" "02141" "02141" NA "02141" "02141"
#> SAMPLE_1081 SAMPLE_1082 SAMPLE_1083 SAMPLE_1084 SAMPLE_1085 SAMPLE_1086 SAMPLE_1087 SAMPLE_1088
#> "02141" NA NA NA NA NA "02371" NA
#> SAMPLE_1089 SAMPLE_1090 SAMPLE_1091 SAMPLE_1092 SAMPLE_1093 SAMPLE_1094 SAMPLE_1095 SAMPLE_1096
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1097 SAMPLE_1098 SAMPLE_1099 SAMPLE_1100 SAMPLE_1101 SAMPLE_1102 SAMPLE_1103 SAMPLE_1104
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1105 SAMPLE_1106 SAMPLE_1107 SAMPLE_1108 SAMPLE_1109 SAMPLE_1110 SAMPLE_1111 SAMPLE_1112
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1113 SAMPLE_1114 SAMPLE_1115 SAMPLE_1116 SAMPLE_1117 SAMPLE_1118 SAMPLE_1119 SAMPLE_1120
#> NA NA NA NA "02373" NA NA NA
#> SAMPLE_1121 SAMPLE_1122 SAMPLE_1123 SAMPLE_1124 SAMPLE_1125 SAMPLE_1126 SAMPLE_1127 SAMPLE_1128
#> NA NA NA NA NA NA NA "02142"
#> SAMPLE_1129 SAMPLE_1130 SAMPLE_1131 SAMPLE_1132 SAMPLE_1133 SAMPLE_1134 SAMPLE_1135 SAMPLE_1136
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1137 SAMPLE_1138 SAMPLE_1139 SAMPLE_1140 SAMPLE_1141 SAMPLE_1142 SAMPLE_1143 SAMPLE_1144
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1145 SAMPLE_1146 SAMPLE_1147 SAMPLE_1148 SAMPLE_1149 SAMPLE_1150 SAMPLE_1151 SAMPLE_1152
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1153 SAMPLE_1154 SAMPLE_1155 SAMPLE_1156 SAMPLE_1157 SAMPLE_1158 SAMPLE_1159 SAMPLE_1160
#> NA NA NA NA NA "02141" "0144" "0144"
#> SAMPLE_1161 SAMPLE_1162 SAMPLE_1163 SAMPLE_1164 SAMPLE_1165 SAMPLE_1166 SAMPLE_1167 SAMPLE_1168
#> "0143" NA NA NA NA NA "02372" NA
#> SAMPLE_1169 SAMPLE_1170 SAMPLE_1171 SAMPLE_1172 SAMPLE_1173 SAMPLE_1174 SAMPLE_1175 SAMPLE_1176
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1177 SAMPLE_1178 SAMPLE_1179 SAMPLE_1180 SAMPLE_1181 SAMPLE_1182 SAMPLE_1183 SAMPLE_1184
#> NA NA NA NA NA "02371" NA NA
#> SAMPLE_1185 SAMPLE_1186 SAMPLE_1187 SAMPLE_1188 SAMPLE_1189 SAMPLE_1190 SAMPLE_1191 SAMPLE_1192
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1193 SAMPLE_1194 SAMPLE_1195 SAMPLE_1196 SAMPLE_1197 SAMPLE_1198 SAMPLE_1199 SAMPLE_1200
#> "02171" NA "02373" "02142" "02373" "02371" "02142" "02142"
#> SAMPLE_1201 SAMPLE_1202 SAMPLE_1203 SAMPLE_1204 SAMPLE_1205 SAMPLE_1206 SAMPLE_1207 SAMPLE_1208
#> NA "02142" NA NA NA NA NA NA
#> SAMPLE_1209 SAMPLE_1210 SAMPLE_1211 SAMPLE_1212 SAMPLE_1213 SAMPLE_1214 SAMPLE_1215 SAMPLE_1216
#> NA NA "0162" "0163" "0164" NA "02143" NA
#> SAMPLE_1217 SAMPLE_1218 SAMPLE_1219 SAMPLE_1220 SAMPLE_1221 SAMPLE_1222 SAMPLE_1223 SAMPLE_1224
#> NA NA NA NA NA "02324" NA NA
#> SAMPLE_1225 SAMPLE_1226 SAMPLE_1227 SAMPLE_1228 SAMPLE_1229 SAMPLE_1230 SAMPLE_1231 SAMPLE_1232
#> NA NA NA NA "02324" NA NA NA
#> SAMPLE_1233 SAMPLE_1234 SAMPLE_1235 SAMPLE_1236 SAMPLE_1237 SAMPLE_1238 SAMPLE_1239 SAMPLE_1240
#> "02324" NA NA NA NA NA NA "02142"
#> SAMPLE_1241 SAMPLE_1242 SAMPLE_1243 SAMPLE_1244 SAMPLE_1245 SAMPLE_1246 SAMPLE_1247 SAMPLE_1248
#> NA NA "0162" "02171" "02171" "02171" "02171" "02375"
#> SAMPLE_1249 SAMPLE_1250 SAMPLE_1251 SAMPLE_1252 SAMPLE_1253 SAMPLE_1254 SAMPLE_1255 SAMPLE_1256
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1257 SAMPLE_1258 SAMPLE_1259 SAMPLE_1260 SAMPLE_1261 SAMPLE_1262 SAMPLE_1263 SAMPLE_1264
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1265 SAMPLE_1266 SAMPLE_1267 SAMPLE_1268 SAMPLE_1269 SAMPLE_1270 SAMPLE_1271 SAMPLE_1272
#> NA "02321" "02322" "0161" NA "02321" "02321" "02321"
#> SAMPLE_1273 SAMPLE_1274 SAMPLE_1275 SAMPLE_1276 SAMPLE_1277 SAMPLE_1278 SAMPLE_1279 SAMPLE_1280
#> "02321" "02171" "02171" NA NA NA NA NA
#> SAMPLE_1281 SAMPLE_1282 SAMPLE_1283 SAMPLE_1284 SAMPLE_1285 SAMPLE_1286 SAMPLE_1287 SAMPLE_1288
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1289 SAMPLE_1290 SAMPLE_1291 SAMPLE_1292 SAMPLE_1293 SAMPLE_1294 SAMPLE_1295 SAMPLE_1296
#> NA "02322" NA NA NA NA "02321" NA
#> SAMPLE_1297 SAMPLE_1298 SAMPLE_1299 SAMPLE_1300 SAMPLE_1301 SAMPLE_1302 SAMPLE_1303 SAMPLE_1304
#> "02171" "02321" NA NA "02171" "02321" "02321" "02321"
#> SAMPLE_1305 SAMPLE_1306 SAMPLE_1307 SAMPLE_1308 SAMPLE_1309 SAMPLE_1310 SAMPLE_1311 SAMPLE_1312
#> NA "02321" "02171" "02321" "02321" "02171" NA "02171"
#> SAMPLE_1313 SAMPLE_1314 SAMPLE_1315 SAMPLE_1316 SAMPLE_1317 SAMPLE_1318 SAMPLE_1319 SAMPLE_1320
#> "02321" "02321" "02321" NA NA NA NA NA
#> SAMPLE_1321 SAMPLE_1322 SAMPLE_1323 SAMPLE_1324 SAMPLE_1325 SAMPLE_1326 SAMPLE_1327 SAMPLE_1328
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1329 SAMPLE_1330 SAMPLE_1331 SAMPLE_1332 SAMPLE_1333 SAMPLE_1334 SAMPLE_1335 SAMPLE_1336
#> NA NA NA NA NA NA NA "0161"
#> SAMPLE_1337 SAMPLE_1338 SAMPLE_1339 SAMPLE_1340 SAMPLE_1341 SAMPLE_1342 SAMPLE_1343 SAMPLE_1344
#> NA NA "02323" "02144" NA NA NA NA
#> SAMPLE_1345 SAMPLE_1346 SAMPLE_1347 SAMPLE_1348 SAMPLE_1349 SAMPLE_1350 SAMPLE_1351 SAMPLE_1352
#> NA NA NA NA NA "02323" NA NA
#> SAMPLE_1353 SAMPLE_1354 SAMPLE_1355 SAMPLE_1356 SAMPLE_1357 SAMPLE_1358 SAMPLE_1359 SAMPLE_1360
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1361 SAMPLE_1362 SAMPLE_1363 SAMPLE_1364 SAMPLE_1365 SAMPLE_1366 SAMPLE_1367 SAMPLE_1368
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1369 SAMPLE_1370 SAMPLE_1371 SAMPLE_1372 SAMPLE_1373 SAMPLE_1374 SAMPLE_1375 SAMPLE_1376
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1377 SAMPLE_1378 SAMPLE_1379 SAMPLE_1380 SAMPLE_1381 SAMPLE_1382 SAMPLE_1383 SAMPLE_1384
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1385 SAMPLE_1386 SAMPLE_1387 SAMPLE_1388 SAMPLE_1389 SAMPLE_1390 SAMPLE_1391 SAMPLE_1392
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1393 SAMPLE_1394 SAMPLE_1395 SAMPLE_1396 SAMPLE_1397 SAMPLE_1398 SAMPLE_1399 SAMPLE_1400
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1401 SAMPLE_1402 SAMPLE_1403 SAMPLE_1404 SAMPLE_1405 SAMPLE_1406 SAMPLE_1407 SAMPLE_1408
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1409 SAMPLE_1410 SAMPLE_1411 SAMPLE_1412 SAMPLE_1413 SAMPLE_1414 SAMPLE_1415 SAMPLE_1416
#> NA NA NA NA NA NA NA "0164"
#> SAMPLE_1417 SAMPLE_1418 SAMPLE_1419 SAMPLE_1420 SAMPLE_1421 SAMPLE_1422 SAMPLE_1423 SAMPLE_1424
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1425 SAMPLE_1426 SAMPLE_1427 SAMPLE_1428 SAMPLE_1429 SAMPLE_1430 SAMPLE_1431 SAMPLE_1432
#> NA NA "0141" NA "02325" "02142" NA NA
#> SAMPLE_1433 SAMPLE_1434 SAMPLE_1435 SAMPLE_1436 SAMPLE_1437 SAMPLE_1438 SAMPLE_1439 SAMPLE_1440
#> NA NA NA NA NA NA NA "0161"
#> SAMPLE_1441 SAMPLE_1442 SAMPLE_1443 SAMPLE_1444 SAMPLE_1445 SAMPLE_1446 SAMPLE_1447 SAMPLE_1448
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1449 SAMPLE_1450 SAMPLE_1451 SAMPLE_1452 SAMPLE_1453 SAMPLE_1454 SAMPLE_1455 SAMPLE_1456
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1457 SAMPLE_1458 SAMPLE_1459 SAMPLE_1460 SAMPLE_1461 SAMPLE_1462 SAMPLE_1463 SAMPLE_1464
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1465 SAMPLE_1466 SAMPLE_1467 SAMPLE_1468 SAMPLE_1469 SAMPLE_1470 SAMPLE_1471 SAMPLE_1472
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1473 SAMPLE_1474 SAMPLE_1475 SAMPLE_1476 SAMPLE_1477 SAMPLE_1478 SAMPLE_1479 SAMPLE_1480
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1481 SAMPLE_1482 SAMPLE_1483 SAMPLE_1484 SAMPLE_1485 SAMPLE_1486 SAMPLE_1487 SAMPLE_1488
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1489 SAMPLE_1490 SAMPLE_1491 SAMPLE_1492 SAMPLE_1493 SAMPLE_1494 SAMPLE_1495 SAMPLE_1496
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1497 SAMPLE_1498 SAMPLE_1499 SAMPLE_1500 SAMPLE_1501 SAMPLE_1502 SAMPLE_1503 SAMPLE_1504
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1505 SAMPLE_1506 SAMPLE_1507 SAMPLE_1508 SAMPLE_1509 SAMPLE_1510 SAMPLE_1511 SAMPLE_1512
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1513 SAMPLE_1514 SAMPLE_1515 SAMPLE_1516 SAMPLE_1517 SAMPLE_1518 SAMPLE_1519 SAMPLE_1520
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1521 SAMPLE_1522 SAMPLE_1523 SAMPLE_1524 SAMPLE_1525 SAMPLE_1526 SAMPLE_1527 SAMPLE_1528
#> NA NA NA NA NA "02321" NA NA
#> SAMPLE_1529 SAMPLE_1530 SAMPLE_1531 SAMPLE_1532 SAMPLE_1533 SAMPLE_1534 SAMPLE_1535 SAMPLE_1536
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1537 SAMPLE_1538 SAMPLE_1539 SAMPLE_1540 SAMPLE_1541 SAMPLE_1542 SAMPLE_1543 SAMPLE_1544
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1545 SAMPLE_1546 SAMPLE_1547 SAMPLE_1548 SAMPLE_1549 SAMPLE_1550 SAMPLE_1551 SAMPLE_1552
#> NA NA NA NA NA NA "02142" NA
#> SAMPLE_1553 SAMPLE_1554 SAMPLE_1555 SAMPLE_1556 SAMPLE_1557 SAMPLE_1558 SAMPLE_1559 SAMPLE_1560
#> NA "02322" NA "02322" "02322" "02322" NA "02322"
#> SAMPLE_1561 SAMPLE_1562 SAMPLE_1563 SAMPLE_1564 SAMPLE_1565 SAMPLE_1566 SAMPLE_1567 SAMPLE_1568
#> NA NA "02322" NA "02322" "02322" NA NA
#> SAMPLE_1569 SAMPLE_1570 SAMPLE_1571 SAMPLE_1572 SAMPLE_1573 SAMPLE_1574 SAMPLE_1575 SAMPLE_1576
#> NA NA NA NA NA NA "02322" NA
#> SAMPLE_1577 SAMPLE_1578 SAMPLE_1579 SAMPLE_1580 SAMPLE_1581 SAMPLE_1582 SAMPLE_1583 SAMPLE_1584
#> NA "02371" NA NA NA NA NA NA
#> SAMPLE_1585 SAMPLE_1586 SAMPLE_1587 SAMPLE_1588 SAMPLE_1589 SAMPLE_1590 SAMPLE_1591 SAMPLE_1592
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1593 SAMPLE_1594 SAMPLE_1595 SAMPLE_1596 SAMPLE_1597 SAMPLE_1598 SAMPLE_1599 SAMPLE_1600
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1601 SAMPLE_1602 SAMPLE_1603 SAMPLE_1604 SAMPLE_1605 SAMPLE_1606 SAMPLE_1607 SAMPLE_1608
#> NA NA "0144" NA "0144" "0143" "0143" NA
#> SAMPLE_1609 SAMPLE_1610 SAMPLE_1611 SAMPLE_1612 SAMPLE_1613 SAMPLE_1614 SAMPLE_1615 SAMPLE_1616
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1617 SAMPLE_1618 SAMPLE_1619 SAMPLE_1620 SAMPLE_1621 SAMPLE_1622 SAMPLE_1623 SAMPLE_1624
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1625 SAMPLE_1626 SAMPLE_1627 SAMPLE_1628 SAMPLE_1629 SAMPLE_1630 SAMPLE_1631 SAMPLE_1632
#> NA NA NA NA NA "02171" "02144" NA
#> SAMPLE_1633 SAMPLE_1634 SAMPLE_1635 SAMPLE_1636 SAMPLE_1637 SAMPLE_1638 SAMPLE_1639 SAMPLE_1640
#> NA NA NA NA "02374" NA NA NA
#> SAMPLE_1641 SAMPLE_1642 SAMPLE_1643 SAMPLE_1644 SAMPLE_1645 SAMPLE_1646 SAMPLE_1647 SAMPLE_1648
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1649 SAMPLE_1650 SAMPLE_1651 SAMPLE_1652 SAMPLE_1653 SAMPLE_1654 SAMPLE_1655 SAMPLE_1656
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1657 SAMPLE_1658 SAMPLE_1659 SAMPLE_1660 SAMPLE_1661 SAMPLE_1662 SAMPLE_1663 SAMPLE_1664
#> "02325" NA NA NA NA NA NA NA
#> SAMPLE_1665 SAMPLE_1666 SAMPLE_1667 SAMPLE_1668 SAMPLE_1669 SAMPLE_1670 SAMPLE_1671 SAMPLE_1672
#> NA "02321" "0164" NA "02141" NA NA NA
#> SAMPLE_1673 SAMPLE_1674 SAMPLE_1675 SAMPLE_1676 SAMPLE_1677 SAMPLE_1678 SAMPLE_1679 SAMPLE_1680
#> NA NA NA NA "0143" NA NA NA
#> SAMPLE_1681 SAMPLE_1682 SAMPLE_1683 SAMPLE_1684 SAMPLE_1685 SAMPLE_1686 SAMPLE_1687 SAMPLE_1688
#> NA NA NA NA NA NA NA "02174"
#> SAMPLE_1689 SAMPLE_1690 SAMPLE_1691 SAMPLE_1692 SAMPLE_1693 SAMPLE_1694 SAMPLE_1695 SAMPLE_1696
#> NA NA "02174" NA NA "0144" NA NA
#> SAMPLE_1697 SAMPLE_1698 SAMPLE_1699 SAMPLE_1700 SAMPLE_1701 SAMPLE_1702 SAMPLE_1703 SAMPLE_1704
#> NA "0142" NA "02172" NA NA NA NA
#> SAMPLE_1705 SAMPLE_1706 SAMPLE_1707 SAMPLE_1708 SAMPLE_1709 SAMPLE_1710 SAMPLE_1711 SAMPLE_1712
#> NA NA NA NA NA NA NA "0161"
#> SAMPLE_1713 SAMPLE_1714 SAMPLE_1715 SAMPLE_1716 SAMPLE_1717 SAMPLE_1718 SAMPLE_1719 SAMPLE_1720
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1721 SAMPLE_1722 SAMPLE_1723 SAMPLE_1724 SAMPLE_1725 SAMPLE_1726 SAMPLE_1727 SAMPLE_1728
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1729 SAMPLE_1730 SAMPLE_1731 SAMPLE_1732 SAMPLE_1733 SAMPLE_1734 SAMPLE_1735 SAMPLE_1736
#> NA NA NA NA NA NA NA "0142"
#> SAMPLE_1737 SAMPLE_1738 SAMPLE_1739 SAMPLE_1740 SAMPLE_1741 SAMPLE_1742 SAMPLE_1743 SAMPLE_1744
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1745 SAMPLE_1746 SAMPLE_1747 SAMPLE_1748 SAMPLE_1749 SAMPLE_1750 SAMPLE_1751 SAMPLE_1752
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1753 SAMPLE_1754 SAMPLE_1755 SAMPLE_1756 SAMPLE_1757 SAMPLE_1758 SAMPLE_1759 SAMPLE_1760
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1761 SAMPLE_1762 SAMPLE_1763 SAMPLE_1764 SAMPLE_1765 SAMPLE_1766 SAMPLE_1767 SAMPLE_1768
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1769 SAMPLE_1770 SAMPLE_1771 SAMPLE_1772 SAMPLE_1773 SAMPLE_1774 SAMPLE_1775 SAMPLE_1776
#> NA NA "02323" NA NA "02372" NA "02141"
#> SAMPLE_1777 SAMPLE_1778 SAMPLE_1779 SAMPLE_1780 SAMPLE_1781 SAMPLE_1782 SAMPLE_1783 SAMPLE_1784
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1785 SAMPLE_1786 SAMPLE_1787 SAMPLE_1788 SAMPLE_1789 SAMPLE_1790 SAMPLE_1791 SAMPLE_1792
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1793 SAMPLE_1794 SAMPLE_1795 SAMPLE_1796 SAMPLE_1797 SAMPLE_1798 SAMPLE_1799 SAMPLE_1800
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1801 SAMPLE_1802 SAMPLE_1803 SAMPLE_1804 SAMPLE_1805 SAMPLE_1806 SAMPLE_1807 SAMPLE_1808
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1809 SAMPLE_1810 SAMPLE_1811 SAMPLE_1812 SAMPLE_1813 SAMPLE_1814 SAMPLE_1815 SAMPLE_1816
#> NA NA NA NA "02375" NA NA "02174"
#> SAMPLE_1817 SAMPLE_1818 SAMPLE_1819 SAMPLE_1820 SAMPLE_1821 SAMPLE_1822 SAMPLE_1823 SAMPLE_1824
#> "02145" NA NA NA NA NA NA NA
#> SAMPLE_1825 SAMPLE_1826 SAMPLE_1827 SAMPLE_1828 SAMPLE_1829 SAMPLE_1830 SAMPLE_1831 SAMPLE_1832
#> NA NA NA NA "0144" NA NA NA
#> SAMPLE_1833 SAMPLE_1834 SAMPLE_1835 SAMPLE_1836 SAMPLE_1837 SAMPLE_1838 SAMPLE_1839 SAMPLE_1840
#> NA NA NA NA NA "0144" NA NA
#> SAMPLE_1841 SAMPLE_1842 SAMPLE_1843 SAMPLE_1844 SAMPLE_1845 SAMPLE_1846 SAMPLE_1847 SAMPLE_1848
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1849 SAMPLE_1850 SAMPLE_1851 SAMPLE_1852 SAMPLE_1853 SAMPLE_1854 SAMPLE_1855 SAMPLE_1856
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1857 SAMPLE_1858 SAMPLE_1859 SAMPLE_1860 SAMPLE_1861 SAMPLE_1862 SAMPLE_1863 SAMPLE_1864
#> NA NA "0141" NA NA NA NA NA
#> SAMPLE_1865 SAMPLE_1866 SAMPLE_1867 SAMPLE_1868 SAMPLE_1869 SAMPLE_1870 SAMPLE_1871 SAMPLE_1872
#> NA NA "02324" NA "02325" "0141" "0161" NA
#> SAMPLE_1873 SAMPLE_1874 SAMPLE_1875 SAMPLE_1876 SAMPLE_1877 SAMPLE_1878 SAMPLE_1879 SAMPLE_1880
#> NA NA "0141" "0141" "0141" "02325" NA NA
#> SAMPLE_1881 SAMPLE_1882 SAMPLE_1883 SAMPLE_1884 SAMPLE_1885 SAMPLE_1886 SAMPLE_1887 SAMPLE_1888
#> NA NA NA NA NA NA NA "02143"
#> SAMPLE_1889 SAMPLE_1890 SAMPLE_1891 SAMPLE_1892 SAMPLE_1893 SAMPLE_1894 SAMPLE_1895 SAMPLE_1896
#> "0163" "0164" "0162" "0162" NA "0162" NA NA
#> SAMPLE_1897 SAMPLE_1898 SAMPLE_1899 SAMPLE_1900 SAMPLE_1901 SAMPLE_1902 SAMPLE_1903 SAMPLE_1904
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1905 SAMPLE_1906 SAMPLE_1907 SAMPLE_1908 SAMPLE_1909 SAMPLE_1910 SAMPLE_1911 SAMPLE_1912
#> "02324" NA NA NA NA NA NA NA
#> SAMPLE_1913 SAMPLE_1914 SAMPLE_1915 SAMPLE_1916 SAMPLE_1917 SAMPLE_1918 SAMPLE_1919 SAMPLE_1920
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1921 SAMPLE_1922 SAMPLE_1923 SAMPLE_1924 SAMPLE_1925 SAMPLE_1926 SAMPLE_1927 SAMPLE_1928
#> NA "02171" "02321" NA NA NA NA NA
#> SAMPLE_1929 SAMPLE_1930 SAMPLE_1931 SAMPLE_1932 SAMPLE_1933 SAMPLE_1934 SAMPLE_1935 SAMPLE_1936
#> NA "0144" NA NA NA NA NA NA
#> SAMPLE_1937 SAMPLE_1938 SAMPLE_1939 SAMPLE_1940 SAMPLE_1941 SAMPLE_1942 SAMPLE_1943 SAMPLE_1944
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1945 SAMPLE_1946 SAMPLE_1947 SAMPLE_1948 SAMPLE_1949 SAMPLE_1950 SAMPLE_1951 SAMPLE_1952
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1953 SAMPLE_1954 SAMPLE_1955 SAMPLE_1956 SAMPLE_1957 SAMPLE_1958 SAMPLE_1959 SAMPLE_1960
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1961 SAMPLE_1962 SAMPLE_1963 SAMPLE_1964 SAMPLE_1965 SAMPLE_1966 SAMPLE_1967 SAMPLE_1968
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1969 SAMPLE_1970 SAMPLE_1971 SAMPLE_1972 SAMPLE_1973 SAMPLE_1974 SAMPLE_1975 SAMPLE_1976
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1977 SAMPLE_1978 SAMPLE_1979 SAMPLE_1980 SAMPLE_1981 SAMPLE_1982 SAMPLE_1983 SAMPLE_1984
#> NA NA NA NA "02321" "02321" "02321" "02321"
#> SAMPLE_1985 SAMPLE_1986 SAMPLE_1987 SAMPLE_1988 SAMPLE_1989 SAMPLE_1990 SAMPLE_1991 SAMPLE_1992
#> "02321" "02321" NA "02171" NA "02321" "02321" NA
#> SAMPLE_1993 SAMPLE_1994 SAMPLE_1995 SAMPLE_1996 SAMPLE_1997 SAMPLE_1998 SAMPLE_1999 SAMPLE_2000
#> NA NA NA NA NA NA NA "0164"
#> SAMPLE_2001 SAMPLE_2002 SAMPLE_2003 SAMPLE_2004 SAMPLE_2005 SAMPLE_2006 SAMPLE_2007 SAMPLE_2008
#> "02321" NA NA NA NA NA NA NA
#> SAMPLE_2009 SAMPLE_2010 SAMPLE_2011 SAMPLE_2012 SAMPLE_2013 SAMPLE_2014 SAMPLE_2015 SAMPLE_2016
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2017 SAMPLE_2018 SAMPLE_2019 SAMPLE_2020 SAMPLE_2021 SAMPLE_2022 SAMPLE_2023 SAMPLE_2024
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2025 SAMPLE_2026 SAMPLE_2027 SAMPLE_2028 SAMPLE_2029 SAMPLE_2030 SAMPLE_2031 SAMPLE_2032
#> NA NA "02321" "02171" "02171" NA NA NA
#> SAMPLE_2033 SAMPLE_2034 SAMPLE_2035 SAMPLE_2036 SAMPLE_2037 SAMPLE_2038 SAMPLE_2039 SAMPLE_2040
#> NA NA NA NA NA NA NA "02373"
#> SAMPLE_2041 SAMPLE_2042 SAMPLE_2043 SAMPLE_2044 SAMPLE_2045 SAMPLE_2046 SAMPLE_2047 SAMPLE_2048
#> "02143" NA NA NA NA NA NA NA
#> SAMPLE_2049 SAMPLE_2050 SAMPLE_2051 SAMPLE_2052 SAMPLE_2053 SAMPLE_2054 SAMPLE_2055 SAMPLE_2056
#> NA NA "02143" NA NA NA "02375" NA
#> SAMPLE_2057 SAMPLE_2058 SAMPLE_2059 SAMPLE_2060 SAMPLE_2061 SAMPLE_2062 SAMPLE_2063 SAMPLE_2064
#> NA NA NA NA NA NA "02143" NA
#> SAMPLE_2065 SAMPLE_2066 SAMPLE_2067 SAMPLE_2068 SAMPLE_2069 SAMPLE_2070 SAMPLE_2071 SAMPLE_2072
#> NA NA NA "02373" NA "02171" "02321" NA
#> SAMPLE_2073 SAMPLE_2074 SAMPLE_2075 SAMPLE_2076 SAMPLE_2077 SAMPLE_2078 SAMPLE_2079 SAMPLE_2080
#> NA NA NA NA "02323" "02323" "02323" "02326"
#> SAMPLE_2081 SAMPLE_2082 SAMPLE_2083 SAMPLE_2084 SAMPLE_2085 SAMPLE_2086 SAMPLE_2087 SAMPLE_2088
#> NA NA NA "02144" "02144" "02144" "02323" "02173"
#> SAMPLE_2089 SAMPLE_2090 SAMPLE_2091 SAMPLE_2092 SAMPLE_2093 SAMPLE_2094 SAMPLE_2095 SAMPLE_2096
#> "02144" "02173" "02326" "02323" NA NA "02173" "02144"
#> SAMPLE_2097 SAMPLE_2098 SAMPLE_2099 SAMPLE_2100 SAMPLE_2101 SAMPLE_2102 SAMPLE_2103 SAMPLE_2104
#> "02323" NA "02323" "02323" "02323" "02323" "02173" NA
#> SAMPLE_2105 SAMPLE_2106 SAMPLE_2107 SAMPLE_2108 SAMPLE_2109 SAMPLE_2110 SAMPLE_2111 SAMPLE_2112
#> "02144" "02144" "02144" "02323" NA NA NA "02323"
#> SAMPLE_2113 SAMPLE_2114 SAMPLE_2115 SAMPLE_2116 SAMPLE_2117 SAMPLE_2118 SAMPLE_2119 SAMPLE_2120
#> "02323" "02323" "02173" "02326" "02323" "02323" "02173" "02144"
#> SAMPLE_2121 SAMPLE_2122 SAMPLE_2123 SAMPLE_2124 SAMPLE_2125 SAMPLE_2126 SAMPLE_2127 SAMPLE_2128
#> "02323" "02323" NA "02326" NA NA NA "02323"
#> SAMPLE_2129 SAMPLE_2130 SAMPLE_2131 SAMPLE_2132 SAMPLE_2133 SAMPLE_2134 SAMPLE_2135 SAMPLE_2136
#> NA "02323" "02144" "02324" "02323" NA NA NA
#> SAMPLE_2137 SAMPLE_2138 SAMPLE_2139 SAMPLE_2140 SAMPLE_2141 SAMPLE_2142 SAMPLE_2143 SAMPLE_2144
#> "02323" NA NA NA NA NA NA NA
#> SAMPLE_2145 SAMPLE_2146 SAMPLE_2147 SAMPLE_2148 SAMPLE_2149 SAMPLE_2150 SAMPLE_2151 SAMPLE_2152
#> NA NA NA NA NA NA "02375" NA
#> SAMPLE_2153 SAMPLE_2154 SAMPLE_2155 SAMPLE_2156 SAMPLE_2157 SAMPLE_2158 SAMPLE_2159 SAMPLE_2160
#> NA "02321" NA "02171" "02321" "02171" "02171" "02321"
#> SAMPLE_2161 SAMPLE_2162 SAMPLE_2163 SAMPLE_2164 SAMPLE_2165 SAMPLE_2166 SAMPLE_2167 SAMPLE_2168
#> "02171" NA "02141" "02141" NA NA NA NA
#> SAMPLE_2169 SAMPLE_2170 SAMPLE_2171 SAMPLE_2172 SAMPLE_2173 SAMPLE_2174 SAMPLE_2175 SAMPLE_2176
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2177 SAMPLE_2178 SAMPLE_2179 SAMPLE_2180 SAMPLE_2181 SAMPLE_2182 SAMPLE_2183 SAMPLE_2184
#> NA NA NA NA NA "0144" NA NA
#> SAMPLE_2185 SAMPLE_2186 SAMPLE_2187 SAMPLE_2188 SAMPLE_2189 SAMPLE_2190 SAMPLE_2191 SAMPLE_2192
#> NA NA "02321" NA NA NA NA NA
#> SAMPLE_2193 SAMPLE_2194 SAMPLE_2195 SAMPLE_2196 SAMPLE_2197 SAMPLE_2198 SAMPLE_2199 SAMPLE_2200
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2201 SAMPLE_2202 SAMPLE_2203 SAMPLE_2204 SAMPLE_2205 SAMPLE_2206 SAMPLE_2207 SAMPLE_2208
#> NA NA NA NA NA "0162" NA NA
#> SAMPLE_2209 SAMPLE_2210 SAMPLE_2211 SAMPLE_2212 SAMPLE_2213 SAMPLE_2214 SAMPLE_2215 SAMPLE_2216
#> "02374" NA NA NA "02375" NA NA NA
#> SAMPLE_2217 SAMPLE_2218 SAMPLE_2219 SAMPLE_2220 SAMPLE_2221 SAMPLE_2222 SAMPLE_2223 SAMPLE_2224
#> NA NA "02143" NA NA NA NA "02371"
#> SAMPLE_2225 SAMPLE_2226 SAMPLE_2227 SAMPLE_2228 SAMPLE_2229 SAMPLE_2230 SAMPLE_2231 SAMPLE_2232
#> "02171" "0163" "02141" NA NA "0144" NA NA
#> SAMPLE_2233 SAMPLE_2234 SAMPLE_2235 SAMPLE_2236 SAMPLE_2237 SAMPLE_2238 SAMPLE_2239 SAMPLE_2240
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2241 SAMPLE_2242 SAMPLE_2243 SAMPLE_2244 SAMPLE_2245 SAMPLE_2246 SAMPLE_2247 SAMPLE_2248
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2249 SAMPLE_2250 SAMPLE_2251 SAMPLE_2252 SAMPLE_2253 SAMPLE_2254 SAMPLE_2255 SAMPLE_2256
#> NA NA "0145" NA NA NA NA NA
#> SAMPLE_2257 SAMPLE_2258 SAMPLE_2259 SAMPLE_2260 SAMPLE_2261 SAMPLE_2262 SAMPLE_2263 SAMPLE_2264
#> NA NA NA NA "0142" NA NA NA
#> SAMPLE_2265 SAMPLE_2266 SAMPLE_2267 SAMPLE_2268 SAMPLE_2269 SAMPLE_2270 SAMPLE_2271 SAMPLE_2272
#> "02372" NA NA NA NA NA NA NA
#> SAMPLE_2273 SAMPLE_2274 SAMPLE_2275 SAMPLE_2276 SAMPLE_2277 SAMPLE_2278 SAMPLE_2279 SAMPLE_2280
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2281 SAMPLE_2282 SAMPLE_2283 SAMPLE_2284 SAMPLE_2285 SAMPLE_2286 SAMPLE_2287 SAMPLE_2288
#> NA NA NA NA "02324" NA NA NA
#> SAMPLE_2289 SAMPLE_2290 SAMPLE_2291 SAMPLE_2292 SAMPLE_2293 SAMPLE_2294 SAMPLE_2295 SAMPLE_2296
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2297 SAMPLE_2298 SAMPLE_2299 SAMPLE_2300 SAMPLE_2301 SAMPLE_2302 SAMPLE_2303 SAMPLE_2304
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2305 SAMPLE_2306 SAMPLE_2307 SAMPLE_2308 SAMPLE_2309 SAMPLE_2310 SAMPLE_2311 SAMPLE_2312
#> "0144" NA NA NA NA NA NA NA
#> SAMPLE_2313 SAMPLE_2314 SAMPLE_2315 SAMPLE_2316 SAMPLE_2317 SAMPLE_2318 SAMPLE_2319 SAMPLE_2320
#> NA NA NA NA NA NA "0143" NA
#> SAMPLE_2321 SAMPLE_2322 SAMPLE_2323 SAMPLE_2324 SAMPLE_2325 SAMPLE_2326 SAMPLE_2327 SAMPLE_2328
#> NA NA NA NA NA "02324" NA NA
#> SAMPLE_2329 SAMPLE_2330 SAMPLE_2331 SAMPLE_2332 SAMPLE_2333 SAMPLE_2334 SAMPLE_2335 SAMPLE_2336
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2337 SAMPLE_2338 SAMPLE_2339 SAMPLE_2340 SAMPLE_2341 SAMPLE_2342 SAMPLE_2343 SAMPLE_2344
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2345 SAMPLE_2346 SAMPLE_2347 SAMPLE_2348 SAMPLE_2349 SAMPLE_2350 SAMPLE_2351 SAMPLE_2352
#> NA NA NA "02143" NA NA NA "02172"
#> SAMPLE_2353 SAMPLE_2354 SAMPLE_2355 SAMPLE_2356 SAMPLE_2357 SAMPLE_2358 SAMPLE_2359 SAMPLE_2360
#> NA "02321" "02171" NA NA NA "02143" NA
#> SAMPLE_2361 SAMPLE_2362 SAMPLE_2363 SAMPLE_2364 SAMPLE_2365 SAMPLE_2366 SAMPLE_2367 SAMPLE_2368
#> NA NA NA NA NA NA NA "02172"
#> SAMPLE_2369 SAMPLE_2370 SAMPLE_2371 SAMPLE_2372 SAMPLE_2373 SAMPLE_2374 SAMPLE_2375 SAMPLE_2376
#> "0142" "0142" NA NA "0142" "0142" "02172" "0142"
#> SAMPLE_2377 SAMPLE_2378 SAMPLE_2379 SAMPLE_2380 SAMPLE_2381 SAMPLE_2382 SAMPLE_2383 SAMPLE_2384
#> "0142" "0142" "02172" "0142" "02172" "0142" "02172" NA
#> SAMPLE_2385 SAMPLE_2386 SAMPLE_2387 SAMPLE_2388 SAMPLE_2389 SAMPLE_2390 SAMPLE_2391 SAMPLE_2392
#> NA "0141" "02325" "02325" NA NA NA NA
#> SAMPLE_2393 SAMPLE_2394 SAMPLE_2395 SAMPLE_2396 SAMPLE_2397 SAMPLE_2398 SAMPLE_2399 SAMPLE_2400
#> NA NA "02321" NA NA "0142" "0142" "0142"
#> SAMPLE_2401 SAMPLE_2402 SAMPLE_2403 SAMPLE_2404 SAMPLE_2405 SAMPLE_2406 SAMPLE_2407 SAMPLE_2408
#> "0142" "0142" "0141" "0141" "02325" "02325" "02325" "02325"
#> SAMPLE_2409 SAMPLE_2410 SAMPLE_2411 SAMPLE_2412 SAMPLE_2413 SAMPLE_2414 SAMPLE_2415 SAMPLE_2416
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2417 SAMPLE_2418 SAMPLE_2419 SAMPLE_2420 SAMPLE_2421 SAMPLE_2422 SAMPLE_2423 SAMPLE_2424
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2425 SAMPLE_2426 SAMPLE_2427 SAMPLE_2428 SAMPLE_2429 SAMPLE_2430 SAMPLE_2431 SAMPLE_2432
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2433 SAMPLE_2434 SAMPLE_2435 SAMPLE_2436 SAMPLE_2437 SAMPLE_2438 SAMPLE_2439 SAMPLE_2440
#> NA NA NA NA NA NA "02375" NA
#> SAMPLE_2441 SAMPLE_2442 SAMPLE_2443 SAMPLE_2444 SAMPLE_2445 SAMPLE_2446 SAMPLE_2447 SAMPLE_2448
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2449 SAMPLE_2450 SAMPLE_2451 SAMPLE_2452 SAMPLE_2453 SAMPLE_2454 SAMPLE_2455 SAMPLE_2456
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2457 SAMPLE_2458 SAMPLE_2459 SAMPLE_2460 SAMPLE_2461 SAMPLE_2462 SAMPLE_2463 SAMPLE_2464
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2465 SAMPLE_2466 SAMPLE_2467 SAMPLE_2468 SAMPLE_2469 SAMPLE_2470 SAMPLE_2471 SAMPLE_2472
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2473 SAMPLE_2474 SAMPLE_2475 SAMPLE_2476 SAMPLE_2477 SAMPLE_2478 SAMPLE_2479 SAMPLE_2480
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2481 SAMPLE_2482 SAMPLE_2483 SAMPLE_2484 SAMPLE_2485 SAMPLE_2486 SAMPLE_2487 SAMPLE_2488
#> NA "02374" NA NA NA NA NA NA
#> SAMPLE_2489 SAMPLE_2490 SAMPLE_2491 SAMPLE_2492 SAMPLE_2493 SAMPLE_2494 SAMPLE_2495 SAMPLE_2496
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2497 SAMPLE_2498 SAMPLE_2499 SAMPLE_2500 SAMPLE_2501 SAMPLE_2502 SAMPLE_2503 SAMPLE_2504
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2505 SAMPLE_2506 SAMPLE_2507 SAMPLE_2508 SAMPLE_2509 SAMPLE_2510 SAMPLE_2511 SAMPLE_2512
#> NA NA NA "0144" "0144" "02141" "02141" NA
#> SAMPLE_2513 SAMPLE_2514 SAMPLE_2515 SAMPLE_2516 SAMPLE_2517 SAMPLE_2518 SAMPLE_2519 SAMPLE_2520
#> NA NA "0163" "02171" NA NA NA NA
#> SAMPLE_2521 SAMPLE_2522 SAMPLE_2523 SAMPLE_2524 SAMPLE_2525 SAMPLE_2526 SAMPLE_2527 SAMPLE_2528
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2529 SAMPLE_2530 SAMPLE_2531 SAMPLE_2532 SAMPLE_2533 SAMPLE_2534 SAMPLE_2535 SAMPLE_2536
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2537 SAMPLE_2538 SAMPLE_2539 SAMPLE_2540 SAMPLE_2541 SAMPLE_2542 SAMPLE_2543 SAMPLE_2544
#> NA NA "0144" NA NA NA NA NA
#> SAMPLE_2545 SAMPLE_2546 SAMPLE_2547 SAMPLE_2548 SAMPLE_2549 SAMPLE_2550 SAMPLE_2551 SAMPLE_2552
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2553 SAMPLE_2554 SAMPLE_2555 SAMPLE_2556 SAMPLE_2557 SAMPLE_2558 SAMPLE_2559 SAMPLE_2560
#> NA "0142" "0143" NA NA "02143" NA NA
#> SAMPLE_2561 SAMPLE_2562 SAMPLE_2563 SAMPLE_2564 SAMPLE_2565 SAMPLE_2566 SAMPLE_2567 SAMPLE_2568
#> "0143" NA "0143" "0143" "0143" "0143" NA "0142"
#> SAMPLE_2569 SAMPLE_2570 SAMPLE_2571 SAMPLE_2572 SAMPLE_2573 SAMPLE_2574 SAMPLE_2575 SAMPLE_2576
#> "0143" NA NA NA NA NA NA NA
#> SAMPLE_2577 SAMPLE_2578 SAMPLE_2579 SAMPLE_2580 SAMPLE_2581 SAMPLE_2582 SAMPLE_2583 SAMPLE_2584
#> NA NA NA NA NA "02321" NA NA
#> SAMPLE_2585 SAMPLE_2586 SAMPLE_2587 SAMPLE_2588 SAMPLE_2589 SAMPLE_2590 SAMPLE_2591 SAMPLE_2592
#> NA NA NA NA NA NA NA "02171"
#> SAMPLE_2593 SAMPLE_2594 SAMPLE_2595 SAMPLE_2596 SAMPLE_2597 SAMPLE_2598 SAMPLE_2599 SAMPLE_2600
#> "02321" "02321" NA NA NA NA NA NA
#> SAMPLE_2601 SAMPLE_2602 SAMPLE_2603 SAMPLE_2604 SAMPLE_2605 SAMPLE_2606 SAMPLE_2607 SAMPLE_2608
#> NA NA NA NA NA NA NA "0143"
#> SAMPLE_2609 SAMPLE_2610 SAMPLE_2611 SAMPLE_2612 SAMPLE_2613 SAMPLE_2614 SAMPLE_2615 SAMPLE_2616
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2617 SAMPLE_2618 SAMPLE_2619 SAMPLE_2620 SAMPLE_2621 SAMPLE_2622 SAMPLE_2623 SAMPLE_2624
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2625 SAMPLE_2626 SAMPLE_2627 SAMPLE_2628 SAMPLE_2629 SAMPLE_2630 SAMPLE_2631 SAMPLE_2632
#> NA NA NA NA NA NA "02372" "02372"
#> SAMPLE_2633 SAMPLE_2634 SAMPLE_2635 SAMPLE_2636 SAMPLE_2637 SAMPLE_2638 SAMPLE_2639 SAMPLE_2640
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2641 SAMPLE_2642 SAMPLE_2643 SAMPLE_2644 SAMPLE_2645 SAMPLE_2646 SAMPLE_2647 SAMPLE_2648
#> NA NA NA NA NA NA NA "02372"
#> SAMPLE_2649 SAMPLE_2650 SAMPLE_2651 SAMPLE_2652 SAMPLE_2653 SAMPLE_2654 SAMPLE_2655 SAMPLE_2656
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2657 SAMPLE_2658 SAMPLE_2659 SAMPLE_2660 SAMPLE_2661 SAMPLE_2662 SAMPLE_2663 SAMPLE_2664
#> NA NA NA NA NA NA NA "02171"
#> SAMPLE_2665 SAMPLE_2666 SAMPLE_2667 SAMPLE_2668 SAMPLE_2669 SAMPLE_2670 SAMPLE_2671 SAMPLE_2672
#> "02321" "02171" NA NA NA NA NA NA
#> SAMPLE_2673 SAMPLE_2674 SAMPLE_2675 SAMPLE_2676 SAMPLE_2677 SAMPLE_2678 SAMPLE_2679 SAMPLE_2680
#> NA NA NA NA NA NA NA "02374"
#> SAMPLE_2681 SAMPLE_2682 SAMPLE_2683 SAMPLE_2684 SAMPLE_2685 SAMPLE_2686 SAMPLE_2687 SAMPLE_2688
#> "02372" NA NA NA NA NA NA "02375"
#> SAMPLE_2689 SAMPLE_2690 SAMPLE_2691 SAMPLE_2692 SAMPLE_2693 SAMPLE_2694 SAMPLE_2695 SAMPLE_2696
#> NA NA NA NA NA NA "02322" NA
#> SAMPLE_2697 SAMPLE_2698 SAMPLE_2699 SAMPLE_2700 SAMPLE_2701 SAMPLE_2702 SAMPLE_2703 SAMPLE_2704
#> NA "02322" NA NA NA NA NA NA
#> SAMPLE_2705 SAMPLE_2706 SAMPLE_2707 SAMPLE_2708 SAMPLE_2709 SAMPLE_2710 SAMPLE_2711 SAMPLE_2712
#> NA NA NA NA NA NA "02174" "02322"
#> SAMPLE_2713 SAMPLE_2714 SAMPLE_2715 SAMPLE_2716 SAMPLE_2717 SAMPLE_2718 SAMPLE_2719 SAMPLE_2720
#> NA "0145" NA "0145" NA NA NA NA
#> SAMPLE_2721 SAMPLE_2722 SAMPLE_2723 SAMPLE_2724 SAMPLE_2725 SAMPLE_2726 SAMPLE_2727 SAMPLE_2728
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2729 SAMPLE_2730 SAMPLE_2731 SAMPLE_2732 SAMPLE_2733 SAMPLE_2734 SAMPLE_2735 SAMPLE_2736
#> "02322" "02322" "02322" "02322" "02322" NA NA "0161"
#> SAMPLE_2737 SAMPLE_2738 SAMPLE_2739 SAMPLE_2740 SAMPLE_2741 SAMPLE_2742 SAMPLE_2743 SAMPLE_2744
#> "0143" "0143" "0143" "0143" "0142" "0143" "0144" "0143"
#> SAMPLE_2745 SAMPLE_2746 SAMPLE_2747 SAMPLE_2748 SAMPLE_2749 SAMPLE_2750 SAMPLE_2751 SAMPLE_2752
#> "0143" NA "0165" NA NA NA NA NA
#> SAMPLE_2753 SAMPLE_2754 SAMPLE_2755 SAMPLE_2756 SAMPLE_2757 SAMPLE_2758 SAMPLE_2759 SAMPLE_2760
#> NA NA NA NA NA NA NA "0161"
#> SAMPLE_2761 SAMPLE_2762 SAMPLE_2763 SAMPLE_2764 SAMPLE_2765 SAMPLE_2766 SAMPLE_2767 SAMPLE_2768
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2769 SAMPLE_2770 SAMPLE_2771 SAMPLE_2772 SAMPLE_2773 SAMPLE_2774 SAMPLE_2775 SAMPLE_2776
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2777 SAMPLE_2778 SAMPLE_2779 SAMPLE_2780 SAMPLE_2781 SAMPLE_2782 SAMPLE_2783 SAMPLE_2784
#> NA "02372" "02145" "02143" NA NA NA NA
#> SAMPLE_2785 SAMPLE_2786 SAMPLE_2787 SAMPLE_2788 SAMPLE_2789 SAMPLE_2790 SAMPLE_2791 SAMPLE_2792
#> "0161" NA "0143" "0141" NA "0141" "0141" "0141"
#> SAMPLE_2793 SAMPLE_2794 SAMPLE_2795 SAMPLE_2796 SAMPLE_2797 SAMPLE_2798 SAMPLE_2799 SAMPLE_2800
#> NA NA NA NA "02325" NA NA NA
#> SAMPLE_2801
#> NA
get_classes(res_rh, merge_node = merge_node_param(min_n_signatures = 14095))
#> SAMPLE_1 SAMPLE_2 SAMPLE_3 SAMPLE_4 SAMPLE_5 SAMPLE_6 SAMPLE_7 SAMPLE_8
#> NA NA NA NA NA NA NA NA
#> SAMPLE_9 SAMPLE_10 SAMPLE_11 SAMPLE_12 SAMPLE_13 SAMPLE_14 SAMPLE_15 SAMPLE_16
#> NA NA NA NA "02321" NA "0165" "0165"
#> SAMPLE_17 SAMPLE_18 SAMPLE_19 SAMPLE_20 SAMPLE_21 SAMPLE_22 SAMPLE_23 SAMPLE_24
#> NA NA "0163" NA "0163" NA NA NA
#> SAMPLE_25 SAMPLE_26 SAMPLE_27 SAMPLE_28 SAMPLE_29 SAMPLE_30 SAMPLE_31 SAMPLE_32
#> NA NA NA NA NA NA NA NA
#> SAMPLE_33 SAMPLE_34 SAMPLE_35 SAMPLE_36 SAMPLE_37 SAMPLE_38 SAMPLE_39 SAMPLE_40
#> NA NA NA NA NA NA NA NA
#> SAMPLE_41 SAMPLE_42 SAMPLE_43 SAMPLE_44 SAMPLE_45 SAMPLE_46 SAMPLE_47 SAMPLE_48
#> NA NA NA NA NA NA NA NA
#> SAMPLE_49 SAMPLE_50 SAMPLE_51 SAMPLE_52 SAMPLE_53 SAMPLE_54 SAMPLE_55 SAMPLE_56
#> NA NA NA NA NA NA NA NA
#> SAMPLE_57 SAMPLE_58 SAMPLE_59 SAMPLE_60 SAMPLE_61 SAMPLE_62 SAMPLE_63 SAMPLE_64
#> NA NA NA NA NA NA "02321" NA
#> SAMPLE_65 SAMPLE_66 SAMPLE_67 SAMPLE_68 SAMPLE_69 SAMPLE_70 SAMPLE_71 SAMPLE_72
#> NA NA NA NA NA NA NA NA
#> SAMPLE_73 SAMPLE_74 SAMPLE_75 SAMPLE_76 SAMPLE_77 SAMPLE_78 SAMPLE_79 SAMPLE_80
#> NA NA NA NA NA NA NA NA
#> SAMPLE_81 SAMPLE_82 SAMPLE_83 SAMPLE_84 SAMPLE_85 SAMPLE_86 SAMPLE_87 SAMPLE_88
#> NA NA NA NA NA NA "0164" NA
#> SAMPLE_89 SAMPLE_90 SAMPLE_91 SAMPLE_92 SAMPLE_93 SAMPLE_94 SAMPLE_95 SAMPLE_96
#> "0162" NA NA NA NA NA NA NA
#> SAMPLE_97 SAMPLE_98 SAMPLE_99 SAMPLE_100 SAMPLE_101 SAMPLE_102 SAMPLE_103 SAMPLE_104
#> NA NA NA NA NA NA NA "02321"
#> SAMPLE_105 SAMPLE_106 SAMPLE_107 SAMPLE_108 SAMPLE_109 SAMPLE_110 SAMPLE_111 SAMPLE_112
#> NA "02321" NA NA NA NA NA NA
#> SAMPLE_113 SAMPLE_114 SAMPLE_115 SAMPLE_116 SAMPLE_117 SAMPLE_118 SAMPLE_119 SAMPLE_120
#> NA NA NA NA NA NA NA NA
#> SAMPLE_121 SAMPLE_122 SAMPLE_123 SAMPLE_124 SAMPLE_125 SAMPLE_126 SAMPLE_127 SAMPLE_128
#> NA NA NA NA "0142" "02142" "02371" NA
#> SAMPLE_129 SAMPLE_130 SAMPLE_131 SAMPLE_132 SAMPLE_133 SAMPLE_134 SAMPLE_135 SAMPLE_136
#> NA NA NA NA NA NA NA NA
#> SAMPLE_137 SAMPLE_138 SAMPLE_139 SAMPLE_140 SAMPLE_141 SAMPLE_142 SAMPLE_143 SAMPLE_144
#> "02141" NA "02373" NA NA NA NA NA
#> SAMPLE_145 SAMPLE_146 SAMPLE_147 SAMPLE_148 SAMPLE_149 SAMPLE_150 SAMPLE_151 SAMPLE_152
#> "02371" NA NA NA NA NA NA NA
#> SAMPLE_153 SAMPLE_154 SAMPLE_155 SAMPLE_156 SAMPLE_157 SAMPLE_158 SAMPLE_159 SAMPLE_160
#> "0164" NA NA NA NA NA NA NA
#> SAMPLE_161 SAMPLE_162 SAMPLE_163 SAMPLE_164 SAMPLE_165 SAMPLE_166 SAMPLE_167 SAMPLE_168
#> NA NA NA NA NA NA NA NA
#> SAMPLE_169 SAMPLE_170 SAMPLE_171 SAMPLE_172 SAMPLE_173 SAMPLE_174 SAMPLE_175 SAMPLE_176
#> NA NA NA NA NA "02321" NA NA
#> SAMPLE_177 SAMPLE_178 SAMPLE_179 SAMPLE_180 SAMPLE_181 SAMPLE_182 SAMPLE_183 SAMPLE_184
#> NA NA NA NA "0164" NA NA "0162"
#> SAMPLE_185 SAMPLE_186 SAMPLE_187 SAMPLE_188 SAMPLE_189 SAMPLE_190 SAMPLE_191 SAMPLE_192
#> NA NA NA NA NA "0162" NA NA
#> SAMPLE_193 SAMPLE_194 SAMPLE_195 SAMPLE_196 SAMPLE_197 SAMPLE_198 SAMPLE_199 SAMPLE_200
#> NA NA NA NA NA NA NA "0162"
#> SAMPLE_201 SAMPLE_202 SAMPLE_203 SAMPLE_204 SAMPLE_205 SAMPLE_206 SAMPLE_207 SAMPLE_208
#> NA NA NA NA NA NA NA NA
#> SAMPLE_209 SAMPLE_210 SAMPLE_211 SAMPLE_212 SAMPLE_213 SAMPLE_214 SAMPLE_215 SAMPLE_216
#> NA "02321" NA NA NA NA NA "02143"
#> SAMPLE_217 SAMPLE_218 SAMPLE_219 SAMPLE_220 SAMPLE_221 SAMPLE_222 SAMPLE_223 SAMPLE_224
#> NA NA NA NA NA NA NA NA
#> SAMPLE_225 SAMPLE_226 SAMPLE_227 SAMPLE_228 SAMPLE_229 SAMPLE_230 SAMPLE_231 SAMPLE_232
#> NA NA NA NA NA NA NA NA
#> SAMPLE_233 SAMPLE_234 SAMPLE_235 SAMPLE_236 SAMPLE_237 SAMPLE_238 SAMPLE_239 SAMPLE_240
#> NA NA NA NA NA NA NA NA
#> SAMPLE_241 SAMPLE_242 SAMPLE_243 SAMPLE_244 SAMPLE_245 SAMPLE_246 SAMPLE_247 SAMPLE_248
#> NA NA NA NA NA NA NA NA
#> SAMPLE_249 SAMPLE_250 SAMPLE_251 SAMPLE_252 SAMPLE_253 SAMPLE_254 SAMPLE_255 SAMPLE_256
#> NA NA NA NA NA NA NA NA
#> SAMPLE_257 SAMPLE_258 SAMPLE_259 SAMPLE_260 SAMPLE_261 SAMPLE_262 SAMPLE_263 SAMPLE_264
#> NA NA NA NA NA NA NA NA
#> SAMPLE_265 SAMPLE_266 SAMPLE_267 SAMPLE_268 SAMPLE_269 SAMPLE_270 SAMPLE_271 SAMPLE_272
#> NA NA NA NA NA NA NA NA
#> SAMPLE_273 SAMPLE_274 SAMPLE_275 SAMPLE_276 SAMPLE_277 SAMPLE_278 SAMPLE_279 SAMPLE_280
#> NA NA NA NA NA NA NA NA
#> SAMPLE_281 SAMPLE_282 SAMPLE_283 SAMPLE_284 SAMPLE_285 SAMPLE_286 SAMPLE_287 SAMPLE_288
#> NA NA NA NA NA NA NA NA
#> SAMPLE_289 SAMPLE_290 SAMPLE_291 SAMPLE_292 SAMPLE_293 SAMPLE_294 SAMPLE_295 SAMPLE_296
#> NA NA NA NA NA NA NA NA
#> SAMPLE_297 SAMPLE_298 SAMPLE_299 SAMPLE_300 SAMPLE_301 SAMPLE_302 SAMPLE_303 SAMPLE_304
#> NA NA NA NA NA NA NA NA
#> SAMPLE_305 SAMPLE_306 SAMPLE_307 SAMPLE_308 SAMPLE_309 SAMPLE_310 SAMPLE_311 SAMPLE_312
#> NA NA NA NA NA NA NA NA
#> SAMPLE_313 SAMPLE_314 SAMPLE_315 SAMPLE_316 SAMPLE_317 SAMPLE_318 SAMPLE_319 SAMPLE_320
#> NA NA NA NA NA NA NA NA
#> SAMPLE_321 SAMPLE_322 SAMPLE_323 SAMPLE_324 SAMPLE_325 SAMPLE_326 SAMPLE_327 SAMPLE_328
#> NA NA NA NA NA NA NA NA
#> SAMPLE_329 SAMPLE_330 SAMPLE_331 SAMPLE_332 SAMPLE_333 SAMPLE_334 SAMPLE_335 SAMPLE_336
#> "02142" "02371" "02142" "02142" NA NA NA "02143"
#> SAMPLE_337 SAMPLE_338 SAMPLE_339 SAMPLE_340 SAMPLE_341 SAMPLE_342 SAMPLE_343 SAMPLE_344
#> NA "02142" "02371" "02142" "02142" NA NA NA
#> SAMPLE_345 SAMPLE_346 SAMPLE_347 SAMPLE_348 SAMPLE_349 SAMPLE_350 SAMPLE_351 SAMPLE_352
#> NA NA "02371" "02371" "02142" NA NA NA
#> SAMPLE_353 SAMPLE_354 SAMPLE_355 SAMPLE_356 SAMPLE_357 SAMPLE_358 SAMPLE_359 SAMPLE_360
#> "02142" NA "02371" NA NA NA "02142" NA
#> SAMPLE_361 SAMPLE_362 SAMPLE_363 SAMPLE_364 SAMPLE_365 SAMPLE_366 SAMPLE_367 SAMPLE_368
#> "02371" "02142" "02371" NA NA NA NA NA
#> SAMPLE_369 SAMPLE_370 SAMPLE_371 SAMPLE_372 SAMPLE_373 SAMPLE_374 SAMPLE_375 SAMPLE_376
#> NA NA NA NA NA NA "02371" NA
#> SAMPLE_377 SAMPLE_378 SAMPLE_379 SAMPLE_380 SAMPLE_381 SAMPLE_382 SAMPLE_383 SAMPLE_384
#> NA "02371" NA "0165" "0165" NA NA NA
#> SAMPLE_385 SAMPLE_386 SAMPLE_387 SAMPLE_388 SAMPLE_389 SAMPLE_390 SAMPLE_391 SAMPLE_392
#> NA NA NA "0164" NA NA NA NA
#> SAMPLE_393 SAMPLE_394 SAMPLE_395 SAMPLE_396 SAMPLE_397 SAMPLE_398 SAMPLE_399 SAMPLE_400
#> NA NA NA NA NA "0162" NA NA
#> SAMPLE_401 SAMPLE_402 SAMPLE_403 SAMPLE_404 SAMPLE_405 SAMPLE_406 SAMPLE_407 SAMPLE_408
#> NA "0163" NA "0162" "0163" NA NA NA
#> SAMPLE_409 SAMPLE_410 SAMPLE_411 SAMPLE_412 SAMPLE_413 SAMPLE_414 SAMPLE_415 SAMPLE_416
#> NA NA NA NA NA NA NA NA
#> SAMPLE_417 SAMPLE_418 SAMPLE_419 SAMPLE_420 SAMPLE_421 SAMPLE_422 SAMPLE_423 SAMPLE_424
#> NA "0164" NA NA NA NA NA NA
#> SAMPLE_425 SAMPLE_426 SAMPLE_427 SAMPLE_428 SAMPLE_429 SAMPLE_430 SAMPLE_431 SAMPLE_432
#> "0164" NA NA NA NA NA NA NA
#> SAMPLE_433 SAMPLE_434 SAMPLE_435 SAMPLE_436 SAMPLE_437 SAMPLE_438 SAMPLE_439 SAMPLE_440
#> NA NA "0164" NA NA NA NA "0164"
#> SAMPLE_441 SAMPLE_442 SAMPLE_443 SAMPLE_444 SAMPLE_445 SAMPLE_446 SAMPLE_447 SAMPLE_448
#> NA NA NA NA NA NA NA NA
#> SAMPLE_449 SAMPLE_450 SAMPLE_451 SAMPLE_452 SAMPLE_453 SAMPLE_454 SAMPLE_455 SAMPLE_456
#> NA NA NA NA NA NA NA NA
#> SAMPLE_457 SAMPLE_458 SAMPLE_459 SAMPLE_460 SAMPLE_461 SAMPLE_462 SAMPLE_463 SAMPLE_464
#> NA NA NA NA "0163" NA NA NA
#> SAMPLE_465 SAMPLE_466 SAMPLE_467 SAMPLE_468 SAMPLE_469 SAMPLE_470 SAMPLE_471 SAMPLE_472
#> "0164" NA NA "0162" NA "02372" NA NA
#> SAMPLE_473 SAMPLE_474 SAMPLE_475 SAMPLE_476 SAMPLE_477 SAMPLE_478 SAMPLE_479 SAMPLE_480
#> "0162" NA "0162" NA NA NA NA NA
#> SAMPLE_481 SAMPLE_482 SAMPLE_483 SAMPLE_484 SAMPLE_485 SAMPLE_486 SAMPLE_487 SAMPLE_488
#> NA NA NA "0164" NA NA NA "0164"
#> SAMPLE_489 SAMPLE_490 SAMPLE_491 SAMPLE_492 SAMPLE_493 SAMPLE_494 SAMPLE_495 SAMPLE_496
#> "0162" NA NA NA NA NA NA NA
#> SAMPLE_497 SAMPLE_498 SAMPLE_499 SAMPLE_500 SAMPLE_501 SAMPLE_502 SAMPLE_503 SAMPLE_504
#> NA NA NA NA "0163" NA NA NA
#> SAMPLE_505 SAMPLE_506 SAMPLE_507 SAMPLE_508 SAMPLE_509 SAMPLE_510 SAMPLE_511 SAMPLE_512
#> NA NA NA NA NA NA NA NA
#> SAMPLE_513 SAMPLE_514 SAMPLE_515 SAMPLE_516 SAMPLE_517 SAMPLE_518 SAMPLE_519 SAMPLE_520
#> NA NA NA NA NA NA NA NA
#> SAMPLE_521 SAMPLE_522 SAMPLE_523 SAMPLE_524 SAMPLE_525 SAMPLE_526 SAMPLE_527 SAMPLE_528
#> NA NA NA NA NA NA NA "0162"
#> SAMPLE_529 SAMPLE_530 SAMPLE_531 SAMPLE_532 SAMPLE_533 SAMPLE_534 SAMPLE_535 SAMPLE_536
#> NA "0164" NA NA NA NA NA "0162"
#> SAMPLE_537 SAMPLE_538 SAMPLE_539 SAMPLE_540 SAMPLE_541 SAMPLE_542 SAMPLE_543 SAMPLE_544
#> NA NA NA NA NA NA NA NA
#> SAMPLE_545 SAMPLE_546 SAMPLE_547 SAMPLE_548 SAMPLE_549 SAMPLE_550 SAMPLE_551 SAMPLE_552
#> NA NA NA NA NA NA NA NA
#> SAMPLE_553 SAMPLE_554 SAMPLE_555 SAMPLE_556 SAMPLE_557 SAMPLE_558 SAMPLE_559 SAMPLE_560
#> NA NA NA NA NA NA NA NA
#> SAMPLE_561 SAMPLE_562 SAMPLE_563 SAMPLE_564 SAMPLE_565 SAMPLE_566 SAMPLE_567 SAMPLE_568
#> NA NA NA NA NA NA NA NA
#> SAMPLE_569 SAMPLE_570 SAMPLE_571 SAMPLE_572 SAMPLE_573 SAMPLE_574 SAMPLE_575 SAMPLE_576
#> NA NA NA NA NA NA NA NA
#> SAMPLE_577 SAMPLE_578 SAMPLE_579 SAMPLE_580 SAMPLE_581 SAMPLE_582 SAMPLE_583 SAMPLE_584
#> NA NA NA NA "0164" NA NA NA
#> SAMPLE_585 SAMPLE_586 SAMPLE_587 SAMPLE_588 SAMPLE_589 SAMPLE_590 SAMPLE_591 SAMPLE_592
#> NA NA "0164" NA NA NA NA NA
#> SAMPLE_593 SAMPLE_594 SAMPLE_595 SAMPLE_596 SAMPLE_597 SAMPLE_598 SAMPLE_599 SAMPLE_600
#> NA NA NA NA NA NA NA NA
#> SAMPLE_601 SAMPLE_602 SAMPLE_603 SAMPLE_604 SAMPLE_605 SAMPLE_606 SAMPLE_607 SAMPLE_608
#> NA NA NA NA NA NA NA NA
#> SAMPLE_609 SAMPLE_610 SAMPLE_611 SAMPLE_612 SAMPLE_613 SAMPLE_614 SAMPLE_615 SAMPLE_616
#> NA NA NA NA NA NA NA NA
#> SAMPLE_617 SAMPLE_618 SAMPLE_619 SAMPLE_620 SAMPLE_621 SAMPLE_622 SAMPLE_623 SAMPLE_624
#> NA NA NA NA NA NA NA NA
#> SAMPLE_625 SAMPLE_626 SAMPLE_627 SAMPLE_628 SAMPLE_629 SAMPLE_630 SAMPLE_631 SAMPLE_632
#> NA NA NA NA NA NA NA NA
#> SAMPLE_633 SAMPLE_634 SAMPLE_635 SAMPLE_636 SAMPLE_637 SAMPLE_638 SAMPLE_639 SAMPLE_640
#> NA NA NA NA NA NA NA NA
#> SAMPLE_641 SAMPLE_642 SAMPLE_643 SAMPLE_644 SAMPLE_645 SAMPLE_646 SAMPLE_647 SAMPLE_648
#> NA NA "02321" "02371" NA NA "02143" NA
#> SAMPLE_649 SAMPLE_650 SAMPLE_651 SAMPLE_652 SAMPLE_653 SAMPLE_654 SAMPLE_655 SAMPLE_656
#> NA NA NA NA NA NA NA NA
#> SAMPLE_657 SAMPLE_658 SAMPLE_659 SAMPLE_660 SAMPLE_661 SAMPLE_662 SAMPLE_663 SAMPLE_664
#> NA NA NA NA NA NA NA NA
#> SAMPLE_665 SAMPLE_666 SAMPLE_667 SAMPLE_668 SAMPLE_669 SAMPLE_670 SAMPLE_671 SAMPLE_672
#> NA NA NA NA NA "0163" NA NA
#> SAMPLE_673 SAMPLE_674 SAMPLE_675 SAMPLE_676 SAMPLE_677 SAMPLE_678 SAMPLE_679 SAMPLE_680
#> NA NA NA NA NA NA NA NA
#> SAMPLE_681 SAMPLE_682 SAMPLE_683 SAMPLE_684 SAMPLE_685 SAMPLE_686 SAMPLE_687 SAMPLE_688
#> NA NA NA NA NA NA NA NA
#> SAMPLE_689 SAMPLE_690 SAMPLE_691 SAMPLE_692 SAMPLE_693 SAMPLE_694 SAMPLE_695 SAMPLE_696
#> NA NA NA NA NA NA "02324" NA
#> SAMPLE_697 SAMPLE_698 SAMPLE_699 SAMPLE_700 SAMPLE_701 SAMPLE_702 SAMPLE_703 SAMPLE_704
#> NA NA NA NA NA NA NA NA
#> SAMPLE_705 SAMPLE_706 SAMPLE_707 SAMPLE_708 SAMPLE_709 SAMPLE_710 SAMPLE_711 SAMPLE_712
#> NA NA NA NA NA NA NA NA
#> SAMPLE_713 SAMPLE_714 SAMPLE_715 SAMPLE_716 SAMPLE_717 SAMPLE_718 SAMPLE_719 SAMPLE_720
#> NA "02324" NA NA NA NA NA NA
#> SAMPLE_721 SAMPLE_722 SAMPLE_723 SAMPLE_724 SAMPLE_725 SAMPLE_726 SAMPLE_727 SAMPLE_728
#> NA NA NA NA NA NA NA NA
#> SAMPLE_729 SAMPLE_730 SAMPLE_731 SAMPLE_732 SAMPLE_733 SAMPLE_734 SAMPLE_735 SAMPLE_736
#> NA NA NA NA NA NA NA NA
#> SAMPLE_737 SAMPLE_738 SAMPLE_739 SAMPLE_740 SAMPLE_741 SAMPLE_742 SAMPLE_743 SAMPLE_744
#> NA NA "02324" NA NA NA NA NA
#> SAMPLE_745 SAMPLE_746 SAMPLE_747 SAMPLE_748 SAMPLE_749 SAMPLE_750 SAMPLE_751 SAMPLE_752
#> NA NA NA "02371" NA NA NA NA
#> SAMPLE_753 SAMPLE_754 SAMPLE_755 SAMPLE_756 SAMPLE_757 SAMPLE_758 SAMPLE_759 SAMPLE_760
#> NA NA NA NA NA NA NA NA
#> SAMPLE_761 SAMPLE_762 SAMPLE_763 SAMPLE_764 SAMPLE_765 SAMPLE_766 SAMPLE_767 SAMPLE_768
#> NA NA NA NA NA NA NA NA
#> SAMPLE_769 SAMPLE_770 SAMPLE_771 SAMPLE_772 SAMPLE_773 SAMPLE_774 SAMPLE_775 SAMPLE_776
#> NA NA NA NA NA NA NA NA
#> SAMPLE_777 SAMPLE_778 SAMPLE_779 SAMPLE_780 SAMPLE_781 SAMPLE_782 SAMPLE_783 SAMPLE_784
#> NA NA NA NA NA NA NA NA
#> SAMPLE_785 SAMPLE_786 SAMPLE_787 SAMPLE_788 SAMPLE_789 SAMPLE_790 SAMPLE_791 SAMPLE_792
#> NA NA NA NA NA NA NA NA
#> SAMPLE_793 SAMPLE_794 SAMPLE_795 SAMPLE_796 SAMPLE_797 SAMPLE_798 SAMPLE_799 SAMPLE_800
#> "0143" NA NA NA NA NA NA NA
#> SAMPLE_801 SAMPLE_802 SAMPLE_803 SAMPLE_804 SAMPLE_805 SAMPLE_806 SAMPLE_807 SAMPLE_808
#> NA NA NA NA NA NA NA NA
#> SAMPLE_809 SAMPLE_810 SAMPLE_811 SAMPLE_812 SAMPLE_813 SAMPLE_814 SAMPLE_815 SAMPLE_816
#> NA NA NA NA NA NA NA NA
#> SAMPLE_817 SAMPLE_818 SAMPLE_819 SAMPLE_820 SAMPLE_821 SAMPLE_822 SAMPLE_823 SAMPLE_824
#> NA NA NA NA NA NA NA NA
#> SAMPLE_825 SAMPLE_826 SAMPLE_827 SAMPLE_828 SAMPLE_829 SAMPLE_830 SAMPLE_831 SAMPLE_832
#> NA NA NA NA NA NA NA NA
#> SAMPLE_833 SAMPLE_834 SAMPLE_835 SAMPLE_836 SAMPLE_837 SAMPLE_838 SAMPLE_839 SAMPLE_840
#> NA NA NA NA NA NA "0162" NA
#> SAMPLE_841 SAMPLE_842 SAMPLE_843 SAMPLE_844 SAMPLE_845 SAMPLE_846 SAMPLE_847 SAMPLE_848
#> NA NA NA NA "0162" NA "0164" NA
#> SAMPLE_849 SAMPLE_850 SAMPLE_851 SAMPLE_852 SAMPLE_853 SAMPLE_854 SAMPLE_855 SAMPLE_856
#> "02374" NA "02141" NA NA NA NA NA
#> SAMPLE_857 SAMPLE_858 SAMPLE_859 SAMPLE_860 SAMPLE_861 SAMPLE_862 SAMPLE_863 SAMPLE_864
#> "0144" "0144" NA NA NA NA NA NA
#> SAMPLE_865 SAMPLE_866 SAMPLE_867 SAMPLE_868 SAMPLE_869 SAMPLE_870 SAMPLE_871 SAMPLE_872
#> NA NA NA NA NA "0141" NA NA
#> SAMPLE_873 SAMPLE_874 SAMPLE_875 SAMPLE_876 SAMPLE_877 SAMPLE_878 SAMPLE_879 SAMPLE_880
#> NA NA NA NA NA "0144" NA NA
#> SAMPLE_881 SAMPLE_882 SAMPLE_883 SAMPLE_884 SAMPLE_885 SAMPLE_886 SAMPLE_887 SAMPLE_888
#> NA NA NA NA NA NA NA NA
#> SAMPLE_889 SAMPLE_890 SAMPLE_891 SAMPLE_892 SAMPLE_893 SAMPLE_894 SAMPLE_895 SAMPLE_896
#> NA NA "0144" NA "0144" NA NA NA
#> SAMPLE_897 SAMPLE_898 SAMPLE_899 SAMPLE_900 SAMPLE_901 SAMPLE_902 SAMPLE_903 SAMPLE_904
#> NA NA "02374" NA "02143" NA NA NA
#> SAMPLE_905 SAMPLE_906 SAMPLE_907 SAMPLE_908 SAMPLE_909 SAMPLE_910 SAMPLE_911 SAMPLE_912
#> NA NA NA NA NA NA NA NA
#> SAMPLE_913 SAMPLE_914 SAMPLE_915 SAMPLE_916 SAMPLE_917 SAMPLE_918 SAMPLE_919 SAMPLE_920
#> NA NA NA NA NA NA NA NA
#> SAMPLE_921 SAMPLE_922 SAMPLE_923 SAMPLE_924 SAMPLE_925 SAMPLE_926 SAMPLE_927 SAMPLE_928
#> NA NA NA NA NA NA NA NA
#> SAMPLE_929 SAMPLE_930 SAMPLE_931 SAMPLE_932 SAMPLE_933 SAMPLE_934 SAMPLE_935 SAMPLE_936
#> NA NA NA NA NA NA NA NA
#> SAMPLE_937 SAMPLE_938 SAMPLE_939 SAMPLE_940 SAMPLE_941 SAMPLE_942 SAMPLE_943 SAMPLE_944
#> NA NA "02142" "02371" "02371" NA "02371" NA
#> SAMPLE_945 SAMPLE_946 SAMPLE_947 SAMPLE_948 SAMPLE_949 SAMPLE_950 SAMPLE_951 SAMPLE_952
#> "02372" "02371" "02142" "02371" "02371" "02371" NA NA
#> SAMPLE_953 SAMPLE_954 SAMPLE_955 SAMPLE_956 SAMPLE_957 SAMPLE_958 SAMPLE_959 SAMPLE_960
#> NA "02373" "02371" "02371" "02371" "02371" "02371" "02371"
#> SAMPLE_961 SAMPLE_962 SAMPLE_963 SAMPLE_964 SAMPLE_965 SAMPLE_966 SAMPLE_967 SAMPLE_968
#> NA NA NA NA NA NA NA NA
#> SAMPLE_969 SAMPLE_970 SAMPLE_971 SAMPLE_972 SAMPLE_973 SAMPLE_974 SAMPLE_975 SAMPLE_976
#> NA NA NA NA NA NA NA NA
#> SAMPLE_977 SAMPLE_978 SAMPLE_979 SAMPLE_980 SAMPLE_981 SAMPLE_982 SAMPLE_983 SAMPLE_984
#> NA NA NA "02143" NA NA NA NA
#> SAMPLE_985 SAMPLE_986 SAMPLE_987 SAMPLE_988 SAMPLE_989 SAMPLE_990 SAMPLE_991 SAMPLE_992
#> NA "0141" NA NA NA NA "0161" NA
#> SAMPLE_993 SAMPLE_994 SAMPLE_995 SAMPLE_996 SAMPLE_997 SAMPLE_998 SAMPLE_999 SAMPLE_1000
#> NA NA NA NA NA NA NA "02371"
#> SAMPLE_1001 SAMPLE_1002 SAMPLE_1003 SAMPLE_1004 SAMPLE_1005 SAMPLE_1006 SAMPLE_1007 SAMPLE_1008
#> NA NA "02371" NA "02373" NA NA NA
#> SAMPLE_1009 SAMPLE_1010 SAMPLE_1011 SAMPLE_1012 SAMPLE_1013 SAMPLE_1014 SAMPLE_1015 SAMPLE_1016
#> NA "02373" NA NA NA NA "02142" "02371"
#> SAMPLE_1017 SAMPLE_1018 SAMPLE_1019 SAMPLE_1020 SAMPLE_1021 SAMPLE_1022 SAMPLE_1023 SAMPLE_1024
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1025 SAMPLE_1026 SAMPLE_1027 SAMPLE_1028 SAMPLE_1029 SAMPLE_1030 SAMPLE_1031 SAMPLE_1032
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1033 SAMPLE_1034 SAMPLE_1035 SAMPLE_1036 SAMPLE_1037 SAMPLE_1038 SAMPLE_1039 SAMPLE_1040
#> NA NA NA NA NA "0163" NA NA
#> SAMPLE_1041 SAMPLE_1042 SAMPLE_1043 SAMPLE_1044 SAMPLE_1045 SAMPLE_1046 SAMPLE_1047 SAMPLE_1048
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1049 SAMPLE_1050 SAMPLE_1051 SAMPLE_1052 SAMPLE_1053 SAMPLE_1054 SAMPLE_1055 SAMPLE_1056
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1057 SAMPLE_1058 SAMPLE_1059 SAMPLE_1060 SAMPLE_1061 SAMPLE_1062 SAMPLE_1063 SAMPLE_1064
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1065 SAMPLE_1066 SAMPLE_1067 SAMPLE_1068 SAMPLE_1069 SAMPLE_1070 SAMPLE_1071 SAMPLE_1072
#> "0163" NA "02141" NA NA "02375" "02141" NA
#> SAMPLE_1073 SAMPLE_1074 SAMPLE_1075 SAMPLE_1076 SAMPLE_1077 SAMPLE_1078 SAMPLE_1079 SAMPLE_1080
#> NA "02141" "02141" "02141" "02141" NA "02141" "02141"
#> SAMPLE_1081 SAMPLE_1082 SAMPLE_1083 SAMPLE_1084 SAMPLE_1085 SAMPLE_1086 SAMPLE_1087 SAMPLE_1088
#> "02141" NA NA NA NA NA "02371" NA
#> SAMPLE_1089 SAMPLE_1090 SAMPLE_1091 SAMPLE_1092 SAMPLE_1093 SAMPLE_1094 SAMPLE_1095 SAMPLE_1096
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1097 SAMPLE_1098 SAMPLE_1099 SAMPLE_1100 SAMPLE_1101 SAMPLE_1102 SAMPLE_1103 SAMPLE_1104
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1105 SAMPLE_1106 SAMPLE_1107 SAMPLE_1108 SAMPLE_1109 SAMPLE_1110 SAMPLE_1111 SAMPLE_1112
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1113 SAMPLE_1114 SAMPLE_1115 SAMPLE_1116 SAMPLE_1117 SAMPLE_1118 SAMPLE_1119 SAMPLE_1120
#> NA NA NA NA "02373" NA NA NA
#> SAMPLE_1121 SAMPLE_1122 SAMPLE_1123 SAMPLE_1124 SAMPLE_1125 SAMPLE_1126 SAMPLE_1127 SAMPLE_1128
#> NA NA NA NA NA NA NA "02142"
#> SAMPLE_1129 SAMPLE_1130 SAMPLE_1131 SAMPLE_1132 SAMPLE_1133 SAMPLE_1134 SAMPLE_1135 SAMPLE_1136
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1137 SAMPLE_1138 SAMPLE_1139 SAMPLE_1140 SAMPLE_1141 SAMPLE_1142 SAMPLE_1143 SAMPLE_1144
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1145 SAMPLE_1146 SAMPLE_1147 SAMPLE_1148 SAMPLE_1149 SAMPLE_1150 SAMPLE_1151 SAMPLE_1152
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1153 SAMPLE_1154 SAMPLE_1155 SAMPLE_1156 SAMPLE_1157 SAMPLE_1158 SAMPLE_1159 SAMPLE_1160
#> NA NA NA NA NA "02141" "0144" "0144"
#> SAMPLE_1161 SAMPLE_1162 SAMPLE_1163 SAMPLE_1164 SAMPLE_1165 SAMPLE_1166 SAMPLE_1167 SAMPLE_1168
#> "0143" NA NA NA NA NA "02372" NA
#> SAMPLE_1169 SAMPLE_1170 SAMPLE_1171 SAMPLE_1172 SAMPLE_1173 SAMPLE_1174 SAMPLE_1175 SAMPLE_1176
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1177 SAMPLE_1178 SAMPLE_1179 SAMPLE_1180 SAMPLE_1181 SAMPLE_1182 SAMPLE_1183 SAMPLE_1184
#> NA NA NA NA NA "02371" NA NA
#> SAMPLE_1185 SAMPLE_1186 SAMPLE_1187 SAMPLE_1188 SAMPLE_1189 SAMPLE_1190 SAMPLE_1191 SAMPLE_1192
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1193 SAMPLE_1194 SAMPLE_1195 SAMPLE_1196 SAMPLE_1197 SAMPLE_1198 SAMPLE_1199 SAMPLE_1200
#> NA NA "02373" "02142" "02373" "02371" "02142" "02142"
#> SAMPLE_1201 SAMPLE_1202 SAMPLE_1203 SAMPLE_1204 SAMPLE_1205 SAMPLE_1206 SAMPLE_1207 SAMPLE_1208
#> NA "02142" NA NA NA NA NA NA
#> SAMPLE_1209 SAMPLE_1210 SAMPLE_1211 SAMPLE_1212 SAMPLE_1213 SAMPLE_1214 SAMPLE_1215 SAMPLE_1216
#> NA NA "0162" "0163" "0164" NA "02143" NA
#> SAMPLE_1217 SAMPLE_1218 SAMPLE_1219 SAMPLE_1220 SAMPLE_1221 SAMPLE_1222 SAMPLE_1223 SAMPLE_1224
#> NA NA NA NA NA "02324" NA NA
#> SAMPLE_1225 SAMPLE_1226 SAMPLE_1227 SAMPLE_1228 SAMPLE_1229 SAMPLE_1230 SAMPLE_1231 SAMPLE_1232
#> NA NA NA NA "02324" NA NA NA
#> SAMPLE_1233 SAMPLE_1234 SAMPLE_1235 SAMPLE_1236 SAMPLE_1237 SAMPLE_1238 SAMPLE_1239 SAMPLE_1240
#> "02324" NA NA NA NA NA NA "02142"
#> SAMPLE_1241 SAMPLE_1242 SAMPLE_1243 SAMPLE_1244 SAMPLE_1245 SAMPLE_1246 SAMPLE_1247 SAMPLE_1248
#> NA NA "0162" NA NA NA NA "02375"
#> SAMPLE_1249 SAMPLE_1250 SAMPLE_1251 SAMPLE_1252 SAMPLE_1253 SAMPLE_1254 SAMPLE_1255 SAMPLE_1256
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1257 SAMPLE_1258 SAMPLE_1259 SAMPLE_1260 SAMPLE_1261 SAMPLE_1262 SAMPLE_1263 SAMPLE_1264
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1265 SAMPLE_1266 SAMPLE_1267 SAMPLE_1268 SAMPLE_1269 SAMPLE_1270 SAMPLE_1271 SAMPLE_1272
#> NA "02321" "02322" "0161" NA "02321" "02321" "02321"
#> SAMPLE_1273 SAMPLE_1274 SAMPLE_1275 SAMPLE_1276 SAMPLE_1277 SAMPLE_1278 SAMPLE_1279 SAMPLE_1280
#> "02321" NA NA NA NA NA NA NA
#> SAMPLE_1281 SAMPLE_1282 SAMPLE_1283 SAMPLE_1284 SAMPLE_1285 SAMPLE_1286 SAMPLE_1287 SAMPLE_1288
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1289 SAMPLE_1290 SAMPLE_1291 SAMPLE_1292 SAMPLE_1293 SAMPLE_1294 SAMPLE_1295 SAMPLE_1296
#> NA "02322" NA NA NA NA "02321" NA
#> SAMPLE_1297 SAMPLE_1298 SAMPLE_1299 SAMPLE_1300 SAMPLE_1301 SAMPLE_1302 SAMPLE_1303 SAMPLE_1304
#> NA "02321" NA NA NA "02321" "02321" "02321"
#> SAMPLE_1305 SAMPLE_1306 SAMPLE_1307 SAMPLE_1308 SAMPLE_1309 SAMPLE_1310 SAMPLE_1311 SAMPLE_1312
#> NA "02321" NA "02321" "02321" NA NA NA
#> SAMPLE_1313 SAMPLE_1314 SAMPLE_1315 SAMPLE_1316 SAMPLE_1317 SAMPLE_1318 SAMPLE_1319 SAMPLE_1320
#> "02321" "02321" "02321" NA NA NA NA NA
#> SAMPLE_1321 SAMPLE_1322 SAMPLE_1323 SAMPLE_1324 SAMPLE_1325 SAMPLE_1326 SAMPLE_1327 SAMPLE_1328
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1329 SAMPLE_1330 SAMPLE_1331 SAMPLE_1332 SAMPLE_1333 SAMPLE_1334 SAMPLE_1335 SAMPLE_1336
#> NA NA NA NA NA NA NA "0161"
#> SAMPLE_1337 SAMPLE_1338 SAMPLE_1339 SAMPLE_1340 SAMPLE_1341 SAMPLE_1342 SAMPLE_1343 SAMPLE_1344
#> NA NA "02323" "02144" NA NA NA NA
#> SAMPLE_1345 SAMPLE_1346 SAMPLE_1347 SAMPLE_1348 SAMPLE_1349 SAMPLE_1350 SAMPLE_1351 SAMPLE_1352
#> NA NA NA NA NA "02323" NA NA
#> SAMPLE_1353 SAMPLE_1354 SAMPLE_1355 SAMPLE_1356 SAMPLE_1357 SAMPLE_1358 SAMPLE_1359 SAMPLE_1360
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1361 SAMPLE_1362 SAMPLE_1363 SAMPLE_1364 SAMPLE_1365 SAMPLE_1366 SAMPLE_1367 SAMPLE_1368
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1369 SAMPLE_1370 SAMPLE_1371 SAMPLE_1372 SAMPLE_1373 SAMPLE_1374 SAMPLE_1375 SAMPLE_1376
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1377 SAMPLE_1378 SAMPLE_1379 SAMPLE_1380 SAMPLE_1381 SAMPLE_1382 SAMPLE_1383 SAMPLE_1384
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1385 SAMPLE_1386 SAMPLE_1387 SAMPLE_1388 SAMPLE_1389 SAMPLE_1390 SAMPLE_1391 SAMPLE_1392
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1393 SAMPLE_1394 SAMPLE_1395 SAMPLE_1396 SAMPLE_1397 SAMPLE_1398 SAMPLE_1399 SAMPLE_1400
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1401 SAMPLE_1402 SAMPLE_1403 SAMPLE_1404 SAMPLE_1405 SAMPLE_1406 SAMPLE_1407 SAMPLE_1408
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1409 SAMPLE_1410 SAMPLE_1411 SAMPLE_1412 SAMPLE_1413 SAMPLE_1414 SAMPLE_1415 SAMPLE_1416
#> NA NA NA NA NA NA NA "0164"
#> SAMPLE_1417 SAMPLE_1418 SAMPLE_1419 SAMPLE_1420 SAMPLE_1421 SAMPLE_1422 SAMPLE_1423 SAMPLE_1424
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1425 SAMPLE_1426 SAMPLE_1427 SAMPLE_1428 SAMPLE_1429 SAMPLE_1430 SAMPLE_1431 SAMPLE_1432
#> NA NA "0141" NA "02325" "02142" NA NA
#> SAMPLE_1433 SAMPLE_1434 SAMPLE_1435 SAMPLE_1436 SAMPLE_1437 SAMPLE_1438 SAMPLE_1439 SAMPLE_1440
#> NA NA NA NA NA NA NA "0161"
#> SAMPLE_1441 SAMPLE_1442 SAMPLE_1443 SAMPLE_1444 SAMPLE_1445 SAMPLE_1446 SAMPLE_1447 SAMPLE_1448
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1449 SAMPLE_1450 SAMPLE_1451 SAMPLE_1452 SAMPLE_1453 SAMPLE_1454 SAMPLE_1455 SAMPLE_1456
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1457 SAMPLE_1458 SAMPLE_1459 SAMPLE_1460 SAMPLE_1461 SAMPLE_1462 SAMPLE_1463 SAMPLE_1464
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1465 SAMPLE_1466 SAMPLE_1467 SAMPLE_1468 SAMPLE_1469 SAMPLE_1470 SAMPLE_1471 SAMPLE_1472
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1473 SAMPLE_1474 SAMPLE_1475 SAMPLE_1476 SAMPLE_1477 SAMPLE_1478 SAMPLE_1479 SAMPLE_1480
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1481 SAMPLE_1482 SAMPLE_1483 SAMPLE_1484 SAMPLE_1485 SAMPLE_1486 SAMPLE_1487 SAMPLE_1488
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1489 SAMPLE_1490 SAMPLE_1491 SAMPLE_1492 SAMPLE_1493 SAMPLE_1494 SAMPLE_1495 SAMPLE_1496
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1497 SAMPLE_1498 SAMPLE_1499 SAMPLE_1500 SAMPLE_1501 SAMPLE_1502 SAMPLE_1503 SAMPLE_1504
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1505 SAMPLE_1506 SAMPLE_1507 SAMPLE_1508 SAMPLE_1509 SAMPLE_1510 SAMPLE_1511 SAMPLE_1512
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1513 SAMPLE_1514 SAMPLE_1515 SAMPLE_1516 SAMPLE_1517 SAMPLE_1518 SAMPLE_1519 SAMPLE_1520
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1521 SAMPLE_1522 SAMPLE_1523 SAMPLE_1524 SAMPLE_1525 SAMPLE_1526 SAMPLE_1527 SAMPLE_1528
#> NA NA NA NA NA "02321" NA NA
#> SAMPLE_1529 SAMPLE_1530 SAMPLE_1531 SAMPLE_1532 SAMPLE_1533 SAMPLE_1534 SAMPLE_1535 SAMPLE_1536
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1537 SAMPLE_1538 SAMPLE_1539 SAMPLE_1540 SAMPLE_1541 SAMPLE_1542 SAMPLE_1543 SAMPLE_1544
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1545 SAMPLE_1546 SAMPLE_1547 SAMPLE_1548 SAMPLE_1549 SAMPLE_1550 SAMPLE_1551 SAMPLE_1552
#> NA NA NA NA NA NA "02142" NA
#> SAMPLE_1553 SAMPLE_1554 SAMPLE_1555 SAMPLE_1556 SAMPLE_1557 SAMPLE_1558 SAMPLE_1559 SAMPLE_1560
#> NA "02322" NA "02322" "02322" "02322" NA "02322"
#> SAMPLE_1561 SAMPLE_1562 SAMPLE_1563 SAMPLE_1564 SAMPLE_1565 SAMPLE_1566 SAMPLE_1567 SAMPLE_1568
#> NA NA "02322" NA "02322" "02322" NA NA
#> SAMPLE_1569 SAMPLE_1570 SAMPLE_1571 SAMPLE_1572 SAMPLE_1573 SAMPLE_1574 SAMPLE_1575 SAMPLE_1576
#> NA NA NA NA NA NA "02322" NA
#> SAMPLE_1577 SAMPLE_1578 SAMPLE_1579 SAMPLE_1580 SAMPLE_1581 SAMPLE_1582 SAMPLE_1583 SAMPLE_1584
#> NA "02371" NA NA NA NA NA NA
#> SAMPLE_1585 SAMPLE_1586 SAMPLE_1587 SAMPLE_1588 SAMPLE_1589 SAMPLE_1590 SAMPLE_1591 SAMPLE_1592
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1593 SAMPLE_1594 SAMPLE_1595 SAMPLE_1596 SAMPLE_1597 SAMPLE_1598 SAMPLE_1599 SAMPLE_1600
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1601 SAMPLE_1602 SAMPLE_1603 SAMPLE_1604 SAMPLE_1605 SAMPLE_1606 SAMPLE_1607 SAMPLE_1608
#> NA NA "0144" NA "0144" "0143" "0143" NA
#> SAMPLE_1609 SAMPLE_1610 SAMPLE_1611 SAMPLE_1612 SAMPLE_1613 SAMPLE_1614 SAMPLE_1615 SAMPLE_1616
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1617 SAMPLE_1618 SAMPLE_1619 SAMPLE_1620 SAMPLE_1621 SAMPLE_1622 SAMPLE_1623 SAMPLE_1624
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1625 SAMPLE_1626 SAMPLE_1627 SAMPLE_1628 SAMPLE_1629 SAMPLE_1630 SAMPLE_1631 SAMPLE_1632
#> NA NA NA NA NA NA "02144" NA
#> SAMPLE_1633 SAMPLE_1634 SAMPLE_1635 SAMPLE_1636 SAMPLE_1637 SAMPLE_1638 SAMPLE_1639 SAMPLE_1640
#> NA NA NA NA "02374" NA NA NA
#> SAMPLE_1641 SAMPLE_1642 SAMPLE_1643 SAMPLE_1644 SAMPLE_1645 SAMPLE_1646 SAMPLE_1647 SAMPLE_1648
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1649 SAMPLE_1650 SAMPLE_1651 SAMPLE_1652 SAMPLE_1653 SAMPLE_1654 SAMPLE_1655 SAMPLE_1656
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1657 SAMPLE_1658 SAMPLE_1659 SAMPLE_1660 SAMPLE_1661 SAMPLE_1662 SAMPLE_1663 SAMPLE_1664
#> "02325" NA NA NA NA NA NA NA
#> SAMPLE_1665 SAMPLE_1666 SAMPLE_1667 SAMPLE_1668 SAMPLE_1669 SAMPLE_1670 SAMPLE_1671 SAMPLE_1672
#> NA "02321" "0164" NA "02141" NA NA NA
#> SAMPLE_1673 SAMPLE_1674 SAMPLE_1675 SAMPLE_1676 SAMPLE_1677 SAMPLE_1678 SAMPLE_1679 SAMPLE_1680
#> NA NA NA NA "0143" NA NA NA
#> SAMPLE_1681 SAMPLE_1682 SAMPLE_1683 SAMPLE_1684 SAMPLE_1685 SAMPLE_1686 SAMPLE_1687 SAMPLE_1688
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1689 SAMPLE_1690 SAMPLE_1691 SAMPLE_1692 SAMPLE_1693 SAMPLE_1694 SAMPLE_1695 SAMPLE_1696
#> NA NA NA NA NA "0144" NA NA
#> SAMPLE_1697 SAMPLE_1698 SAMPLE_1699 SAMPLE_1700 SAMPLE_1701 SAMPLE_1702 SAMPLE_1703 SAMPLE_1704
#> NA "0142" NA NA NA NA NA NA
#> SAMPLE_1705 SAMPLE_1706 SAMPLE_1707 SAMPLE_1708 SAMPLE_1709 SAMPLE_1710 SAMPLE_1711 SAMPLE_1712
#> NA NA NA NA NA NA NA "0161"
#> SAMPLE_1713 SAMPLE_1714 SAMPLE_1715 SAMPLE_1716 SAMPLE_1717 SAMPLE_1718 SAMPLE_1719 SAMPLE_1720
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1721 SAMPLE_1722 SAMPLE_1723 SAMPLE_1724 SAMPLE_1725 SAMPLE_1726 SAMPLE_1727 SAMPLE_1728
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1729 SAMPLE_1730 SAMPLE_1731 SAMPLE_1732 SAMPLE_1733 SAMPLE_1734 SAMPLE_1735 SAMPLE_1736
#> NA NA NA NA NA NA NA "0142"
#> SAMPLE_1737 SAMPLE_1738 SAMPLE_1739 SAMPLE_1740 SAMPLE_1741 SAMPLE_1742 SAMPLE_1743 SAMPLE_1744
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1745 SAMPLE_1746 SAMPLE_1747 SAMPLE_1748 SAMPLE_1749 SAMPLE_1750 SAMPLE_1751 SAMPLE_1752
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1753 SAMPLE_1754 SAMPLE_1755 SAMPLE_1756 SAMPLE_1757 SAMPLE_1758 SAMPLE_1759 SAMPLE_1760
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1761 SAMPLE_1762 SAMPLE_1763 SAMPLE_1764 SAMPLE_1765 SAMPLE_1766 SAMPLE_1767 SAMPLE_1768
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1769 SAMPLE_1770 SAMPLE_1771 SAMPLE_1772 SAMPLE_1773 SAMPLE_1774 SAMPLE_1775 SAMPLE_1776
#> NA NA "02323" NA NA "02372" NA "02141"
#> SAMPLE_1777 SAMPLE_1778 SAMPLE_1779 SAMPLE_1780 SAMPLE_1781 SAMPLE_1782 SAMPLE_1783 SAMPLE_1784
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1785 SAMPLE_1786 SAMPLE_1787 SAMPLE_1788 SAMPLE_1789 SAMPLE_1790 SAMPLE_1791 SAMPLE_1792
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1793 SAMPLE_1794 SAMPLE_1795 SAMPLE_1796 SAMPLE_1797 SAMPLE_1798 SAMPLE_1799 SAMPLE_1800
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1801 SAMPLE_1802 SAMPLE_1803 SAMPLE_1804 SAMPLE_1805 SAMPLE_1806 SAMPLE_1807 SAMPLE_1808
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1809 SAMPLE_1810 SAMPLE_1811 SAMPLE_1812 SAMPLE_1813 SAMPLE_1814 SAMPLE_1815 SAMPLE_1816
#> NA NA NA NA "02375" NA NA NA
#> SAMPLE_1817 SAMPLE_1818 SAMPLE_1819 SAMPLE_1820 SAMPLE_1821 SAMPLE_1822 SAMPLE_1823 SAMPLE_1824
#> "02145" NA NA NA NA NA NA NA
#> SAMPLE_1825 SAMPLE_1826 SAMPLE_1827 SAMPLE_1828 SAMPLE_1829 SAMPLE_1830 SAMPLE_1831 SAMPLE_1832
#> NA NA NA NA "0144" NA NA NA
#> SAMPLE_1833 SAMPLE_1834 SAMPLE_1835 SAMPLE_1836 SAMPLE_1837 SAMPLE_1838 SAMPLE_1839 SAMPLE_1840
#> NA NA NA NA NA "0144" NA NA
#> SAMPLE_1841 SAMPLE_1842 SAMPLE_1843 SAMPLE_1844 SAMPLE_1845 SAMPLE_1846 SAMPLE_1847 SAMPLE_1848
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1849 SAMPLE_1850 SAMPLE_1851 SAMPLE_1852 SAMPLE_1853 SAMPLE_1854 SAMPLE_1855 SAMPLE_1856
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1857 SAMPLE_1858 SAMPLE_1859 SAMPLE_1860 SAMPLE_1861 SAMPLE_1862 SAMPLE_1863 SAMPLE_1864
#> NA NA "0141" NA NA NA NA NA
#> SAMPLE_1865 SAMPLE_1866 SAMPLE_1867 SAMPLE_1868 SAMPLE_1869 SAMPLE_1870 SAMPLE_1871 SAMPLE_1872
#> NA NA "02324" NA "02325" "0141" "0161" NA
#> SAMPLE_1873 SAMPLE_1874 SAMPLE_1875 SAMPLE_1876 SAMPLE_1877 SAMPLE_1878 SAMPLE_1879 SAMPLE_1880
#> NA NA "0141" "0141" "0141" "02325" NA NA
#> SAMPLE_1881 SAMPLE_1882 SAMPLE_1883 SAMPLE_1884 SAMPLE_1885 SAMPLE_1886 SAMPLE_1887 SAMPLE_1888
#> NA NA NA NA NA NA NA "02143"
#> SAMPLE_1889 SAMPLE_1890 SAMPLE_1891 SAMPLE_1892 SAMPLE_1893 SAMPLE_1894 SAMPLE_1895 SAMPLE_1896
#> "0163" "0164" "0162" "0162" NA "0162" NA NA
#> SAMPLE_1897 SAMPLE_1898 SAMPLE_1899 SAMPLE_1900 SAMPLE_1901 SAMPLE_1902 SAMPLE_1903 SAMPLE_1904
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1905 SAMPLE_1906 SAMPLE_1907 SAMPLE_1908 SAMPLE_1909 SAMPLE_1910 SAMPLE_1911 SAMPLE_1912
#> "02324" NA NA NA NA NA NA NA
#> SAMPLE_1913 SAMPLE_1914 SAMPLE_1915 SAMPLE_1916 SAMPLE_1917 SAMPLE_1918 SAMPLE_1919 SAMPLE_1920
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1921 SAMPLE_1922 SAMPLE_1923 SAMPLE_1924 SAMPLE_1925 SAMPLE_1926 SAMPLE_1927 SAMPLE_1928
#> NA NA "02321" NA NA NA NA NA
#> SAMPLE_1929 SAMPLE_1930 SAMPLE_1931 SAMPLE_1932 SAMPLE_1933 SAMPLE_1934 SAMPLE_1935 SAMPLE_1936
#> NA "0144" NA NA NA NA NA NA
#> SAMPLE_1937 SAMPLE_1938 SAMPLE_1939 SAMPLE_1940 SAMPLE_1941 SAMPLE_1942 SAMPLE_1943 SAMPLE_1944
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1945 SAMPLE_1946 SAMPLE_1947 SAMPLE_1948 SAMPLE_1949 SAMPLE_1950 SAMPLE_1951 SAMPLE_1952
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1953 SAMPLE_1954 SAMPLE_1955 SAMPLE_1956 SAMPLE_1957 SAMPLE_1958 SAMPLE_1959 SAMPLE_1960
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1961 SAMPLE_1962 SAMPLE_1963 SAMPLE_1964 SAMPLE_1965 SAMPLE_1966 SAMPLE_1967 SAMPLE_1968
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1969 SAMPLE_1970 SAMPLE_1971 SAMPLE_1972 SAMPLE_1973 SAMPLE_1974 SAMPLE_1975 SAMPLE_1976
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1977 SAMPLE_1978 SAMPLE_1979 SAMPLE_1980 SAMPLE_1981 SAMPLE_1982 SAMPLE_1983 SAMPLE_1984
#> NA NA NA NA "02321" "02321" "02321" "02321"
#> SAMPLE_1985 SAMPLE_1986 SAMPLE_1987 SAMPLE_1988 SAMPLE_1989 SAMPLE_1990 SAMPLE_1991 SAMPLE_1992
#> "02321" "02321" NA NA NA "02321" "02321" NA
#> SAMPLE_1993 SAMPLE_1994 SAMPLE_1995 SAMPLE_1996 SAMPLE_1997 SAMPLE_1998 SAMPLE_1999 SAMPLE_2000
#> NA NA NA NA NA NA NA "0164"
#> SAMPLE_2001 SAMPLE_2002 SAMPLE_2003 SAMPLE_2004 SAMPLE_2005 SAMPLE_2006 SAMPLE_2007 SAMPLE_2008
#> "02321" NA NA NA NA NA NA NA
#> SAMPLE_2009 SAMPLE_2010 SAMPLE_2011 SAMPLE_2012 SAMPLE_2013 SAMPLE_2014 SAMPLE_2015 SAMPLE_2016
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2017 SAMPLE_2018 SAMPLE_2019 SAMPLE_2020 SAMPLE_2021 SAMPLE_2022 SAMPLE_2023 SAMPLE_2024
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2025 SAMPLE_2026 SAMPLE_2027 SAMPLE_2028 SAMPLE_2029 SAMPLE_2030 SAMPLE_2031 SAMPLE_2032
#> NA NA "02321" NA NA NA NA NA
#> SAMPLE_2033 SAMPLE_2034 SAMPLE_2035 SAMPLE_2036 SAMPLE_2037 SAMPLE_2038 SAMPLE_2039 SAMPLE_2040
#> NA NA NA NA NA NA NA "02373"
#> SAMPLE_2041 SAMPLE_2042 SAMPLE_2043 SAMPLE_2044 SAMPLE_2045 SAMPLE_2046 SAMPLE_2047 SAMPLE_2048
#> "02143" NA NA NA NA NA NA NA
#> SAMPLE_2049 SAMPLE_2050 SAMPLE_2051 SAMPLE_2052 SAMPLE_2053 SAMPLE_2054 SAMPLE_2055 SAMPLE_2056
#> NA NA "02143" NA NA NA "02375" NA
#> SAMPLE_2057 SAMPLE_2058 SAMPLE_2059 SAMPLE_2060 SAMPLE_2061 SAMPLE_2062 SAMPLE_2063 SAMPLE_2064
#> NA NA NA NA NA NA "02143" NA
#> SAMPLE_2065 SAMPLE_2066 SAMPLE_2067 SAMPLE_2068 SAMPLE_2069 SAMPLE_2070 SAMPLE_2071 SAMPLE_2072
#> NA NA NA "02373" NA NA "02321" NA
#> SAMPLE_2073 SAMPLE_2074 SAMPLE_2075 SAMPLE_2076 SAMPLE_2077 SAMPLE_2078 SAMPLE_2079 SAMPLE_2080
#> NA NA NA NA "02323" "02323" "02323" "02326"
#> SAMPLE_2081 SAMPLE_2082 SAMPLE_2083 SAMPLE_2084 SAMPLE_2085 SAMPLE_2086 SAMPLE_2087 SAMPLE_2088
#> NA NA NA "02144" "02144" "02144" "02323" NA
#> SAMPLE_2089 SAMPLE_2090 SAMPLE_2091 SAMPLE_2092 SAMPLE_2093 SAMPLE_2094 SAMPLE_2095 SAMPLE_2096
#> "02144" NA "02326" "02323" NA NA NA "02144"
#> SAMPLE_2097 SAMPLE_2098 SAMPLE_2099 SAMPLE_2100 SAMPLE_2101 SAMPLE_2102 SAMPLE_2103 SAMPLE_2104
#> "02323" NA "02323" "02323" "02323" "02323" NA NA
#> SAMPLE_2105 SAMPLE_2106 SAMPLE_2107 SAMPLE_2108 SAMPLE_2109 SAMPLE_2110 SAMPLE_2111 SAMPLE_2112
#> "02144" "02144" "02144" "02323" NA NA NA "02323"
#> SAMPLE_2113 SAMPLE_2114 SAMPLE_2115 SAMPLE_2116 SAMPLE_2117 SAMPLE_2118 SAMPLE_2119 SAMPLE_2120
#> "02323" "02323" NA "02326" "02323" "02323" NA "02144"
#> SAMPLE_2121 SAMPLE_2122 SAMPLE_2123 SAMPLE_2124 SAMPLE_2125 SAMPLE_2126 SAMPLE_2127 SAMPLE_2128
#> "02323" "02323" NA "02326" NA NA NA "02323"
#> SAMPLE_2129 SAMPLE_2130 SAMPLE_2131 SAMPLE_2132 SAMPLE_2133 SAMPLE_2134 SAMPLE_2135 SAMPLE_2136
#> NA "02323" "02144" "02324" "02323" NA NA NA
#> SAMPLE_2137 SAMPLE_2138 SAMPLE_2139 SAMPLE_2140 SAMPLE_2141 SAMPLE_2142 SAMPLE_2143 SAMPLE_2144
#> "02323" NA NA NA NA NA NA NA
#> SAMPLE_2145 SAMPLE_2146 SAMPLE_2147 SAMPLE_2148 SAMPLE_2149 SAMPLE_2150 SAMPLE_2151 SAMPLE_2152
#> NA NA NA NA NA NA "02375" NA
#> SAMPLE_2153 SAMPLE_2154 SAMPLE_2155 SAMPLE_2156 SAMPLE_2157 SAMPLE_2158 SAMPLE_2159 SAMPLE_2160
#> NA "02321" NA NA "02321" NA NA "02321"
#> SAMPLE_2161 SAMPLE_2162 SAMPLE_2163 SAMPLE_2164 SAMPLE_2165 SAMPLE_2166 SAMPLE_2167 SAMPLE_2168
#> NA NA "02141" "02141" NA NA NA NA
#> SAMPLE_2169 SAMPLE_2170 SAMPLE_2171 SAMPLE_2172 SAMPLE_2173 SAMPLE_2174 SAMPLE_2175 SAMPLE_2176
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2177 SAMPLE_2178 SAMPLE_2179 SAMPLE_2180 SAMPLE_2181 SAMPLE_2182 SAMPLE_2183 SAMPLE_2184
#> NA NA NA NA NA "0144" NA NA
#> SAMPLE_2185 SAMPLE_2186 SAMPLE_2187 SAMPLE_2188 SAMPLE_2189 SAMPLE_2190 SAMPLE_2191 SAMPLE_2192
#> NA NA "02321" NA NA NA NA NA
#> SAMPLE_2193 SAMPLE_2194 SAMPLE_2195 SAMPLE_2196 SAMPLE_2197 SAMPLE_2198 SAMPLE_2199 SAMPLE_2200
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2201 SAMPLE_2202 SAMPLE_2203 SAMPLE_2204 SAMPLE_2205 SAMPLE_2206 SAMPLE_2207 SAMPLE_2208
#> NA NA NA NA NA "0162" NA NA
#> SAMPLE_2209 SAMPLE_2210 SAMPLE_2211 SAMPLE_2212 SAMPLE_2213 SAMPLE_2214 SAMPLE_2215 SAMPLE_2216
#> "02374" NA NA NA "02375" NA NA NA
#> SAMPLE_2217 SAMPLE_2218 SAMPLE_2219 SAMPLE_2220 SAMPLE_2221 SAMPLE_2222 SAMPLE_2223 SAMPLE_2224
#> NA NA "02143" NA NA NA NA "02371"
#> SAMPLE_2225 SAMPLE_2226 SAMPLE_2227 SAMPLE_2228 SAMPLE_2229 SAMPLE_2230 SAMPLE_2231 SAMPLE_2232
#> NA "0163" "02141" NA NA "0144" NA NA
#> SAMPLE_2233 SAMPLE_2234 SAMPLE_2235 SAMPLE_2236 SAMPLE_2237 SAMPLE_2238 SAMPLE_2239 SAMPLE_2240
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2241 SAMPLE_2242 SAMPLE_2243 SAMPLE_2244 SAMPLE_2245 SAMPLE_2246 SAMPLE_2247 SAMPLE_2248
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2249 SAMPLE_2250 SAMPLE_2251 SAMPLE_2252 SAMPLE_2253 SAMPLE_2254 SAMPLE_2255 SAMPLE_2256
#> NA NA "0145" NA NA NA NA NA
#> SAMPLE_2257 SAMPLE_2258 SAMPLE_2259 SAMPLE_2260 SAMPLE_2261 SAMPLE_2262 SAMPLE_2263 SAMPLE_2264
#> NA NA NA NA "0142" NA NA NA
#> SAMPLE_2265 SAMPLE_2266 SAMPLE_2267 SAMPLE_2268 SAMPLE_2269 SAMPLE_2270 SAMPLE_2271 SAMPLE_2272
#> "02372" NA NA NA NA NA NA NA
#> SAMPLE_2273 SAMPLE_2274 SAMPLE_2275 SAMPLE_2276 SAMPLE_2277 SAMPLE_2278 SAMPLE_2279 SAMPLE_2280
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2281 SAMPLE_2282 SAMPLE_2283 SAMPLE_2284 SAMPLE_2285 SAMPLE_2286 SAMPLE_2287 SAMPLE_2288
#> NA NA NA NA "02324" NA NA NA
#> SAMPLE_2289 SAMPLE_2290 SAMPLE_2291 SAMPLE_2292 SAMPLE_2293 SAMPLE_2294 SAMPLE_2295 SAMPLE_2296
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2297 SAMPLE_2298 SAMPLE_2299 SAMPLE_2300 SAMPLE_2301 SAMPLE_2302 SAMPLE_2303 SAMPLE_2304
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2305 SAMPLE_2306 SAMPLE_2307 SAMPLE_2308 SAMPLE_2309 SAMPLE_2310 SAMPLE_2311 SAMPLE_2312
#> "0144" NA NA NA NA NA NA NA
#> SAMPLE_2313 SAMPLE_2314 SAMPLE_2315 SAMPLE_2316 SAMPLE_2317 SAMPLE_2318 SAMPLE_2319 SAMPLE_2320
#> NA NA NA NA NA NA "0143" NA
#> SAMPLE_2321 SAMPLE_2322 SAMPLE_2323 SAMPLE_2324 SAMPLE_2325 SAMPLE_2326 SAMPLE_2327 SAMPLE_2328
#> NA NA NA NA NA "02324" NA NA
#> SAMPLE_2329 SAMPLE_2330 SAMPLE_2331 SAMPLE_2332 SAMPLE_2333 SAMPLE_2334 SAMPLE_2335 SAMPLE_2336
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2337 SAMPLE_2338 SAMPLE_2339 SAMPLE_2340 SAMPLE_2341 SAMPLE_2342 SAMPLE_2343 SAMPLE_2344
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2345 SAMPLE_2346 SAMPLE_2347 SAMPLE_2348 SAMPLE_2349 SAMPLE_2350 SAMPLE_2351 SAMPLE_2352
#> NA NA NA "02143" NA NA NA NA
#> SAMPLE_2353 SAMPLE_2354 SAMPLE_2355 SAMPLE_2356 SAMPLE_2357 SAMPLE_2358 SAMPLE_2359 SAMPLE_2360
#> NA "02321" NA NA NA NA "02143" NA
#> SAMPLE_2361 SAMPLE_2362 SAMPLE_2363 SAMPLE_2364 SAMPLE_2365 SAMPLE_2366 SAMPLE_2367 SAMPLE_2368
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2369 SAMPLE_2370 SAMPLE_2371 SAMPLE_2372 SAMPLE_2373 SAMPLE_2374 SAMPLE_2375 SAMPLE_2376
#> "0142" "0142" NA NA "0142" "0142" NA "0142"
#> SAMPLE_2377 SAMPLE_2378 SAMPLE_2379 SAMPLE_2380 SAMPLE_2381 SAMPLE_2382 SAMPLE_2383 SAMPLE_2384
#> "0142" "0142" NA "0142" NA "0142" NA NA
#> SAMPLE_2385 SAMPLE_2386 SAMPLE_2387 SAMPLE_2388 SAMPLE_2389 SAMPLE_2390 SAMPLE_2391 SAMPLE_2392
#> NA "0141" "02325" "02325" NA NA NA NA
#> SAMPLE_2393 SAMPLE_2394 SAMPLE_2395 SAMPLE_2396 SAMPLE_2397 SAMPLE_2398 SAMPLE_2399 SAMPLE_2400
#> NA NA "02321" NA NA "0142" "0142" "0142"
#> SAMPLE_2401 SAMPLE_2402 SAMPLE_2403 SAMPLE_2404 SAMPLE_2405 SAMPLE_2406 SAMPLE_2407 SAMPLE_2408
#> "0142" "0142" "0141" "0141" "02325" "02325" "02325" "02325"
#> SAMPLE_2409 SAMPLE_2410 SAMPLE_2411 SAMPLE_2412 SAMPLE_2413 SAMPLE_2414 SAMPLE_2415 SAMPLE_2416
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2417 SAMPLE_2418 SAMPLE_2419 SAMPLE_2420 SAMPLE_2421 SAMPLE_2422 SAMPLE_2423 SAMPLE_2424
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2425 SAMPLE_2426 SAMPLE_2427 SAMPLE_2428 SAMPLE_2429 SAMPLE_2430 SAMPLE_2431 SAMPLE_2432
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2433 SAMPLE_2434 SAMPLE_2435 SAMPLE_2436 SAMPLE_2437 SAMPLE_2438 SAMPLE_2439 SAMPLE_2440
#> NA NA NA NA NA NA "02375" NA
#> SAMPLE_2441 SAMPLE_2442 SAMPLE_2443 SAMPLE_2444 SAMPLE_2445 SAMPLE_2446 SAMPLE_2447 SAMPLE_2448
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2449 SAMPLE_2450 SAMPLE_2451 SAMPLE_2452 SAMPLE_2453 SAMPLE_2454 SAMPLE_2455 SAMPLE_2456
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2457 SAMPLE_2458 SAMPLE_2459 SAMPLE_2460 SAMPLE_2461 SAMPLE_2462 SAMPLE_2463 SAMPLE_2464
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2465 SAMPLE_2466 SAMPLE_2467 SAMPLE_2468 SAMPLE_2469 SAMPLE_2470 SAMPLE_2471 SAMPLE_2472
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2473 SAMPLE_2474 SAMPLE_2475 SAMPLE_2476 SAMPLE_2477 SAMPLE_2478 SAMPLE_2479 SAMPLE_2480
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2481 SAMPLE_2482 SAMPLE_2483 SAMPLE_2484 SAMPLE_2485 SAMPLE_2486 SAMPLE_2487 SAMPLE_2488
#> NA "02374" NA NA NA NA NA NA
#> SAMPLE_2489 SAMPLE_2490 SAMPLE_2491 SAMPLE_2492 SAMPLE_2493 SAMPLE_2494 SAMPLE_2495 SAMPLE_2496
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2497 SAMPLE_2498 SAMPLE_2499 SAMPLE_2500 SAMPLE_2501 SAMPLE_2502 SAMPLE_2503 SAMPLE_2504
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2505 SAMPLE_2506 SAMPLE_2507 SAMPLE_2508 SAMPLE_2509 SAMPLE_2510 SAMPLE_2511 SAMPLE_2512
#> NA NA NA "0144" "0144" "02141" "02141" NA
#> SAMPLE_2513 SAMPLE_2514 SAMPLE_2515 SAMPLE_2516 SAMPLE_2517 SAMPLE_2518 SAMPLE_2519 SAMPLE_2520
#> NA NA "0163" NA NA NA NA NA
#> SAMPLE_2521 SAMPLE_2522 SAMPLE_2523 SAMPLE_2524 SAMPLE_2525 SAMPLE_2526 SAMPLE_2527 SAMPLE_2528
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2529 SAMPLE_2530 SAMPLE_2531 SAMPLE_2532 SAMPLE_2533 SAMPLE_2534 SAMPLE_2535 SAMPLE_2536
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2537 SAMPLE_2538 SAMPLE_2539 SAMPLE_2540 SAMPLE_2541 SAMPLE_2542 SAMPLE_2543 SAMPLE_2544
#> NA NA "0144" NA NA NA NA NA
#> SAMPLE_2545 SAMPLE_2546 SAMPLE_2547 SAMPLE_2548 SAMPLE_2549 SAMPLE_2550 SAMPLE_2551 SAMPLE_2552
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2553 SAMPLE_2554 SAMPLE_2555 SAMPLE_2556 SAMPLE_2557 SAMPLE_2558 SAMPLE_2559 SAMPLE_2560
#> NA "0142" "0143" NA NA "02143" NA NA
#> SAMPLE_2561 SAMPLE_2562 SAMPLE_2563 SAMPLE_2564 SAMPLE_2565 SAMPLE_2566 SAMPLE_2567 SAMPLE_2568
#> "0143" NA "0143" "0143" "0143" "0143" NA "0142"
#> SAMPLE_2569 SAMPLE_2570 SAMPLE_2571 SAMPLE_2572 SAMPLE_2573 SAMPLE_2574 SAMPLE_2575 SAMPLE_2576
#> "0143" NA NA NA NA NA NA NA
#> SAMPLE_2577 SAMPLE_2578 SAMPLE_2579 SAMPLE_2580 SAMPLE_2581 SAMPLE_2582 SAMPLE_2583 SAMPLE_2584
#> NA NA NA NA NA "02321" NA NA
#> SAMPLE_2585 SAMPLE_2586 SAMPLE_2587 SAMPLE_2588 SAMPLE_2589 SAMPLE_2590 SAMPLE_2591 SAMPLE_2592
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2593 SAMPLE_2594 SAMPLE_2595 SAMPLE_2596 SAMPLE_2597 SAMPLE_2598 SAMPLE_2599 SAMPLE_2600
#> "02321" "02321" NA NA NA NA NA NA
#> SAMPLE_2601 SAMPLE_2602 SAMPLE_2603 SAMPLE_2604 SAMPLE_2605 SAMPLE_2606 SAMPLE_2607 SAMPLE_2608
#> NA NA NA NA NA NA NA "0143"
#> SAMPLE_2609 SAMPLE_2610 SAMPLE_2611 SAMPLE_2612 SAMPLE_2613 SAMPLE_2614 SAMPLE_2615 SAMPLE_2616
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2617 SAMPLE_2618 SAMPLE_2619 SAMPLE_2620 SAMPLE_2621 SAMPLE_2622 SAMPLE_2623 SAMPLE_2624
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2625 SAMPLE_2626 SAMPLE_2627 SAMPLE_2628 SAMPLE_2629 SAMPLE_2630 SAMPLE_2631 SAMPLE_2632
#> NA NA NA NA NA NA "02372" "02372"
#> SAMPLE_2633 SAMPLE_2634 SAMPLE_2635 SAMPLE_2636 SAMPLE_2637 SAMPLE_2638 SAMPLE_2639 SAMPLE_2640
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2641 SAMPLE_2642 SAMPLE_2643 SAMPLE_2644 SAMPLE_2645 SAMPLE_2646 SAMPLE_2647 SAMPLE_2648
#> NA NA NA NA NA NA NA "02372"
#> SAMPLE_2649 SAMPLE_2650 SAMPLE_2651 SAMPLE_2652 SAMPLE_2653 SAMPLE_2654 SAMPLE_2655 SAMPLE_2656
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2657 SAMPLE_2658 SAMPLE_2659 SAMPLE_2660 SAMPLE_2661 SAMPLE_2662 SAMPLE_2663 SAMPLE_2664
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2665 SAMPLE_2666 SAMPLE_2667 SAMPLE_2668 SAMPLE_2669 SAMPLE_2670 SAMPLE_2671 SAMPLE_2672
#> "02321" NA NA NA NA NA NA NA
#> SAMPLE_2673 SAMPLE_2674 SAMPLE_2675 SAMPLE_2676 SAMPLE_2677 SAMPLE_2678 SAMPLE_2679 SAMPLE_2680
#> NA NA NA NA NA NA NA "02374"
#> SAMPLE_2681 SAMPLE_2682 SAMPLE_2683 SAMPLE_2684 SAMPLE_2685 SAMPLE_2686 SAMPLE_2687 SAMPLE_2688
#> "02372" NA NA NA NA NA NA "02375"
#> SAMPLE_2689 SAMPLE_2690 SAMPLE_2691 SAMPLE_2692 SAMPLE_2693 SAMPLE_2694 SAMPLE_2695 SAMPLE_2696
#> NA NA NA NA NA NA "02322" NA
#> SAMPLE_2697 SAMPLE_2698 SAMPLE_2699 SAMPLE_2700 SAMPLE_2701 SAMPLE_2702 SAMPLE_2703 SAMPLE_2704
#> NA "02322" NA NA NA NA NA NA
#> SAMPLE_2705 SAMPLE_2706 SAMPLE_2707 SAMPLE_2708 SAMPLE_2709 SAMPLE_2710 SAMPLE_2711 SAMPLE_2712
#> NA NA NA NA NA NA NA "02322"
#> SAMPLE_2713 SAMPLE_2714 SAMPLE_2715 SAMPLE_2716 SAMPLE_2717 SAMPLE_2718 SAMPLE_2719 SAMPLE_2720
#> NA "0145" NA "0145" NA NA NA NA
#> SAMPLE_2721 SAMPLE_2722 SAMPLE_2723 SAMPLE_2724 SAMPLE_2725 SAMPLE_2726 SAMPLE_2727 SAMPLE_2728
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2729 SAMPLE_2730 SAMPLE_2731 SAMPLE_2732 SAMPLE_2733 SAMPLE_2734 SAMPLE_2735 SAMPLE_2736
#> "02322" "02322" "02322" "02322" "02322" NA NA "0161"
#> SAMPLE_2737 SAMPLE_2738 SAMPLE_2739 SAMPLE_2740 SAMPLE_2741 SAMPLE_2742 SAMPLE_2743 SAMPLE_2744
#> "0143" "0143" "0143" "0143" "0142" "0143" "0144" "0143"
#> SAMPLE_2745 SAMPLE_2746 SAMPLE_2747 SAMPLE_2748 SAMPLE_2749 SAMPLE_2750 SAMPLE_2751 SAMPLE_2752
#> "0143" NA "0165" NA NA NA NA NA
#> SAMPLE_2753 SAMPLE_2754 SAMPLE_2755 SAMPLE_2756 SAMPLE_2757 SAMPLE_2758 SAMPLE_2759 SAMPLE_2760
#> NA NA NA NA NA NA NA "0161"
#> SAMPLE_2761 SAMPLE_2762 SAMPLE_2763 SAMPLE_2764 SAMPLE_2765 SAMPLE_2766 SAMPLE_2767 SAMPLE_2768
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2769 SAMPLE_2770 SAMPLE_2771 SAMPLE_2772 SAMPLE_2773 SAMPLE_2774 SAMPLE_2775 SAMPLE_2776
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2777 SAMPLE_2778 SAMPLE_2779 SAMPLE_2780 SAMPLE_2781 SAMPLE_2782 SAMPLE_2783 SAMPLE_2784
#> NA "02372" "02145" "02143" NA NA NA NA
#> SAMPLE_2785 SAMPLE_2786 SAMPLE_2787 SAMPLE_2788 SAMPLE_2789 SAMPLE_2790 SAMPLE_2791 SAMPLE_2792
#> "0161" NA "0143" "0141" NA "0141" "0141" "0141"
#> SAMPLE_2793 SAMPLE_2794 SAMPLE_2795 SAMPLE_2796 SAMPLE_2797 SAMPLE_2798 SAMPLE_2799 SAMPLE_2800
#> NA NA NA NA "02325" NA NA NA
#> SAMPLE_2801
#> NA
get_classes(res_rh, merge_node = merge_node_param(min_n_signatures = 16386))
#> SAMPLE_1 SAMPLE_2 SAMPLE_3 SAMPLE_4 SAMPLE_5 SAMPLE_6 SAMPLE_7 SAMPLE_8
#> NA NA NA NA NA NA NA NA
#> SAMPLE_9 SAMPLE_10 SAMPLE_11 SAMPLE_12 SAMPLE_13 SAMPLE_14 SAMPLE_15 SAMPLE_16
#> NA NA NA NA "02321" NA "0165" "0165"
#> SAMPLE_17 SAMPLE_18 SAMPLE_19 SAMPLE_20 SAMPLE_21 SAMPLE_22 SAMPLE_23 SAMPLE_24
#> NA NA "0163" NA "0163" NA NA NA
#> SAMPLE_25 SAMPLE_26 SAMPLE_27 SAMPLE_28 SAMPLE_29 SAMPLE_30 SAMPLE_31 SAMPLE_32
#> NA NA NA NA NA NA NA NA
#> SAMPLE_33 SAMPLE_34 SAMPLE_35 SAMPLE_36 SAMPLE_37 SAMPLE_38 SAMPLE_39 SAMPLE_40
#> NA NA NA NA NA NA NA NA
#> SAMPLE_41 SAMPLE_42 SAMPLE_43 SAMPLE_44 SAMPLE_45 SAMPLE_46 SAMPLE_47 SAMPLE_48
#> NA NA NA NA NA NA NA NA
#> SAMPLE_49 SAMPLE_50 SAMPLE_51 SAMPLE_52 SAMPLE_53 SAMPLE_54 SAMPLE_55 SAMPLE_56
#> NA NA NA NA NA NA NA NA
#> SAMPLE_57 SAMPLE_58 SAMPLE_59 SAMPLE_60 SAMPLE_61 SAMPLE_62 SAMPLE_63 SAMPLE_64
#> NA NA NA NA NA NA "02321" NA
#> SAMPLE_65 SAMPLE_66 SAMPLE_67 SAMPLE_68 SAMPLE_69 SAMPLE_70 SAMPLE_71 SAMPLE_72
#> NA NA NA NA NA NA NA NA
#> SAMPLE_73 SAMPLE_74 SAMPLE_75 SAMPLE_76 SAMPLE_77 SAMPLE_78 SAMPLE_79 SAMPLE_80
#> NA NA NA NA NA NA NA NA
#> SAMPLE_81 SAMPLE_82 SAMPLE_83 SAMPLE_84 SAMPLE_85 SAMPLE_86 SAMPLE_87 SAMPLE_88
#> NA NA NA NA NA NA "0164" NA
#> SAMPLE_89 SAMPLE_90 SAMPLE_91 SAMPLE_92 SAMPLE_93 SAMPLE_94 SAMPLE_95 SAMPLE_96
#> "0162" NA NA NA NA NA NA NA
#> SAMPLE_97 SAMPLE_98 SAMPLE_99 SAMPLE_100 SAMPLE_101 SAMPLE_102 SAMPLE_103 SAMPLE_104
#> NA NA NA NA NA NA NA "02321"
#> SAMPLE_105 SAMPLE_106 SAMPLE_107 SAMPLE_108 SAMPLE_109 SAMPLE_110 SAMPLE_111 SAMPLE_112
#> NA "02321" NA NA NA NA NA NA
#> SAMPLE_113 SAMPLE_114 SAMPLE_115 SAMPLE_116 SAMPLE_117 SAMPLE_118 SAMPLE_119 SAMPLE_120
#> NA NA NA NA NA NA NA NA
#> SAMPLE_121 SAMPLE_122 SAMPLE_123 SAMPLE_124 SAMPLE_125 SAMPLE_126 SAMPLE_127 SAMPLE_128
#> NA NA NA NA "0142" "02142" "02371" NA
#> SAMPLE_129 SAMPLE_130 SAMPLE_131 SAMPLE_132 SAMPLE_133 SAMPLE_134 SAMPLE_135 SAMPLE_136
#> NA NA NA NA NA NA NA NA
#> SAMPLE_137 SAMPLE_138 SAMPLE_139 SAMPLE_140 SAMPLE_141 SAMPLE_142 SAMPLE_143 SAMPLE_144
#> "02141" NA "02373" NA NA NA NA NA
#> SAMPLE_145 SAMPLE_146 SAMPLE_147 SAMPLE_148 SAMPLE_149 SAMPLE_150 SAMPLE_151 SAMPLE_152
#> "02371" NA NA NA NA NA NA NA
#> SAMPLE_153 SAMPLE_154 SAMPLE_155 SAMPLE_156 SAMPLE_157 SAMPLE_158 SAMPLE_159 SAMPLE_160
#> "0164" NA NA NA NA NA NA NA
#> SAMPLE_161 SAMPLE_162 SAMPLE_163 SAMPLE_164 SAMPLE_165 SAMPLE_166 SAMPLE_167 SAMPLE_168
#> NA NA NA NA NA NA NA NA
#> SAMPLE_169 SAMPLE_170 SAMPLE_171 SAMPLE_172 SAMPLE_173 SAMPLE_174 SAMPLE_175 SAMPLE_176
#> NA NA NA NA NA "02321" NA NA
#> SAMPLE_177 SAMPLE_178 SAMPLE_179 SAMPLE_180 SAMPLE_181 SAMPLE_182 SAMPLE_183 SAMPLE_184
#> NA NA NA NA "0164" NA NA "0162"
#> SAMPLE_185 SAMPLE_186 SAMPLE_187 SAMPLE_188 SAMPLE_189 SAMPLE_190 SAMPLE_191 SAMPLE_192
#> NA NA NA NA NA "0162" NA NA
#> SAMPLE_193 SAMPLE_194 SAMPLE_195 SAMPLE_196 SAMPLE_197 SAMPLE_198 SAMPLE_199 SAMPLE_200
#> NA NA NA NA NA NA NA "0162"
#> SAMPLE_201 SAMPLE_202 SAMPLE_203 SAMPLE_204 SAMPLE_205 SAMPLE_206 SAMPLE_207 SAMPLE_208
#> NA NA NA NA NA NA NA NA
#> SAMPLE_209 SAMPLE_210 SAMPLE_211 SAMPLE_212 SAMPLE_213 SAMPLE_214 SAMPLE_215 SAMPLE_216
#> NA "02321" NA NA NA NA NA "02143"
#> SAMPLE_217 SAMPLE_218 SAMPLE_219 SAMPLE_220 SAMPLE_221 SAMPLE_222 SAMPLE_223 SAMPLE_224
#> NA NA NA NA NA NA NA NA
#> SAMPLE_225 SAMPLE_226 SAMPLE_227 SAMPLE_228 SAMPLE_229 SAMPLE_230 SAMPLE_231 SAMPLE_232
#> NA NA NA NA NA NA NA NA
#> SAMPLE_233 SAMPLE_234 SAMPLE_235 SAMPLE_236 SAMPLE_237 SAMPLE_238 SAMPLE_239 SAMPLE_240
#> NA NA NA NA NA NA NA NA
#> SAMPLE_241 SAMPLE_242 SAMPLE_243 SAMPLE_244 SAMPLE_245 SAMPLE_246 SAMPLE_247 SAMPLE_248
#> NA NA NA NA NA NA NA NA
#> SAMPLE_249 SAMPLE_250 SAMPLE_251 SAMPLE_252 SAMPLE_253 SAMPLE_254 SAMPLE_255 SAMPLE_256
#> NA NA NA NA NA NA NA NA
#> SAMPLE_257 SAMPLE_258 SAMPLE_259 SAMPLE_260 SAMPLE_261 SAMPLE_262 SAMPLE_263 SAMPLE_264
#> NA NA NA NA NA NA NA NA
#> SAMPLE_265 SAMPLE_266 SAMPLE_267 SAMPLE_268 SAMPLE_269 SAMPLE_270 SAMPLE_271 SAMPLE_272
#> NA NA NA NA NA NA NA NA
#> SAMPLE_273 SAMPLE_274 SAMPLE_275 SAMPLE_276 SAMPLE_277 SAMPLE_278 SAMPLE_279 SAMPLE_280
#> NA NA NA NA NA NA NA NA
#> SAMPLE_281 SAMPLE_282 SAMPLE_283 SAMPLE_284 SAMPLE_285 SAMPLE_286 SAMPLE_287 SAMPLE_288
#> NA NA NA NA NA NA NA NA
#> SAMPLE_289 SAMPLE_290 SAMPLE_291 SAMPLE_292 SAMPLE_293 SAMPLE_294 SAMPLE_295 SAMPLE_296
#> NA NA NA NA NA NA NA NA
#> SAMPLE_297 SAMPLE_298 SAMPLE_299 SAMPLE_300 SAMPLE_301 SAMPLE_302 SAMPLE_303 SAMPLE_304
#> NA NA NA NA NA NA NA NA
#> SAMPLE_305 SAMPLE_306 SAMPLE_307 SAMPLE_308 SAMPLE_309 SAMPLE_310 SAMPLE_311 SAMPLE_312
#> NA NA NA NA NA NA NA NA
#> SAMPLE_313 SAMPLE_314 SAMPLE_315 SAMPLE_316 SAMPLE_317 SAMPLE_318 SAMPLE_319 SAMPLE_320
#> NA NA NA NA NA NA NA NA
#> SAMPLE_321 SAMPLE_322 SAMPLE_323 SAMPLE_324 SAMPLE_325 SAMPLE_326 SAMPLE_327 SAMPLE_328
#> NA NA NA NA NA NA NA NA
#> SAMPLE_329 SAMPLE_330 SAMPLE_331 SAMPLE_332 SAMPLE_333 SAMPLE_334 SAMPLE_335 SAMPLE_336
#> "02142" "02371" "02142" "02142" NA NA NA "02143"
#> SAMPLE_337 SAMPLE_338 SAMPLE_339 SAMPLE_340 SAMPLE_341 SAMPLE_342 SAMPLE_343 SAMPLE_344
#> NA "02142" "02371" "02142" "02142" NA NA NA
#> SAMPLE_345 SAMPLE_346 SAMPLE_347 SAMPLE_348 SAMPLE_349 SAMPLE_350 SAMPLE_351 SAMPLE_352
#> NA NA "02371" "02371" "02142" NA NA NA
#> SAMPLE_353 SAMPLE_354 SAMPLE_355 SAMPLE_356 SAMPLE_357 SAMPLE_358 SAMPLE_359 SAMPLE_360
#> "02142" NA "02371" NA NA NA "02142" NA
#> SAMPLE_361 SAMPLE_362 SAMPLE_363 SAMPLE_364 SAMPLE_365 SAMPLE_366 SAMPLE_367 SAMPLE_368
#> "02371" "02142" "02371" NA NA NA NA NA
#> SAMPLE_369 SAMPLE_370 SAMPLE_371 SAMPLE_372 SAMPLE_373 SAMPLE_374 SAMPLE_375 SAMPLE_376
#> NA NA NA NA NA NA "02371" NA
#> SAMPLE_377 SAMPLE_378 SAMPLE_379 SAMPLE_380 SAMPLE_381 SAMPLE_382 SAMPLE_383 SAMPLE_384
#> NA "02371" NA "0165" "0165" NA NA NA
#> SAMPLE_385 SAMPLE_386 SAMPLE_387 SAMPLE_388 SAMPLE_389 SAMPLE_390 SAMPLE_391 SAMPLE_392
#> NA NA NA "0164" NA NA NA NA
#> SAMPLE_393 SAMPLE_394 SAMPLE_395 SAMPLE_396 SAMPLE_397 SAMPLE_398 SAMPLE_399 SAMPLE_400
#> NA NA NA NA NA "0162" NA NA
#> SAMPLE_401 SAMPLE_402 SAMPLE_403 SAMPLE_404 SAMPLE_405 SAMPLE_406 SAMPLE_407 SAMPLE_408
#> NA "0163" NA "0162" "0163" NA NA NA
#> SAMPLE_409 SAMPLE_410 SAMPLE_411 SAMPLE_412 SAMPLE_413 SAMPLE_414 SAMPLE_415 SAMPLE_416
#> NA NA NA NA NA NA NA NA
#> SAMPLE_417 SAMPLE_418 SAMPLE_419 SAMPLE_420 SAMPLE_421 SAMPLE_422 SAMPLE_423 SAMPLE_424
#> NA "0164" NA NA NA NA NA NA
#> SAMPLE_425 SAMPLE_426 SAMPLE_427 SAMPLE_428 SAMPLE_429 SAMPLE_430 SAMPLE_431 SAMPLE_432
#> "0164" NA NA NA NA NA NA NA
#> SAMPLE_433 SAMPLE_434 SAMPLE_435 SAMPLE_436 SAMPLE_437 SAMPLE_438 SAMPLE_439 SAMPLE_440
#> NA NA "0164" NA NA NA NA "0164"
#> SAMPLE_441 SAMPLE_442 SAMPLE_443 SAMPLE_444 SAMPLE_445 SAMPLE_446 SAMPLE_447 SAMPLE_448
#> NA NA NA NA NA NA NA NA
#> SAMPLE_449 SAMPLE_450 SAMPLE_451 SAMPLE_452 SAMPLE_453 SAMPLE_454 SAMPLE_455 SAMPLE_456
#> NA NA NA NA NA NA NA NA
#> SAMPLE_457 SAMPLE_458 SAMPLE_459 SAMPLE_460 SAMPLE_461 SAMPLE_462 SAMPLE_463 SAMPLE_464
#> NA NA NA NA "0163" NA NA NA
#> SAMPLE_465 SAMPLE_466 SAMPLE_467 SAMPLE_468 SAMPLE_469 SAMPLE_470 SAMPLE_471 SAMPLE_472
#> "0164" NA NA "0162" NA "02372" NA NA
#> SAMPLE_473 SAMPLE_474 SAMPLE_475 SAMPLE_476 SAMPLE_477 SAMPLE_478 SAMPLE_479 SAMPLE_480
#> "0162" NA "0162" NA NA NA NA NA
#> SAMPLE_481 SAMPLE_482 SAMPLE_483 SAMPLE_484 SAMPLE_485 SAMPLE_486 SAMPLE_487 SAMPLE_488
#> NA NA NA "0164" NA NA NA "0164"
#> SAMPLE_489 SAMPLE_490 SAMPLE_491 SAMPLE_492 SAMPLE_493 SAMPLE_494 SAMPLE_495 SAMPLE_496
#> "0162" NA NA NA NA NA NA NA
#> SAMPLE_497 SAMPLE_498 SAMPLE_499 SAMPLE_500 SAMPLE_501 SAMPLE_502 SAMPLE_503 SAMPLE_504
#> NA NA NA NA "0163" NA NA NA
#> SAMPLE_505 SAMPLE_506 SAMPLE_507 SAMPLE_508 SAMPLE_509 SAMPLE_510 SAMPLE_511 SAMPLE_512
#> NA NA NA NA NA NA NA NA
#> SAMPLE_513 SAMPLE_514 SAMPLE_515 SAMPLE_516 SAMPLE_517 SAMPLE_518 SAMPLE_519 SAMPLE_520
#> NA NA NA NA NA NA NA NA
#> SAMPLE_521 SAMPLE_522 SAMPLE_523 SAMPLE_524 SAMPLE_525 SAMPLE_526 SAMPLE_527 SAMPLE_528
#> NA NA NA NA NA NA NA "0162"
#> SAMPLE_529 SAMPLE_530 SAMPLE_531 SAMPLE_532 SAMPLE_533 SAMPLE_534 SAMPLE_535 SAMPLE_536
#> NA "0164" NA NA NA NA NA "0162"
#> SAMPLE_537 SAMPLE_538 SAMPLE_539 SAMPLE_540 SAMPLE_541 SAMPLE_542 SAMPLE_543 SAMPLE_544
#> NA NA NA NA NA NA NA NA
#> SAMPLE_545 SAMPLE_546 SAMPLE_547 SAMPLE_548 SAMPLE_549 SAMPLE_550 SAMPLE_551 SAMPLE_552
#> NA NA NA NA NA NA NA NA
#> SAMPLE_553 SAMPLE_554 SAMPLE_555 SAMPLE_556 SAMPLE_557 SAMPLE_558 SAMPLE_559 SAMPLE_560
#> NA NA NA NA NA NA NA NA
#> SAMPLE_561 SAMPLE_562 SAMPLE_563 SAMPLE_564 SAMPLE_565 SAMPLE_566 SAMPLE_567 SAMPLE_568
#> NA NA NA NA NA NA NA NA
#> SAMPLE_569 SAMPLE_570 SAMPLE_571 SAMPLE_572 SAMPLE_573 SAMPLE_574 SAMPLE_575 SAMPLE_576
#> NA NA NA NA NA NA NA NA
#> SAMPLE_577 SAMPLE_578 SAMPLE_579 SAMPLE_580 SAMPLE_581 SAMPLE_582 SAMPLE_583 SAMPLE_584
#> NA NA NA NA "0164" NA NA NA
#> SAMPLE_585 SAMPLE_586 SAMPLE_587 SAMPLE_588 SAMPLE_589 SAMPLE_590 SAMPLE_591 SAMPLE_592
#> NA NA "0164" NA NA NA NA NA
#> SAMPLE_593 SAMPLE_594 SAMPLE_595 SAMPLE_596 SAMPLE_597 SAMPLE_598 SAMPLE_599 SAMPLE_600
#> NA NA NA NA NA NA NA NA
#> SAMPLE_601 SAMPLE_602 SAMPLE_603 SAMPLE_604 SAMPLE_605 SAMPLE_606 SAMPLE_607 SAMPLE_608
#> NA NA NA NA NA NA NA NA
#> SAMPLE_609 SAMPLE_610 SAMPLE_611 SAMPLE_612 SAMPLE_613 SAMPLE_614 SAMPLE_615 SAMPLE_616
#> NA NA NA NA NA NA NA NA
#> SAMPLE_617 SAMPLE_618 SAMPLE_619 SAMPLE_620 SAMPLE_621 SAMPLE_622 SAMPLE_623 SAMPLE_624
#> NA NA NA NA NA NA NA NA
#> SAMPLE_625 SAMPLE_626 SAMPLE_627 SAMPLE_628 SAMPLE_629 SAMPLE_630 SAMPLE_631 SAMPLE_632
#> NA NA NA NA NA NA NA NA
#> SAMPLE_633 SAMPLE_634 SAMPLE_635 SAMPLE_636 SAMPLE_637 SAMPLE_638 SAMPLE_639 SAMPLE_640
#> NA NA NA NA NA NA NA NA
#> SAMPLE_641 SAMPLE_642 SAMPLE_643 SAMPLE_644 SAMPLE_645 SAMPLE_646 SAMPLE_647 SAMPLE_648
#> NA NA "02321" "02371" NA NA "02143" NA
#> SAMPLE_649 SAMPLE_650 SAMPLE_651 SAMPLE_652 SAMPLE_653 SAMPLE_654 SAMPLE_655 SAMPLE_656
#> NA NA NA NA NA NA NA NA
#> SAMPLE_657 SAMPLE_658 SAMPLE_659 SAMPLE_660 SAMPLE_661 SAMPLE_662 SAMPLE_663 SAMPLE_664
#> NA NA NA NA NA NA NA NA
#> SAMPLE_665 SAMPLE_666 SAMPLE_667 SAMPLE_668 SAMPLE_669 SAMPLE_670 SAMPLE_671 SAMPLE_672
#> NA NA NA NA NA "0163" NA NA
#> SAMPLE_673 SAMPLE_674 SAMPLE_675 SAMPLE_676 SAMPLE_677 SAMPLE_678 SAMPLE_679 SAMPLE_680
#> NA NA NA NA NA NA NA NA
#> SAMPLE_681 SAMPLE_682 SAMPLE_683 SAMPLE_684 SAMPLE_685 SAMPLE_686 SAMPLE_687 SAMPLE_688
#> NA NA NA NA NA NA NA NA
#> SAMPLE_689 SAMPLE_690 SAMPLE_691 SAMPLE_692 SAMPLE_693 SAMPLE_694 SAMPLE_695 SAMPLE_696
#> NA NA NA NA NA NA "02324" NA
#> SAMPLE_697 SAMPLE_698 SAMPLE_699 SAMPLE_700 SAMPLE_701 SAMPLE_702 SAMPLE_703 SAMPLE_704
#> NA NA NA NA NA NA NA NA
#> SAMPLE_705 SAMPLE_706 SAMPLE_707 SAMPLE_708 SAMPLE_709 SAMPLE_710 SAMPLE_711 SAMPLE_712
#> NA NA NA NA NA NA NA NA
#> SAMPLE_713 SAMPLE_714 SAMPLE_715 SAMPLE_716 SAMPLE_717 SAMPLE_718 SAMPLE_719 SAMPLE_720
#> NA "02324" NA NA NA NA NA NA
#> SAMPLE_721 SAMPLE_722 SAMPLE_723 SAMPLE_724 SAMPLE_725 SAMPLE_726 SAMPLE_727 SAMPLE_728
#> NA NA NA NA NA NA NA NA
#> SAMPLE_729 SAMPLE_730 SAMPLE_731 SAMPLE_732 SAMPLE_733 SAMPLE_734 SAMPLE_735 SAMPLE_736
#> NA NA NA NA NA NA NA NA
#> SAMPLE_737 SAMPLE_738 SAMPLE_739 SAMPLE_740 SAMPLE_741 SAMPLE_742 SAMPLE_743 SAMPLE_744
#> NA NA "02324" NA NA NA NA NA
#> SAMPLE_745 SAMPLE_746 SAMPLE_747 SAMPLE_748 SAMPLE_749 SAMPLE_750 SAMPLE_751 SAMPLE_752
#> NA NA NA "02371" NA NA NA NA
#> SAMPLE_753 SAMPLE_754 SAMPLE_755 SAMPLE_756 SAMPLE_757 SAMPLE_758 SAMPLE_759 SAMPLE_760
#> NA NA NA NA NA NA NA NA
#> SAMPLE_761 SAMPLE_762 SAMPLE_763 SAMPLE_764 SAMPLE_765 SAMPLE_766 SAMPLE_767 SAMPLE_768
#> NA NA NA NA NA NA NA NA
#> SAMPLE_769 SAMPLE_770 SAMPLE_771 SAMPLE_772 SAMPLE_773 SAMPLE_774 SAMPLE_775 SAMPLE_776
#> NA NA NA NA NA NA NA NA
#> SAMPLE_777 SAMPLE_778 SAMPLE_779 SAMPLE_780 SAMPLE_781 SAMPLE_782 SAMPLE_783 SAMPLE_784
#> NA NA NA NA NA NA NA NA
#> SAMPLE_785 SAMPLE_786 SAMPLE_787 SAMPLE_788 SAMPLE_789 SAMPLE_790 SAMPLE_791 SAMPLE_792
#> NA NA NA NA NA NA NA NA
#> SAMPLE_793 SAMPLE_794 SAMPLE_795 SAMPLE_796 SAMPLE_797 SAMPLE_798 SAMPLE_799 SAMPLE_800
#> "0143" NA NA NA NA NA NA NA
#> SAMPLE_801 SAMPLE_802 SAMPLE_803 SAMPLE_804 SAMPLE_805 SAMPLE_806 SAMPLE_807 SAMPLE_808
#> NA NA NA NA NA NA NA NA
#> SAMPLE_809 SAMPLE_810 SAMPLE_811 SAMPLE_812 SAMPLE_813 SAMPLE_814 SAMPLE_815 SAMPLE_816
#> NA NA NA NA NA NA NA NA
#> SAMPLE_817 SAMPLE_818 SAMPLE_819 SAMPLE_820 SAMPLE_821 SAMPLE_822 SAMPLE_823 SAMPLE_824
#> NA NA NA NA NA NA NA NA
#> SAMPLE_825 SAMPLE_826 SAMPLE_827 SAMPLE_828 SAMPLE_829 SAMPLE_830 SAMPLE_831 SAMPLE_832
#> NA NA NA NA NA NA NA NA
#> SAMPLE_833 SAMPLE_834 SAMPLE_835 SAMPLE_836 SAMPLE_837 SAMPLE_838 SAMPLE_839 SAMPLE_840
#> NA NA NA NA NA NA "0162" NA
#> SAMPLE_841 SAMPLE_842 SAMPLE_843 SAMPLE_844 SAMPLE_845 SAMPLE_846 SAMPLE_847 SAMPLE_848
#> NA NA NA NA "0162" NA "0164" NA
#> SAMPLE_849 SAMPLE_850 SAMPLE_851 SAMPLE_852 SAMPLE_853 SAMPLE_854 SAMPLE_855 SAMPLE_856
#> "02374" NA "02141" NA NA NA NA NA
#> SAMPLE_857 SAMPLE_858 SAMPLE_859 SAMPLE_860 SAMPLE_861 SAMPLE_862 SAMPLE_863 SAMPLE_864
#> "0144" "0144" NA NA NA NA NA NA
#> SAMPLE_865 SAMPLE_866 SAMPLE_867 SAMPLE_868 SAMPLE_869 SAMPLE_870 SAMPLE_871 SAMPLE_872
#> NA NA NA NA NA "0141" NA NA
#> SAMPLE_873 SAMPLE_874 SAMPLE_875 SAMPLE_876 SAMPLE_877 SAMPLE_878 SAMPLE_879 SAMPLE_880
#> NA NA NA NA NA "0144" NA NA
#> SAMPLE_881 SAMPLE_882 SAMPLE_883 SAMPLE_884 SAMPLE_885 SAMPLE_886 SAMPLE_887 SAMPLE_888
#> NA NA NA NA NA NA NA NA
#> SAMPLE_889 SAMPLE_890 SAMPLE_891 SAMPLE_892 SAMPLE_893 SAMPLE_894 SAMPLE_895 SAMPLE_896
#> NA NA "0144" NA "0144" NA NA NA
#> SAMPLE_897 SAMPLE_898 SAMPLE_899 SAMPLE_900 SAMPLE_901 SAMPLE_902 SAMPLE_903 SAMPLE_904
#> NA NA "02374" NA "02143" NA NA NA
#> SAMPLE_905 SAMPLE_906 SAMPLE_907 SAMPLE_908 SAMPLE_909 SAMPLE_910 SAMPLE_911 SAMPLE_912
#> NA NA NA NA NA NA NA NA
#> SAMPLE_913 SAMPLE_914 SAMPLE_915 SAMPLE_916 SAMPLE_917 SAMPLE_918 SAMPLE_919 SAMPLE_920
#> NA NA NA NA NA NA NA NA
#> SAMPLE_921 SAMPLE_922 SAMPLE_923 SAMPLE_924 SAMPLE_925 SAMPLE_926 SAMPLE_927 SAMPLE_928
#> NA NA NA NA NA NA NA NA
#> SAMPLE_929 SAMPLE_930 SAMPLE_931 SAMPLE_932 SAMPLE_933 SAMPLE_934 SAMPLE_935 SAMPLE_936
#> NA NA NA NA NA NA NA NA
#> SAMPLE_937 SAMPLE_938 SAMPLE_939 SAMPLE_940 SAMPLE_941 SAMPLE_942 SAMPLE_943 SAMPLE_944
#> NA NA "02142" "02371" "02371" NA "02371" NA
#> SAMPLE_945 SAMPLE_946 SAMPLE_947 SAMPLE_948 SAMPLE_949 SAMPLE_950 SAMPLE_951 SAMPLE_952
#> "02372" "02371" "02142" "02371" "02371" "02371" NA NA
#> SAMPLE_953 SAMPLE_954 SAMPLE_955 SAMPLE_956 SAMPLE_957 SAMPLE_958 SAMPLE_959 SAMPLE_960
#> NA "02373" "02371" "02371" "02371" "02371" "02371" "02371"
#> SAMPLE_961 SAMPLE_962 SAMPLE_963 SAMPLE_964 SAMPLE_965 SAMPLE_966 SAMPLE_967 SAMPLE_968
#> NA NA NA NA NA NA NA NA
#> SAMPLE_969 SAMPLE_970 SAMPLE_971 SAMPLE_972 SAMPLE_973 SAMPLE_974 SAMPLE_975 SAMPLE_976
#> NA NA NA NA NA NA NA NA
#> SAMPLE_977 SAMPLE_978 SAMPLE_979 SAMPLE_980 SAMPLE_981 SAMPLE_982 SAMPLE_983 SAMPLE_984
#> NA NA NA "02143" NA NA NA NA
#> SAMPLE_985 SAMPLE_986 SAMPLE_987 SAMPLE_988 SAMPLE_989 SAMPLE_990 SAMPLE_991 SAMPLE_992
#> NA "0141" NA NA NA NA "0161" NA
#> SAMPLE_993 SAMPLE_994 SAMPLE_995 SAMPLE_996 SAMPLE_997 SAMPLE_998 SAMPLE_999 SAMPLE_1000
#> NA NA NA NA NA NA NA "02371"
#> SAMPLE_1001 SAMPLE_1002 SAMPLE_1003 SAMPLE_1004 SAMPLE_1005 SAMPLE_1006 SAMPLE_1007 SAMPLE_1008
#> NA NA "02371" NA "02373" NA NA NA
#> SAMPLE_1009 SAMPLE_1010 SAMPLE_1011 SAMPLE_1012 SAMPLE_1013 SAMPLE_1014 SAMPLE_1015 SAMPLE_1016
#> NA "02373" NA NA NA NA "02142" "02371"
#> SAMPLE_1017 SAMPLE_1018 SAMPLE_1019 SAMPLE_1020 SAMPLE_1021 SAMPLE_1022 SAMPLE_1023 SAMPLE_1024
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1025 SAMPLE_1026 SAMPLE_1027 SAMPLE_1028 SAMPLE_1029 SAMPLE_1030 SAMPLE_1031 SAMPLE_1032
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1033 SAMPLE_1034 SAMPLE_1035 SAMPLE_1036 SAMPLE_1037 SAMPLE_1038 SAMPLE_1039 SAMPLE_1040
#> NA NA NA NA NA "0163" NA NA
#> SAMPLE_1041 SAMPLE_1042 SAMPLE_1043 SAMPLE_1044 SAMPLE_1045 SAMPLE_1046 SAMPLE_1047 SAMPLE_1048
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1049 SAMPLE_1050 SAMPLE_1051 SAMPLE_1052 SAMPLE_1053 SAMPLE_1054 SAMPLE_1055 SAMPLE_1056
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1057 SAMPLE_1058 SAMPLE_1059 SAMPLE_1060 SAMPLE_1061 SAMPLE_1062 SAMPLE_1063 SAMPLE_1064
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1065 SAMPLE_1066 SAMPLE_1067 SAMPLE_1068 SAMPLE_1069 SAMPLE_1070 SAMPLE_1071 SAMPLE_1072
#> "0163" NA "02141" NA NA "02375" "02141" NA
#> SAMPLE_1073 SAMPLE_1074 SAMPLE_1075 SAMPLE_1076 SAMPLE_1077 SAMPLE_1078 SAMPLE_1079 SAMPLE_1080
#> NA "02141" "02141" "02141" "02141" NA "02141" "02141"
#> SAMPLE_1081 SAMPLE_1082 SAMPLE_1083 SAMPLE_1084 SAMPLE_1085 SAMPLE_1086 SAMPLE_1087 SAMPLE_1088
#> "02141" NA NA NA NA NA "02371" NA
#> SAMPLE_1089 SAMPLE_1090 SAMPLE_1091 SAMPLE_1092 SAMPLE_1093 SAMPLE_1094 SAMPLE_1095 SAMPLE_1096
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1097 SAMPLE_1098 SAMPLE_1099 SAMPLE_1100 SAMPLE_1101 SAMPLE_1102 SAMPLE_1103 SAMPLE_1104
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1105 SAMPLE_1106 SAMPLE_1107 SAMPLE_1108 SAMPLE_1109 SAMPLE_1110 SAMPLE_1111 SAMPLE_1112
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1113 SAMPLE_1114 SAMPLE_1115 SAMPLE_1116 SAMPLE_1117 SAMPLE_1118 SAMPLE_1119 SAMPLE_1120
#> NA NA NA NA "02373" NA NA NA
#> SAMPLE_1121 SAMPLE_1122 SAMPLE_1123 SAMPLE_1124 SAMPLE_1125 SAMPLE_1126 SAMPLE_1127 SAMPLE_1128
#> NA NA NA NA NA NA NA "02142"
#> SAMPLE_1129 SAMPLE_1130 SAMPLE_1131 SAMPLE_1132 SAMPLE_1133 SAMPLE_1134 SAMPLE_1135 SAMPLE_1136
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1137 SAMPLE_1138 SAMPLE_1139 SAMPLE_1140 SAMPLE_1141 SAMPLE_1142 SAMPLE_1143 SAMPLE_1144
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1145 SAMPLE_1146 SAMPLE_1147 SAMPLE_1148 SAMPLE_1149 SAMPLE_1150 SAMPLE_1151 SAMPLE_1152
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1153 SAMPLE_1154 SAMPLE_1155 SAMPLE_1156 SAMPLE_1157 SAMPLE_1158 SAMPLE_1159 SAMPLE_1160
#> NA NA NA NA NA "02141" "0144" "0144"
#> SAMPLE_1161 SAMPLE_1162 SAMPLE_1163 SAMPLE_1164 SAMPLE_1165 SAMPLE_1166 SAMPLE_1167 SAMPLE_1168
#> "0143" NA NA NA NA NA "02372" NA
#> SAMPLE_1169 SAMPLE_1170 SAMPLE_1171 SAMPLE_1172 SAMPLE_1173 SAMPLE_1174 SAMPLE_1175 SAMPLE_1176
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1177 SAMPLE_1178 SAMPLE_1179 SAMPLE_1180 SAMPLE_1181 SAMPLE_1182 SAMPLE_1183 SAMPLE_1184
#> NA NA NA NA NA "02371" NA NA
#> SAMPLE_1185 SAMPLE_1186 SAMPLE_1187 SAMPLE_1188 SAMPLE_1189 SAMPLE_1190 SAMPLE_1191 SAMPLE_1192
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1193 SAMPLE_1194 SAMPLE_1195 SAMPLE_1196 SAMPLE_1197 SAMPLE_1198 SAMPLE_1199 SAMPLE_1200
#> NA NA "02373" "02142" "02373" "02371" "02142" "02142"
#> SAMPLE_1201 SAMPLE_1202 SAMPLE_1203 SAMPLE_1204 SAMPLE_1205 SAMPLE_1206 SAMPLE_1207 SAMPLE_1208
#> NA "02142" NA NA NA NA NA NA
#> SAMPLE_1209 SAMPLE_1210 SAMPLE_1211 SAMPLE_1212 SAMPLE_1213 SAMPLE_1214 SAMPLE_1215 SAMPLE_1216
#> NA NA "0162" "0163" "0164" NA "02143" NA
#> SAMPLE_1217 SAMPLE_1218 SAMPLE_1219 SAMPLE_1220 SAMPLE_1221 SAMPLE_1222 SAMPLE_1223 SAMPLE_1224
#> NA NA NA NA NA "02324" NA NA
#> SAMPLE_1225 SAMPLE_1226 SAMPLE_1227 SAMPLE_1228 SAMPLE_1229 SAMPLE_1230 SAMPLE_1231 SAMPLE_1232
#> NA NA NA NA "02324" NA NA NA
#> SAMPLE_1233 SAMPLE_1234 SAMPLE_1235 SAMPLE_1236 SAMPLE_1237 SAMPLE_1238 SAMPLE_1239 SAMPLE_1240
#> "02324" NA NA NA NA NA NA "02142"
#> SAMPLE_1241 SAMPLE_1242 SAMPLE_1243 SAMPLE_1244 SAMPLE_1245 SAMPLE_1246 SAMPLE_1247 SAMPLE_1248
#> NA NA "0162" NA NA NA NA "02375"
#> SAMPLE_1249 SAMPLE_1250 SAMPLE_1251 SAMPLE_1252 SAMPLE_1253 SAMPLE_1254 SAMPLE_1255 SAMPLE_1256
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1257 SAMPLE_1258 SAMPLE_1259 SAMPLE_1260 SAMPLE_1261 SAMPLE_1262 SAMPLE_1263 SAMPLE_1264
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1265 SAMPLE_1266 SAMPLE_1267 SAMPLE_1268 SAMPLE_1269 SAMPLE_1270 SAMPLE_1271 SAMPLE_1272
#> NA "02321" "02322" "0161" NA "02321" "02321" "02321"
#> SAMPLE_1273 SAMPLE_1274 SAMPLE_1275 SAMPLE_1276 SAMPLE_1277 SAMPLE_1278 SAMPLE_1279 SAMPLE_1280
#> "02321" NA NA NA NA NA NA NA
#> SAMPLE_1281 SAMPLE_1282 SAMPLE_1283 SAMPLE_1284 SAMPLE_1285 SAMPLE_1286 SAMPLE_1287 SAMPLE_1288
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1289 SAMPLE_1290 SAMPLE_1291 SAMPLE_1292 SAMPLE_1293 SAMPLE_1294 SAMPLE_1295 SAMPLE_1296
#> NA "02322" NA NA NA NA "02321" NA
#> SAMPLE_1297 SAMPLE_1298 SAMPLE_1299 SAMPLE_1300 SAMPLE_1301 SAMPLE_1302 SAMPLE_1303 SAMPLE_1304
#> NA "02321" NA NA NA "02321" "02321" "02321"
#> SAMPLE_1305 SAMPLE_1306 SAMPLE_1307 SAMPLE_1308 SAMPLE_1309 SAMPLE_1310 SAMPLE_1311 SAMPLE_1312
#> NA "02321" NA "02321" "02321" NA NA NA
#> SAMPLE_1313 SAMPLE_1314 SAMPLE_1315 SAMPLE_1316 SAMPLE_1317 SAMPLE_1318 SAMPLE_1319 SAMPLE_1320
#> "02321" "02321" "02321" NA NA NA NA NA
#> SAMPLE_1321 SAMPLE_1322 SAMPLE_1323 SAMPLE_1324 SAMPLE_1325 SAMPLE_1326 SAMPLE_1327 SAMPLE_1328
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1329 SAMPLE_1330 SAMPLE_1331 SAMPLE_1332 SAMPLE_1333 SAMPLE_1334 SAMPLE_1335 SAMPLE_1336
#> NA NA NA NA NA NA NA "0161"
#> SAMPLE_1337 SAMPLE_1338 SAMPLE_1339 SAMPLE_1340 SAMPLE_1341 SAMPLE_1342 SAMPLE_1343 SAMPLE_1344
#> NA NA "02323" "02144" NA NA NA NA
#> SAMPLE_1345 SAMPLE_1346 SAMPLE_1347 SAMPLE_1348 SAMPLE_1349 SAMPLE_1350 SAMPLE_1351 SAMPLE_1352
#> NA NA NA NA NA "02323" NA NA
#> SAMPLE_1353 SAMPLE_1354 SAMPLE_1355 SAMPLE_1356 SAMPLE_1357 SAMPLE_1358 SAMPLE_1359 SAMPLE_1360
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1361 SAMPLE_1362 SAMPLE_1363 SAMPLE_1364 SAMPLE_1365 SAMPLE_1366 SAMPLE_1367 SAMPLE_1368
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1369 SAMPLE_1370 SAMPLE_1371 SAMPLE_1372 SAMPLE_1373 SAMPLE_1374 SAMPLE_1375 SAMPLE_1376
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1377 SAMPLE_1378 SAMPLE_1379 SAMPLE_1380 SAMPLE_1381 SAMPLE_1382 SAMPLE_1383 SAMPLE_1384
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1385 SAMPLE_1386 SAMPLE_1387 SAMPLE_1388 SAMPLE_1389 SAMPLE_1390 SAMPLE_1391 SAMPLE_1392
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1393 SAMPLE_1394 SAMPLE_1395 SAMPLE_1396 SAMPLE_1397 SAMPLE_1398 SAMPLE_1399 SAMPLE_1400
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1401 SAMPLE_1402 SAMPLE_1403 SAMPLE_1404 SAMPLE_1405 SAMPLE_1406 SAMPLE_1407 SAMPLE_1408
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1409 SAMPLE_1410 SAMPLE_1411 SAMPLE_1412 SAMPLE_1413 SAMPLE_1414 SAMPLE_1415 SAMPLE_1416
#> NA NA NA NA NA NA NA "0164"
#> SAMPLE_1417 SAMPLE_1418 SAMPLE_1419 SAMPLE_1420 SAMPLE_1421 SAMPLE_1422 SAMPLE_1423 SAMPLE_1424
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1425 SAMPLE_1426 SAMPLE_1427 SAMPLE_1428 SAMPLE_1429 SAMPLE_1430 SAMPLE_1431 SAMPLE_1432
#> NA NA "0141" NA "02325" "02142" NA NA
#> SAMPLE_1433 SAMPLE_1434 SAMPLE_1435 SAMPLE_1436 SAMPLE_1437 SAMPLE_1438 SAMPLE_1439 SAMPLE_1440
#> NA NA NA NA NA NA NA "0161"
#> SAMPLE_1441 SAMPLE_1442 SAMPLE_1443 SAMPLE_1444 SAMPLE_1445 SAMPLE_1446 SAMPLE_1447 SAMPLE_1448
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1449 SAMPLE_1450 SAMPLE_1451 SAMPLE_1452 SAMPLE_1453 SAMPLE_1454 SAMPLE_1455 SAMPLE_1456
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1457 SAMPLE_1458 SAMPLE_1459 SAMPLE_1460 SAMPLE_1461 SAMPLE_1462 SAMPLE_1463 SAMPLE_1464
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1465 SAMPLE_1466 SAMPLE_1467 SAMPLE_1468 SAMPLE_1469 SAMPLE_1470 SAMPLE_1471 SAMPLE_1472
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1473 SAMPLE_1474 SAMPLE_1475 SAMPLE_1476 SAMPLE_1477 SAMPLE_1478 SAMPLE_1479 SAMPLE_1480
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1481 SAMPLE_1482 SAMPLE_1483 SAMPLE_1484 SAMPLE_1485 SAMPLE_1486 SAMPLE_1487 SAMPLE_1488
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1489 SAMPLE_1490 SAMPLE_1491 SAMPLE_1492 SAMPLE_1493 SAMPLE_1494 SAMPLE_1495 SAMPLE_1496
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1497 SAMPLE_1498 SAMPLE_1499 SAMPLE_1500 SAMPLE_1501 SAMPLE_1502 SAMPLE_1503 SAMPLE_1504
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1505 SAMPLE_1506 SAMPLE_1507 SAMPLE_1508 SAMPLE_1509 SAMPLE_1510 SAMPLE_1511 SAMPLE_1512
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1513 SAMPLE_1514 SAMPLE_1515 SAMPLE_1516 SAMPLE_1517 SAMPLE_1518 SAMPLE_1519 SAMPLE_1520
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1521 SAMPLE_1522 SAMPLE_1523 SAMPLE_1524 SAMPLE_1525 SAMPLE_1526 SAMPLE_1527 SAMPLE_1528
#> NA NA NA NA NA "02321" NA NA
#> SAMPLE_1529 SAMPLE_1530 SAMPLE_1531 SAMPLE_1532 SAMPLE_1533 SAMPLE_1534 SAMPLE_1535 SAMPLE_1536
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1537 SAMPLE_1538 SAMPLE_1539 SAMPLE_1540 SAMPLE_1541 SAMPLE_1542 SAMPLE_1543 SAMPLE_1544
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1545 SAMPLE_1546 SAMPLE_1547 SAMPLE_1548 SAMPLE_1549 SAMPLE_1550 SAMPLE_1551 SAMPLE_1552
#> NA NA NA NA NA NA "02142" NA
#> SAMPLE_1553 SAMPLE_1554 SAMPLE_1555 SAMPLE_1556 SAMPLE_1557 SAMPLE_1558 SAMPLE_1559 SAMPLE_1560
#> NA "02322" NA "02322" "02322" "02322" NA "02322"
#> SAMPLE_1561 SAMPLE_1562 SAMPLE_1563 SAMPLE_1564 SAMPLE_1565 SAMPLE_1566 SAMPLE_1567 SAMPLE_1568
#> NA NA "02322" NA "02322" "02322" NA NA
#> SAMPLE_1569 SAMPLE_1570 SAMPLE_1571 SAMPLE_1572 SAMPLE_1573 SAMPLE_1574 SAMPLE_1575 SAMPLE_1576
#> NA NA NA NA NA NA "02322" NA
#> SAMPLE_1577 SAMPLE_1578 SAMPLE_1579 SAMPLE_1580 SAMPLE_1581 SAMPLE_1582 SAMPLE_1583 SAMPLE_1584
#> NA "02371" NA NA NA NA NA NA
#> SAMPLE_1585 SAMPLE_1586 SAMPLE_1587 SAMPLE_1588 SAMPLE_1589 SAMPLE_1590 SAMPLE_1591 SAMPLE_1592
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1593 SAMPLE_1594 SAMPLE_1595 SAMPLE_1596 SAMPLE_1597 SAMPLE_1598 SAMPLE_1599 SAMPLE_1600
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1601 SAMPLE_1602 SAMPLE_1603 SAMPLE_1604 SAMPLE_1605 SAMPLE_1606 SAMPLE_1607 SAMPLE_1608
#> NA NA "0144" NA "0144" "0143" "0143" NA
#> SAMPLE_1609 SAMPLE_1610 SAMPLE_1611 SAMPLE_1612 SAMPLE_1613 SAMPLE_1614 SAMPLE_1615 SAMPLE_1616
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1617 SAMPLE_1618 SAMPLE_1619 SAMPLE_1620 SAMPLE_1621 SAMPLE_1622 SAMPLE_1623 SAMPLE_1624
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1625 SAMPLE_1626 SAMPLE_1627 SAMPLE_1628 SAMPLE_1629 SAMPLE_1630 SAMPLE_1631 SAMPLE_1632
#> NA NA NA NA NA NA "02144" NA
#> SAMPLE_1633 SAMPLE_1634 SAMPLE_1635 SAMPLE_1636 SAMPLE_1637 SAMPLE_1638 SAMPLE_1639 SAMPLE_1640
#> NA NA NA NA "02374" NA NA NA
#> SAMPLE_1641 SAMPLE_1642 SAMPLE_1643 SAMPLE_1644 SAMPLE_1645 SAMPLE_1646 SAMPLE_1647 SAMPLE_1648
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1649 SAMPLE_1650 SAMPLE_1651 SAMPLE_1652 SAMPLE_1653 SAMPLE_1654 SAMPLE_1655 SAMPLE_1656
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1657 SAMPLE_1658 SAMPLE_1659 SAMPLE_1660 SAMPLE_1661 SAMPLE_1662 SAMPLE_1663 SAMPLE_1664
#> "02325" NA NA NA NA NA NA NA
#> SAMPLE_1665 SAMPLE_1666 SAMPLE_1667 SAMPLE_1668 SAMPLE_1669 SAMPLE_1670 SAMPLE_1671 SAMPLE_1672
#> NA "02321" "0164" NA "02141" NA NA NA
#> SAMPLE_1673 SAMPLE_1674 SAMPLE_1675 SAMPLE_1676 SAMPLE_1677 SAMPLE_1678 SAMPLE_1679 SAMPLE_1680
#> NA NA NA NA "0143" NA NA NA
#> SAMPLE_1681 SAMPLE_1682 SAMPLE_1683 SAMPLE_1684 SAMPLE_1685 SAMPLE_1686 SAMPLE_1687 SAMPLE_1688
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1689 SAMPLE_1690 SAMPLE_1691 SAMPLE_1692 SAMPLE_1693 SAMPLE_1694 SAMPLE_1695 SAMPLE_1696
#> NA NA NA NA NA "0144" NA NA
#> SAMPLE_1697 SAMPLE_1698 SAMPLE_1699 SAMPLE_1700 SAMPLE_1701 SAMPLE_1702 SAMPLE_1703 SAMPLE_1704
#> NA "0142" NA NA NA NA NA NA
#> SAMPLE_1705 SAMPLE_1706 SAMPLE_1707 SAMPLE_1708 SAMPLE_1709 SAMPLE_1710 SAMPLE_1711 SAMPLE_1712
#> NA NA NA NA NA NA NA "0161"
#> SAMPLE_1713 SAMPLE_1714 SAMPLE_1715 SAMPLE_1716 SAMPLE_1717 SAMPLE_1718 SAMPLE_1719 SAMPLE_1720
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1721 SAMPLE_1722 SAMPLE_1723 SAMPLE_1724 SAMPLE_1725 SAMPLE_1726 SAMPLE_1727 SAMPLE_1728
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1729 SAMPLE_1730 SAMPLE_1731 SAMPLE_1732 SAMPLE_1733 SAMPLE_1734 SAMPLE_1735 SAMPLE_1736
#> NA NA NA NA NA NA NA "0142"
#> SAMPLE_1737 SAMPLE_1738 SAMPLE_1739 SAMPLE_1740 SAMPLE_1741 SAMPLE_1742 SAMPLE_1743 SAMPLE_1744
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1745 SAMPLE_1746 SAMPLE_1747 SAMPLE_1748 SAMPLE_1749 SAMPLE_1750 SAMPLE_1751 SAMPLE_1752
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1753 SAMPLE_1754 SAMPLE_1755 SAMPLE_1756 SAMPLE_1757 SAMPLE_1758 SAMPLE_1759 SAMPLE_1760
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1761 SAMPLE_1762 SAMPLE_1763 SAMPLE_1764 SAMPLE_1765 SAMPLE_1766 SAMPLE_1767 SAMPLE_1768
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1769 SAMPLE_1770 SAMPLE_1771 SAMPLE_1772 SAMPLE_1773 SAMPLE_1774 SAMPLE_1775 SAMPLE_1776
#> NA NA "02323" NA NA "02372" NA "02141"
#> SAMPLE_1777 SAMPLE_1778 SAMPLE_1779 SAMPLE_1780 SAMPLE_1781 SAMPLE_1782 SAMPLE_1783 SAMPLE_1784
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1785 SAMPLE_1786 SAMPLE_1787 SAMPLE_1788 SAMPLE_1789 SAMPLE_1790 SAMPLE_1791 SAMPLE_1792
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1793 SAMPLE_1794 SAMPLE_1795 SAMPLE_1796 SAMPLE_1797 SAMPLE_1798 SAMPLE_1799 SAMPLE_1800
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1801 SAMPLE_1802 SAMPLE_1803 SAMPLE_1804 SAMPLE_1805 SAMPLE_1806 SAMPLE_1807 SAMPLE_1808
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1809 SAMPLE_1810 SAMPLE_1811 SAMPLE_1812 SAMPLE_1813 SAMPLE_1814 SAMPLE_1815 SAMPLE_1816
#> NA NA NA NA "02375" NA NA NA
#> SAMPLE_1817 SAMPLE_1818 SAMPLE_1819 SAMPLE_1820 SAMPLE_1821 SAMPLE_1822 SAMPLE_1823 SAMPLE_1824
#> "02145" NA NA NA NA NA NA NA
#> SAMPLE_1825 SAMPLE_1826 SAMPLE_1827 SAMPLE_1828 SAMPLE_1829 SAMPLE_1830 SAMPLE_1831 SAMPLE_1832
#> NA NA NA NA "0144" NA NA NA
#> SAMPLE_1833 SAMPLE_1834 SAMPLE_1835 SAMPLE_1836 SAMPLE_1837 SAMPLE_1838 SAMPLE_1839 SAMPLE_1840
#> NA NA NA NA NA "0144" NA NA
#> SAMPLE_1841 SAMPLE_1842 SAMPLE_1843 SAMPLE_1844 SAMPLE_1845 SAMPLE_1846 SAMPLE_1847 SAMPLE_1848
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1849 SAMPLE_1850 SAMPLE_1851 SAMPLE_1852 SAMPLE_1853 SAMPLE_1854 SAMPLE_1855 SAMPLE_1856
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1857 SAMPLE_1858 SAMPLE_1859 SAMPLE_1860 SAMPLE_1861 SAMPLE_1862 SAMPLE_1863 SAMPLE_1864
#> NA NA "0141" NA NA NA NA NA
#> SAMPLE_1865 SAMPLE_1866 SAMPLE_1867 SAMPLE_1868 SAMPLE_1869 SAMPLE_1870 SAMPLE_1871 SAMPLE_1872
#> NA NA "02324" NA "02325" "0141" "0161" NA
#> SAMPLE_1873 SAMPLE_1874 SAMPLE_1875 SAMPLE_1876 SAMPLE_1877 SAMPLE_1878 SAMPLE_1879 SAMPLE_1880
#> NA NA "0141" "0141" "0141" "02325" NA NA
#> SAMPLE_1881 SAMPLE_1882 SAMPLE_1883 SAMPLE_1884 SAMPLE_1885 SAMPLE_1886 SAMPLE_1887 SAMPLE_1888
#> NA NA NA NA NA NA NA "02143"
#> SAMPLE_1889 SAMPLE_1890 SAMPLE_1891 SAMPLE_1892 SAMPLE_1893 SAMPLE_1894 SAMPLE_1895 SAMPLE_1896
#> "0163" "0164" "0162" "0162" NA "0162" NA NA
#> SAMPLE_1897 SAMPLE_1898 SAMPLE_1899 SAMPLE_1900 SAMPLE_1901 SAMPLE_1902 SAMPLE_1903 SAMPLE_1904
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1905 SAMPLE_1906 SAMPLE_1907 SAMPLE_1908 SAMPLE_1909 SAMPLE_1910 SAMPLE_1911 SAMPLE_1912
#> "02324" NA NA NA NA NA NA NA
#> SAMPLE_1913 SAMPLE_1914 SAMPLE_1915 SAMPLE_1916 SAMPLE_1917 SAMPLE_1918 SAMPLE_1919 SAMPLE_1920
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1921 SAMPLE_1922 SAMPLE_1923 SAMPLE_1924 SAMPLE_1925 SAMPLE_1926 SAMPLE_1927 SAMPLE_1928
#> NA NA "02321" NA NA NA NA NA
#> SAMPLE_1929 SAMPLE_1930 SAMPLE_1931 SAMPLE_1932 SAMPLE_1933 SAMPLE_1934 SAMPLE_1935 SAMPLE_1936
#> NA "0144" NA NA NA NA NA NA
#> SAMPLE_1937 SAMPLE_1938 SAMPLE_1939 SAMPLE_1940 SAMPLE_1941 SAMPLE_1942 SAMPLE_1943 SAMPLE_1944
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1945 SAMPLE_1946 SAMPLE_1947 SAMPLE_1948 SAMPLE_1949 SAMPLE_1950 SAMPLE_1951 SAMPLE_1952
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1953 SAMPLE_1954 SAMPLE_1955 SAMPLE_1956 SAMPLE_1957 SAMPLE_1958 SAMPLE_1959 SAMPLE_1960
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1961 SAMPLE_1962 SAMPLE_1963 SAMPLE_1964 SAMPLE_1965 SAMPLE_1966 SAMPLE_1967 SAMPLE_1968
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1969 SAMPLE_1970 SAMPLE_1971 SAMPLE_1972 SAMPLE_1973 SAMPLE_1974 SAMPLE_1975 SAMPLE_1976
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1977 SAMPLE_1978 SAMPLE_1979 SAMPLE_1980 SAMPLE_1981 SAMPLE_1982 SAMPLE_1983 SAMPLE_1984
#> NA NA NA NA "02321" "02321" "02321" "02321"
#> SAMPLE_1985 SAMPLE_1986 SAMPLE_1987 SAMPLE_1988 SAMPLE_1989 SAMPLE_1990 SAMPLE_1991 SAMPLE_1992
#> "02321" "02321" NA NA NA "02321" "02321" NA
#> SAMPLE_1993 SAMPLE_1994 SAMPLE_1995 SAMPLE_1996 SAMPLE_1997 SAMPLE_1998 SAMPLE_1999 SAMPLE_2000
#> NA NA NA NA NA NA NA "0164"
#> SAMPLE_2001 SAMPLE_2002 SAMPLE_2003 SAMPLE_2004 SAMPLE_2005 SAMPLE_2006 SAMPLE_2007 SAMPLE_2008
#> "02321" NA NA NA NA NA NA NA
#> SAMPLE_2009 SAMPLE_2010 SAMPLE_2011 SAMPLE_2012 SAMPLE_2013 SAMPLE_2014 SAMPLE_2015 SAMPLE_2016
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2017 SAMPLE_2018 SAMPLE_2019 SAMPLE_2020 SAMPLE_2021 SAMPLE_2022 SAMPLE_2023 SAMPLE_2024
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2025 SAMPLE_2026 SAMPLE_2027 SAMPLE_2028 SAMPLE_2029 SAMPLE_2030 SAMPLE_2031 SAMPLE_2032
#> NA NA "02321" NA NA NA NA NA
#> SAMPLE_2033 SAMPLE_2034 SAMPLE_2035 SAMPLE_2036 SAMPLE_2037 SAMPLE_2038 SAMPLE_2039 SAMPLE_2040
#> NA NA NA NA NA NA NA "02373"
#> SAMPLE_2041 SAMPLE_2042 SAMPLE_2043 SAMPLE_2044 SAMPLE_2045 SAMPLE_2046 SAMPLE_2047 SAMPLE_2048
#> "02143" NA NA NA NA NA NA NA
#> SAMPLE_2049 SAMPLE_2050 SAMPLE_2051 SAMPLE_2052 SAMPLE_2053 SAMPLE_2054 SAMPLE_2055 SAMPLE_2056
#> NA NA "02143" NA NA NA "02375" NA
#> SAMPLE_2057 SAMPLE_2058 SAMPLE_2059 SAMPLE_2060 SAMPLE_2061 SAMPLE_2062 SAMPLE_2063 SAMPLE_2064
#> NA NA NA NA NA NA "02143" NA
#> SAMPLE_2065 SAMPLE_2066 SAMPLE_2067 SAMPLE_2068 SAMPLE_2069 SAMPLE_2070 SAMPLE_2071 SAMPLE_2072
#> NA NA NA "02373" NA NA "02321" NA
#> SAMPLE_2073 SAMPLE_2074 SAMPLE_2075 SAMPLE_2076 SAMPLE_2077 SAMPLE_2078 SAMPLE_2079 SAMPLE_2080
#> NA NA NA NA "02323" "02323" "02323" "02326"
#> SAMPLE_2081 SAMPLE_2082 SAMPLE_2083 SAMPLE_2084 SAMPLE_2085 SAMPLE_2086 SAMPLE_2087 SAMPLE_2088
#> NA NA NA "02144" "02144" "02144" "02323" NA
#> SAMPLE_2089 SAMPLE_2090 SAMPLE_2091 SAMPLE_2092 SAMPLE_2093 SAMPLE_2094 SAMPLE_2095 SAMPLE_2096
#> "02144" NA "02326" "02323" NA NA NA "02144"
#> SAMPLE_2097 SAMPLE_2098 SAMPLE_2099 SAMPLE_2100 SAMPLE_2101 SAMPLE_2102 SAMPLE_2103 SAMPLE_2104
#> "02323" NA "02323" "02323" "02323" "02323" NA NA
#> SAMPLE_2105 SAMPLE_2106 SAMPLE_2107 SAMPLE_2108 SAMPLE_2109 SAMPLE_2110 SAMPLE_2111 SAMPLE_2112
#> "02144" "02144" "02144" "02323" NA NA NA "02323"
#> SAMPLE_2113 SAMPLE_2114 SAMPLE_2115 SAMPLE_2116 SAMPLE_2117 SAMPLE_2118 SAMPLE_2119 SAMPLE_2120
#> "02323" "02323" NA "02326" "02323" "02323" NA "02144"
#> SAMPLE_2121 SAMPLE_2122 SAMPLE_2123 SAMPLE_2124 SAMPLE_2125 SAMPLE_2126 SAMPLE_2127 SAMPLE_2128
#> "02323" "02323" NA "02326" NA NA NA "02323"
#> SAMPLE_2129 SAMPLE_2130 SAMPLE_2131 SAMPLE_2132 SAMPLE_2133 SAMPLE_2134 SAMPLE_2135 SAMPLE_2136
#> NA "02323" "02144" "02324" "02323" NA NA NA
#> SAMPLE_2137 SAMPLE_2138 SAMPLE_2139 SAMPLE_2140 SAMPLE_2141 SAMPLE_2142 SAMPLE_2143 SAMPLE_2144
#> "02323" NA NA NA NA NA NA NA
#> SAMPLE_2145 SAMPLE_2146 SAMPLE_2147 SAMPLE_2148 SAMPLE_2149 SAMPLE_2150 SAMPLE_2151 SAMPLE_2152
#> NA NA NA NA NA NA "02375" NA
#> SAMPLE_2153 SAMPLE_2154 SAMPLE_2155 SAMPLE_2156 SAMPLE_2157 SAMPLE_2158 SAMPLE_2159 SAMPLE_2160
#> NA "02321" NA NA "02321" NA NA "02321"
#> SAMPLE_2161 SAMPLE_2162 SAMPLE_2163 SAMPLE_2164 SAMPLE_2165 SAMPLE_2166 SAMPLE_2167 SAMPLE_2168
#> NA NA "02141" "02141" NA NA NA NA
#> SAMPLE_2169 SAMPLE_2170 SAMPLE_2171 SAMPLE_2172 SAMPLE_2173 SAMPLE_2174 SAMPLE_2175 SAMPLE_2176
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2177 SAMPLE_2178 SAMPLE_2179 SAMPLE_2180 SAMPLE_2181 SAMPLE_2182 SAMPLE_2183 SAMPLE_2184
#> NA NA NA NA NA "0144" NA NA
#> SAMPLE_2185 SAMPLE_2186 SAMPLE_2187 SAMPLE_2188 SAMPLE_2189 SAMPLE_2190 SAMPLE_2191 SAMPLE_2192
#> NA NA "02321" NA NA NA NA NA
#> SAMPLE_2193 SAMPLE_2194 SAMPLE_2195 SAMPLE_2196 SAMPLE_2197 SAMPLE_2198 SAMPLE_2199 SAMPLE_2200
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2201 SAMPLE_2202 SAMPLE_2203 SAMPLE_2204 SAMPLE_2205 SAMPLE_2206 SAMPLE_2207 SAMPLE_2208
#> NA NA NA NA NA "0162" NA NA
#> SAMPLE_2209 SAMPLE_2210 SAMPLE_2211 SAMPLE_2212 SAMPLE_2213 SAMPLE_2214 SAMPLE_2215 SAMPLE_2216
#> "02374" NA NA NA "02375" NA NA NA
#> SAMPLE_2217 SAMPLE_2218 SAMPLE_2219 SAMPLE_2220 SAMPLE_2221 SAMPLE_2222 SAMPLE_2223 SAMPLE_2224
#> NA NA "02143" NA NA NA NA "02371"
#> SAMPLE_2225 SAMPLE_2226 SAMPLE_2227 SAMPLE_2228 SAMPLE_2229 SAMPLE_2230 SAMPLE_2231 SAMPLE_2232
#> NA "0163" "02141" NA NA "0144" NA NA
#> SAMPLE_2233 SAMPLE_2234 SAMPLE_2235 SAMPLE_2236 SAMPLE_2237 SAMPLE_2238 SAMPLE_2239 SAMPLE_2240
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2241 SAMPLE_2242 SAMPLE_2243 SAMPLE_2244 SAMPLE_2245 SAMPLE_2246 SAMPLE_2247 SAMPLE_2248
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2249 SAMPLE_2250 SAMPLE_2251 SAMPLE_2252 SAMPLE_2253 SAMPLE_2254 SAMPLE_2255 SAMPLE_2256
#> NA NA "0145" NA NA NA NA NA
#> SAMPLE_2257 SAMPLE_2258 SAMPLE_2259 SAMPLE_2260 SAMPLE_2261 SAMPLE_2262 SAMPLE_2263 SAMPLE_2264
#> NA NA NA NA "0142" NA NA NA
#> SAMPLE_2265 SAMPLE_2266 SAMPLE_2267 SAMPLE_2268 SAMPLE_2269 SAMPLE_2270 SAMPLE_2271 SAMPLE_2272
#> "02372" NA NA NA NA NA NA NA
#> SAMPLE_2273 SAMPLE_2274 SAMPLE_2275 SAMPLE_2276 SAMPLE_2277 SAMPLE_2278 SAMPLE_2279 SAMPLE_2280
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2281 SAMPLE_2282 SAMPLE_2283 SAMPLE_2284 SAMPLE_2285 SAMPLE_2286 SAMPLE_2287 SAMPLE_2288
#> NA NA NA NA "02324" NA NA NA
#> SAMPLE_2289 SAMPLE_2290 SAMPLE_2291 SAMPLE_2292 SAMPLE_2293 SAMPLE_2294 SAMPLE_2295 SAMPLE_2296
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2297 SAMPLE_2298 SAMPLE_2299 SAMPLE_2300 SAMPLE_2301 SAMPLE_2302 SAMPLE_2303 SAMPLE_2304
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2305 SAMPLE_2306 SAMPLE_2307 SAMPLE_2308 SAMPLE_2309 SAMPLE_2310 SAMPLE_2311 SAMPLE_2312
#> "0144" NA NA NA NA NA NA NA
#> SAMPLE_2313 SAMPLE_2314 SAMPLE_2315 SAMPLE_2316 SAMPLE_2317 SAMPLE_2318 SAMPLE_2319 SAMPLE_2320
#> NA NA NA NA NA NA "0143" NA
#> SAMPLE_2321 SAMPLE_2322 SAMPLE_2323 SAMPLE_2324 SAMPLE_2325 SAMPLE_2326 SAMPLE_2327 SAMPLE_2328
#> NA NA NA NA NA "02324" NA NA
#> SAMPLE_2329 SAMPLE_2330 SAMPLE_2331 SAMPLE_2332 SAMPLE_2333 SAMPLE_2334 SAMPLE_2335 SAMPLE_2336
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2337 SAMPLE_2338 SAMPLE_2339 SAMPLE_2340 SAMPLE_2341 SAMPLE_2342 SAMPLE_2343 SAMPLE_2344
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2345 SAMPLE_2346 SAMPLE_2347 SAMPLE_2348 SAMPLE_2349 SAMPLE_2350 SAMPLE_2351 SAMPLE_2352
#> NA NA NA "02143" NA NA NA NA
#> SAMPLE_2353 SAMPLE_2354 SAMPLE_2355 SAMPLE_2356 SAMPLE_2357 SAMPLE_2358 SAMPLE_2359 SAMPLE_2360
#> NA "02321" NA NA NA NA "02143" NA
#> SAMPLE_2361 SAMPLE_2362 SAMPLE_2363 SAMPLE_2364 SAMPLE_2365 SAMPLE_2366 SAMPLE_2367 SAMPLE_2368
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2369 SAMPLE_2370 SAMPLE_2371 SAMPLE_2372 SAMPLE_2373 SAMPLE_2374 SAMPLE_2375 SAMPLE_2376
#> "0142" "0142" NA NA "0142" "0142" NA "0142"
#> SAMPLE_2377 SAMPLE_2378 SAMPLE_2379 SAMPLE_2380 SAMPLE_2381 SAMPLE_2382 SAMPLE_2383 SAMPLE_2384
#> "0142" "0142" NA "0142" NA "0142" NA NA
#> SAMPLE_2385 SAMPLE_2386 SAMPLE_2387 SAMPLE_2388 SAMPLE_2389 SAMPLE_2390 SAMPLE_2391 SAMPLE_2392
#> NA "0141" "02325" "02325" NA NA NA NA
#> SAMPLE_2393 SAMPLE_2394 SAMPLE_2395 SAMPLE_2396 SAMPLE_2397 SAMPLE_2398 SAMPLE_2399 SAMPLE_2400
#> NA NA "02321" NA NA "0142" "0142" "0142"
#> SAMPLE_2401 SAMPLE_2402 SAMPLE_2403 SAMPLE_2404 SAMPLE_2405 SAMPLE_2406 SAMPLE_2407 SAMPLE_2408
#> "0142" "0142" "0141" "0141" "02325" "02325" "02325" "02325"
#> SAMPLE_2409 SAMPLE_2410 SAMPLE_2411 SAMPLE_2412 SAMPLE_2413 SAMPLE_2414 SAMPLE_2415 SAMPLE_2416
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2417 SAMPLE_2418 SAMPLE_2419 SAMPLE_2420 SAMPLE_2421 SAMPLE_2422 SAMPLE_2423 SAMPLE_2424
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2425 SAMPLE_2426 SAMPLE_2427 SAMPLE_2428 SAMPLE_2429 SAMPLE_2430 SAMPLE_2431 SAMPLE_2432
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2433 SAMPLE_2434 SAMPLE_2435 SAMPLE_2436 SAMPLE_2437 SAMPLE_2438 SAMPLE_2439 SAMPLE_2440
#> NA NA NA NA NA NA "02375" NA
#> SAMPLE_2441 SAMPLE_2442 SAMPLE_2443 SAMPLE_2444 SAMPLE_2445 SAMPLE_2446 SAMPLE_2447 SAMPLE_2448
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2449 SAMPLE_2450 SAMPLE_2451 SAMPLE_2452 SAMPLE_2453 SAMPLE_2454 SAMPLE_2455 SAMPLE_2456
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2457 SAMPLE_2458 SAMPLE_2459 SAMPLE_2460 SAMPLE_2461 SAMPLE_2462 SAMPLE_2463 SAMPLE_2464
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2465 SAMPLE_2466 SAMPLE_2467 SAMPLE_2468 SAMPLE_2469 SAMPLE_2470 SAMPLE_2471 SAMPLE_2472
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2473 SAMPLE_2474 SAMPLE_2475 SAMPLE_2476 SAMPLE_2477 SAMPLE_2478 SAMPLE_2479 SAMPLE_2480
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2481 SAMPLE_2482 SAMPLE_2483 SAMPLE_2484 SAMPLE_2485 SAMPLE_2486 SAMPLE_2487 SAMPLE_2488
#> NA "02374" NA NA NA NA NA NA
#> SAMPLE_2489 SAMPLE_2490 SAMPLE_2491 SAMPLE_2492 SAMPLE_2493 SAMPLE_2494 SAMPLE_2495 SAMPLE_2496
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2497 SAMPLE_2498 SAMPLE_2499 SAMPLE_2500 SAMPLE_2501 SAMPLE_2502 SAMPLE_2503 SAMPLE_2504
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2505 SAMPLE_2506 SAMPLE_2507 SAMPLE_2508 SAMPLE_2509 SAMPLE_2510 SAMPLE_2511 SAMPLE_2512
#> NA NA NA "0144" "0144" "02141" "02141" NA
#> SAMPLE_2513 SAMPLE_2514 SAMPLE_2515 SAMPLE_2516 SAMPLE_2517 SAMPLE_2518 SAMPLE_2519 SAMPLE_2520
#> NA NA "0163" NA NA NA NA NA
#> SAMPLE_2521 SAMPLE_2522 SAMPLE_2523 SAMPLE_2524 SAMPLE_2525 SAMPLE_2526 SAMPLE_2527 SAMPLE_2528
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2529 SAMPLE_2530 SAMPLE_2531 SAMPLE_2532 SAMPLE_2533 SAMPLE_2534 SAMPLE_2535 SAMPLE_2536
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2537 SAMPLE_2538 SAMPLE_2539 SAMPLE_2540 SAMPLE_2541 SAMPLE_2542 SAMPLE_2543 SAMPLE_2544
#> NA NA "0144" NA NA NA NA NA
#> SAMPLE_2545 SAMPLE_2546 SAMPLE_2547 SAMPLE_2548 SAMPLE_2549 SAMPLE_2550 SAMPLE_2551 SAMPLE_2552
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2553 SAMPLE_2554 SAMPLE_2555 SAMPLE_2556 SAMPLE_2557 SAMPLE_2558 SAMPLE_2559 SAMPLE_2560
#> NA "0142" "0143" NA NA "02143" NA NA
#> SAMPLE_2561 SAMPLE_2562 SAMPLE_2563 SAMPLE_2564 SAMPLE_2565 SAMPLE_2566 SAMPLE_2567 SAMPLE_2568
#> "0143" NA "0143" "0143" "0143" "0143" NA "0142"
#> SAMPLE_2569 SAMPLE_2570 SAMPLE_2571 SAMPLE_2572 SAMPLE_2573 SAMPLE_2574 SAMPLE_2575 SAMPLE_2576
#> "0143" NA NA NA NA NA NA NA
#> SAMPLE_2577 SAMPLE_2578 SAMPLE_2579 SAMPLE_2580 SAMPLE_2581 SAMPLE_2582 SAMPLE_2583 SAMPLE_2584
#> NA NA NA NA NA "02321" NA NA
#> SAMPLE_2585 SAMPLE_2586 SAMPLE_2587 SAMPLE_2588 SAMPLE_2589 SAMPLE_2590 SAMPLE_2591 SAMPLE_2592
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2593 SAMPLE_2594 SAMPLE_2595 SAMPLE_2596 SAMPLE_2597 SAMPLE_2598 SAMPLE_2599 SAMPLE_2600
#> "02321" "02321" NA NA NA NA NA NA
#> SAMPLE_2601 SAMPLE_2602 SAMPLE_2603 SAMPLE_2604 SAMPLE_2605 SAMPLE_2606 SAMPLE_2607 SAMPLE_2608
#> NA NA NA NA NA NA NA "0143"
#> SAMPLE_2609 SAMPLE_2610 SAMPLE_2611 SAMPLE_2612 SAMPLE_2613 SAMPLE_2614 SAMPLE_2615 SAMPLE_2616
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2617 SAMPLE_2618 SAMPLE_2619 SAMPLE_2620 SAMPLE_2621 SAMPLE_2622 SAMPLE_2623 SAMPLE_2624
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2625 SAMPLE_2626 SAMPLE_2627 SAMPLE_2628 SAMPLE_2629 SAMPLE_2630 SAMPLE_2631 SAMPLE_2632
#> NA NA NA NA NA NA "02372" "02372"
#> SAMPLE_2633 SAMPLE_2634 SAMPLE_2635 SAMPLE_2636 SAMPLE_2637 SAMPLE_2638 SAMPLE_2639 SAMPLE_2640
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2641 SAMPLE_2642 SAMPLE_2643 SAMPLE_2644 SAMPLE_2645 SAMPLE_2646 SAMPLE_2647 SAMPLE_2648
#> NA NA NA NA NA NA NA "02372"
#> SAMPLE_2649 SAMPLE_2650 SAMPLE_2651 SAMPLE_2652 SAMPLE_2653 SAMPLE_2654 SAMPLE_2655 SAMPLE_2656
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2657 SAMPLE_2658 SAMPLE_2659 SAMPLE_2660 SAMPLE_2661 SAMPLE_2662 SAMPLE_2663 SAMPLE_2664
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2665 SAMPLE_2666 SAMPLE_2667 SAMPLE_2668 SAMPLE_2669 SAMPLE_2670 SAMPLE_2671 SAMPLE_2672
#> "02321" NA NA NA NA NA NA NA
#> SAMPLE_2673 SAMPLE_2674 SAMPLE_2675 SAMPLE_2676 SAMPLE_2677 SAMPLE_2678 SAMPLE_2679 SAMPLE_2680
#> NA NA NA NA NA NA NA "02374"
#> SAMPLE_2681 SAMPLE_2682 SAMPLE_2683 SAMPLE_2684 SAMPLE_2685 SAMPLE_2686 SAMPLE_2687 SAMPLE_2688
#> "02372" NA NA NA NA NA NA "02375"
#> SAMPLE_2689 SAMPLE_2690 SAMPLE_2691 SAMPLE_2692 SAMPLE_2693 SAMPLE_2694 SAMPLE_2695 SAMPLE_2696
#> NA NA NA NA NA NA "02322" NA
#> SAMPLE_2697 SAMPLE_2698 SAMPLE_2699 SAMPLE_2700 SAMPLE_2701 SAMPLE_2702 SAMPLE_2703 SAMPLE_2704
#> NA "02322" NA NA NA NA NA NA
#> SAMPLE_2705 SAMPLE_2706 SAMPLE_2707 SAMPLE_2708 SAMPLE_2709 SAMPLE_2710 SAMPLE_2711 SAMPLE_2712
#> NA NA NA NA NA NA NA "02322"
#> SAMPLE_2713 SAMPLE_2714 SAMPLE_2715 SAMPLE_2716 SAMPLE_2717 SAMPLE_2718 SAMPLE_2719 SAMPLE_2720
#> NA "0145" NA "0145" NA NA NA NA
#> SAMPLE_2721 SAMPLE_2722 SAMPLE_2723 SAMPLE_2724 SAMPLE_2725 SAMPLE_2726 SAMPLE_2727 SAMPLE_2728
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2729 SAMPLE_2730 SAMPLE_2731 SAMPLE_2732 SAMPLE_2733 SAMPLE_2734 SAMPLE_2735 SAMPLE_2736
#> "02322" "02322" "02322" "02322" "02322" NA NA "0161"
#> SAMPLE_2737 SAMPLE_2738 SAMPLE_2739 SAMPLE_2740 SAMPLE_2741 SAMPLE_2742 SAMPLE_2743 SAMPLE_2744
#> "0143" "0143" "0143" "0143" "0142" "0143" "0144" "0143"
#> SAMPLE_2745 SAMPLE_2746 SAMPLE_2747 SAMPLE_2748 SAMPLE_2749 SAMPLE_2750 SAMPLE_2751 SAMPLE_2752
#> "0143" NA "0165" NA NA NA NA NA
#> SAMPLE_2753 SAMPLE_2754 SAMPLE_2755 SAMPLE_2756 SAMPLE_2757 SAMPLE_2758 SAMPLE_2759 SAMPLE_2760
#> NA NA NA NA NA NA NA "0161"
#> SAMPLE_2761 SAMPLE_2762 SAMPLE_2763 SAMPLE_2764 SAMPLE_2765 SAMPLE_2766 SAMPLE_2767 SAMPLE_2768
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2769 SAMPLE_2770 SAMPLE_2771 SAMPLE_2772 SAMPLE_2773 SAMPLE_2774 SAMPLE_2775 SAMPLE_2776
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2777 SAMPLE_2778 SAMPLE_2779 SAMPLE_2780 SAMPLE_2781 SAMPLE_2782 SAMPLE_2783 SAMPLE_2784
#> NA "02372" "02145" "02143" NA NA NA NA
#> SAMPLE_2785 SAMPLE_2786 SAMPLE_2787 SAMPLE_2788 SAMPLE_2789 SAMPLE_2790 SAMPLE_2791 SAMPLE_2792
#> "0161" NA "0143" "0141" NA "0141" "0141" "0141"
#> SAMPLE_2793 SAMPLE_2794 SAMPLE_2795 SAMPLE_2796 SAMPLE_2797 SAMPLE_2798 SAMPLE_2799 SAMPLE_2800
#> NA NA NA NA "02325" NA NA NA
#> SAMPLE_2801
#> NA
get_classes(res_rh, merge_node = merge_node_param(min_n_signatures = 16502))
#> SAMPLE_1 SAMPLE_2 SAMPLE_3 SAMPLE_4 SAMPLE_5 SAMPLE_6 SAMPLE_7 SAMPLE_8
#> NA NA NA NA NA NA NA NA
#> SAMPLE_9 SAMPLE_10 SAMPLE_11 SAMPLE_12 SAMPLE_13 SAMPLE_14 SAMPLE_15 SAMPLE_16
#> NA NA NA NA "02321" NA "0165" "0165"
#> SAMPLE_17 SAMPLE_18 SAMPLE_19 SAMPLE_20 SAMPLE_21 SAMPLE_22 SAMPLE_23 SAMPLE_24
#> NA NA "0163" NA "0163" NA NA NA
#> SAMPLE_25 SAMPLE_26 SAMPLE_27 SAMPLE_28 SAMPLE_29 SAMPLE_30 SAMPLE_31 SAMPLE_32
#> NA NA NA NA NA NA NA NA
#> SAMPLE_33 SAMPLE_34 SAMPLE_35 SAMPLE_36 SAMPLE_37 SAMPLE_38 SAMPLE_39 SAMPLE_40
#> NA NA NA NA NA NA NA NA
#> SAMPLE_41 SAMPLE_42 SAMPLE_43 SAMPLE_44 SAMPLE_45 SAMPLE_46 SAMPLE_47 SAMPLE_48
#> NA NA NA NA NA NA NA NA
#> SAMPLE_49 SAMPLE_50 SAMPLE_51 SAMPLE_52 SAMPLE_53 SAMPLE_54 SAMPLE_55 SAMPLE_56
#> NA NA NA NA NA NA NA NA
#> SAMPLE_57 SAMPLE_58 SAMPLE_59 SAMPLE_60 SAMPLE_61 SAMPLE_62 SAMPLE_63 SAMPLE_64
#> NA NA NA NA NA NA "02321" NA
#> SAMPLE_65 SAMPLE_66 SAMPLE_67 SAMPLE_68 SAMPLE_69 SAMPLE_70 SAMPLE_71 SAMPLE_72
#> NA NA NA NA NA NA NA NA
#> SAMPLE_73 SAMPLE_74 SAMPLE_75 SAMPLE_76 SAMPLE_77 SAMPLE_78 SAMPLE_79 SAMPLE_80
#> NA NA NA NA NA NA NA NA
#> SAMPLE_81 SAMPLE_82 SAMPLE_83 SAMPLE_84 SAMPLE_85 SAMPLE_86 SAMPLE_87 SAMPLE_88
#> NA NA NA NA NA NA "0164" NA
#> SAMPLE_89 SAMPLE_90 SAMPLE_91 SAMPLE_92 SAMPLE_93 SAMPLE_94 SAMPLE_95 SAMPLE_96
#> "0162" NA NA NA NA NA NA NA
#> SAMPLE_97 SAMPLE_98 SAMPLE_99 SAMPLE_100 SAMPLE_101 SAMPLE_102 SAMPLE_103 SAMPLE_104
#> NA NA NA NA NA NA NA "02321"
#> SAMPLE_105 SAMPLE_106 SAMPLE_107 SAMPLE_108 SAMPLE_109 SAMPLE_110 SAMPLE_111 SAMPLE_112
#> NA "02321" NA NA NA NA NA NA
#> SAMPLE_113 SAMPLE_114 SAMPLE_115 SAMPLE_116 SAMPLE_117 SAMPLE_118 SAMPLE_119 SAMPLE_120
#> NA NA NA NA NA NA NA NA
#> SAMPLE_121 SAMPLE_122 SAMPLE_123 SAMPLE_124 SAMPLE_125 SAMPLE_126 SAMPLE_127 SAMPLE_128
#> NA NA NA NA "0142" "02142" NA NA
#> SAMPLE_129 SAMPLE_130 SAMPLE_131 SAMPLE_132 SAMPLE_133 SAMPLE_134 SAMPLE_135 SAMPLE_136
#> NA NA NA NA NA NA NA NA
#> SAMPLE_137 SAMPLE_138 SAMPLE_139 SAMPLE_140 SAMPLE_141 SAMPLE_142 SAMPLE_143 SAMPLE_144
#> "02141" NA NA NA NA NA NA NA
#> SAMPLE_145 SAMPLE_146 SAMPLE_147 SAMPLE_148 SAMPLE_149 SAMPLE_150 SAMPLE_151 SAMPLE_152
#> NA NA NA NA NA NA NA NA
#> SAMPLE_153 SAMPLE_154 SAMPLE_155 SAMPLE_156 SAMPLE_157 SAMPLE_158 SAMPLE_159 SAMPLE_160
#> "0164" NA NA NA NA NA NA NA
#> SAMPLE_161 SAMPLE_162 SAMPLE_163 SAMPLE_164 SAMPLE_165 SAMPLE_166 SAMPLE_167 SAMPLE_168
#> NA NA NA NA NA NA NA NA
#> SAMPLE_169 SAMPLE_170 SAMPLE_171 SAMPLE_172 SAMPLE_173 SAMPLE_174 SAMPLE_175 SAMPLE_176
#> NA NA NA NA NA "02321" NA NA
#> SAMPLE_177 SAMPLE_178 SAMPLE_179 SAMPLE_180 SAMPLE_181 SAMPLE_182 SAMPLE_183 SAMPLE_184
#> NA NA NA NA "0164" NA NA "0162"
#> SAMPLE_185 SAMPLE_186 SAMPLE_187 SAMPLE_188 SAMPLE_189 SAMPLE_190 SAMPLE_191 SAMPLE_192
#> NA NA NA NA NA "0162" NA NA
#> SAMPLE_193 SAMPLE_194 SAMPLE_195 SAMPLE_196 SAMPLE_197 SAMPLE_198 SAMPLE_199 SAMPLE_200
#> NA NA NA NA NA NA NA "0162"
#> SAMPLE_201 SAMPLE_202 SAMPLE_203 SAMPLE_204 SAMPLE_205 SAMPLE_206 SAMPLE_207 SAMPLE_208
#> NA NA NA NA NA NA NA NA
#> SAMPLE_209 SAMPLE_210 SAMPLE_211 SAMPLE_212 SAMPLE_213 SAMPLE_214 SAMPLE_215 SAMPLE_216
#> NA "02321" NA NA NA NA NA "02143"
#> SAMPLE_217 SAMPLE_218 SAMPLE_219 SAMPLE_220 SAMPLE_221 SAMPLE_222 SAMPLE_223 SAMPLE_224
#> NA NA NA NA NA NA NA NA
#> SAMPLE_225 SAMPLE_226 SAMPLE_227 SAMPLE_228 SAMPLE_229 SAMPLE_230 SAMPLE_231 SAMPLE_232
#> NA NA NA NA NA NA NA NA
#> SAMPLE_233 SAMPLE_234 SAMPLE_235 SAMPLE_236 SAMPLE_237 SAMPLE_238 SAMPLE_239 SAMPLE_240
#> NA NA NA NA NA NA NA NA
#> SAMPLE_241 SAMPLE_242 SAMPLE_243 SAMPLE_244 SAMPLE_245 SAMPLE_246 SAMPLE_247 SAMPLE_248
#> NA NA NA NA NA NA NA NA
#> SAMPLE_249 SAMPLE_250 SAMPLE_251 SAMPLE_252 SAMPLE_253 SAMPLE_254 SAMPLE_255 SAMPLE_256
#> NA NA NA NA NA NA NA NA
#> SAMPLE_257 SAMPLE_258 SAMPLE_259 SAMPLE_260 SAMPLE_261 SAMPLE_262 SAMPLE_263 SAMPLE_264
#> NA NA NA NA NA NA NA NA
#> SAMPLE_265 SAMPLE_266 SAMPLE_267 SAMPLE_268 SAMPLE_269 SAMPLE_270 SAMPLE_271 SAMPLE_272
#> NA NA NA NA NA NA NA NA
#> SAMPLE_273 SAMPLE_274 SAMPLE_275 SAMPLE_276 SAMPLE_277 SAMPLE_278 SAMPLE_279 SAMPLE_280
#> NA NA NA NA NA NA NA NA
#> SAMPLE_281 SAMPLE_282 SAMPLE_283 SAMPLE_284 SAMPLE_285 SAMPLE_286 SAMPLE_287 SAMPLE_288
#> NA NA NA NA NA NA NA NA
#> SAMPLE_289 SAMPLE_290 SAMPLE_291 SAMPLE_292 SAMPLE_293 SAMPLE_294 SAMPLE_295 SAMPLE_296
#> NA NA NA NA NA NA NA NA
#> SAMPLE_297 SAMPLE_298 SAMPLE_299 SAMPLE_300 SAMPLE_301 SAMPLE_302 SAMPLE_303 SAMPLE_304
#> NA NA NA NA NA NA NA NA
#> SAMPLE_305 SAMPLE_306 SAMPLE_307 SAMPLE_308 SAMPLE_309 SAMPLE_310 SAMPLE_311 SAMPLE_312
#> NA NA NA NA NA NA NA NA
#> SAMPLE_313 SAMPLE_314 SAMPLE_315 SAMPLE_316 SAMPLE_317 SAMPLE_318 SAMPLE_319 SAMPLE_320
#> NA NA NA NA NA NA NA NA
#> SAMPLE_321 SAMPLE_322 SAMPLE_323 SAMPLE_324 SAMPLE_325 SAMPLE_326 SAMPLE_327 SAMPLE_328
#> NA NA NA NA NA NA NA NA
#> SAMPLE_329 SAMPLE_330 SAMPLE_331 SAMPLE_332 SAMPLE_333 SAMPLE_334 SAMPLE_335 SAMPLE_336
#> "02142" NA "02142" "02142" NA NA NA "02143"
#> SAMPLE_337 SAMPLE_338 SAMPLE_339 SAMPLE_340 SAMPLE_341 SAMPLE_342 SAMPLE_343 SAMPLE_344
#> NA "02142" NA "02142" "02142" NA NA NA
#> SAMPLE_345 SAMPLE_346 SAMPLE_347 SAMPLE_348 SAMPLE_349 SAMPLE_350 SAMPLE_351 SAMPLE_352
#> NA NA NA NA "02142" NA NA NA
#> SAMPLE_353 SAMPLE_354 SAMPLE_355 SAMPLE_356 SAMPLE_357 SAMPLE_358 SAMPLE_359 SAMPLE_360
#> "02142" NA NA NA NA NA "02142" NA
#> SAMPLE_361 SAMPLE_362 SAMPLE_363 SAMPLE_364 SAMPLE_365 SAMPLE_366 SAMPLE_367 SAMPLE_368
#> NA "02142" NA NA NA NA NA NA
#> SAMPLE_369 SAMPLE_370 SAMPLE_371 SAMPLE_372 SAMPLE_373 SAMPLE_374 SAMPLE_375 SAMPLE_376
#> NA NA NA NA NA NA NA NA
#> SAMPLE_377 SAMPLE_378 SAMPLE_379 SAMPLE_380 SAMPLE_381 SAMPLE_382 SAMPLE_383 SAMPLE_384
#> NA NA NA "0165" "0165" NA NA NA
#> SAMPLE_385 SAMPLE_386 SAMPLE_387 SAMPLE_388 SAMPLE_389 SAMPLE_390 SAMPLE_391 SAMPLE_392
#> NA NA NA "0164" NA NA NA NA
#> SAMPLE_393 SAMPLE_394 SAMPLE_395 SAMPLE_396 SAMPLE_397 SAMPLE_398 SAMPLE_399 SAMPLE_400
#> NA NA NA NA NA "0162" NA NA
#> SAMPLE_401 SAMPLE_402 SAMPLE_403 SAMPLE_404 SAMPLE_405 SAMPLE_406 SAMPLE_407 SAMPLE_408
#> NA "0163" NA "0162" "0163" NA NA NA
#> SAMPLE_409 SAMPLE_410 SAMPLE_411 SAMPLE_412 SAMPLE_413 SAMPLE_414 SAMPLE_415 SAMPLE_416
#> NA NA NA NA NA NA NA NA
#> SAMPLE_417 SAMPLE_418 SAMPLE_419 SAMPLE_420 SAMPLE_421 SAMPLE_422 SAMPLE_423 SAMPLE_424
#> NA "0164" NA NA NA NA NA NA
#> SAMPLE_425 SAMPLE_426 SAMPLE_427 SAMPLE_428 SAMPLE_429 SAMPLE_430 SAMPLE_431 SAMPLE_432
#> "0164" NA NA NA NA NA NA NA
#> SAMPLE_433 SAMPLE_434 SAMPLE_435 SAMPLE_436 SAMPLE_437 SAMPLE_438 SAMPLE_439 SAMPLE_440
#> NA NA "0164" NA NA NA NA "0164"
#> SAMPLE_441 SAMPLE_442 SAMPLE_443 SAMPLE_444 SAMPLE_445 SAMPLE_446 SAMPLE_447 SAMPLE_448
#> NA NA NA NA NA NA NA NA
#> SAMPLE_449 SAMPLE_450 SAMPLE_451 SAMPLE_452 SAMPLE_453 SAMPLE_454 SAMPLE_455 SAMPLE_456
#> NA NA NA NA NA NA NA NA
#> SAMPLE_457 SAMPLE_458 SAMPLE_459 SAMPLE_460 SAMPLE_461 SAMPLE_462 SAMPLE_463 SAMPLE_464
#> NA NA NA NA "0163" NA NA NA
#> SAMPLE_465 SAMPLE_466 SAMPLE_467 SAMPLE_468 SAMPLE_469 SAMPLE_470 SAMPLE_471 SAMPLE_472
#> "0164" NA NA "0162" NA NA NA NA
#> SAMPLE_473 SAMPLE_474 SAMPLE_475 SAMPLE_476 SAMPLE_477 SAMPLE_478 SAMPLE_479 SAMPLE_480
#> "0162" NA "0162" NA NA NA NA NA
#> SAMPLE_481 SAMPLE_482 SAMPLE_483 SAMPLE_484 SAMPLE_485 SAMPLE_486 SAMPLE_487 SAMPLE_488
#> NA NA NA "0164" NA NA NA "0164"
#> SAMPLE_489 SAMPLE_490 SAMPLE_491 SAMPLE_492 SAMPLE_493 SAMPLE_494 SAMPLE_495 SAMPLE_496
#> "0162" NA NA NA NA NA NA NA
#> SAMPLE_497 SAMPLE_498 SAMPLE_499 SAMPLE_500 SAMPLE_501 SAMPLE_502 SAMPLE_503 SAMPLE_504
#> NA NA NA NA "0163" NA NA NA
#> SAMPLE_505 SAMPLE_506 SAMPLE_507 SAMPLE_508 SAMPLE_509 SAMPLE_510 SAMPLE_511 SAMPLE_512
#> NA NA NA NA NA NA NA NA
#> SAMPLE_513 SAMPLE_514 SAMPLE_515 SAMPLE_516 SAMPLE_517 SAMPLE_518 SAMPLE_519 SAMPLE_520
#> NA NA NA NA NA NA NA NA
#> SAMPLE_521 SAMPLE_522 SAMPLE_523 SAMPLE_524 SAMPLE_525 SAMPLE_526 SAMPLE_527 SAMPLE_528
#> NA NA NA NA NA NA NA "0162"
#> SAMPLE_529 SAMPLE_530 SAMPLE_531 SAMPLE_532 SAMPLE_533 SAMPLE_534 SAMPLE_535 SAMPLE_536
#> NA "0164" NA NA NA NA NA "0162"
#> SAMPLE_537 SAMPLE_538 SAMPLE_539 SAMPLE_540 SAMPLE_541 SAMPLE_542 SAMPLE_543 SAMPLE_544
#> NA NA NA NA NA NA NA NA
#> SAMPLE_545 SAMPLE_546 SAMPLE_547 SAMPLE_548 SAMPLE_549 SAMPLE_550 SAMPLE_551 SAMPLE_552
#> NA NA NA NA NA NA NA NA
#> SAMPLE_553 SAMPLE_554 SAMPLE_555 SAMPLE_556 SAMPLE_557 SAMPLE_558 SAMPLE_559 SAMPLE_560
#> NA NA NA NA NA NA NA NA
#> SAMPLE_561 SAMPLE_562 SAMPLE_563 SAMPLE_564 SAMPLE_565 SAMPLE_566 SAMPLE_567 SAMPLE_568
#> NA NA NA NA NA NA NA NA
#> SAMPLE_569 SAMPLE_570 SAMPLE_571 SAMPLE_572 SAMPLE_573 SAMPLE_574 SAMPLE_575 SAMPLE_576
#> NA NA NA NA NA NA NA NA
#> SAMPLE_577 SAMPLE_578 SAMPLE_579 SAMPLE_580 SAMPLE_581 SAMPLE_582 SAMPLE_583 SAMPLE_584
#> NA NA NA NA "0164" NA NA NA
#> SAMPLE_585 SAMPLE_586 SAMPLE_587 SAMPLE_588 SAMPLE_589 SAMPLE_590 SAMPLE_591 SAMPLE_592
#> NA NA "0164" NA NA NA NA NA
#> SAMPLE_593 SAMPLE_594 SAMPLE_595 SAMPLE_596 SAMPLE_597 SAMPLE_598 SAMPLE_599 SAMPLE_600
#> NA NA NA NA NA NA NA NA
#> SAMPLE_601 SAMPLE_602 SAMPLE_603 SAMPLE_604 SAMPLE_605 SAMPLE_606 SAMPLE_607 SAMPLE_608
#> NA NA NA NA NA NA NA NA
#> SAMPLE_609 SAMPLE_610 SAMPLE_611 SAMPLE_612 SAMPLE_613 SAMPLE_614 SAMPLE_615 SAMPLE_616
#> NA NA NA NA NA NA NA NA
#> SAMPLE_617 SAMPLE_618 SAMPLE_619 SAMPLE_620 SAMPLE_621 SAMPLE_622 SAMPLE_623 SAMPLE_624
#> NA NA NA NA NA NA NA NA
#> SAMPLE_625 SAMPLE_626 SAMPLE_627 SAMPLE_628 SAMPLE_629 SAMPLE_630 SAMPLE_631 SAMPLE_632
#> NA NA NA NA NA NA NA NA
#> SAMPLE_633 SAMPLE_634 SAMPLE_635 SAMPLE_636 SAMPLE_637 SAMPLE_638 SAMPLE_639 SAMPLE_640
#> NA NA NA NA NA NA NA NA
#> SAMPLE_641 SAMPLE_642 SAMPLE_643 SAMPLE_644 SAMPLE_645 SAMPLE_646 SAMPLE_647 SAMPLE_648
#> NA NA "02321" NA NA NA "02143" NA
#> SAMPLE_649 SAMPLE_650 SAMPLE_651 SAMPLE_652 SAMPLE_653 SAMPLE_654 SAMPLE_655 SAMPLE_656
#> NA NA NA NA NA NA NA NA
#> SAMPLE_657 SAMPLE_658 SAMPLE_659 SAMPLE_660 SAMPLE_661 SAMPLE_662 SAMPLE_663 SAMPLE_664
#> NA NA NA NA NA NA NA NA
#> SAMPLE_665 SAMPLE_666 SAMPLE_667 SAMPLE_668 SAMPLE_669 SAMPLE_670 SAMPLE_671 SAMPLE_672
#> NA NA NA NA NA "0163" NA NA
#> SAMPLE_673 SAMPLE_674 SAMPLE_675 SAMPLE_676 SAMPLE_677 SAMPLE_678 SAMPLE_679 SAMPLE_680
#> NA NA NA NA NA NA NA NA
#> SAMPLE_681 SAMPLE_682 SAMPLE_683 SAMPLE_684 SAMPLE_685 SAMPLE_686 SAMPLE_687 SAMPLE_688
#> NA NA NA NA NA NA NA NA
#> SAMPLE_689 SAMPLE_690 SAMPLE_691 SAMPLE_692 SAMPLE_693 SAMPLE_694 SAMPLE_695 SAMPLE_696
#> NA NA NA NA NA NA "02324" NA
#> SAMPLE_697 SAMPLE_698 SAMPLE_699 SAMPLE_700 SAMPLE_701 SAMPLE_702 SAMPLE_703 SAMPLE_704
#> NA NA NA NA NA NA NA NA
#> SAMPLE_705 SAMPLE_706 SAMPLE_707 SAMPLE_708 SAMPLE_709 SAMPLE_710 SAMPLE_711 SAMPLE_712
#> NA NA NA NA NA NA NA NA
#> SAMPLE_713 SAMPLE_714 SAMPLE_715 SAMPLE_716 SAMPLE_717 SAMPLE_718 SAMPLE_719 SAMPLE_720
#> NA "02324" NA NA NA NA NA NA
#> SAMPLE_721 SAMPLE_722 SAMPLE_723 SAMPLE_724 SAMPLE_725 SAMPLE_726 SAMPLE_727 SAMPLE_728
#> NA NA NA NA NA NA NA NA
#> SAMPLE_729 SAMPLE_730 SAMPLE_731 SAMPLE_732 SAMPLE_733 SAMPLE_734 SAMPLE_735 SAMPLE_736
#> NA NA NA NA NA NA NA NA
#> SAMPLE_737 SAMPLE_738 SAMPLE_739 SAMPLE_740 SAMPLE_741 SAMPLE_742 SAMPLE_743 SAMPLE_744
#> NA NA "02324" NA NA NA NA NA
#> SAMPLE_745 SAMPLE_746 SAMPLE_747 SAMPLE_748 SAMPLE_749 SAMPLE_750 SAMPLE_751 SAMPLE_752
#> NA NA NA NA NA NA NA NA
#> SAMPLE_753 SAMPLE_754 SAMPLE_755 SAMPLE_756 SAMPLE_757 SAMPLE_758 SAMPLE_759 SAMPLE_760
#> NA NA NA NA NA NA NA NA
#> SAMPLE_761 SAMPLE_762 SAMPLE_763 SAMPLE_764 SAMPLE_765 SAMPLE_766 SAMPLE_767 SAMPLE_768
#> NA NA NA NA NA NA NA NA
#> SAMPLE_769 SAMPLE_770 SAMPLE_771 SAMPLE_772 SAMPLE_773 SAMPLE_774 SAMPLE_775 SAMPLE_776
#> NA NA NA NA NA NA NA NA
#> SAMPLE_777 SAMPLE_778 SAMPLE_779 SAMPLE_780 SAMPLE_781 SAMPLE_782 SAMPLE_783 SAMPLE_784
#> NA NA NA NA NA NA NA NA
#> SAMPLE_785 SAMPLE_786 SAMPLE_787 SAMPLE_788 SAMPLE_789 SAMPLE_790 SAMPLE_791 SAMPLE_792
#> NA NA NA NA NA NA NA NA
#> SAMPLE_793 SAMPLE_794 SAMPLE_795 SAMPLE_796 SAMPLE_797 SAMPLE_798 SAMPLE_799 SAMPLE_800
#> "0143" NA NA NA NA NA NA NA
#> SAMPLE_801 SAMPLE_802 SAMPLE_803 SAMPLE_804 SAMPLE_805 SAMPLE_806 SAMPLE_807 SAMPLE_808
#> NA NA NA NA NA NA NA NA
#> SAMPLE_809 SAMPLE_810 SAMPLE_811 SAMPLE_812 SAMPLE_813 SAMPLE_814 SAMPLE_815 SAMPLE_816
#> NA NA NA NA NA NA NA NA
#> SAMPLE_817 SAMPLE_818 SAMPLE_819 SAMPLE_820 SAMPLE_821 SAMPLE_822 SAMPLE_823 SAMPLE_824
#> NA NA NA NA NA NA NA NA
#> SAMPLE_825 SAMPLE_826 SAMPLE_827 SAMPLE_828 SAMPLE_829 SAMPLE_830 SAMPLE_831 SAMPLE_832
#> NA NA NA NA NA NA NA NA
#> SAMPLE_833 SAMPLE_834 SAMPLE_835 SAMPLE_836 SAMPLE_837 SAMPLE_838 SAMPLE_839 SAMPLE_840
#> NA NA NA NA NA NA "0162" NA
#> SAMPLE_841 SAMPLE_842 SAMPLE_843 SAMPLE_844 SAMPLE_845 SAMPLE_846 SAMPLE_847 SAMPLE_848
#> NA NA NA NA "0162" NA "0164" NA
#> SAMPLE_849 SAMPLE_850 SAMPLE_851 SAMPLE_852 SAMPLE_853 SAMPLE_854 SAMPLE_855 SAMPLE_856
#> NA NA "02141" NA NA NA NA NA
#> SAMPLE_857 SAMPLE_858 SAMPLE_859 SAMPLE_860 SAMPLE_861 SAMPLE_862 SAMPLE_863 SAMPLE_864
#> "0144" "0144" NA NA NA NA NA NA
#> SAMPLE_865 SAMPLE_866 SAMPLE_867 SAMPLE_868 SAMPLE_869 SAMPLE_870 SAMPLE_871 SAMPLE_872
#> NA NA NA NA NA "0141" NA NA
#> SAMPLE_873 SAMPLE_874 SAMPLE_875 SAMPLE_876 SAMPLE_877 SAMPLE_878 SAMPLE_879 SAMPLE_880
#> NA NA NA NA NA "0144" NA NA
#> SAMPLE_881 SAMPLE_882 SAMPLE_883 SAMPLE_884 SAMPLE_885 SAMPLE_886 SAMPLE_887 SAMPLE_888
#> NA NA NA NA NA NA NA NA
#> SAMPLE_889 SAMPLE_890 SAMPLE_891 SAMPLE_892 SAMPLE_893 SAMPLE_894 SAMPLE_895 SAMPLE_896
#> NA NA "0144" NA "0144" NA NA NA
#> SAMPLE_897 SAMPLE_898 SAMPLE_899 SAMPLE_900 SAMPLE_901 SAMPLE_902 SAMPLE_903 SAMPLE_904
#> NA NA NA NA "02143" NA NA NA
#> SAMPLE_905 SAMPLE_906 SAMPLE_907 SAMPLE_908 SAMPLE_909 SAMPLE_910 SAMPLE_911 SAMPLE_912
#> NA NA NA NA NA NA NA NA
#> SAMPLE_913 SAMPLE_914 SAMPLE_915 SAMPLE_916 SAMPLE_917 SAMPLE_918 SAMPLE_919 SAMPLE_920
#> NA NA NA NA NA NA NA NA
#> SAMPLE_921 SAMPLE_922 SAMPLE_923 SAMPLE_924 SAMPLE_925 SAMPLE_926 SAMPLE_927 SAMPLE_928
#> NA NA NA NA NA NA NA NA
#> SAMPLE_929 SAMPLE_930 SAMPLE_931 SAMPLE_932 SAMPLE_933 SAMPLE_934 SAMPLE_935 SAMPLE_936
#> NA NA NA NA NA NA NA NA
#> SAMPLE_937 SAMPLE_938 SAMPLE_939 SAMPLE_940 SAMPLE_941 SAMPLE_942 SAMPLE_943 SAMPLE_944
#> NA NA "02142" NA NA NA NA NA
#> SAMPLE_945 SAMPLE_946 SAMPLE_947 SAMPLE_948 SAMPLE_949 SAMPLE_950 SAMPLE_951 SAMPLE_952
#> NA NA "02142" NA NA NA NA NA
#> SAMPLE_953 SAMPLE_954 SAMPLE_955 SAMPLE_956 SAMPLE_957 SAMPLE_958 SAMPLE_959 SAMPLE_960
#> NA NA NA NA NA NA NA NA
#> SAMPLE_961 SAMPLE_962 SAMPLE_963 SAMPLE_964 SAMPLE_965 SAMPLE_966 SAMPLE_967 SAMPLE_968
#> NA NA NA NA NA NA NA NA
#> SAMPLE_969 SAMPLE_970 SAMPLE_971 SAMPLE_972 SAMPLE_973 SAMPLE_974 SAMPLE_975 SAMPLE_976
#> NA NA NA NA NA NA NA NA
#> SAMPLE_977 SAMPLE_978 SAMPLE_979 SAMPLE_980 SAMPLE_981 SAMPLE_982 SAMPLE_983 SAMPLE_984
#> NA NA NA "02143" NA NA NA NA
#> SAMPLE_985 SAMPLE_986 SAMPLE_987 SAMPLE_988 SAMPLE_989 SAMPLE_990 SAMPLE_991 SAMPLE_992
#> NA "0141" NA NA NA NA "0161" NA
#> SAMPLE_993 SAMPLE_994 SAMPLE_995 SAMPLE_996 SAMPLE_997 SAMPLE_998 SAMPLE_999 SAMPLE_1000
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1001 SAMPLE_1002 SAMPLE_1003 SAMPLE_1004 SAMPLE_1005 SAMPLE_1006 SAMPLE_1007 SAMPLE_1008
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1009 SAMPLE_1010 SAMPLE_1011 SAMPLE_1012 SAMPLE_1013 SAMPLE_1014 SAMPLE_1015 SAMPLE_1016
#> NA NA NA NA NA NA "02142" NA
#> SAMPLE_1017 SAMPLE_1018 SAMPLE_1019 SAMPLE_1020 SAMPLE_1021 SAMPLE_1022 SAMPLE_1023 SAMPLE_1024
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1025 SAMPLE_1026 SAMPLE_1027 SAMPLE_1028 SAMPLE_1029 SAMPLE_1030 SAMPLE_1031 SAMPLE_1032
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1033 SAMPLE_1034 SAMPLE_1035 SAMPLE_1036 SAMPLE_1037 SAMPLE_1038 SAMPLE_1039 SAMPLE_1040
#> NA NA NA NA NA "0163" NA NA
#> SAMPLE_1041 SAMPLE_1042 SAMPLE_1043 SAMPLE_1044 SAMPLE_1045 SAMPLE_1046 SAMPLE_1047 SAMPLE_1048
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1049 SAMPLE_1050 SAMPLE_1051 SAMPLE_1052 SAMPLE_1053 SAMPLE_1054 SAMPLE_1055 SAMPLE_1056
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1057 SAMPLE_1058 SAMPLE_1059 SAMPLE_1060 SAMPLE_1061 SAMPLE_1062 SAMPLE_1063 SAMPLE_1064
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1065 SAMPLE_1066 SAMPLE_1067 SAMPLE_1068 SAMPLE_1069 SAMPLE_1070 SAMPLE_1071 SAMPLE_1072
#> "0163" NA "02141" NA NA NA "02141" NA
#> SAMPLE_1073 SAMPLE_1074 SAMPLE_1075 SAMPLE_1076 SAMPLE_1077 SAMPLE_1078 SAMPLE_1079 SAMPLE_1080
#> NA "02141" "02141" "02141" "02141" NA "02141" "02141"
#> SAMPLE_1081 SAMPLE_1082 SAMPLE_1083 SAMPLE_1084 SAMPLE_1085 SAMPLE_1086 SAMPLE_1087 SAMPLE_1088
#> "02141" NA NA NA NA NA NA NA
#> SAMPLE_1089 SAMPLE_1090 SAMPLE_1091 SAMPLE_1092 SAMPLE_1093 SAMPLE_1094 SAMPLE_1095 SAMPLE_1096
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1097 SAMPLE_1098 SAMPLE_1099 SAMPLE_1100 SAMPLE_1101 SAMPLE_1102 SAMPLE_1103 SAMPLE_1104
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1105 SAMPLE_1106 SAMPLE_1107 SAMPLE_1108 SAMPLE_1109 SAMPLE_1110 SAMPLE_1111 SAMPLE_1112
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1113 SAMPLE_1114 SAMPLE_1115 SAMPLE_1116 SAMPLE_1117 SAMPLE_1118 SAMPLE_1119 SAMPLE_1120
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1121 SAMPLE_1122 SAMPLE_1123 SAMPLE_1124 SAMPLE_1125 SAMPLE_1126 SAMPLE_1127 SAMPLE_1128
#> NA NA NA NA NA NA NA "02142"
#> SAMPLE_1129 SAMPLE_1130 SAMPLE_1131 SAMPLE_1132 SAMPLE_1133 SAMPLE_1134 SAMPLE_1135 SAMPLE_1136
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1137 SAMPLE_1138 SAMPLE_1139 SAMPLE_1140 SAMPLE_1141 SAMPLE_1142 SAMPLE_1143 SAMPLE_1144
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1145 SAMPLE_1146 SAMPLE_1147 SAMPLE_1148 SAMPLE_1149 SAMPLE_1150 SAMPLE_1151 SAMPLE_1152
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1153 SAMPLE_1154 SAMPLE_1155 SAMPLE_1156 SAMPLE_1157 SAMPLE_1158 SAMPLE_1159 SAMPLE_1160
#> NA NA NA NA NA "02141" "0144" "0144"
#> SAMPLE_1161 SAMPLE_1162 SAMPLE_1163 SAMPLE_1164 SAMPLE_1165 SAMPLE_1166 SAMPLE_1167 SAMPLE_1168
#> "0143" NA NA NA NA NA NA NA
#> SAMPLE_1169 SAMPLE_1170 SAMPLE_1171 SAMPLE_1172 SAMPLE_1173 SAMPLE_1174 SAMPLE_1175 SAMPLE_1176
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1177 SAMPLE_1178 SAMPLE_1179 SAMPLE_1180 SAMPLE_1181 SAMPLE_1182 SAMPLE_1183 SAMPLE_1184
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1185 SAMPLE_1186 SAMPLE_1187 SAMPLE_1188 SAMPLE_1189 SAMPLE_1190 SAMPLE_1191 SAMPLE_1192
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1193 SAMPLE_1194 SAMPLE_1195 SAMPLE_1196 SAMPLE_1197 SAMPLE_1198 SAMPLE_1199 SAMPLE_1200
#> NA NA NA "02142" NA NA "02142" "02142"
#> SAMPLE_1201 SAMPLE_1202 SAMPLE_1203 SAMPLE_1204 SAMPLE_1205 SAMPLE_1206 SAMPLE_1207 SAMPLE_1208
#> NA "02142" NA NA NA NA NA NA
#> SAMPLE_1209 SAMPLE_1210 SAMPLE_1211 SAMPLE_1212 SAMPLE_1213 SAMPLE_1214 SAMPLE_1215 SAMPLE_1216
#> NA NA "0162" "0163" "0164" NA "02143" NA
#> SAMPLE_1217 SAMPLE_1218 SAMPLE_1219 SAMPLE_1220 SAMPLE_1221 SAMPLE_1222 SAMPLE_1223 SAMPLE_1224
#> NA NA NA NA NA "02324" NA NA
#> SAMPLE_1225 SAMPLE_1226 SAMPLE_1227 SAMPLE_1228 SAMPLE_1229 SAMPLE_1230 SAMPLE_1231 SAMPLE_1232
#> NA NA NA NA "02324" NA NA NA
#> SAMPLE_1233 SAMPLE_1234 SAMPLE_1235 SAMPLE_1236 SAMPLE_1237 SAMPLE_1238 SAMPLE_1239 SAMPLE_1240
#> "02324" NA NA NA NA NA NA "02142"
#> SAMPLE_1241 SAMPLE_1242 SAMPLE_1243 SAMPLE_1244 SAMPLE_1245 SAMPLE_1246 SAMPLE_1247 SAMPLE_1248
#> NA NA "0162" NA NA NA NA NA
#> SAMPLE_1249 SAMPLE_1250 SAMPLE_1251 SAMPLE_1252 SAMPLE_1253 SAMPLE_1254 SAMPLE_1255 SAMPLE_1256
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1257 SAMPLE_1258 SAMPLE_1259 SAMPLE_1260 SAMPLE_1261 SAMPLE_1262 SAMPLE_1263 SAMPLE_1264
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1265 SAMPLE_1266 SAMPLE_1267 SAMPLE_1268 SAMPLE_1269 SAMPLE_1270 SAMPLE_1271 SAMPLE_1272
#> NA "02321" "02322" "0161" NA "02321" "02321" "02321"
#> SAMPLE_1273 SAMPLE_1274 SAMPLE_1275 SAMPLE_1276 SAMPLE_1277 SAMPLE_1278 SAMPLE_1279 SAMPLE_1280
#> "02321" NA NA NA NA NA NA NA
#> SAMPLE_1281 SAMPLE_1282 SAMPLE_1283 SAMPLE_1284 SAMPLE_1285 SAMPLE_1286 SAMPLE_1287 SAMPLE_1288
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1289 SAMPLE_1290 SAMPLE_1291 SAMPLE_1292 SAMPLE_1293 SAMPLE_1294 SAMPLE_1295 SAMPLE_1296
#> NA "02322" NA NA NA NA "02321" NA
#> SAMPLE_1297 SAMPLE_1298 SAMPLE_1299 SAMPLE_1300 SAMPLE_1301 SAMPLE_1302 SAMPLE_1303 SAMPLE_1304
#> NA "02321" NA NA NA "02321" "02321" "02321"
#> SAMPLE_1305 SAMPLE_1306 SAMPLE_1307 SAMPLE_1308 SAMPLE_1309 SAMPLE_1310 SAMPLE_1311 SAMPLE_1312
#> NA "02321" NA "02321" "02321" NA NA NA
#> SAMPLE_1313 SAMPLE_1314 SAMPLE_1315 SAMPLE_1316 SAMPLE_1317 SAMPLE_1318 SAMPLE_1319 SAMPLE_1320
#> "02321" "02321" "02321" NA NA NA NA NA
#> SAMPLE_1321 SAMPLE_1322 SAMPLE_1323 SAMPLE_1324 SAMPLE_1325 SAMPLE_1326 SAMPLE_1327 SAMPLE_1328
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1329 SAMPLE_1330 SAMPLE_1331 SAMPLE_1332 SAMPLE_1333 SAMPLE_1334 SAMPLE_1335 SAMPLE_1336
#> NA NA NA NA NA NA NA "0161"
#> SAMPLE_1337 SAMPLE_1338 SAMPLE_1339 SAMPLE_1340 SAMPLE_1341 SAMPLE_1342 SAMPLE_1343 SAMPLE_1344
#> NA NA "02323" "02144" NA NA NA NA
#> SAMPLE_1345 SAMPLE_1346 SAMPLE_1347 SAMPLE_1348 SAMPLE_1349 SAMPLE_1350 SAMPLE_1351 SAMPLE_1352
#> NA NA NA NA NA "02323" NA NA
#> SAMPLE_1353 SAMPLE_1354 SAMPLE_1355 SAMPLE_1356 SAMPLE_1357 SAMPLE_1358 SAMPLE_1359 SAMPLE_1360
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1361 SAMPLE_1362 SAMPLE_1363 SAMPLE_1364 SAMPLE_1365 SAMPLE_1366 SAMPLE_1367 SAMPLE_1368
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1369 SAMPLE_1370 SAMPLE_1371 SAMPLE_1372 SAMPLE_1373 SAMPLE_1374 SAMPLE_1375 SAMPLE_1376
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1377 SAMPLE_1378 SAMPLE_1379 SAMPLE_1380 SAMPLE_1381 SAMPLE_1382 SAMPLE_1383 SAMPLE_1384
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1385 SAMPLE_1386 SAMPLE_1387 SAMPLE_1388 SAMPLE_1389 SAMPLE_1390 SAMPLE_1391 SAMPLE_1392
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1393 SAMPLE_1394 SAMPLE_1395 SAMPLE_1396 SAMPLE_1397 SAMPLE_1398 SAMPLE_1399 SAMPLE_1400
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1401 SAMPLE_1402 SAMPLE_1403 SAMPLE_1404 SAMPLE_1405 SAMPLE_1406 SAMPLE_1407 SAMPLE_1408
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1409 SAMPLE_1410 SAMPLE_1411 SAMPLE_1412 SAMPLE_1413 SAMPLE_1414 SAMPLE_1415 SAMPLE_1416
#> NA NA NA NA NA NA NA "0164"
#> SAMPLE_1417 SAMPLE_1418 SAMPLE_1419 SAMPLE_1420 SAMPLE_1421 SAMPLE_1422 SAMPLE_1423 SAMPLE_1424
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1425 SAMPLE_1426 SAMPLE_1427 SAMPLE_1428 SAMPLE_1429 SAMPLE_1430 SAMPLE_1431 SAMPLE_1432
#> NA NA "0141" NA "02325" "02142" NA NA
#> SAMPLE_1433 SAMPLE_1434 SAMPLE_1435 SAMPLE_1436 SAMPLE_1437 SAMPLE_1438 SAMPLE_1439 SAMPLE_1440
#> NA NA NA NA NA NA NA "0161"
#> SAMPLE_1441 SAMPLE_1442 SAMPLE_1443 SAMPLE_1444 SAMPLE_1445 SAMPLE_1446 SAMPLE_1447 SAMPLE_1448
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1449 SAMPLE_1450 SAMPLE_1451 SAMPLE_1452 SAMPLE_1453 SAMPLE_1454 SAMPLE_1455 SAMPLE_1456
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1457 SAMPLE_1458 SAMPLE_1459 SAMPLE_1460 SAMPLE_1461 SAMPLE_1462 SAMPLE_1463 SAMPLE_1464
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1465 SAMPLE_1466 SAMPLE_1467 SAMPLE_1468 SAMPLE_1469 SAMPLE_1470 SAMPLE_1471 SAMPLE_1472
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1473 SAMPLE_1474 SAMPLE_1475 SAMPLE_1476 SAMPLE_1477 SAMPLE_1478 SAMPLE_1479 SAMPLE_1480
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1481 SAMPLE_1482 SAMPLE_1483 SAMPLE_1484 SAMPLE_1485 SAMPLE_1486 SAMPLE_1487 SAMPLE_1488
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1489 SAMPLE_1490 SAMPLE_1491 SAMPLE_1492 SAMPLE_1493 SAMPLE_1494 SAMPLE_1495 SAMPLE_1496
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1497 SAMPLE_1498 SAMPLE_1499 SAMPLE_1500 SAMPLE_1501 SAMPLE_1502 SAMPLE_1503 SAMPLE_1504
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1505 SAMPLE_1506 SAMPLE_1507 SAMPLE_1508 SAMPLE_1509 SAMPLE_1510 SAMPLE_1511 SAMPLE_1512
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1513 SAMPLE_1514 SAMPLE_1515 SAMPLE_1516 SAMPLE_1517 SAMPLE_1518 SAMPLE_1519 SAMPLE_1520
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1521 SAMPLE_1522 SAMPLE_1523 SAMPLE_1524 SAMPLE_1525 SAMPLE_1526 SAMPLE_1527 SAMPLE_1528
#> NA NA NA NA NA "02321" NA NA
#> SAMPLE_1529 SAMPLE_1530 SAMPLE_1531 SAMPLE_1532 SAMPLE_1533 SAMPLE_1534 SAMPLE_1535 SAMPLE_1536
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1537 SAMPLE_1538 SAMPLE_1539 SAMPLE_1540 SAMPLE_1541 SAMPLE_1542 SAMPLE_1543 SAMPLE_1544
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1545 SAMPLE_1546 SAMPLE_1547 SAMPLE_1548 SAMPLE_1549 SAMPLE_1550 SAMPLE_1551 SAMPLE_1552
#> NA NA NA NA NA NA "02142" NA
#> SAMPLE_1553 SAMPLE_1554 SAMPLE_1555 SAMPLE_1556 SAMPLE_1557 SAMPLE_1558 SAMPLE_1559 SAMPLE_1560
#> NA "02322" NA "02322" "02322" "02322" NA "02322"
#> SAMPLE_1561 SAMPLE_1562 SAMPLE_1563 SAMPLE_1564 SAMPLE_1565 SAMPLE_1566 SAMPLE_1567 SAMPLE_1568
#> NA NA "02322" NA "02322" "02322" NA NA
#> SAMPLE_1569 SAMPLE_1570 SAMPLE_1571 SAMPLE_1572 SAMPLE_1573 SAMPLE_1574 SAMPLE_1575 SAMPLE_1576
#> NA NA NA NA NA NA "02322" NA
#> SAMPLE_1577 SAMPLE_1578 SAMPLE_1579 SAMPLE_1580 SAMPLE_1581 SAMPLE_1582 SAMPLE_1583 SAMPLE_1584
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1585 SAMPLE_1586 SAMPLE_1587 SAMPLE_1588 SAMPLE_1589 SAMPLE_1590 SAMPLE_1591 SAMPLE_1592
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1593 SAMPLE_1594 SAMPLE_1595 SAMPLE_1596 SAMPLE_1597 SAMPLE_1598 SAMPLE_1599 SAMPLE_1600
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1601 SAMPLE_1602 SAMPLE_1603 SAMPLE_1604 SAMPLE_1605 SAMPLE_1606 SAMPLE_1607 SAMPLE_1608
#> NA NA "0144" NA "0144" "0143" "0143" NA
#> SAMPLE_1609 SAMPLE_1610 SAMPLE_1611 SAMPLE_1612 SAMPLE_1613 SAMPLE_1614 SAMPLE_1615 SAMPLE_1616
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1617 SAMPLE_1618 SAMPLE_1619 SAMPLE_1620 SAMPLE_1621 SAMPLE_1622 SAMPLE_1623 SAMPLE_1624
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1625 SAMPLE_1626 SAMPLE_1627 SAMPLE_1628 SAMPLE_1629 SAMPLE_1630 SAMPLE_1631 SAMPLE_1632
#> NA NA NA NA NA NA "02144" NA
#> SAMPLE_1633 SAMPLE_1634 SAMPLE_1635 SAMPLE_1636 SAMPLE_1637 SAMPLE_1638 SAMPLE_1639 SAMPLE_1640
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1641 SAMPLE_1642 SAMPLE_1643 SAMPLE_1644 SAMPLE_1645 SAMPLE_1646 SAMPLE_1647 SAMPLE_1648
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1649 SAMPLE_1650 SAMPLE_1651 SAMPLE_1652 SAMPLE_1653 SAMPLE_1654 SAMPLE_1655 SAMPLE_1656
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1657 SAMPLE_1658 SAMPLE_1659 SAMPLE_1660 SAMPLE_1661 SAMPLE_1662 SAMPLE_1663 SAMPLE_1664
#> "02325" NA NA NA NA NA NA NA
#> SAMPLE_1665 SAMPLE_1666 SAMPLE_1667 SAMPLE_1668 SAMPLE_1669 SAMPLE_1670 SAMPLE_1671 SAMPLE_1672
#> NA "02321" "0164" NA "02141" NA NA NA
#> SAMPLE_1673 SAMPLE_1674 SAMPLE_1675 SAMPLE_1676 SAMPLE_1677 SAMPLE_1678 SAMPLE_1679 SAMPLE_1680
#> NA NA NA NA "0143" NA NA NA
#> SAMPLE_1681 SAMPLE_1682 SAMPLE_1683 SAMPLE_1684 SAMPLE_1685 SAMPLE_1686 SAMPLE_1687 SAMPLE_1688
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1689 SAMPLE_1690 SAMPLE_1691 SAMPLE_1692 SAMPLE_1693 SAMPLE_1694 SAMPLE_1695 SAMPLE_1696
#> NA NA NA NA NA "0144" NA NA
#> SAMPLE_1697 SAMPLE_1698 SAMPLE_1699 SAMPLE_1700 SAMPLE_1701 SAMPLE_1702 SAMPLE_1703 SAMPLE_1704
#> NA "0142" NA NA NA NA NA NA
#> SAMPLE_1705 SAMPLE_1706 SAMPLE_1707 SAMPLE_1708 SAMPLE_1709 SAMPLE_1710 SAMPLE_1711 SAMPLE_1712
#> NA NA NA NA NA NA NA "0161"
#> SAMPLE_1713 SAMPLE_1714 SAMPLE_1715 SAMPLE_1716 SAMPLE_1717 SAMPLE_1718 SAMPLE_1719 SAMPLE_1720
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1721 SAMPLE_1722 SAMPLE_1723 SAMPLE_1724 SAMPLE_1725 SAMPLE_1726 SAMPLE_1727 SAMPLE_1728
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1729 SAMPLE_1730 SAMPLE_1731 SAMPLE_1732 SAMPLE_1733 SAMPLE_1734 SAMPLE_1735 SAMPLE_1736
#> NA NA NA NA NA NA NA "0142"
#> SAMPLE_1737 SAMPLE_1738 SAMPLE_1739 SAMPLE_1740 SAMPLE_1741 SAMPLE_1742 SAMPLE_1743 SAMPLE_1744
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1745 SAMPLE_1746 SAMPLE_1747 SAMPLE_1748 SAMPLE_1749 SAMPLE_1750 SAMPLE_1751 SAMPLE_1752
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1753 SAMPLE_1754 SAMPLE_1755 SAMPLE_1756 SAMPLE_1757 SAMPLE_1758 SAMPLE_1759 SAMPLE_1760
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1761 SAMPLE_1762 SAMPLE_1763 SAMPLE_1764 SAMPLE_1765 SAMPLE_1766 SAMPLE_1767 SAMPLE_1768
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1769 SAMPLE_1770 SAMPLE_1771 SAMPLE_1772 SAMPLE_1773 SAMPLE_1774 SAMPLE_1775 SAMPLE_1776
#> NA NA "02323" NA NA NA NA "02141"
#> SAMPLE_1777 SAMPLE_1778 SAMPLE_1779 SAMPLE_1780 SAMPLE_1781 SAMPLE_1782 SAMPLE_1783 SAMPLE_1784
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1785 SAMPLE_1786 SAMPLE_1787 SAMPLE_1788 SAMPLE_1789 SAMPLE_1790 SAMPLE_1791 SAMPLE_1792
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1793 SAMPLE_1794 SAMPLE_1795 SAMPLE_1796 SAMPLE_1797 SAMPLE_1798 SAMPLE_1799 SAMPLE_1800
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1801 SAMPLE_1802 SAMPLE_1803 SAMPLE_1804 SAMPLE_1805 SAMPLE_1806 SAMPLE_1807 SAMPLE_1808
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1809 SAMPLE_1810 SAMPLE_1811 SAMPLE_1812 SAMPLE_1813 SAMPLE_1814 SAMPLE_1815 SAMPLE_1816
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1817 SAMPLE_1818 SAMPLE_1819 SAMPLE_1820 SAMPLE_1821 SAMPLE_1822 SAMPLE_1823 SAMPLE_1824
#> "02145" NA NA NA NA NA NA NA
#> SAMPLE_1825 SAMPLE_1826 SAMPLE_1827 SAMPLE_1828 SAMPLE_1829 SAMPLE_1830 SAMPLE_1831 SAMPLE_1832
#> NA NA NA NA "0144" NA NA NA
#> SAMPLE_1833 SAMPLE_1834 SAMPLE_1835 SAMPLE_1836 SAMPLE_1837 SAMPLE_1838 SAMPLE_1839 SAMPLE_1840
#> NA NA NA NA NA "0144" NA NA
#> SAMPLE_1841 SAMPLE_1842 SAMPLE_1843 SAMPLE_1844 SAMPLE_1845 SAMPLE_1846 SAMPLE_1847 SAMPLE_1848
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1849 SAMPLE_1850 SAMPLE_1851 SAMPLE_1852 SAMPLE_1853 SAMPLE_1854 SAMPLE_1855 SAMPLE_1856
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1857 SAMPLE_1858 SAMPLE_1859 SAMPLE_1860 SAMPLE_1861 SAMPLE_1862 SAMPLE_1863 SAMPLE_1864
#> NA NA "0141" NA NA NA NA NA
#> SAMPLE_1865 SAMPLE_1866 SAMPLE_1867 SAMPLE_1868 SAMPLE_1869 SAMPLE_1870 SAMPLE_1871 SAMPLE_1872
#> NA NA "02324" NA "02325" "0141" "0161" NA
#> SAMPLE_1873 SAMPLE_1874 SAMPLE_1875 SAMPLE_1876 SAMPLE_1877 SAMPLE_1878 SAMPLE_1879 SAMPLE_1880
#> NA NA "0141" "0141" "0141" "02325" NA NA
#> SAMPLE_1881 SAMPLE_1882 SAMPLE_1883 SAMPLE_1884 SAMPLE_1885 SAMPLE_1886 SAMPLE_1887 SAMPLE_1888
#> NA NA NA NA NA NA NA "02143"
#> SAMPLE_1889 SAMPLE_1890 SAMPLE_1891 SAMPLE_1892 SAMPLE_1893 SAMPLE_1894 SAMPLE_1895 SAMPLE_1896
#> "0163" "0164" "0162" "0162" NA "0162" NA NA
#> SAMPLE_1897 SAMPLE_1898 SAMPLE_1899 SAMPLE_1900 SAMPLE_1901 SAMPLE_1902 SAMPLE_1903 SAMPLE_1904
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1905 SAMPLE_1906 SAMPLE_1907 SAMPLE_1908 SAMPLE_1909 SAMPLE_1910 SAMPLE_1911 SAMPLE_1912
#> "02324" NA NA NA NA NA NA NA
#> SAMPLE_1913 SAMPLE_1914 SAMPLE_1915 SAMPLE_1916 SAMPLE_1917 SAMPLE_1918 SAMPLE_1919 SAMPLE_1920
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1921 SAMPLE_1922 SAMPLE_1923 SAMPLE_1924 SAMPLE_1925 SAMPLE_1926 SAMPLE_1927 SAMPLE_1928
#> NA NA "02321" NA NA NA NA NA
#> SAMPLE_1929 SAMPLE_1930 SAMPLE_1931 SAMPLE_1932 SAMPLE_1933 SAMPLE_1934 SAMPLE_1935 SAMPLE_1936
#> NA "0144" NA NA NA NA NA NA
#> SAMPLE_1937 SAMPLE_1938 SAMPLE_1939 SAMPLE_1940 SAMPLE_1941 SAMPLE_1942 SAMPLE_1943 SAMPLE_1944
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1945 SAMPLE_1946 SAMPLE_1947 SAMPLE_1948 SAMPLE_1949 SAMPLE_1950 SAMPLE_1951 SAMPLE_1952
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1953 SAMPLE_1954 SAMPLE_1955 SAMPLE_1956 SAMPLE_1957 SAMPLE_1958 SAMPLE_1959 SAMPLE_1960
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1961 SAMPLE_1962 SAMPLE_1963 SAMPLE_1964 SAMPLE_1965 SAMPLE_1966 SAMPLE_1967 SAMPLE_1968
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1969 SAMPLE_1970 SAMPLE_1971 SAMPLE_1972 SAMPLE_1973 SAMPLE_1974 SAMPLE_1975 SAMPLE_1976
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1977 SAMPLE_1978 SAMPLE_1979 SAMPLE_1980 SAMPLE_1981 SAMPLE_1982 SAMPLE_1983 SAMPLE_1984
#> NA NA NA NA "02321" "02321" "02321" "02321"
#> SAMPLE_1985 SAMPLE_1986 SAMPLE_1987 SAMPLE_1988 SAMPLE_1989 SAMPLE_1990 SAMPLE_1991 SAMPLE_1992
#> "02321" "02321" NA NA NA "02321" "02321" NA
#> SAMPLE_1993 SAMPLE_1994 SAMPLE_1995 SAMPLE_1996 SAMPLE_1997 SAMPLE_1998 SAMPLE_1999 SAMPLE_2000
#> NA NA NA NA NA NA NA "0164"
#> SAMPLE_2001 SAMPLE_2002 SAMPLE_2003 SAMPLE_2004 SAMPLE_2005 SAMPLE_2006 SAMPLE_2007 SAMPLE_2008
#> "02321" NA NA NA NA NA NA NA
#> SAMPLE_2009 SAMPLE_2010 SAMPLE_2011 SAMPLE_2012 SAMPLE_2013 SAMPLE_2014 SAMPLE_2015 SAMPLE_2016
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2017 SAMPLE_2018 SAMPLE_2019 SAMPLE_2020 SAMPLE_2021 SAMPLE_2022 SAMPLE_2023 SAMPLE_2024
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2025 SAMPLE_2026 SAMPLE_2027 SAMPLE_2028 SAMPLE_2029 SAMPLE_2030 SAMPLE_2031 SAMPLE_2032
#> NA NA "02321" NA NA NA NA NA
#> SAMPLE_2033 SAMPLE_2034 SAMPLE_2035 SAMPLE_2036 SAMPLE_2037 SAMPLE_2038 SAMPLE_2039 SAMPLE_2040
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2041 SAMPLE_2042 SAMPLE_2043 SAMPLE_2044 SAMPLE_2045 SAMPLE_2046 SAMPLE_2047 SAMPLE_2048
#> "02143" NA NA NA NA NA NA NA
#> SAMPLE_2049 SAMPLE_2050 SAMPLE_2051 SAMPLE_2052 SAMPLE_2053 SAMPLE_2054 SAMPLE_2055 SAMPLE_2056
#> NA NA "02143" NA NA NA NA NA
#> SAMPLE_2057 SAMPLE_2058 SAMPLE_2059 SAMPLE_2060 SAMPLE_2061 SAMPLE_2062 SAMPLE_2063 SAMPLE_2064
#> NA NA NA NA NA NA "02143" NA
#> SAMPLE_2065 SAMPLE_2066 SAMPLE_2067 SAMPLE_2068 SAMPLE_2069 SAMPLE_2070 SAMPLE_2071 SAMPLE_2072
#> NA NA NA NA NA NA "02321" NA
#> SAMPLE_2073 SAMPLE_2074 SAMPLE_2075 SAMPLE_2076 SAMPLE_2077 SAMPLE_2078 SAMPLE_2079 SAMPLE_2080
#> NA NA NA NA "02323" "02323" "02323" "02326"
#> SAMPLE_2081 SAMPLE_2082 SAMPLE_2083 SAMPLE_2084 SAMPLE_2085 SAMPLE_2086 SAMPLE_2087 SAMPLE_2088
#> NA NA NA "02144" "02144" "02144" "02323" NA
#> SAMPLE_2089 SAMPLE_2090 SAMPLE_2091 SAMPLE_2092 SAMPLE_2093 SAMPLE_2094 SAMPLE_2095 SAMPLE_2096
#> "02144" NA "02326" "02323" NA NA NA "02144"
#> SAMPLE_2097 SAMPLE_2098 SAMPLE_2099 SAMPLE_2100 SAMPLE_2101 SAMPLE_2102 SAMPLE_2103 SAMPLE_2104
#> "02323" NA "02323" "02323" "02323" "02323" NA NA
#> SAMPLE_2105 SAMPLE_2106 SAMPLE_2107 SAMPLE_2108 SAMPLE_2109 SAMPLE_2110 SAMPLE_2111 SAMPLE_2112
#> "02144" "02144" "02144" "02323" NA NA NA "02323"
#> SAMPLE_2113 SAMPLE_2114 SAMPLE_2115 SAMPLE_2116 SAMPLE_2117 SAMPLE_2118 SAMPLE_2119 SAMPLE_2120
#> "02323" "02323" NA "02326" "02323" "02323" NA "02144"
#> SAMPLE_2121 SAMPLE_2122 SAMPLE_2123 SAMPLE_2124 SAMPLE_2125 SAMPLE_2126 SAMPLE_2127 SAMPLE_2128
#> "02323" "02323" NA "02326" NA NA NA "02323"
#> SAMPLE_2129 SAMPLE_2130 SAMPLE_2131 SAMPLE_2132 SAMPLE_2133 SAMPLE_2134 SAMPLE_2135 SAMPLE_2136
#> NA "02323" "02144" "02324" "02323" NA NA NA
#> SAMPLE_2137 SAMPLE_2138 SAMPLE_2139 SAMPLE_2140 SAMPLE_2141 SAMPLE_2142 SAMPLE_2143 SAMPLE_2144
#> "02323" NA NA NA NA NA NA NA
#> SAMPLE_2145 SAMPLE_2146 SAMPLE_2147 SAMPLE_2148 SAMPLE_2149 SAMPLE_2150 SAMPLE_2151 SAMPLE_2152
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2153 SAMPLE_2154 SAMPLE_2155 SAMPLE_2156 SAMPLE_2157 SAMPLE_2158 SAMPLE_2159 SAMPLE_2160
#> NA "02321" NA NA "02321" NA NA "02321"
#> SAMPLE_2161 SAMPLE_2162 SAMPLE_2163 SAMPLE_2164 SAMPLE_2165 SAMPLE_2166 SAMPLE_2167 SAMPLE_2168
#> NA NA "02141" "02141" NA NA NA NA
#> SAMPLE_2169 SAMPLE_2170 SAMPLE_2171 SAMPLE_2172 SAMPLE_2173 SAMPLE_2174 SAMPLE_2175 SAMPLE_2176
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2177 SAMPLE_2178 SAMPLE_2179 SAMPLE_2180 SAMPLE_2181 SAMPLE_2182 SAMPLE_2183 SAMPLE_2184
#> NA NA NA NA NA "0144" NA NA
#> SAMPLE_2185 SAMPLE_2186 SAMPLE_2187 SAMPLE_2188 SAMPLE_2189 SAMPLE_2190 SAMPLE_2191 SAMPLE_2192
#> NA NA "02321" NA NA NA NA NA
#> SAMPLE_2193 SAMPLE_2194 SAMPLE_2195 SAMPLE_2196 SAMPLE_2197 SAMPLE_2198 SAMPLE_2199 SAMPLE_2200
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2201 SAMPLE_2202 SAMPLE_2203 SAMPLE_2204 SAMPLE_2205 SAMPLE_2206 SAMPLE_2207 SAMPLE_2208
#> NA NA NA NA NA "0162" NA NA
#> SAMPLE_2209 SAMPLE_2210 SAMPLE_2211 SAMPLE_2212 SAMPLE_2213 SAMPLE_2214 SAMPLE_2215 SAMPLE_2216
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2217 SAMPLE_2218 SAMPLE_2219 SAMPLE_2220 SAMPLE_2221 SAMPLE_2222 SAMPLE_2223 SAMPLE_2224
#> NA NA "02143" NA NA NA NA NA
#> SAMPLE_2225 SAMPLE_2226 SAMPLE_2227 SAMPLE_2228 SAMPLE_2229 SAMPLE_2230 SAMPLE_2231 SAMPLE_2232
#> NA "0163" "02141" NA NA "0144" NA NA
#> SAMPLE_2233 SAMPLE_2234 SAMPLE_2235 SAMPLE_2236 SAMPLE_2237 SAMPLE_2238 SAMPLE_2239 SAMPLE_2240
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2241 SAMPLE_2242 SAMPLE_2243 SAMPLE_2244 SAMPLE_2245 SAMPLE_2246 SAMPLE_2247 SAMPLE_2248
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2249 SAMPLE_2250 SAMPLE_2251 SAMPLE_2252 SAMPLE_2253 SAMPLE_2254 SAMPLE_2255 SAMPLE_2256
#> NA NA "0145" NA NA NA NA NA
#> SAMPLE_2257 SAMPLE_2258 SAMPLE_2259 SAMPLE_2260 SAMPLE_2261 SAMPLE_2262 SAMPLE_2263 SAMPLE_2264
#> NA NA NA NA "0142" NA NA NA
#> SAMPLE_2265 SAMPLE_2266 SAMPLE_2267 SAMPLE_2268 SAMPLE_2269 SAMPLE_2270 SAMPLE_2271 SAMPLE_2272
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2273 SAMPLE_2274 SAMPLE_2275 SAMPLE_2276 SAMPLE_2277 SAMPLE_2278 SAMPLE_2279 SAMPLE_2280
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2281 SAMPLE_2282 SAMPLE_2283 SAMPLE_2284 SAMPLE_2285 SAMPLE_2286 SAMPLE_2287 SAMPLE_2288
#> NA NA NA NA "02324" NA NA NA
#> SAMPLE_2289 SAMPLE_2290 SAMPLE_2291 SAMPLE_2292 SAMPLE_2293 SAMPLE_2294 SAMPLE_2295 SAMPLE_2296
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2297 SAMPLE_2298 SAMPLE_2299 SAMPLE_2300 SAMPLE_2301 SAMPLE_2302 SAMPLE_2303 SAMPLE_2304
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2305 SAMPLE_2306 SAMPLE_2307 SAMPLE_2308 SAMPLE_2309 SAMPLE_2310 SAMPLE_2311 SAMPLE_2312
#> "0144" NA NA NA NA NA NA NA
#> SAMPLE_2313 SAMPLE_2314 SAMPLE_2315 SAMPLE_2316 SAMPLE_2317 SAMPLE_2318 SAMPLE_2319 SAMPLE_2320
#> NA NA NA NA NA NA "0143" NA
#> SAMPLE_2321 SAMPLE_2322 SAMPLE_2323 SAMPLE_2324 SAMPLE_2325 SAMPLE_2326 SAMPLE_2327 SAMPLE_2328
#> NA NA NA NA NA "02324" NA NA
#> SAMPLE_2329 SAMPLE_2330 SAMPLE_2331 SAMPLE_2332 SAMPLE_2333 SAMPLE_2334 SAMPLE_2335 SAMPLE_2336
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2337 SAMPLE_2338 SAMPLE_2339 SAMPLE_2340 SAMPLE_2341 SAMPLE_2342 SAMPLE_2343 SAMPLE_2344
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2345 SAMPLE_2346 SAMPLE_2347 SAMPLE_2348 SAMPLE_2349 SAMPLE_2350 SAMPLE_2351 SAMPLE_2352
#> NA NA NA "02143" NA NA NA NA
#> SAMPLE_2353 SAMPLE_2354 SAMPLE_2355 SAMPLE_2356 SAMPLE_2357 SAMPLE_2358 SAMPLE_2359 SAMPLE_2360
#> NA "02321" NA NA NA NA "02143" NA
#> SAMPLE_2361 SAMPLE_2362 SAMPLE_2363 SAMPLE_2364 SAMPLE_2365 SAMPLE_2366 SAMPLE_2367 SAMPLE_2368
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2369 SAMPLE_2370 SAMPLE_2371 SAMPLE_2372 SAMPLE_2373 SAMPLE_2374 SAMPLE_2375 SAMPLE_2376
#> "0142" "0142" NA NA "0142" "0142" NA "0142"
#> SAMPLE_2377 SAMPLE_2378 SAMPLE_2379 SAMPLE_2380 SAMPLE_2381 SAMPLE_2382 SAMPLE_2383 SAMPLE_2384
#> "0142" "0142" NA "0142" NA "0142" NA NA
#> SAMPLE_2385 SAMPLE_2386 SAMPLE_2387 SAMPLE_2388 SAMPLE_2389 SAMPLE_2390 SAMPLE_2391 SAMPLE_2392
#> NA "0141" "02325" "02325" NA NA NA NA
#> SAMPLE_2393 SAMPLE_2394 SAMPLE_2395 SAMPLE_2396 SAMPLE_2397 SAMPLE_2398 SAMPLE_2399 SAMPLE_2400
#> NA NA "02321" NA NA "0142" "0142" "0142"
#> SAMPLE_2401 SAMPLE_2402 SAMPLE_2403 SAMPLE_2404 SAMPLE_2405 SAMPLE_2406 SAMPLE_2407 SAMPLE_2408
#> "0142" "0142" "0141" "0141" "02325" "02325" "02325" "02325"
#> SAMPLE_2409 SAMPLE_2410 SAMPLE_2411 SAMPLE_2412 SAMPLE_2413 SAMPLE_2414 SAMPLE_2415 SAMPLE_2416
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2417 SAMPLE_2418 SAMPLE_2419 SAMPLE_2420 SAMPLE_2421 SAMPLE_2422 SAMPLE_2423 SAMPLE_2424
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2425 SAMPLE_2426 SAMPLE_2427 SAMPLE_2428 SAMPLE_2429 SAMPLE_2430 SAMPLE_2431 SAMPLE_2432
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2433 SAMPLE_2434 SAMPLE_2435 SAMPLE_2436 SAMPLE_2437 SAMPLE_2438 SAMPLE_2439 SAMPLE_2440
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2441 SAMPLE_2442 SAMPLE_2443 SAMPLE_2444 SAMPLE_2445 SAMPLE_2446 SAMPLE_2447 SAMPLE_2448
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2449 SAMPLE_2450 SAMPLE_2451 SAMPLE_2452 SAMPLE_2453 SAMPLE_2454 SAMPLE_2455 SAMPLE_2456
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2457 SAMPLE_2458 SAMPLE_2459 SAMPLE_2460 SAMPLE_2461 SAMPLE_2462 SAMPLE_2463 SAMPLE_2464
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2465 SAMPLE_2466 SAMPLE_2467 SAMPLE_2468 SAMPLE_2469 SAMPLE_2470 SAMPLE_2471 SAMPLE_2472
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2473 SAMPLE_2474 SAMPLE_2475 SAMPLE_2476 SAMPLE_2477 SAMPLE_2478 SAMPLE_2479 SAMPLE_2480
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2481 SAMPLE_2482 SAMPLE_2483 SAMPLE_2484 SAMPLE_2485 SAMPLE_2486 SAMPLE_2487 SAMPLE_2488
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2489 SAMPLE_2490 SAMPLE_2491 SAMPLE_2492 SAMPLE_2493 SAMPLE_2494 SAMPLE_2495 SAMPLE_2496
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2497 SAMPLE_2498 SAMPLE_2499 SAMPLE_2500 SAMPLE_2501 SAMPLE_2502 SAMPLE_2503 SAMPLE_2504
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2505 SAMPLE_2506 SAMPLE_2507 SAMPLE_2508 SAMPLE_2509 SAMPLE_2510 SAMPLE_2511 SAMPLE_2512
#> NA NA NA "0144" "0144" "02141" "02141" NA
#> SAMPLE_2513 SAMPLE_2514 SAMPLE_2515 SAMPLE_2516 SAMPLE_2517 SAMPLE_2518 SAMPLE_2519 SAMPLE_2520
#> NA NA "0163" NA NA NA NA NA
#> SAMPLE_2521 SAMPLE_2522 SAMPLE_2523 SAMPLE_2524 SAMPLE_2525 SAMPLE_2526 SAMPLE_2527 SAMPLE_2528
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2529 SAMPLE_2530 SAMPLE_2531 SAMPLE_2532 SAMPLE_2533 SAMPLE_2534 SAMPLE_2535 SAMPLE_2536
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2537 SAMPLE_2538 SAMPLE_2539 SAMPLE_2540 SAMPLE_2541 SAMPLE_2542 SAMPLE_2543 SAMPLE_2544
#> NA NA "0144" NA NA NA NA NA
#> SAMPLE_2545 SAMPLE_2546 SAMPLE_2547 SAMPLE_2548 SAMPLE_2549 SAMPLE_2550 SAMPLE_2551 SAMPLE_2552
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2553 SAMPLE_2554 SAMPLE_2555 SAMPLE_2556 SAMPLE_2557 SAMPLE_2558 SAMPLE_2559 SAMPLE_2560
#> NA "0142" "0143" NA NA "02143" NA NA
#> SAMPLE_2561 SAMPLE_2562 SAMPLE_2563 SAMPLE_2564 SAMPLE_2565 SAMPLE_2566 SAMPLE_2567 SAMPLE_2568
#> "0143" NA "0143" "0143" "0143" "0143" NA "0142"
#> SAMPLE_2569 SAMPLE_2570 SAMPLE_2571 SAMPLE_2572 SAMPLE_2573 SAMPLE_2574 SAMPLE_2575 SAMPLE_2576
#> "0143" NA NA NA NA NA NA NA
#> SAMPLE_2577 SAMPLE_2578 SAMPLE_2579 SAMPLE_2580 SAMPLE_2581 SAMPLE_2582 SAMPLE_2583 SAMPLE_2584
#> NA NA NA NA NA "02321" NA NA
#> SAMPLE_2585 SAMPLE_2586 SAMPLE_2587 SAMPLE_2588 SAMPLE_2589 SAMPLE_2590 SAMPLE_2591 SAMPLE_2592
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2593 SAMPLE_2594 SAMPLE_2595 SAMPLE_2596 SAMPLE_2597 SAMPLE_2598 SAMPLE_2599 SAMPLE_2600
#> "02321" "02321" NA NA NA NA NA NA
#> SAMPLE_2601 SAMPLE_2602 SAMPLE_2603 SAMPLE_2604 SAMPLE_2605 SAMPLE_2606 SAMPLE_2607 SAMPLE_2608
#> NA NA NA NA NA NA NA "0143"
#> SAMPLE_2609 SAMPLE_2610 SAMPLE_2611 SAMPLE_2612 SAMPLE_2613 SAMPLE_2614 SAMPLE_2615 SAMPLE_2616
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2617 SAMPLE_2618 SAMPLE_2619 SAMPLE_2620 SAMPLE_2621 SAMPLE_2622 SAMPLE_2623 SAMPLE_2624
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2625 SAMPLE_2626 SAMPLE_2627 SAMPLE_2628 SAMPLE_2629 SAMPLE_2630 SAMPLE_2631 SAMPLE_2632
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2633 SAMPLE_2634 SAMPLE_2635 SAMPLE_2636 SAMPLE_2637 SAMPLE_2638 SAMPLE_2639 SAMPLE_2640
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2641 SAMPLE_2642 SAMPLE_2643 SAMPLE_2644 SAMPLE_2645 SAMPLE_2646 SAMPLE_2647 SAMPLE_2648
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2649 SAMPLE_2650 SAMPLE_2651 SAMPLE_2652 SAMPLE_2653 SAMPLE_2654 SAMPLE_2655 SAMPLE_2656
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2657 SAMPLE_2658 SAMPLE_2659 SAMPLE_2660 SAMPLE_2661 SAMPLE_2662 SAMPLE_2663 SAMPLE_2664
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2665 SAMPLE_2666 SAMPLE_2667 SAMPLE_2668 SAMPLE_2669 SAMPLE_2670 SAMPLE_2671 SAMPLE_2672
#> "02321" NA NA NA NA NA NA NA
#> SAMPLE_2673 SAMPLE_2674 SAMPLE_2675 SAMPLE_2676 SAMPLE_2677 SAMPLE_2678 SAMPLE_2679 SAMPLE_2680
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2681 SAMPLE_2682 SAMPLE_2683 SAMPLE_2684 SAMPLE_2685 SAMPLE_2686 SAMPLE_2687 SAMPLE_2688
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2689 SAMPLE_2690 SAMPLE_2691 SAMPLE_2692 SAMPLE_2693 SAMPLE_2694 SAMPLE_2695 SAMPLE_2696
#> NA NA NA NA NA NA "02322" NA
#> SAMPLE_2697 SAMPLE_2698 SAMPLE_2699 SAMPLE_2700 SAMPLE_2701 SAMPLE_2702 SAMPLE_2703 SAMPLE_2704
#> NA "02322" NA NA NA NA NA NA
#> SAMPLE_2705 SAMPLE_2706 SAMPLE_2707 SAMPLE_2708 SAMPLE_2709 SAMPLE_2710 SAMPLE_2711 SAMPLE_2712
#> NA NA NA NA NA NA NA "02322"
#> SAMPLE_2713 SAMPLE_2714 SAMPLE_2715 SAMPLE_2716 SAMPLE_2717 SAMPLE_2718 SAMPLE_2719 SAMPLE_2720
#> NA "0145" NA "0145" NA NA NA NA
#> SAMPLE_2721 SAMPLE_2722 SAMPLE_2723 SAMPLE_2724 SAMPLE_2725 SAMPLE_2726 SAMPLE_2727 SAMPLE_2728
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2729 SAMPLE_2730 SAMPLE_2731 SAMPLE_2732 SAMPLE_2733 SAMPLE_2734 SAMPLE_2735 SAMPLE_2736
#> "02322" "02322" "02322" "02322" "02322" NA NA "0161"
#> SAMPLE_2737 SAMPLE_2738 SAMPLE_2739 SAMPLE_2740 SAMPLE_2741 SAMPLE_2742 SAMPLE_2743 SAMPLE_2744
#> "0143" "0143" "0143" "0143" "0142" "0143" "0144" "0143"
#> SAMPLE_2745 SAMPLE_2746 SAMPLE_2747 SAMPLE_2748 SAMPLE_2749 SAMPLE_2750 SAMPLE_2751 SAMPLE_2752
#> "0143" NA "0165" NA NA NA NA NA
#> SAMPLE_2753 SAMPLE_2754 SAMPLE_2755 SAMPLE_2756 SAMPLE_2757 SAMPLE_2758 SAMPLE_2759 SAMPLE_2760
#> NA NA NA NA NA NA NA "0161"
#> SAMPLE_2761 SAMPLE_2762 SAMPLE_2763 SAMPLE_2764 SAMPLE_2765 SAMPLE_2766 SAMPLE_2767 SAMPLE_2768
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2769 SAMPLE_2770 SAMPLE_2771 SAMPLE_2772 SAMPLE_2773 SAMPLE_2774 SAMPLE_2775 SAMPLE_2776
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2777 SAMPLE_2778 SAMPLE_2779 SAMPLE_2780 SAMPLE_2781 SAMPLE_2782 SAMPLE_2783 SAMPLE_2784
#> NA NA "02145" "02143" NA NA NA NA
#> SAMPLE_2785 SAMPLE_2786 SAMPLE_2787 SAMPLE_2788 SAMPLE_2789 SAMPLE_2790 SAMPLE_2791 SAMPLE_2792
#> "0161" NA "0143" "0141" NA "0141" "0141" "0141"
#> SAMPLE_2793 SAMPLE_2794 SAMPLE_2795 SAMPLE_2796 SAMPLE_2797 SAMPLE_2798 SAMPLE_2799 SAMPLE_2800
#> NA NA NA NA "02325" NA NA NA
#> SAMPLE_2801
#> NA
get_classes(res_rh, merge_node = merge_node_param(min_n_signatures = 17404))
#> SAMPLE_1 SAMPLE_2 SAMPLE_3 SAMPLE_4 SAMPLE_5 SAMPLE_6 SAMPLE_7 SAMPLE_8
#> NA NA NA NA NA NA NA NA
#> SAMPLE_9 SAMPLE_10 SAMPLE_11 SAMPLE_12 SAMPLE_13 SAMPLE_14 SAMPLE_15 SAMPLE_16
#> NA NA NA NA "02321" NA NA NA
#> SAMPLE_17 SAMPLE_18 SAMPLE_19 SAMPLE_20 SAMPLE_21 SAMPLE_22 SAMPLE_23 SAMPLE_24
#> NA NA NA NA NA NA NA NA
#> SAMPLE_25 SAMPLE_26 SAMPLE_27 SAMPLE_28 SAMPLE_29 SAMPLE_30 SAMPLE_31 SAMPLE_32
#> NA NA NA NA NA NA NA NA
#> SAMPLE_33 SAMPLE_34 SAMPLE_35 SAMPLE_36 SAMPLE_37 SAMPLE_38 SAMPLE_39 SAMPLE_40
#> NA NA NA NA NA NA NA NA
#> SAMPLE_41 SAMPLE_42 SAMPLE_43 SAMPLE_44 SAMPLE_45 SAMPLE_46 SAMPLE_47 SAMPLE_48
#> NA NA NA NA NA NA NA NA
#> SAMPLE_49 SAMPLE_50 SAMPLE_51 SAMPLE_52 SAMPLE_53 SAMPLE_54 SAMPLE_55 SAMPLE_56
#> NA NA NA NA NA NA NA NA
#> SAMPLE_57 SAMPLE_58 SAMPLE_59 SAMPLE_60 SAMPLE_61 SAMPLE_62 SAMPLE_63 SAMPLE_64
#> NA NA NA NA NA NA "02321" NA
#> SAMPLE_65 SAMPLE_66 SAMPLE_67 SAMPLE_68 SAMPLE_69 SAMPLE_70 SAMPLE_71 SAMPLE_72
#> NA NA NA NA NA NA NA NA
#> SAMPLE_73 SAMPLE_74 SAMPLE_75 SAMPLE_76 SAMPLE_77 SAMPLE_78 SAMPLE_79 SAMPLE_80
#> NA NA NA NA NA NA NA NA
#> SAMPLE_81 SAMPLE_82 SAMPLE_83 SAMPLE_84 SAMPLE_85 SAMPLE_86 SAMPLE_87 SAMPLE_88
#> NA NA NA NA NA NA NA NA
#> SAMPLE_89 SAMPLE_90 SAMPLE_91 SAMPLE_92 SAMPLE_93 SAMPLE_94 SAMPLE_95 SAMPLE_96
#> NA NA NA NA NA NA NA NA
#> SAMPLE_97 SAMPLE_98 SAMPLE_99 SAMPLE_100 SAMPLE_101 SAMPLE_102 SAMPLE_103 SAMPLE_104
#> NA NA NA NA NA NA NA "02321"
#> SAMPLE_105 SAMPLE_106 SAMPLE_107 SAMPLE_108 SAMPLE_109 SAMPLE_110 SAMPLE_111 SAMPLE_112
#> NA "02321" NA NA NA NA NA NA
#> SAMPLE_113 SAMPLE_114 SAMPLE_115 SAMPLE_116 SAMPLE_117 SAMPLE_118 SAMPLE_119 SAMPLE_120
#> NA NA NA NA NA NA NA NA
#> SAMPLE_121 SAMPLE_122 SAMPLE_123 SAMPLE_124 SAMPLE_125 SAMPLE_126 SAMPLE_127 SAMPLE_128
#> NA NA NA NA "0142" "02142" NA NA
#> SAMPLE_129 SAMPLE_130 SAMPLE_131 SAMPLE_132 SAMPLE_133 SAMPLE_134 SAMPLE_135 SAMPLE_136
#> NA NA NA NA NA NA NA NA
#> SAMPLE_137 SAMPLE_138 SAMPLE_139 SAMPLE_140 SAMPLE_141 SAMPLE_142 SAMPLE_143 SAMPLE_144
#> "02141" NA NA NA NA NA NA NA
#> SAMPLE_145 SAMPLE_146 SAMPLE_147 SAMPLE_148 SAMPLE_149 SAMPLE_150 SAMPLE_151 SAMPLE_152
#> NA NA NA NA NA NA NA NA
#> SAMPLE_153 SAMPLE_154 SAMPLE_155 SAMPLE_156 SAMPLE_157 SAMPLE_158 SAMPLE_159 SAMPLE_160
#> NA NA NA NA NA NA NA NA
#> SAMPLE_161 SAMPLE_162 SAMPLE_163 SAMPLE_164 SAMPLE_165 SAMPLE_166 SAMPLE_167 SAMPLE_168
#> NA NA NA NA NA NA NA NA
#> SAMPLE_169 SAMPLE_170 SAMPLE_171 SAMPLE_172 SAMPLE_173 SAMPLE_174 SAMPLE_175 SAMPLE_176
#> NA NA NA NA NA "02321" NA NA
#> SAMPLE_177 SAMPLE_178 SAMPLE_179 SAMPLE_180 SAMPLE_181 SAMPLE_182 SAMPLE_183 SAMPLE_184
#> NA NA NA NA NA NA NA NA
#> SAMPLE_185 SAMPLE_186 SAMPLE_187 SAMPLE_188 SAMPLE_189 SAMPLE_190 SAMPLE_191 SAMPLE_192
#> NA NA NA NA NA NA NA NA
#> SAMPLE_193 SAMPLE_194 SAMPLE_195 SAMPLE_196 SAMPLE_197 SAMPLE_198 SAMPLE_199 SAMPLE_200
#> NA NA NA NA NA NA NA NA
#> SAMPLE_201 SAMPLE_202 SAMPLE_203 SAMPLE_204 SAMPLE_205 SAMPLE_206 SAMPLE_207 SAMPLE_208
#> NA NA NA NA NA NA NA NA
#> SAMPLE_209 SAMPLE_210 SAMPLE_211 SAMPLE_212 SAMPLE_213 SAMPLE_214 SAMPLE_215 SAMPLE_216
#> NA "02321" NA NA NA NA NA "02143"
#> SAMPLE_217 SAMPLE_218 SAMPLE_219 SAMPLE_220 SAMPLE_221 SAMPLE_222 SAMPLE_223 SAMPLE_224
#> NA NA NA NA NA NA NA NA
#> SAMPLE_225 SAMPLE_226 SAMPLE_227 SAMPLE_228 SAMPLE_229 SAMPLE_230 SAMPLE_231 SAMPLE_232
#> NA NA NA NA NA NA NA NA
#> SAMPLE_233 SAMPLE_234 SAMPLE_235 SAMPLE_236 SAMPLE_237 SAMPLE_238 SAMPLE_239 SAMPLE_240
#> NA NA NA NA NA NA NA NA
#> SAMPLE_241 SAMPLE_242 SAMPLE_243 SAMPLE_244 SAMPLE_245 SAMPLE_246 SAMPLE_247 SAMPLE_248
#> NA NA NA NA NA NA NA NA
#> SAMPLE_249 SAMPLE_250 SAMPLE_251 SAMPLE_252 SAMPLE_253 SAMPLE_254 SAMPLE_255 SAMPLE_256
#> NA NA NA NA NA NA NA NA
#> SAMPLE_257 SAMPLE_258 SAMPLE_259 SAMPLE_260 SAMPLE_261 SAMPLE_262 SAMPLE_263 SAMPLE_264
#> NA NA NA NA NA NA NA NA
#> SAMPLE_265 SAMPLE_266 SAMPLE_267 SAMPLE_268 SAMPLE_269 SAMPLE_270 SAMPLE_271 SAMPLE_272
#> NA NA NA NA NA NA NA NA
#> SAMPLE_273 SAMPLE_274 SAMPLE_275 SAMPLE_276 SAMPLE_277 SAMPLE_278 SAMPLE_279 SAMPLE_280
#> NA NA NA NA NA NA NA NA
#> SAMPLE_281 SAMPLE_282 SAMPLE_283 SAMPLE_284 SAMPLE_285 SAMPLE_286 SAMPLE_287 SAMPLE_288
#> NA NA NA NA NA NA NA NA
#> SAMPLE_289 SAMPLE_290 SAMPLE_291 SAMPLE_292 SAMPLE_293 SAMPLE_294 SAMPLE_295 SAMPLE_296
#> NA NA NA NA NA NA NA NA
#> SAMPLE_297 SAMPLE_298 SAMPLE_299 SAMPLE_300 SAMPLE_301 SAMPLE_302 SAMPLE_303 SAMPLE_304
#> NA NA NA NA NA NA NA NA
#> SAMPLE_305 SAMPLE_306 SAMPLE_307 SAMPLE_308 SAMPLE_309 SAMPLE_310 SAMPLE_311 SAMPLE_312
#> NA NA NA NA NA NA NA NA
#> SAMPLE_313 SAMPLE_314 SAMPLE_315 SAMPLE_316 SAMPLE_317 SAMPLE_318 SAMPLE_319 SAMPLE_320
#> NA NA NA NA NA NA NA NA
#> SAMPLE_321 SAMPLE_322 SAMPLE_323 SAMPLE_324 SAMPLE_325 SAMPLE_326 SAMPLE_327 SAMPLE_328
#> NA NA NA NA NA NA NA NA
#> SAMPLE_329 SAMPLE_330 SAMPLE_331 SAMPLE_332 SAMPLE_333 SAMPLE_334 SAMPLE_335 SAMPLE_336
#> "02142" NA "02142" "02142" NA NA NA "02143"
#> SAMPLE_337 SAMPLE_338 SAMPLE_339 SAMPLE_340 SAMPLE_341 SAMPLE_342 SAMPLE_343 SAMPLE_344
#> NA "02142" NA "02142" "02142" NA NA NA
#> SAMPLE_345 SAMPLE_346 SAMPLE_347 SAMPLE_348 SAMPLE_349 SAMPLE_350 SAMPLE_351 SAMPLE_352
#> NA NA NA NA "02142" NA NA NA
#> SAMPLE_353 SAMPLE_354 SAMPLE_355 SAMPLE_356 SAMPLE_357 SAMPLE_358 SAMPLE_359 SAMPLE_360
#> "02142" NA NA NA NA NA "02142" NA
#> SAMPLE_361 SAMPLE_362 SAMPLE_363 SAMPLE_364 SAMPLE_365 SAMPLE_366 SAMPLE_367 SAMPLE_368
#> NA "02142" NA NA NA NA NA NA
#> SAMPLE_369 SAMPLE_370 SAMPLE_371 SAMPLE_372 SAMPLE_373 SAMPLE_374 SAMPLE_375 SAMPLE_376
#> NA NA NA NA NA NA NA NA
#> SAMPLE_377 SAMPLE_378 SAMPLE_379 SAMPLE_380 SAMPLE_381 SAMPLE_382 SAMPLE_383 SAMPLE_384
#> NA NA NA NA NA NA NA NA
#> SAMPLE_385 SAMPLE_386 SAMPLE_387 SAMPLE_388 SAMPLE_389 SAMPLE_390 SAMPLE_391 SAMPLE_392
#> NA NA NA NA NA NA NA NA
#> SAMPLE_393 SAMPLE_394 SAMPLE_395 SAMPLE_396 SAMPLE_397 SAMPLE_398 SAMPLE_399 SAMPLE_400
#> NA NA NA NA NA NA NA NA
#> SAMPLE_401 SAMPLE_402 SAMPLE_403 SAMPLE_404 SAMPLE_405 SAMPLE_406 SAMPLE_407 SAMPLE_408
#> NA NA NA NA NA NA NA NA
#> SAMPLE_409 SAMPLE_410 SAMPLE_411 SAMPLE_412 SAMPLE_413 SAMPLE_414 SAMPLE_415 SAMPLE_416
#> NA NA NA NA NA NA NA NA
#> SAMPLE_417 SAMPLE_418 SAMPLE_419 SAMPLE_420 SAMPLE_421 SAMPLE_422 SAMPLE_423 SAMPLE_424
#> NA NA NA NA NA NA NA NA
#> SAMPLE_425 SAMPLE_426 SAMPLE_427 SAMPLE_428 SAMPLE_429 SAMPLE_430 SAMPLE_431 SAMPLE_432
#> NA NA NA NA NA NA NA NA
#> SAMPLE_433 SAMPLE_434 SAMPLE_435 SAMPLE_436 SAMPLE_437 SAMPLE_438 SAMPLE_439 SAMPLE_440
#> NA NA NA NA NA NA NA NA
#> SAMPLE_441 SAMPLE_442 SAMPLE_443 SAMPLE_444 SAMPLE_445 SAMPLE_446 SAMPLE_447 SAMPLE_448
#> NA NA NA NA NA NA NA NA
#> SAMPLE_449 SAMPLE_450 SAMPLE_451 SAMPLE_452 SAMPLE_453 SAMPLE_454 SAMPLE_455 SAMPLE_456
#> NA NA NA NA NA NA NA NA
#> SAMPLE_457 SAMPLE_458 SAMPLE_459 SAMPLE_460 SAMPLE_461 SAMPLE_462 SAMPLE_463 SAMPLE_464
#> NA NA NA NA NA NA NA NA
#> SAMPLE_465 SAMPLE_466 SAMPLE_467 SAMPLE_468 SAMPLE_469 SAMPLE_470 SAMPLE_471 SAMPLE_472
#> NA NA NA NA NA NA NA NA
#> SAMPLE_473 SAMPLE_474 SAMPLE_475 SAMPLE_476 SAMPLE_477 SAMPLE_478 SAMPLE_479 SAMPLE_480
#> NA NA NA NA NA NA NA NA
#> SAMPLE_481 SAMPLE_482 SAMPLE_483 SAMPLE_484 SAMPLE_485 SAMPLE_486 SAMPLE_487 SAMPLE_488
#> NA NA NA NA NA NA NA NA
#> SAMPLE_489 SAMPLE_490 SAMPLE_491 SAMPLE_492 SAMPLE_493 SAMPLE_494 SAMPLE_495 SAMPLE_496
#> NA NA NA NA NA NA NA NA
#> SAMPLE_497 SAMPLE_498 SAMPLE_499 SAMPLE_500 SAMPLE_501 SAMPLE_502 SAMPLE_503 SAMPLE_504
#> NA NA NA NA NA NA NA NA
#> SAMPLE_505 SAMPLE_506 SAMPLE_507 SAMPLE_508 SAMPLE_509 SAMPLE_510 SAMPLE_511 SAMPLE_512
#> NA NA NA NA NA NA NA NA
#> SAMPLE_513 SAMPLE_514 SAMPLE_515 SAMPLE_516 SAMPLE_517 SAMPLE_518 SAMPLE_519 SAMPLE_520
#> NA NA NA NA NA NA NA NA
#> SAMPLE_521 SAMPLE_522 SAMPLE_523 SAMPLE_524 SAMPLE_525 SAMPLE_526 SAMPLE_527 SAMPLE_528
#> NA NA NA NA NA NA NA NA
#> SAMPLE_529 SAMPLE_530 SAMPLE_531 SAMPLE_532 SAMPLE_533 SAMPLE_534 SAMPLE_535 SAMPLE_536
#> NA NA NA NA NA NA NA NA
#> SAMPLE_537 SAMPLE_538 SAMPLE_539 SAMPLE_540 SAMPLE_541 SAMPLE_542 SAMPLE_543 SAMPLE_544
#> NA NA NA NA NA NA NA NA
#> SAMPLE_545 SAMPLE_546 SAMPLE_547 SAMPLE_548 SAMPLE_549 SAMPLE_550 SAMPLE_551 SAMPLE_552
#> NA NA NA NA NA NA NA NA
#> SAMPLE_553 SAMPLE_554 SAMPLE_555 SAMPLE_556 SAMPLE_557 SAMPLE_558 SAMPLE_559 SAMPLE_560
#> NA NA NA NA NA NA NA NA
#> SAMPLE_561 SAMPLE_562 SAMPLE_563 SAMPLE_564 SAMPLE_565 SAMPLE_566 SAMPLE_567 SAMPLE_568
#> NA NA NA NA NA NA NA NA
#> SAMPLE_569 SAMPLE_570 SAMPLE_571 SAMPLE_572 SAMPLE_573 SAMPLE_574 SAMPLE_575 SAMPLE_576
#> NA NA NA NA NA NA NA NA
#> SAMPLE_577 SAMPLE_578 SAMPLE_579 SAMPLE_580 SAMPLE_581 SAMPLE_582 SAMPLE_583 SAMPLE_584
#> NA NA NA NA NA NA NA NA
#> SAMPLE_585 SAMPLE_586 SAMPLE_587 SAMPLE_588 SAMPLE_589 SAMPLE_590 SAMPLE_591 SAMPLE_592
#> NA NA NA NA NA NA NA NA
#> SAMPLE_593 SAMPLE_594 SAMPLE_595 SAMPLE_596 SAMPLE_597 SAMPLE_598 SAMPLE_599 SAMPLE_600
#> NA NA NA NA NA NA NA NA
#> SAMPLE_601 SAMPLE_602 SAMPLE_603 SAMPLE_604 SAMPLE_605 SAMPLE_606 SAMPLE_607 SAMPLE_608
#> NA NA NA NA NA NA NA NA
#> SAMPLE_609 SAMPLE_610 SAMPLE_611 SAMPLE_612 SAMPLE_613 SAMPLE_614 SAMPLE_615 SAMPLE_616
#> NA NA NA NA NA NA NA NA
#> SAMPLE_617 SAMPLE_618 SAMPLE_619 SAMPLE_620 SAMPLE_621 SAMPLE_622 SAMPLE_623 SAMPLE_624
#> NA NA NA NA NA NA NA NA
#> SAMPLE_625 SAMPLE_626 SAMPLE_627 SAMPLE_628 SAMPLE_629 SAMPLE_630 SAMPLE_631 SAMPLE_632
#> NA NA NA NA NA NA NA NA
#> SAMPLE_633 SAMPLE_634 SAMPLE_635 SAMPLE_636 SAMPLE_637 SAMPLE_638 SAMPLE_639 SAMPLE_640
#> NA NA NA NA NA NA NA NA
#> SAMPLE_641 SAMPLE_642 SAMPLE_643 SAMPLE_644 SAMPLE_645 SAMPLE_646 SAMPLE_647 SAMPLE_648
#> NA NA "02321" NA NA NA "02143" NA
#> SAMPLE_649 SAMPLE_650 SAMPLE_651 SAMPLE_652 SAMPLE_653 SAMPLE_654 SAMPLE_655 SAMPLE_656
#> NA NA NA NA NA NA NA NA
#> SAMPLE_657 SAMPLE_658 SAMPLE_659 SAMPLE_660 SAMPLE_661 SAMPLE_662 SAMPLE_663 SAMPLE_664
#> NA NA NA NA NA NA NA NA
#> SAMPLE_665 SAMPLE_666 SAMPLE_667 SAMPLE_668 SAMPLE_669 SAMPLE_670 SAMPLE_671 SAMPLE_672
#> NA NA NA NA NA NA NA NA
#> SAMPLE_673 SAMPLE_674 SAMPLE_675 SAMPLE_676 SAMPLE_677 SAMPLE_678 SAMPLE_679 SAMPLE_680
#> NA NA NA NA NA NA NA NA
#> SAMPLE_681 SAMPLE_682 SAMPLE_683 SAMPLE_684 SAMPLE_685 SAMPLE_686 SAMPLE_687 SAMPLE_688
#> NA NA NA NA NA NA NA NA
#> SAMPLE_689 SAMPLE_690 SAMPLE_691 SAMPLE_692 SAMPLE_693 SAMPLE_694 SAMPLE_695 SAMPLE_696
#> NA NA NA NA NA NA "02324" NA
#> SAMPLE_697 SAMPLE_698 SAMPLE_699 SAMPLE_700 SAMPLE_701 SAMPLE_702 SAMPLE_703 SAMPLE_704
#> NA NA NA NA NA NA NA NA
#> SAMPLE_705 SAMPLE_706 SAMPLE_707 SAMPLE_708 SAMPLE_709 SAMPLE_710 SAMPLE_711 SAMPLE_712
#> NA NA NA NA NA NA NA NA
#> SAMPLE_713 SAMPLE_714 SAMPLE_715 SAMPLE_716 SAMPLE_717 SAMPLE_718 SAMPLE_719 SAMPLE_720
#> NA "02324" NA NA NA NA NA NA
#> SAMPLE_721 SAMPLE_722 SAMPLE_723 SAMPLE_724 SAMPLE_725 SAMPLE_726 SAMPLE_727 SAMPLE_728
#> NA NA NA NA NA NA NA NA
#> SAMPLE_729 SAMPLE_730 SAMPLE_731 SAMPLE_732 SAMPLE_733 SAMPLE_734 SAMPLE_735 SAMPLE_736
#> NA NA NA NA NA NA NA NA
#> SAMPLE_737 SAMPLE_738 SAMPLE_739 SAMPLE_740 SAMPLE_741 SAMPLE_742 SAMPLE_743 SAMPLE_744
#> NA NA "02324" NA NA NA NA NA
#> SAMPLE_745 SAMPLE_746 SAMPLE_747 SAMPLE_748 SAMPLE_749 SAMPLE_750 SAMPLE_751 SAMPLE_752
#> NA NA NA NA NA NA NA NA
#> SAMPLE_753 SAMPLE_754 SAMPLE_755 SAMPLE_756 SAMPLE_757 SAMPLE_758 SAMPLE_759 SAMPLE_760
#> NA NA NA NA NA NA NA NA
#> SAMPLE_761 SAMPLE_762 SAMPLE_763 SAMPLE_764 SAMPLE_765 SAMPLE_766 SAMPLE_767 SAMPLE_768
#> NA NA NA NA NA NA NA NA
#> SAMPLE_769 SAMPLE_770 SAMPLE_771 SAMPLE_772 SAMPLE_773 SAMPLE_774 SAMPLE_775 SAMPLE_776
#> NA NA NA NA NA NA NA NA
#> SAMPLE_777 SAMPLE_778 SAMPLE_779 SAMPLE_780 SAMPLE_781 SAMPLE_782 SAMPLE_783 SAMPLE_784
#> NA NA NA NA NA NA NA NA
#> SAMPLE_785 SAMPLE_786 SAMPLE_787 SAMPLE_788 SAMPLE_789 SAMPLE_790 SAMPLE_791 SAMPLE_792
#> NA NA NA NA NA NA NA NA
#> SAMPLE_793 SAMPLE_794 SAMPLE_795 SAMPLE_796 SAMPLE_797 SAMPLE_798 SAMPLE_799 SAMPLE_800
#> "0143" NA NA NA NA NA NA NA
#> SAMPLE_801 SAMPLE_802 SAMPLE_803 SAMPLE_804 SAMPLE_805 SAMPLE_806 SAMPLE_807 SAMPLE_808
#> NA NA NA NA NA NA NA NA
#> SAMPLE_809 SAMPLE_810 SAMPLE_811 SAMPLE_812 SAMPLE_813 SAMPLE_814 SAMPLE_815 SAMPLE_816
#> NA NA NA NA NA NA NA NA
#> SAMPLE_817 SAMPLE_818 SAMPLE_819 SAMPLE_820 SAMPLE_821 SAMPLE_822 SAMPLE_823 SAMPLE_824
#> NA NA NA NA NA NA NA NA
#> SAMPLE_825 SAMPLE_826 SAMPLE_827 SAMPLE_828 SAMPLE_829 SAMPLE_830 SAMPLE_831 SAMPLE_832
#> NA NA NA NA NA NA NA NA
#> SAMPLE_833 SAMPLE_834 SAMPLE_835 SAMPLE_836 SAMPLE_837 SAMPLE_838 SAMPLE_839 SAMPLE_840
#> NA NA NA NA NA NA NA NA
#> SAMPLE_841 SAMPLE_842 SAMPLE_843 SAMPLE_844 SAMPLE_845 SAMPLE_846 SAMPLE_847 SAMPLE_848
#> NA NA NA NA NA NA NA NA
#> SAMPLE_849 SAMPLE_850 SAMPLE_851 SAMPLE_852 SAMPLE_853 SAMPLE_854 SAMPLE_855 SAMPLE_856
#> NA NA "02141" NA NA NA NA NA
#> SAMPLE_857 SAMPLE_858 SAMPLE_859 SAMPLE_860 SAMPLE_861 SAMPLE_862 SAMPLE_863 SAMPLE_864
#> "0144" "0144" NA NA NA NA NA NA
#> SAMPLE_865 SAMPLE_866 SAMPLE_867 SAMPLE_868 SAMPLE_869 SAMPLE_870 SAMPLE_871 SAMPLE_872
#> NA NA NA NA NA "0141" NA NA
#> SAMPLE_873 SAMPLE_874 SAMPLE_875 SAMPLE_876 SAMPLE_877 SAMPLE_878 SAMPLE_879 SAMPLE_880
#> NA NA NA NA NA "0144" NA NA
#> SAMPLE_881 SAMPLE_882 SAMPLE_883 SAMPLE_884 SAMPLE_885 SAMPLE_886 SAMPLE_887 SAMPLE_888
#> NA NA NA NA NA NA NA NA
#> SAMPLE_889 SAMPLE_890 SAMPLE_891 SAMPLE_892 SAMPLE_893 SAMPLE_894 SAMPLE_895 SAMPLE_896
#> NA NA "0144" NA "0144" NA NA NA
#> SAMPLE_897 SAMPLE_898 SAMPLE_899 SAMPLE_900 SAMPLE_901 SAMPLE_902 SAMPLE_903 SAMPLE_904
#> NA NA NA NA "02143" NA NA NA
#> SAMPLE_905 SAMPLE_906 SAMPLE_907 SAMPLE_908 SAMPLE_909 SAMPLE_910 SAMPLE_911 SAMPLE_912
#> NA NA NA NA NA NA NA NA
#> SAMPLE_913 SAMPLE_914 SAMPLE_915 SAMPLE_916 SAMPLE_917 SAMPLE_918 SAMPLE_919 SAMPLE_920
#> NA NA NA NA NA NA NA NA
#> SAMPLE_921 SAMPLE_922 SAMPLE_923 SAMPLE_924 SAMPLE_925 SAMPLE_926 SAMPLE_927 SAMPLE_928
#> NA NA NA NA NA NA NA NA
#> SAMPLE_929 SAMPLE_930 SAMPLE_931 SAMPLE_932 SAMPLE_933 SAMPLE_934 SAMPLE_935 SAMPLE_936
#> NA NA NA NA NA NA NA NA
#> SAMPLE_937 SAMPLE_938 SAMPLE_939 SAMPLE_940 SAMPLE_941 SAMPLE_942 SAMPLE_943 SAMPLE_944
#> NA NA "02142" NA NA NA NA NA
#> SAMPLE_945 SAMPLE_946 SAMPLE_947 SAMPLE_948 SAMPLE_949 SAMPLE_950 SAMPLE_951 SAMPLE_952
#> NA NA "02142" NA NA NA NA NA
#> SAMPLE_953 SAMPLE_954 SAMPLE_955 SAMPLE_956 SAMPLE_957 SAMPLE_958 SAMPLE_959 SAMPLE_960
#> NA NA NA NA NA NA NA NA
#> SAMPLE_961 SAMPLE_962 SAMPLE_963 SAMPLE_964 SAMPLE_965 SAMPLE_966 SAMPLE_967 SAMPLE_968
#> NA NA NA NA NA NA NA NA
#> SAMPLE_969 SAMPLE_970 SAMPLE_971 SAMPLE_972 SAMPLE_973 SAMPLE_974 SAMPLE_975 SAMPLE_976
#> NA NA NA NA NA NA NA NA
#> SAMPLE_977 SAMPLE_978 SAMPLE_979 SAMPLE_980 SAMPLE_981 SAMPLE_982 SAMPLE_983 SAMPLE_984
#> NA NA NA "02143" NA NA NA NA
#> SAMPLE_985 SAMPLE_986 SAMPLE_987 SAMPLE_988 SAMPLE_989 SAMPLE_990 SAMPLE_991 SAMPLE_992
#> NA "0141" NA NA NA NA NA NA
#> SAMPLE_993 SAMPLE_994 SAMPLE_995 SAMPLE_996 SAMPLE_997 SAMPLE_998 SAMPLE_999 SAMPLE_1000
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1001 SAMPLE_1002 SAMPLE_1003 SAMPLE_1004 SAMPLE_1005 SAMPLE_1006 SAMPLE_1007 SAMPLE_1008
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1009 SAMPLE_1010 SAMPLE_1011 SAMPLE_1012 SAMPLE_1013 SAMPLE_1014 SAMPLE_1015 SAMPLE_1016
#> NA NA NA NA NA NA "02142" NA
#> SAMPLE_1017 SAMPLE_1018 SAMPLE_1019 SAMPLE_1020 SAMPLE_1021 SAMPLE_1022 SAMPLE_1023 SAMPLE_1024
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1025 SAMPLE_1026 SAMPLE_1027 SAMPLE_1028 SAMPLE_1029 SAMPLE_1030 SAMPLE_1031 SAMPLE_1032
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1033 SAMPLE_1034 SAMPLE_1035 SAMPLE_1036 SAMPLE_1037 SAMPLE_1038 SAMPLE_1039 SAMPLE_1040
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1041 SAMPLE_1042 SAMPLE_1043 SAMPLE_1044 SAMPLE_1045 SAMPLE_1046 SAMPLE_1047 SAMPLE_1048
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1049 SAMPLE_1050 SAMPLE_1051 SAMPLE_1052 SAMPLE_1053 SAMPLE_1054 SAMPLE_1055 SAMPLE_1056
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1057 SAMPLE_1058 SAMPLE_1059 SAMPLE_1060 SAMPLE_1061 SAMPLE_1062 SAMPLE_1063 SAMPLE_1064
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1065 SAMPLE_1066 SAMPLE_1067 SAMPLE_1068 SAMPLE_1069 SAMPLE_1070 SAMPLE_1071 SAMPLE_1072
#> NA NA "02141" NA NA NA "02141" NA
#> SAMPLE_1073 SAMPLE_1074 SAMPLE_1075 SAMPLE_1076 SAMPLE_1077 SAMPLE_1078 SAMPLE_1079 SAMPLE_1080
#> NA "02141" "02141" "02141" "02141" NA "02141" "02141"
#> SAMPLE_1081 SAMPLE_1082 SAMPLE_1083 SAMPLE_1084 SAMPLE_1085 SAMPLE_1086 SAMPLE_1087 SAMPLE_1088
#> "02141" NA NA NA NA NA NA NA
#> SAMPLE_1089 SAMPLE_1090 SAMPLE_1091 SAMPLE_1092 SAMPLE_1093 SAMPLE_1094 SAMPLE_1095 SAMPLE_1096
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1097 SAMPLE_1098 SAMPLE_1099 SAMPLE_1100 SAMPLE_1101 SAMPLE_1102 SAMPLE_1103 SAMPLE_1104
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1105 SAMPLE_1106 SAMPLE_1107 SAMPLE_1108 SAMPLE_1109 SAMPLE_1110 SAMPLE_1111 SAMPLE_1112
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1113 SAMPLE_1114 SAMPLE_1115 SAMPLE_1116 SAMPLE_1117 SAMPLE_1118 SAMPLE_1119 SAMPLE_1120
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1121 SAMPLE_1122 SAMPLE_1123 SAMPLE_1124 SAMPLE_1125 SAMPLE_1126 SAMPLE_1127 SAMPLE_1128
#> NA NA NA NA NA NA NA "02142"
#> SAMPLE_1129 SAMPLE_1130 SAMPLE_1131 SAMPLE_1132 SAMPLE_1133 SAMPLE_1134 SAMPLE_1135 SAMPLE_1136
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1137 SAMPLE_1138 SAMPLE_1139 SAMPLE_1140 SAMPLE_1141 SAMPLE_1142 SAMPLE_1143 SAMPLE_1144
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1145 SAMPLE_1146 SAMPLE_1147 SAMPLE_1148 SAMPLE_1149 SAMPLE_1150 SAMPLE_1151 SAMPLE_1152
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1153 SAMPLE_1154 SAMPLE_1155 SAMPLE_1156 SAMPLE_1157 SAMPLE_1158 SAMPLE_1159 SAMPLE_1160
#> NA NA NA NA NA "02141" "0144" "0144"
#> SAMPLE_1161 SAMPLE_1162 SAMPLE_1163 SAMPLE_1164 SAMPLE_1165 SAMPLE_1166 SAMPLE_1167 SAMPLE_1168
#> "0143" NA NA NA NA NA NA NA
#> SAMPLE_1169 SAMPLE_1170 SAMPLE_1171 SAMPLE_1172 SAMPLE_1173 SAMPLE_1174 SAMPLE_1175 SAMPLE_1176
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1177 SAMPLE_1178 SAMPLE_1179 SAMPLE_1180 SAMPLE_1181 SAMPLE_1182 SAMPLE_1183 SAMPLE_1184
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1185 SAMPLE_1186 SAMPLE_1187 SAMPLE_1188 SAMPLE_1189 SAMPLE_1190 SAMPLE_1191 SAMPLE_1192
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1193 SAMPLE_1194 SAMPLE_1195 SAMPLE_1196 SAMPLE_1197 SAMPLE_1198 SAMPLE_1199 SAMPLE_1200
#> NA NA NA "02142" NA NA "02142" "02142"
#> SAMPLE_1201 SAMPLE_1202 SAMPLE_1203 SAMPLE_1204 SAMPLE_1205 SAMPLE_1206 SAMPLE_1207 SAMPLE_1208
#> NA "02142" NA NA NA NA NA NA
#> SAMPLE_1209 SAMPLE_1210 SAMPLE_1211 SAMPLE_1212 SAMPLE_1213 SAMPLE_1214 SAMPLE_1215 SAMPLE_1216
#> NA NA NA NA NA NA "02143" NA
#> SAMPLE_1217 SAMPLE_1218 SAMPLE_1219 SAMPLE_1220 SAMPLE_1221 SAMPLE_1222 SAMPLE_1223 SAMPLE_1224
#> NA NA NA NA NA "02324" NA NA
#> SAMPLE_1225 SAMPLE_1226 SAMPLE_1227 SAMPLE_1228 SAMPLE_1229 SAMPLE_1230 SAMPLE_1231 SAMPLE_1232
#> NA NA NA NA "02324" NA NA NA
#> SAMPLE_1233 SAMPLE_1234 SAMPLE_1235 SAMPLE_1236 SAMPLE_1237 SAMPLE_1238 SAMPLE_1239 SAMPLE_1240
#> "02324" NA NA NA NA NA NA "02142"
#> SAMPLE_1241 SAMPLE_1242 SAMPLE_1243 SAMPLE_1244 SAMPLE_1245 SAMPLE_1246 SAMPLE_1247 SAMPLE_1248
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1249 SAMPLE_1250 SAMPLE_1251 SAMPLE_1252 SAMPLE_1253 SAMPLE_1254 SAMPLE_1255 SAMPLE_1256
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1257 SAMPLE_1258 SAMPLE_1259 SAMPLE_1260 SAMPLE_1261 SAMPLE_1262 SAMPLE_1263 SAMPLE_1264
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1265 SAMPLE_1266 SAMPLE_1267 SAMPLE_1268 SAMPLE_1269 SAMPLE_1270 SAMPLE_1271 SAMPLE_1272
#> NA "02321" "02322" NA NA "02321" "02321" "02321"
#> SAMPLE_1273 SAMPLE_1274 SAMPLE_1275 SAMPLE_1276 SAMPLE_1277 SAMPLE_1278 SAMPLE_1279 SAMPLE_1280
#> "02321" NA NA NA NA NA NA NA
#> SAMPLE_1281 SAMPLE_1282 SAMPLE_1283 SAMPLE_1284 SAMPLE_1285 SAMPLE_1286 SAMPLE_1287 SAMPLE_1288
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1289 SAMPLE_1290 SAMPLE_1291 SAMPLE_1292 SAMPLE_1293 SAMPLE_1294 SAMPLE_1295 SAMPLE_1296
#> NA "02322" NA NA NA NA "02321" NA
#> SAMPLE_1297 SAMPLE_1298 SAMPLE_1299 SAMPLE_1300 SAMPLE_1301 SAMPLE_1302 SAMPLE_1303 SAMPLE_1304
#> NA "02321" NA NA NA "02321" "02321" "02321"
#> SAMPLE_1305 SAMPLE_1306 SAMPLE_1307 SAMPLE_1308 SAMPLE_1309 SAMPLE_1310 SAMPLE_1311 SAMPLE_1312
#> NA "02321" NA "02321" "02321" NA NA NA
#> SAMPLE_1313 SAMPLE_1314 SAMPLE_1315 SAMPLE_1316 SAMPLE_1317 SAMPLE_1318 SAMPLE_1319 SAMPLE_1320
#> "02321" "02321" "02321" NA NA NA NA NA
#> SAMPLE_1321 SAMPLE_1322 SAMPLE_1323 SAMPLE_1324 SAMPLE_1325 SAMPLE_1326 SAMPLE_1327 SAMPLE_1328
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1329 SAMPLE_1330 SAMPLE_1331 SAMPLE_1332 SAMPLE_1333 SAMPLE_1334 SAMPLE_1335 SAMPLE_1336
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1337 SAMPLE_1338 SAMPLE_1339 SAMPLE_1340 SAMPLE_1341 SAMPLE_1342 SAMPLE_1343 SAMPLE_1344
#> NA NA "02323" "02144" NA NA NA NA
#> SAMPLE_1345 SAMPLE_1346 SAMPLE_1347 SAMPLE_1348 SAMPLE_1349 SAMPLE_1350 SAMPLE_1351 SAMPLE_1352
#> NA NA NA NA NA "02323" NA NA
#> SAMPLE_1353 SAMPLE_1354 SAMPLE_1355 SAMPLE_1356 SAMPLE_1357 SAMPLE_1358 SAMPLE_1359 SAMPLE_1360
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1361 SAMPLE_1362 SAMPLE_1363 SAMPLE_1364 SAMPLE_1365 SAMPLE_1366 SAMPLE_1367 SAMPLE_1368
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1369 SAMPLE_1370 SAMPLE_1371 SAMPLE_1372 SAMPLE_1373 SAMPLE_1374 SAMPLE_1375 SAMPLE_1376
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1377 SAMPLE_1378 SAMPLE_1379 SAMPLE_1380 SAMPLE_1381 SAMPLE_1382 SAMPLE_1383 SAMPLE_1384
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1385 SAMPLE_1386 SAMPLE_1387 SAMPLE_1388 SAMPLE_1389 SAMPLE_1390 SAMPLE_1391 SAMPLE_1392
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1393 SAMPLE_1394 SAMPLE_1395 SAMPLE_1396 SAMPLE_1397 SAMPLE_1398 SAMPLE_1399 SAMPLE_1400
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1401 SAMPLE_1402 SAMPLE_1403 SAMPLE_1404 SAMPLE_1405 SAMPLE_1406 SAMPLE_1407 SAMPLE_1408
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1409 SAMPLE_1410 SAMPLE_1411 SAMPLE_1412 SAMPLE_1413 SAMPLE_1414 SAMPLE_1415 SAMPLE_1416
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1417 SAMPLE_1418 SAMPLE_1419 SAMPLE_1420 SAMPLE_1421 SAMPLE_1422 SAMPLE_1423 SAMPLE_1424
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1425 SAMPLE_1426 SAMPLE_1427 SAMPLE_1428 SAMPLE_1429 SAMPLE_1430 SAMPLE_1431 SAMPLE_1432
#> NA NA "0141" NA "02325" "02142" NA NA
#> SAMPLE_1433 SAMPLE_1434 SAMPLE_1435 SAMPLE_1436 SAMPLE_1437 SAMPLE_1438 SAMPLE_1439 SAMPLE_1440
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1441 SAMPLE_1442 SAMPLE_1443 SAMPLE_1444 SAMPLE_1445 SAMPLE_1446 SAMPLE_1447 SAMPLE_1448
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1449 SAMPLE_1450 SAMPLE_1451 SAMPLE_1452 SAMPLE_1453 SAMPLE_1454 SAMPLE_1455 SAMPLE_1456
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1457 SAMPLE_1458 SAMPLE_1459 SAMPLE_1460 SAMPLE_1461 SAMPLE_1462 SAMPLE_1463 SAMPLE_1464
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1465 SAMPLE_1466 SAMPLE_1467 SAMPLE_1468 SAMPLE_1469 SAMPLE_1470 SAMPLE_1471 SAMPLE_1472
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1473 SAMPLE_1474 SAMPLE_1475 SAMPLE_1476 SAMPLE_1477 SAMPLE_1478 SAMPLE_1479 SAMPLE_1480
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1481 SAMPLE_1482 SAMPLE_1483 SAMPLE_1484 SAMPLE_1485 SAMPLE_1486 SAMPLE_1487 SAMPLE_1488
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1489 SAMPLE_1490 SAMPLE_1491 SAMPLE_1492 SAMPLE_1493 SAMPLE_1494 SAMPLE_1495 SAMPLE_1496
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1497 SAMPLE_1498 SAMPLE_1499 SAMPLE_1500 SAMPLE_1501 SAMPLE_1502 SAMPLE_1503 SAMPLE_1504
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1505 SAMPLE_1506 SAMPLE_1507 SAMPLE_1508 SAMPLE_1509 SAMPLE_1510 SAMPLE_1511 SAMPLE_1512
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1513 SAMPLE_1514 SAMPLE_1515 SAMPLE_1516 SAMPLE_1517 SAMPLE_1518 SAMPLE_1519 SAMPLE_1520
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1521 SAMPLE_1522 SAMPLE_1523 SAMPLE_1524 SAMPLE_1525 SAMPLE_1526 SAMPLE_1527 SAMPLE_1528
#> NA NA NA NA NA "02321" NA NA
#> SAMPLE_1529 SAMPLE_1530 SAMPLE_1531 SAMPLE_1532 SAMPLE_1533 SAMPLE_1534 SAMPLE_1535 SAMPLE_1536
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1537 SAMPLE_1538 SAMPLE_1539 SAMPLE_1540 SAMPLE_1541 SAMPLE_1542 SAMPLE_1543 SAMPLE_1544
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1545 SAMPLE_1546 SAMPLE_1547 SAMPLE_1548 SAMPLE_1549 SAMPLE_1550 SAMPLE_1551 SAMPLE_1552
#> NA NA NA NA NA NA "02142" NA
#> SAMPLE_1553 SAMPLE_1554 SAMPLE_1555 SAMPLE_1556 SAMPLE_1557 SAMPLE_1558 SAMPLE_1559 SAMPLE_1560
#> NA "02322" NA "02322" "02322" "02322" NA "02322"
#> SAMPLE_1561 SAMPLE_1562 SAMPLE_1563 SAMPLE_1564 SAMPLE_1565 SAMPLE_1566 SAMPLE_1567 SAMPLE_1568
#> NA NA "02322" NA "02322" "02322" NA NA
#> SAMPLE_1569 SAMPLE_1570 SAMPLE_1571 SAMPLE_1572 SAMPLE_1573 SAMPLE_1574 SAMPLE_1575 SAMPLE_1576
#> NA NA NA NA NA NA "02322" NA
#> SAMPLE_1577 SAMPLE_1578 SAMPLE_1579 SAMPLE_1580 SAMPLE_1581 SAMPLE_1582 SAMPLE_1583 SAMPLE_1584
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1585 SAMPLE_1586 SAMPLE_1587 SAMPLE_1588 SAMPLE_1589 SAMPLE_1590 SAMPLE_1591 SAMPLE_1592
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1593 SAMPLE_1594 SAMPLE_1595 SAMPLE_1596 SAMPLE_1597 SAMPLE_1598 SAMPLE_1599 SAMPLE_1600
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1601 SAMPLE_1602 SAMPLE_1603 SAMPLE_1604 SAMPLE_1605 SAMPLE_1606 SAMPLE_1607 SAMPLE_1608
#> NA NA "0144" NA "0144" "0143" "0143" NA
#> SAMPLE_1609 SAMPLE_1610 SAMPLE_1611 SAMPLE_1612 SAMPLE_1613 SAMPLE_1614 SAMPLE_1615 SAMPLE_1616
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1617 SAMPLE_1618 SAMPLE_1619 SAMPLE_1620 SAMPLE_1621 SAMPLE_1622 SAMPLE_1623 SAMPLE_1624
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1625 SAMPLE_1626 SAMPLE_1627 SAMPLE_1628 SAMPLE_1629 SAMPLE_1630 SAMPLE_1631 SAMPLE_1632
#> NA NA NA NA NA NA "02144" NA
#> SAMPLE_1633 SAMPLE_1634 SAMPLE_1635 SAMPLE_1636 SAMPLE_1637 SAMPLE_1638 SAMPLE_1639 SAMPLE_1640
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1641 SAMPLE_1642 SAMPLE_1643 SAMPLE_1644 SAMPLE_1645 SAMPLE_1646 SAMPLE_1647 SAMPLE_1648
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1649 SAMPLE_1650 SAMPLE_1651 SAMPLE_1652 SAMPLE_1653 SAMPLE_1654 SAMPLE_1655 SAMPLE_1656
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1657 SAMPLE_1658 SAMPLE_1659 SAMPLE_1660 SAMPLE_1661 SAMPLE_1662 SAMPLE_1663 SAMPLE_1664
#> "02325" NA NA NA NA NA NA NA
#> SAMPLE_1665 SAMPLE_1666 SAMPLE_1667 SAMPLE_1668 SAMPLE_1669 SAMPLE_1670 SAMPLE_1671 SAMPLE_1672
#> NA "02321" NA NA "02141" NA NA NA
#> SAMPLE_1673 SAMPLE_1674 SAMPLE_1675 SAMPLE_1676 SAMPLE_1677 SAMPLE_1678 SAMPLE_1679 SAMPLE_1680
#> NA NA NA NA "0143" NA NA NA
#> SAMPLE_1681 SAMPLE_1682 SAMPLE_1683 SAMPLE_1684 SAMPLE_1685 SAMPLE_1686 SAMPLE_1687 SAMPLE_1688
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1689 SAMPLE_1690 SAMPLE_1691 SAMPLE_1692 SAMPLE_1693 SAMPLE_1694 SAMPLE_1695 SAMPLE_1696
#> NA NA NA NA NA "0144" NA NA
#> SAMPLE_1697 SAMPLE_1698 SAMPLE_1699 SAMPLE_1700 SAMPLE_1701 SAMPLE_1702 SAMPLE_1703 SAMPLE_1704
#> NA "0142" NA NA NA NA NA NA
#> SAMPLE_1705 SAMPLE_1706 SAMPLE_1707 SAMPLE_1708 SAMPLE_1709 SAMPLE_1710 SAMPLE_1711 SAMPLE_1712
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1713 SAMPLE_1714 SAMPLE_1715 SAMPLE_1716 SAMPLE_1717 SAMPLE_1718 SAMPLE_1719 SAMPLE_1720
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1721 SAMPLE_1722 SAMPLE_1723 SAMPLE_1724 SAMPLE_1725 SAMPLE_1726 SAMPLE_1727 SAMPLE_1728
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1729 SAMPLE_1730 SAMPLE_1731 SAMPLE_1732 SAMPLE_1733 SAMPLE_1734 SAMPLE_1735 SAMPLE_1736
#> NA NA NA NA NA NA NA "0142"
#> SAMPLE_1737 SAMPLE_1738 SAMPLE_1739 SAMPLE_1740 SAMPLE_1741 SAMPLE_1742 SAMPLE_1743 SAMPLE_1744
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1745 SAMPLE_1746 SAMPLE_1747 SAMPLE_1748 SAMPLE_1749 SAMPLE_1750 SAMPLE_1751 SAMPLE_1752
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1753 SAMPLE_1754 SAMPLE_1755 SAMPLE_1756 SAMPLE_1757 SAMPLE_1758 SAMPLE_1759 SAMPLE_1760
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1761 SAMPLE_1762 SAMPLE_1763 SAMPLE_1764 SAMPLE_1765 SAMPLE_1766 SAMPLE_1767 SAMPLE_1768
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1769 SAMPLE_1770 SAMPLE_1771 SAMPLE_1772 SAMPLE_1773 SAMPLE_1774 SAMPLE_1775 SAMPLE_1776
#> NA NA "02323" NA NA NA NA "02141"
#> SAMPLE_1777 SAMPLE_1778 SAMPLE_1779 SAMPLE_1780 SAMPLE_1781 SAMPLE_1782 SAMPLE_1783 SAMPLE_1784
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1785 SAMPLE_1786 SAMPLE_1787 SAMPLE_1788 SAMPLE_1789 SAMPLE_1790 SAMPLE_1791 SAMPLE_1792
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1793 SAMPLE_1794 SAMPLE_1795 SAMPLE_1796 SAMPLE_1797 SAMPLE_1798 SAMPLE_1799 SAMPLE_1800
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1801 SAMPLE_1802 SAMPLE_1803 SAMPLE_1804 SAMPLE_1805 SAMPLE_1806 SAMPLE_1807 SAMPLE_1808
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1809 SAMPLE_1810 SAMPLE_1811 SAMPLE_1812 SAMPLE_1813 SAMPLE_1814 SAMPLE_1815 SAMPLE_1816
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1817 SAMPLE_1818 SAMPLE_1819 SAMPLE_1820 SAMPLE_1821 SAMPLE_1822 SAMPLE_1823 SAMPLE_1824
#> "02145" NA NA NA NA NA NA NA
#> SAMPLE_1825 SAMPLE_1826 SAMPLE_1827 SAMPLE_1828 SAMPLE_1829 SAMPLE_1830 SAMPLE_1831 SAMPLE_1832
#> NA NA NA NA "0144" NA NA NA
#> SAMPLE_1833 SAMPLE_1834 SAMPLE_1835 SAMPLE_1836 SAMPLE_1837 SAMPLE_1838 SAMPLE_1839 SAMPLE_1840
#> NA NA NA NA NA "0144" NA NA
#> SAMPLE_1841 SAMPLE_1842 SAMPLE_1843 SAMPLE_1844 SAMPLE_1845 SAMPLE_1846 SAMPLE_1847 SAMPLE_1848
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1849 SAMPLE_1850 SAMPLE_1851 SAMPLE_1852 SAMPLE_1853 SAMPLE_1854 SAMPLE_1855 SAMPLE_1856
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1857 SAMPLE_1858 SAMPLE_1859 SAMPLE_1860 SAMPLE_1861 SAMPLE_1862 SAMPLE_1863 SAMPLE_1864
#> NA NA "0141" NA NA NA NA NA
#> SAMPLE_1865 SAMPLE_1866 SAMPLE_1867 SAMPLE_1868 SAMPLE_1869 SAMPLE_1870 SAMPLE_1871 SAMPLE_1872
#> NA NA "02324" NA "02325" "0141" NA NA
#> SAMPLE_1873 SAMPLE_1874 SAMPLE_1875 SAMPLE_1876 SAMPLE_1877 SAMPLE_1878 SAMPLE_1879 SAMPLE_1880
#> NA NA "0141" "0141" "0141" "02325" NA NA
#> SAMPLE_1881 SAMPLE_1882 SAMPLE_1883 SAMPLE_1884 SAMPLE_1885 SAMPLE_1886 SAMPLE_1887 SAMPLE_1888
#> NA NA NA NA NA NA NA "02143"
#> SAMPLE_1889 SAMPLE_1890 SAMPLE_1891 SAMPLE_1892 SAMPLE_1893 SAMPLE_1894 SAMPLE_1895 SAMPLE_1896
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1897 SAMPLE_1898 SAMPLE_1899 SAMPLE_1900 SAMPLE_1901 SAMPLE_1902 SAMPLE_1903 SAMPLE_1904
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1905 SAMPLE_1906 SAMPLE_1907 SAMPLE_1908 SAMPLE_1909 SAMPLE_1910 SAMPLE_1911 SAMPLE_1912
#> "02324" NA NA NA NA NA NA NA
#> SAMPLE_1913 SAMPLE_1914 SAMPLE_1915 SAMPLE_1916 SAMPLE_1917 SAMPLE_1918 SAMPLE_1919 SAMPLE_1920
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1921 SAMPLE_1922 SAMPLE_1923 SAMPLE_1924 SAMPLE_1925 SAMPLE_1926 SAMPLE_1927 SAMPLE_1928
#> NA NA "02321" NA NA NA NA NA
#> SAMPLE_1929 SAMPLE_1930 SAMPLE_1931 SAMPLE_1932 SAMPLE_1933 SAMPLE_1934 SAMPLE_1935 SAMPLE_1936
#> NA "0144" NA NA NA NA NA NA
#> SAMPLE_1937 SAMPLE_1938 SAMPLE_1939 SAMPLE_1940 SAMPLE_1941 SAMPLE_1942 SAMPLE_1943 SAMPLE_1944
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1945 SAMPLE_1946 SAMPLE_1947 SAMPLE_1948 SAMPLE_1949 SAMPLE_1950 SAMPLE_1951 SAMPLE_1952
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1953 SAMPLE_1954 SAMPLE_1955 SAMPLE_1956 SAMPLE_1957 SAMPLE_1958 SAMPLE_1959 SAMPLE_1960
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1961 SAMPLE_1962 SAMPLE_1963 SAMPLE_1964 SAMPLE_1965 SAMPLE_1966 SAMPLE_1967 SAMPLE_1968
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1969 SAMPLE_1970 SAMPLE_1971 SAMPLE_1972 SAMPLE_1973 SAMPLE_1974 SAMPLE_1975 SAMPLE_1976
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1977 SAMPLE_1978 SAMPLE_1979 SAMPLE_1980 SAMPLE_1981 SAMPLE_1982 SAMPLE_1983 SAMPLE_1984
#> NA NA NA NA "02321" "02321" "02321" "02321"
#> SAMPLE_1985 SAMPLE_1986 SAMPLE_1987 SAMPLE_1988 SAMPLE_1989 SAMPLE_1990 SAMPLE_1991 SAMPLE_1992
#> "02321" "02321" NA NA NA "02321" "02321" NA
#> SAMPLE_1993 SAMPLE_1994 SAMPLE_1995 SAMPLE_1996 SAMPLE_1997 SAMPLE_1998 SAMPLE_1999 SAMPLE_2000
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2001 SAMPLE_2002 SAMPLE_2003 SAMPLE_2004 SAMPLE_2005 SAMPLE_2006 SAMPLE_2007 SAMPLE_2008
#> "02321" NA NA NA NA NA NA NA
#> SAMPLE_2009 SAMPLE_2010 SAMPLE_2011 SAMPLE_2012 SAMPLE_2013 SAMPLE_2014 SAMPLE_2015 SAMPLE_2016
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2017 SAMPLE_2018 SAMPLE_2019 SAMPLE_2020 SAMPLE_2021 SAMPLE_2022 SAMPLE_2023 SAMPLE_2024
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2025 SAMPLE_2026 SAMPLE_2027 SAMPLE_2028 SAMPLE_2029 SAMPLE_2030 SAMPLE_2031 SAMPLE_2032
#> NA NA "02321" NA NA NA NA NA
#> SAMPLE_2033 SAMPLE_2034 SAMPLE_2035 SAMPLE_2036 SAMPLE_2037 SAMPLE_2038 SAMPLE_2039 SAMPLE_2040
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2041 SAMPLE_2042 SAMPLE_2043 SAMPLE_2044 SAMPLE_2045 SAMPLE_2046 SAMPLE_2047 SAMPLE_2048
#> "02143" NA NA NA NA NA NA NA
#> SAMPLE_2049 SAMPLE_2050 SAMPLE_2051 SAMPLE_2052 SAMPLE_2053 SAMPLE_2054 SAMPLE_2055 SAMPLE_2056
#> NA NA "02143" NA NA NA NA NA
#> SAMPLE_2057 SAMPLE_2058 SAMPLE_2059 SAMPLE_2060 SAMPLE_2061 SAMPLE_2062 SAMPLE_2063 SAMPLE_2064
#> NA NA NA NA NA NA "02143" NA
#> SAMPLE_2065 SAMPLE_2066 SAMPLE_2067 SAMPLE_2068 SAMPLE_2069 SAMPLE_2070 SAMPLE_2071 SAMPLE_2072
#> NA NA NA NA NA NA "02321" NA
#> SAMPLE_2073 SAMPLE_2074 SAMPLE_2075 SAMPLE_2076 SAMPLE_2077 SAMPLE_2078 SAMPLE_2079 SAMPLE_2080
#> NA NA NA NA "02323" "02323" "02323" "02326"
#> SAMPLE_2081 SAMPLE_2082 SAMPLE_2083 SAMPLE_2084 SAMPLE_2085 SAMPLE_2086 SAMPLE_2087 SAMPLE_2088
#> NA NA NA "02144" "02144" "02144" "02323" NA
#> SAMPLE_2089 SAMPLE_2090 SAMPLE_2091 SAMPLE_2092 SAMPLE_2093 SAMPLE_2094 SAMPLE_2095 SAMPLE_2096
#> "02144" NA "02326" "02323" NA NA NA "02144"
#> SAMPLE_2097 SAMPLE_2098 SAMPLE_2099 SAMPLE_2100 SAMPLE_2101 SAMPLE_2102 SAMPLE_2103 SAMPLE_2104
#> "02323" NA "02323" "02323" "02323" "02323" NA NA
#> SAMPLE_2105 SAMPLE_2106 SAMPLE_2107 SAMPLE_2108 SAMPLE_2109 SAMPLE_2110 SAMPLE_2111 SAMPLE_2112
#> "02144" "02144" "02144" "02323" NA NA NA "02323"
#> SAMPLE_2113 SAMPLE_2114 SAMPLE_2115 SAMPLE_2116 SAMPLE_2117 SAMPLE_2118 SAMPLE_2119 SAMPLE_2120
#> "02323" "02323" NA "02326" "02323" "02323" NA "02144"
#> SAMPLE_2121 SAMPLE_2122 SAMPLE_2123 SAMPLE_2124 SAMPLE_2125 SAMPLE_2126 SAMPLE_2127 SAMPLE_2128
#> "02323" "02323" NA "02326" NA NA NA "02323"
#> SAMPLE_2129 SAMPLE_2130 SAMPLE_2131 SAMPLE_2132 SAMPLE_2133 SAMPLE_2134 SAMPLE_2135 SAMPLE_2136
#> NA "02323" "02144" "02324" "02323" NA NA NA
#> SAMPLE_2137 SAMPLE_2138 SAMPLE_2139 SAMPLE_2140 SAMPLE_2141 SAMPLE_2142 SAMPLE_2143 SAMPLE_2144
#> "02323" NA NA NA NA NA NA NA
#> SAMPLE_2145 SAMPLE_2146 SAMPLE_2147 SAMPLE_2148 SAMPLE_2149 SAMPLE_2150 SAMPLE_2151 SAMPLE_2152
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2153 SAMPLE_2154 SAMPLE_2155 SAMPLE_2156 SAMPLE_2157 SAMPLE_2158 SAMPLE_2159 SAMPLE_2160
#> NA "02321" NA NA "02321" NA NA "02321"
#> SAMPLE_2161 SAMPLE_2162 SAMPLE_2163 SAMPLE_2164 SAMPLE_2165 SAMPLE_2166 SAMPLE_2167 SAMPLE_2168
#> NA NA "02141" "02141" NA NA NA NA
#> SAMPLE_2169 SAMPLE_2170 SAMPLE_2171 SAMPLE_2172 SAMPLE_2173 SAMPLE_2174 SAMPLE_2175 SAMPLE_2176
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2177 SAMPLE_2178 SAMPLE_2179 SAMPLE_2180 SAMPLE_2181 SAMPLE_2182 SAMPLE_2183 SAMPLE_2184
#> NA NA NA NA NA "0144" NA NA
#> SAMPLE_2185 SAMPLE_2186 SAMPLE_2187 SAMPLE_2188 SAMPLE_2189 SAMPLE_2190 SAMPLE_2191 SAMPLE_2192
#> NA NA "02321" NA NA NA NA NA
#> SAMPLE_2193 SAMPLE_2194 SAMPLE_2195 SAMPLE_2196 SAMPLE_2197 SAMPLE_2198 SAMPLE_2199 SAMPLE_2200
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2201 SAMPLE_2202 SAMPLE_2203 SAMPLE_2204 SAMPLE_2205 SAMPLE_2206 SAMPLE_2207 SAMPLE_2208
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2209 SAMPLE_2210 SAMPLE_2211 SAMPLE_2212 SAMPLE_2213 SAMPLE_2214 SAMPLE_2215 SAMPLE_2216
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2217 SAMPLE_2218 SAMPLE_2219 SAMPLE_2220 SAMPLE_2221 SAMPLE_2222 SAMPLE_2223 SAMPLE_2224
#> NA NA "02143" NA NA NA NA NA
#> SAMPLE_2225 SAMPLE_2226 SAMPLE_2227 SAMPLE_2228 SAMPLE_2229 SAMPLE_2230 SAMPLE_2231 SAMPLE_2232
#> NA NA "02141" NA NA "0144" NA NA
#> SAMPLE_2233 SAMPLE_2234 SAMPLE_2235 SAMPLE_2236 SAMPLE_2237 SAMPLE_2238 SAMPLE_2239 SAMPLE_2240
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2241 SAMPLE_2242 SAMPLE_2243 SAMPLE_2244 SAMPLE_2245 SAMPLE_2246 SAMPLE_2247 SAMPLE_2248
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2249 SAMPLE_2250 SAMPLE_2251 SAMPLE_2252 SAMPLE_2253 SAMPLE_2254 SAMPLE_2255 SAMPLE_2256
#> NA NA "0145" NA NA NA NA NA
#> SAMPLE_2257 SAMPLE_2258 SAMPLE_2259 SAMPLE_2260 SAMPLE_2261 SAMPLE_2262 SAMPLE_2263 SAMPLE_2264
#> NA NA NA NA "0142" NA NA NA
#> SAMPLE_2265 SAMPLE_2266 SAMPLE_2267 SAMPLE_2268 SAMPLE_2269 SAMPLE_2270 SAMPLE_2271 SAMPLE_2272
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2273 SAMPLE_2274 SAMPLE_2275 SAMPLE_2276 SAMPLE_2277 SAMPLE_2278 SAMPLE_2279 SAMPLE_2280
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2281 SAMPLE_2282 SAMPLE_2283 SAMPLE_2284 SAMPLE_2285 SAMPLE_2286 SAMPLE_2287 SAMPLE_2288
#> NA NA NA NA "02324" NA NA NA
#> SAMPLE_2289 SAMPLE_2290 SAMPLE_2291 SAMPLE_2292 SAMPLE_2293 SAMPLE_2294 SAMPLE_2295 SAMPLE_2296
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2297 SAMPLE_2298 SAMPLE_2299 SAMPLE_2300 SAMPLE_2301 SAMPLE_2302 SAMPLE_2303 SAMPLE_2304
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2305 SAMPLE_2306 SAMPLE_2307 SAMPLE_2308 SAMPLE_2309 SAMPLE_2310 SAMPLE_2311 SAMPLE_2312
#> "0144" NA NA NA NA NA NA NA
#> SAMPLE_2313 SAMPLE_2314 SAMPLE_2315 SAMPLE_2316 SAMPLE_2317 SAMPLE_2318 SAMPLE_2319 SAMPLE_2320
#> NA NA NA NA NA NA "0143" NA
#> SAMPLE_2321 SAMPLE_2322 SAMPLE_2323 SAMPLE_2324 SAMPLE_2325 SAMPLE_2326 SAMPLE_2327 SAMPLE_2328
#> NA NA NA NA NA "02324" NA NA
#> SAMPLE_2329 SAMPLE_2330 SAMPLE_2331 SAMPLE_2332 SAMPLE_2333 SAMPLE_2334 SAMPLE_2335 SAMPLE_2336
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2337 SAMPLE_2338 SAMPLE_2339 SAMPLE_2340 SAMPLE_2341 SAMPLE_2342 SAMPLE_2343 SAMPLE_2344
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2345 SAMPLE_2346 SAMPLE_2347 SAMPLE_2348 SAMPLE_2349 SAMPLE_2350 SAMPLE_2351 SAMPLE_2352
#> NA NA NA "02143" NA NA NA NA
#> SAMPLE_2353 SAMPLE_2354 SAMPLE_2355 SAMPLE_2356 SAMPLE_2357 SAMPLE_2358 SAMPLE_2359 SAMPLE_2360
#> NA "02321" NA NA NA NA "02143" NA
#> SAMPLE_2361 SAMPLE_2362 SAMPLE_2363 SAMPLE_2364 SAMPLE_2365 SAMPLE_2366 SAMPLE_2367 SAMPLE_2368
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2369 SAMPLE_2370 SAMPLE_2371 SAMPLE_2372 SAMPLE_2373 SAMPLE_2374 SAMPLE_2375 SAMPLE_2376
#> "0142" "0142" NA NA "0142" "0142" NA "0142"
#> SAMPLE_2377 SAMPLE_2378 SAMPLE_2379 SAMPLE_2380 SAMPLE_2381 SAMPLE_2382 SAMPLE_2383 SAMPLE_2384
#> "0142" "0142" NA "0142" NA "0142" NA NA
#> SAMPLE_2385 SAMPLE_2386 SAMPLE_2387 SAMPLE_2388 SAMPLE_2389 SAMPLE_2390 SAMPLE_2391 SAMPLE_2392
#> NA "0141" "02325" "02325" NA NA NA NA
#> SAMPLE_2393 SAMPLE_2394 SAMPLE_2395 SAMPLE_2396 SAMPLE_2397 SAMPLE_2398 SAMPLE_2399 SAMPLE_2400
#> NA NA "02321" NA NA "0142" "0142" "0142"
#> SAMPLE_2401 SAMPLE_2402 SAMPLE_2403 SAMPLE_2404 SAMPLE_2405 SAMPLE_2406 SAMPLE_2407 SAMPLE_2408
#> "0142" "0142" "0141" "0141" "02325" "02325" "02325" "02325"
#> SAMPLE_2409 SAMPLE_2410 SAMPLE_2411 SAMPLE_2412 SAMPLE_2413 SAMPLE_2414 SAMPLE_2415 SAMPLE_2416
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2417 SAMPLE_2418 SAMPLE_2419 SAMPLE_2420 SAMPLE_2421 SAMPLE_2422 SAMPLE_2423 SAMPLE_2424
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2425 SAMPLE_2426 SAMPLE_2427 SAMPLE_2428 SAMPLE_2429 SAMPLE_2430 SAMPLE_2431 SAMPLE_2432
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2433 SAMPLE_2434 SAMPLE_2435 SAMPLE_2436 SAMPLE_2437 SAMPLE_2438 SAMPLE_2439 SAMPLE_2440
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2441 SAMPLE_2442 SAMPLE_2443 SAMPLE_2444 SAMPLE_2445 SAMPLE_2446 SAMPLE_2447 SAMPLE_2448
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2449 SAMPLE_2450 SAMPLE_2451 SAMPLE_2452 SAMPLE_2453 SAMPLE_2454 SAMPLE_2455 SAMPLE_2456
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2457 SAMPLE_2458 SAMPLE_2459 SAMPLE_2460 SAMPLE_2461 SAMPLE_2462 SAMPLE_2463 SAMPLE_2464
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2465 SAMPLE_2466 SAMPLE_2467 SAMPLE_2468 SAMPLE_2469 SAMPLE_2470 SAMPLE_2471 SAMPLE_2472
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2473 SAMPLE_2474 SAMPLE_2475 SAMPLE_2476 SAMPLE_2477 SAMPLE_2478 SAMPLE_2479 SAMPLE_2480
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2481 SAMPLE_2482 SAMPLE_2483 SAMPLE_2484 SAMPLE_2485 SAMPLE_2486 SAMPLE_2487 SAMPLE_2488
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2489 SAMPLE_2490 SAMPLE_2491 SAMPLE_2492 SAMPLE_2493 SAMPLE_2494 SAMPLE_2495 SAMPLE_2496
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2497 SAMPLE_2498 SAMPLE_2499 SAMPLE_2500 SAMPLE_2501 SAMPLE_2502 SAMPLE_2503 SAMPLE_2504
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2505 SAMPLE_2506 SAMPLE_2507 SAMPLE_2508 SAMPLE_2509 SAMPLE_2510 SAMPLE_2511 SAMPLE_2512
#> NA NA NA "0144" "0144" "02141" "02141" NA
#> SAMPLE_2513 SAMPLE_2514 SAMPLE_2515 SAMPLE_2516 SAMPLE_2517 SAMPLE_2518 SAMPLE_2519 SAMPLE_2520
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2521 SAMPLE_2522 SAMPLE_2523 SAMPLE_2524 SAMPLE_2525 SAMPLE_2526 SAMPLE_2527 SAMPLE_2528
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2529 SAMPLE_2530 SAMPLE_2531 SAMPLE_2532 SAMPLE_2533 SAMPLE_2534 SAMPLE_2535 SAMPLE_2536
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2537 SAMPLE_2538 SAMPLE_2539 SAMPLE_2540 SAMPLE_2541 SAMPLE_2542 SAMPLE_2543 SAMPLE_2544
#> NA NA "0144" NA NA NA NA NA
#> SAMPLE_2545 SAMPLE_2546 SAMPLE_2547 SAMPLE_2548 SAMPLE_2549 SAMPLE_2550 SAMPLE_2551 SAMPLE_2552
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2553 SAMPLE_2554 SAMPLE_2555 SAMPLE_2556 SAMPLE_2557 SAMPLE_2558 SAMPLE_2559 SAMPLE_2560
#> NA "0142" "0143" NA NA "02143" NA NA
#> SAMPLE_2561 SAMPLE_2562 SAMPLE_2563 SAMPLE_2564 SAMPLE_2565 SAMPLE_2566 SAMPLE_2567 SAMPLE_2568
#> "0143" NA "0143" "0143" "0143" "0143" NA "0142"
#> SAMPLE_2569 SAMPLE_2570 SAMPLE_2571 SAMPLE_2572 SAMPLE_2573 SAMPLE_2574 SAMPLE_2575 SAMPLE_2576
#> "0143" NA NA NA NA NA NA NA
#> SAMPLE_2577 SAMPLE_2578 SAMPLE_2579 SAMPLE_2580 SAMPLE_2581 SAMPLE_2582 SAMPLE_2583 SAMPLE_2584
#> NA NA NA NA NA "02321" NA NA
#> SAMPLE_2585 SAMPLE_2586 SAMPLE_2587 SAMPLE_2588 SAMPLE_2589 SAMPLE_2590 SAMPLE_2591 SAMPLE_2592
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2593 SAMPLE_2594 SAMPLE_2595 SAMPLE_2596 SAMPLE_2597 SAMPLE_2598 SAMPLE_2599 SAMPLE_2600
#> "02321" "02321" NA NA NA NA NA NA
#> SAMPLE_2601 SAMPLE_2602 SAMPLE_2603 SAMPLE_2604 SAMPLE_2605 SAMPLE_2606 SAMPLE_2607 SAMPLE_2608
#> NA NA NA NA NA NA NA "0143"
#> SAMPLE_2609 SAMPLE_2610 SAMPLE_2611 SAMPLE_2612 SAMPLE_2613 SAMPLE_2614 SAMPLE_2615 SAMPLE_2616
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2617 SAMPLE_2618 SAMPLE_2619 SAMPLE_2620 SAMPLE_2621 SAMPLE_2622 SAMPLE_2623 SAMPLE_2624
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2625 SAMPLE_2626 SAMPLE_2627 SAMPLE_2628 SAMPLE_2629 SAMPLE_2630 SAMPLE_2631 SAMPLE_2632
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2633 SAMPLE_2634 SAMPLE_2635 SAMPLE_2636 SAMPLE_2637 SAMPLE_2638 SAMPLE_2639 SAMPLE_2640
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2641 SAMPLE_2642 SAMPLE_2643 SAMPLE_2644 SAMPLE_2645 SAMPLE_2646 SAMPLE_2647 SAMPLE_2648
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2649 SAMPLE_2650 SAMPLE_2651 SAMPLE_2652 SAMPLE_2653 SAMPLE_2654 SAMPLE_2655 SAMPLE_2656
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2657 SAMPLE_2658 SAMPLE_2659 SAMPLE_2660 SAMPLE_2661 SAMPLE_2662 SAMPLE_2663 SAMPLE_2664
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2665 SAMPLE_2666 SAMPLE_2667 SAMPLE_2668 SAMPLE_2669 SAMPLE_2670 SAMPLE_2671 SAMPLE_2672
#> "02321" NA NA NA NA NA NA NA
#> SAMPLE_2673 SAMPLE_2674 SAMPLE_2675 SAMPLE_2676 SAMPLE_2677 SAMPLE_2678 SAMPLE_2679 SAMPLE_2680
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2681 SAMPLE_2682 SAMPLE_2683 SAMPLE_2684 SAMPLE_2685 SAMPLE_2686 SAMPLE_2687 SAMPLE_2688
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2689 SAMPLE_2690 SAMPLE_2691 SAMPLE_2692 SAMPLE_2693 SAMPLE_2694 SAMPLE_2695 SAMPLE_2696
#> NA NA NA NA NA NA "02322" NA
#> SAMPLE_2697 SAMPLE_2698 SAMPLE_2699 SAMPLE_2700 SAMPLE_2701 SAMPLE_2702 SAMPLE_2703 SAMPLE_2704
#> NA "02322" NA NA NA NA NA NA
#> SAMPLE_2705 SAMPLE_2706 SAMPLE_2707 SAMPLE_2708 SAMPLE_2709 SAMPLE_2710 SAMPLE_2711 SAMPLE_2712
#> NA NA NA NA NA NA NA "02322"
#> SAMPLE_2713 SAMPLE_2714 SAMPLE_2715 SAMPLE_2716 SAMPLE_2717 SAMPLE_2718 SAMPLE_2719 SAMPLE_2720
#> NA "0145" NA "0145" NA NA NA NA
#> SAMPLE_2721 SAMPLE_2722 SAMPLE_2723 SAMPLE_2724 SAMPLE_2725 SAMPLE_2726 SAMPLE_2727 SAMPLE_2728
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2729 SAMPLE_2730 SAMPLE_2731 SAMPLE_2732 SAMPLE_2733 SAMPLE_2734 SAMPLE_2735 SAMPLE_2736
#> "02322" "02322" "02322" "02322" "02322" NA NA NA
#> SAMPLE_2737 SAMPLE_2738 SAMPLE_2739 SAMPLE_2740 SAMPLE_2741 SAMPLE_2742 SAMPLE_2743 SAMPLE_2744
#> "0143" "0143" "0143" "0143" "0142" "0143" "0144" "0143"
#> SAMPLE_2745 SAMPLE_2746 SAMPLE_2747 SAMPLE_2748 SAMPLE_2749 SAMPLE_2750 SAMPLE_2751 SAMPLE_2752
#> "0143" NA NA NA NA NA NA NA
#> SAMPLE_2753 SAMPLE_2754 SAMPLE_2755 SAMPLE_2756 SAMPLE_2757 SAMPLE_2758 SAMPLE_2759 SAMPLE_2760
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2761 SAMPLE_2762 SAMPLE_2763 SAMPLE_2764 SAMPLE_2765 SAMPLE_2766 SAMPLE_2767 SAMPLE_2768
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2769 SAMPLE_2770 SAMPLE_2771 SAMPLE_2772 SAMPLE_2773 SAMPLE_2774 SAMPLE_2775 SAMPLE_2776
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2777 SAMPLE_2778 SAMPLE_2779 SAMPLE_2780 SAMPLE_2781 SAMPLE_2782 SAMPLE_2783 SAMPLE_2784
#> NA NA "02145" "02143" NA NA NA NA
#> SAMPLE_2785 SAMPLE_2786 SAMPLE_2787 SAMPLE_2788 SAMPLE_2789 SAMPLE_2790 SAMPLE_2791 SAMPLE_2792
#> NA NA "0143" "0141" NA "0141" "0141" "0141"
#> SAMPLE_2793 SAMPLE_2794 SAMPLE_2795 SAMPLE_2796 SAMPLE_2797 SAMPLE_2798 SAMPLE_2799 SAMPLE_2800
#> NA NA NA NA "02325" NA NA NA
#> SAMPLE_2801
#> NA
get_classes(res_rh, merge_node = merge_node_param(min_n_signatures = 17619))
#> SAMPLE_1 SAMPLE_2 SAMPLE_3 SAMPLE_4 SAMPLE_5 SAMPLE_6 SAMPLE_7 SAMPLE_8
#> NA NA NA NA NA NA NA NA
#> SAMPLE_9 SAMPLE_10 SAMPLE_11 SAMPLE_12 SAMPLE_13 SAMPLE_14 SAMPLE_15 SAMPLE_16
#> NA NA NA NA "02321" NA NA NA
#> SAMPLE_17 SAMPLE_18 SAMPLE_19 SAMPLE_20 SAMPLE_21 SAMPLE_22 SAMPLE_23 SAMPLE_24
#> NA NA NA NA NA NA NA NA
#> SAMPLE_25 SAMPLE_26 SAMPLE_27 SAMPLE_28 SAMPLE_29 SAMPLE_30 SAMPLE_31 SAMPLE_32
#> NA NA NA NA NA NA NA NA
#> SAMPLE_33 SAMPLE_34 SAMPLE_35 SAMPLE_36 SAMPLE_37 SAMPLE_38 SAMPLE_39 SAMPLE_40
#> NA NA NA NA NA NA NA NA
#> SAMPLE_41 SAMPLE_42 SAMPLE_43 SAMPLE_44 SAMPLE_45 SAMPLE_46 SAMPLE_47 SAMPLE_48
#> NA NA NA NA NA NA NA NA
#> SAMPLE_49 SAMPLE_50 SAMPLE_51 SAMPLE_52 SAMPLE_53 SAMPLE_54 SAMPLE_55 SAMPLE_56
#> NA NA NA NA NA NA NA NA
#> SAMPLE_57 SAMPLE_58 SAMPLE_59 SAMPLE_60 SAMPLE_61 SAMPLE_62 SAMPLE_63 SAMPLE_64
#> NA NA NA NA NA NA "02321" NA
#> SAMPLE_65 SAMPLE_66 SAMPLE_67 SAMPLE_68 SAMPLE_69 SAMPLE_70 SAMPLE_71 SAMPLE_72
#> NA NA NA NA NA NA NA NA
#> SAMPLE_73 SAMPLE_74 SAMPLE_75 SAMPLE_76 SAMPLE_77 SAMPLE_78 SAMPLE_79 SAMPLE_80
#> NA NA NA NA NA NA NA NA
#> SAMPLE_81 SAMPLE_82 SAMPLE_83 SAMPLE_84 SAMPLE_85 SAMPLE_86 SAMPLE_87 SAMPLE_88
#> NA NA NA NA NA NA NA NA
#> SAMPLE_89 SAMPLE_90 SAMPLE_91 SAMPLE_92 SAMPLE_93 SAMPLE_94 SAMPLE_95 SAMPLE_96
#> NA NA NA NA NA NA NA NA
#> SAMPLE_97 SAMPLE_98 SAMPLE_99 SAMPLE_100 SAMPLE_101 SAMPLE_102 SAMPLE_103 SAMPLE_104
#> NA NA NA NA NA NA NA "02321"
#> SAMPLE_105 SAMPLE_106 SAMPLE_107 SAMPLE_108 SAMPLE_109 SAMPLE_110 SAMPLE_111 SAMPLE_112
#> NA "02321" NA NA NA NA NA NA
#> SAMPLE_113 SAMPLE_114 SAMPLE_115 SAMPLE_116 SAMPLE_117 SAMPLE_118 SAMPLE_119 SAMPLE_120
#> NA NA NA NA NA NA NA NA
#> SAMPLE_121 SAMPLE_122 SAMPLE_123 SAMPLE_124 SAMPLE_125 SAMPLE_126 SAMPLE_127 SAMPLE_128
#> NA NA NA NA "0142" NA NA NA
#> SAMPLE_129 SAMPLE_130 SAMPLE_131 SAMPLE_132 SAMPLE_133 SAMPLE_134 SAMPLE_135 SAMPLE_136
#> NA NA NA NA NA NA NA NA
#> SAMPLE_137 SAMPLE_138 SAMPLE_139 SAMPLE_140 SAMPLE_141 SAMPLE_142 SAMPLE_143 SAMPLE_144
#> NA NA NA NA NA NA NA NA
#> SAMPLE_145 SAMPLE_146 SAMPLE_147 SAMPLE_148 SAMPLE_149 SAMPLE_150 SAMPLE_151 SAMPLE_152
#> NA NA NA NA NA NA NA NA
#> SAMPLE_153 SAMPLE_154 SAMPLE_155 SAMPLE_156 SAMPLE_157 SAMPLE_158 SAMPLE_159 SAMPLE_160
#> NA NA NA NA NA NA NA NA
#> SAMPLE_161 SAMPLE_162 SAMPLE_163 SAMPLE_164 SAMPLE_165 SAMPLE_166 SAMPLE_167 SAMPLE_168
#> NA NA NA NA NA NA NA NA
#> SAMPLE_169 SAMPLE_170 SAMPLE_171 SAMPLE_172 SAMPLE_173 SAMPLE_174 SAMPLE_175 SAMPLE_176
#> NA NA NA NA NA "02321" NA NA
#> SAMPLE_177 SAMPLE_178 SAMPLE_179 SAMPLE_180 SAMPLE_181 SAMPLE_182 SAMPLE_183 SAMPLE_184
#> NA NA NA NA NA NA NA NA
#> SAMPLE_185 SAMPLE_186 SAMPLE_187 SAMPLE_188 SAMPLE_189 SAMPLE_190 SAMPLE_191 SAMPLE_192
#> NA NA NA NA NA NA NA NA
#> SAMPLE_193 SAMPLE_194 SAMPLE_195 SAMPLE_196 SAMPLE_197 SAMPLE_198 SAMPLE_199 SAMPLE_200
#> NA NA NA NA NA NA NA NA
#> SAMPLE_201 SAMPLE_202 SAMPLE_203 SAMPLE_204 SAMPLE_205 SAMPLE_206 SAMPLE_207 SAMPLE_208
#> NA NA NA NA NA NA NA NA
#> SAMPLE_209 SAMPLE_210 SAMPLE_211 SAMPLE_212 SAMPLE_213 SAMPLE_214 SAMPLE_215 SAMPLE_216
#> NA "02321" NA NA NA NA NA NA
#> SAMPLE_217 SAMPLE_218 SAMPLE_219 SAMPLE_220 SAMPLE_221 SAMPLE_222 SAMPLE_223 SAMPLE_224
#> NA NA NA NA NA NA NA NA
#> SAMPLE_225 SAMPLE_226 SAMPLE_227 SAMPLE_228 SAMPLE_229 SAMPLE_230 SAMPLE_231 SAMPLE_232
#> NA NA NA NA NA NA NA NA
#> SAMPLE_233 SAMPLE_234 SAMPLE_235 SAMPLE_236 SAMPLE_237 SAMPLE_238 SAMPLE_239 SAMPLE_240
#> NA NA NA NA NA NA NA NA
#> SAMPLE_241 SAMPLE_242 SAMPLE_243 SAMPLE_244 SAMPLE_245 SAMPLE_246 SAMPLE_247 SAMPLE_248
#> NA NA NA NA NA NA NA NA
#> SAMPLE_249 SAMPLE_250 SAMPLE_251 SAMPLE_252 SAMPLE_253 SAMPLE_254 SAMPLE_255 SAMPLE_256
#> NA NA NA NA NA NA NA NA
#> SAMPLE_257 SAMPLE_258 SAMPLE_259 SAMPLE_260 SAMPLE_261 SAMPLE_262 SAMPLE_263 SAMPLE_264
#> NA NA NA NA NA NA NA NA
#> SAMPLE_265 SAMPLE_266 SAMPLE_267 SAMPLE_268 SAMPLE_269 SAMPLE_270 SAMPLE_271 SAMPLE_272
#> NA NA NA NA NA NA NA NA
#> SAMPLE_273 SAMPLE_274 SAMPLE_275 SAMPLE_276 SAMPLE_277 SAMPLE_278 SAMPLE_279 SAMPLE_280
#> NA NA NA NA NA NA NA NA
#> SAMPLE_281 SAMPLE_282 SAMPLE_283 SAMPLE_284 SAMPLE_285 SAMPLE_286 SAMPLE_287 SAMPLE_288
#> NA NA NA NA NA NA NA NA
#> SAMPLE_289 SAMPLE_290 SAMPLE_291 SAMPLE_292 SAMPLE_293 SAMPLE_294 SAMPLE_295 SAMPLE_296
#> NA NA NA NA NA NA NA NA
#> SAMPLE_297 SAMPLE_298 SAMPLE_299 SAMPLE_300 SAMPLE_301 SAMPLE_302 SAMPLE_303 SAMPLE_304
#> NA NA NA NA NA NA NA NA
#> SAMPLE_305 SAMPLE_306 SAMPLE_307 SAMPLE_308 SAMPLE_309 SAMPLE_310 SAMPLE_311 SAMPLE_312
#> NA NA NA NA NA NA NA NA
#> SAMPLE_313 SAMPLE_314 SAMPLE_315 SAMPLE_316 SAMPLE_317 SAMPLE_318 SAMPLE_319 SAMPLE_320
#> NA NA NA NA NA NA NA NA
#> SAMPLE_321 SAMPLE_322 SAMPLE_323 SAMPLE_324 SAMPLE_325 SAMPLE_326 SAMPLE_327 SAMPLE_328
#> NA NA NA NA NA NA NA NA
#> SAMPLE_329 SAMPLE_330 SAMPLE_331 SAMPLE_332 SAMPLE_333 SAMPLE_334 SAMPLE_335 SAMPLE_336
#> NA NA NA NA NA NA NA NA
#> SAMPLE_337 SAMPLE_338 SAMPLE_339 SAMPLE_340 SAMPLE_341 SAMPLE_342 SAMPLE_343 SAMPLE_344
#> NA NA NA NA NA NA NA NA
#> SAMPLE_345 SAMPLE_346 SAMPLE_347 SAMPLE_348 SAMPLE_349 SAMPLE_350 SAMPLE_351 SAMPLE_352
#> NA NA NA NA NA NA NA NA
#> SAMPLE_353 SAMPLE_354 SAMPLE_355 SAMPLE_356 SAMPLE_357 SAMPLE_358 SAMPLE_359 SAMPLE_360
#> NA NA NA NA NA NA NA NA
#> SAMPLE_361 SAMPLE_362 SAMPLE_363 SAMPLE_364 SAMPLE_365 SAMPLE_366 SAMPLE_367 SAMPLE_368
#> NA NA NA NA NA NA NA NA
#> SAMPLE_369 SAMPLE_370 SAMPLE_371 SAMPLE_372 SAMPLE_373 SAMPLE_374 SAMPLE_375 SAMPLE_376
#> NA NA NA NA NA NA NA NA
#> SAMPLE_377 SAMPLE_378 SAMPLE_379 SAMPLE_380 SAMPLE_381 SAMPLE_382 SAMPLE_383 SAMPLE_384
#> NA NA NA NA NA NA NA NA
#> SAMPLE_385 SAMPLE_386 SAMPLE_387 SAMPLE_388 SAMPLE_389 SAMPLE_390 SAMPLE_391 SAMPLE_392
#> NA NA NA NA NA NA NA NA
#> SAMPLE_393 SAMPLE_394 SAMPLE_395 SAMPLE_396 SAMPLE_397 SAMPLE_398 SAMPLE_399 SAMPLE_400
#> NA NA NA NA NA NA NA NA
#> SAMPLE_401 SAMPLE_402 SAMPLE_403 SAMPLE_404 SAMPLE_405 SAMPLE_406 SAMPLE_407 SAMPLE_408
#> NA NA NA NA NA NA NA NA
#> SAMPLE_409 SAMPLE_410 SAMPLE_411 SAMPLE_412 SAMPLE_413 SAMPLE_414 SAMPLE_415 SAMPLE_416
#> NA NA NA NA NA NA NA NA
#> SAMPLE_417 SAMPLE_418 SAMPLE_419 SAMPLE_420 SAMPLE_421 SAMPLE_422 SAMPLE_423 SAMPLE_424
#> NA NA NA NA NA NA NA NA
#> SAMPLE_425 SAMPLE_426 SAMPLE_427 SAMPLE_428 SAMPLE_429 SAMPLE_430 SAMPLE_431 SAMPLE_432
#> NA NA NA NA NA NA NA NA
#> SAMPLE_433 SAMPLE_434 SAMPLE_435 SAMPLE_436 SAMPLE_437 SAMPLE_438 SAMPLE_439 SAMPLE_440
#> NA NA NA NA NA NA NA NA
#> SAMPLE_441 SAMPLE_442 SAMPLE_443 SAMPLE_444 SAMPLE_445 SAMPLE_446 SAMPLE_447 SAMPLE_448
#> NA NA NA NA NA NA NA NA
#> SAMPLE_449 SAMPLE_450 SAMPLE_451 SAMPLE_452 SAMPLE_453 SAMPLE_454 SAMPLE_455 SAMPLE_456
#> NA NA NA NA NA NA NA NA
#> SAMPLE_457 SAMPLE_458 SAMPLE_459 SAMPLE_460 SAMPLE_461 SAMPLE_462 SAMPLE_463 SAMPLE_464
#> NA NA NA NA NA NA NA NA
#> SAMPLE_465 SAMPLE_466 SAMPLE_467 SAMPLE_468 SAMPLE_469 SAMPLE_470 SAMPLE_471 SAMPLE_472
#> NA NA NA NA NA NA NA NA
#> SAMPLE_473 SAMPLE_474 SAMPLE_475 SAMPLE_476 SAMPLE_477 SAMPLE_478 SAMPLE_479 SAMPLE_480
#> NA NA NA NA NA NA NA NA
#> SAMPLE_481 SAMPLE_482 SAMPLE_483 SAMPLE_484 SAMPLE_485 SAMPLE_486 SAMPLE_487 SAMPLE_488
#> NA NA NA NA NA NA NA NA
#> SAMPLE_489 SAMPLE_490 SAMPLE_491 SAMPLE_492 SAMPLE_493 SAMPLE_494 SAMPLE_495 SAMPLE_496
#> NA NA NA NA NA NA NA NA
#> SAMPLE_497 SAMPLE_498 SAMPLE_499 SAMPLE_500 SAMPLE_501 SAMPLE_502 SAMPLE_503 SAMPLE_504
#> NA NA NA NA NA NA NA NA
#> SAMPLE_505 SAMPLE_506 SAMPLE_507 SAMPLE_508 SAMPLE_509 SAMPLE_510 SAMPLE_511 SAMPLE_512
#> NA NA NA NA NA NA NA NA
#> SAMPLE_513 SAMPLE_514 SAMPLE_515 SAMPLE_516 SAMPLE_517 SAMPLE_518 SAMPLE_519 SAMPLE_520
#> NA NA NA NA NA NA NA NA
#> SAMPLE_521 SAMPLE_522 SAMPLE_523 SAMPLE_524 SAMPLE_525 SAMPLE_526 SAMPLE_527 SAMPLE_528
#> NA NA NA NA NA NA NA NA
#> SAMPLE_529 SAMPLE_530 SAMPLE_531 SAMPLE_532 SAMPLE_533 SAMPLE_534 SAMPLE_535 SAMPLE_536
#> NA NA NA NA NA NA NA NA
#> SAMPLE_537 SAMPLE_538 SAMPLE_539 SAMPLE_540 SAMPLE_541 SAMPLE_542 SAMPLE_543 SAMPLE_544
#> NA NA NA NA NA NA NA NA
#> SAMPLE_545 SAMPLE_546 SAMPLE_547 SAMPLE_548 SAMPLE_549 SAMPLE_550 SAMPLE_551 SAMPLE_552
#> NA NA NA NA NA NA NA NA
#> SAMPLE_553 SAMPLE_554 SAMPLE_555 SAMPLE_556 SAMPLE_557 SAMPLE_558 SAMPLE_559 SAMPLE_560
#> NA NA NA NA NA NA NA NA
#> SAMPLE_561 SAMPLE_562 SAMPLE_563 SAMPLE_564 SAMPLE_565 SAMPLE_566 SAMPLE_567 SAMPLE_568
#> NA NA NA NA NA NA NA NA
#> SAMPLE_569 SAMPLE_570 SAMPLE_571 SAMPLE_572 SAMPLE_573 SAMPLE_574 SAMPLE_575 SAMPLE_576
#> NA NA NA NA NA NA NA NA
#> SAMPLE_577 SAMPLE_578 SAMPLE_579 SAMPLE_580 SAMPLE_581 SAMPLE_582 SAMPLE_583 SAMPLE_584
#> NA NA NA NA NA NA NA NA
#> SAMPLE_585 SAMPLE_586 SAMPLE_587 SAMPLE_588 SAMPLE_589 SAMPLE_590 SAMPLE_591 SAMPLE_592
#> NA NA NA NA NA NA NA NA
#> SAMPLE_593 SAMPLE_594 SAMPLE_595 SAMPLE_596 SAMPLE_597 SAMPLE_598 SAMPLE_599 SAMPLE_600
#> NA NA NA NA NA NA NA NA
#> SAMPLE_601 SAMPLE_602 SAMPLE_603 SAMPLE_604 SAMPLE_605 SAMPLE_606 SAMPLE_607 SAMPLE_608
#> NA NA NA NA NA NA NA NA
#> SAMPLE_609 SAMPLE_610 SAMPLE_611 SAMPLE_612 SAMPLE_613 SAMPLE_614 SAMPLE_615 SAMPLE_616
#> NA NA NA NA NA NA NA NA
#> SAMPLE_617 SAMPLE_618 SAMPLE_619 SAMPLE_620 SAMPLE_621 SAMPLE_622 SAMPLE_623 SAMPLE_624
#> NA NA NA NA NA NA NA NA
#> SAMPLE_625 SAMPLE_626 SAMPLE_627 SAMPLE_628 SAMPLE_629 SAMPLE_630 SAMPLE_631 SAMPLE_632
#> NA NA NA NA NA NA NA NA
#> SAMPLE_633 SAMPLE_634 SAMPLE_635 SAMPLE_636 SAMPLE_637 SAMPLE_638 SAMPLE_639 SAMPLE_640
#> NA NA NA NA NA NA NA NA
#> SAMPLE_641 SAMPLE_642 SAMPLE_643 SAMPLE_644 SAMPLE_645 SAMPLE_646 SAMPLE_647 SAMPLE_648
#> NA NA "02321" NA NA NA NA NA
#> SAMPLE_649 SAMPLE_650 SAMPLE_651 SAMPLE_652 SAMPLE_653 SAMPLE_654 SAMPLE_655 SAMPLE_656
#> NA NA NA NA NA NA NA NA
#> SAMPLE_657 SAMPLE_658 SAMPLE_659 SAMPLE_660 SAMPLE_661 SAMPLE_662 SAMPLE_663 SAMPLE_664
#> NA NA NA NA NA NA NA NA
#> SAMPLE_665 SAMPLE_666 SAMPLE_667 SAMPLE_668 SAMPLE_669 SAMPLE_670 SAMPLE_671 SAMPLE_672
#> NA NA NA NA NA NA NA NA
#> SAMPLE_673 SAMPLE_674 SAMPLE_675 SAMPLE_676 SAMPLE_677 SAMPLE_678 SAMPLE_679 SAMPLE_680
#> NA NA NA NA NA NA NA NA
#> SAMPLE_681 SAMPLE_682 SAMPLE_683 SAMPLE_684 SAMPLE_685 SAMPLE_686 SAMPLE_687 SAMPLE_688
#> NA NA NA NA NA NA NA NA
#> SAMPLE_689 SAMPLE_690 SAMPLE_691 SAMPLE_692 SAMPLE_693 SAMPLE_694 SAMPLE_695 SAMPLE_696
#> NA NA NA NA NA NA "02324" NA
#> SAMPLE_697 SAMPLE_698 SAMPLE_699 SAMPLE_700 SAMPLE_701 SAMPLE_702 SAMPLE_703 SAMPLE_704
#> NA NA NA NA NA NA NA NA
#> SAMPLE_705 SAMPLE_706 SAMPLE_707 SAMPLE_708 SAMPLE_709 SAMPLE_710 SAMPLE_711 SAMPLE_712
#> NA NA NA NA NA NA NA NA
#> SAMPLE_713 SAMPLE_714 SAMPLE_715 SAMPLE_716 SAMPLE_717 SAMPLE_718 SAMPLE_719 SAMPLE_720
#> NA "02324" NA NA NA NA NA NA
#> SAMPLE_721 SAMPLE_722 SAMPLE_723 SAMPLE_724 SAMPLE_725 SAMPLE_726 SAMPLE_727 SAMPLE_728
#> NA NA NA NA NA NA NA NA
#> SAMPLE_729 SAMPLE_730 SAMPLE_731 SAMPLE_732 SAMPLE_733 SAMPLE_734 SAMPLE_735 SAMPLE_736
#> NA NA NA NA NA NA NA NA
#> SAMPLE_737 SAMPLE_738 SAMPLE_739 SAMPLE_740 SAMPLE_741 SAMPLE_742 SAMPLE_743 SAMPLE_744
#> NA NA "02324" NA NA NA NA NA
#> SAMPLE_745 SAMPLE_746 SAMPLE_747 SAMPLE_748 SAMPLE_749 SAMPLE_750 SAMPLE_751 SAMPLE_752
#> NA NA NA NA NA NA NA NA
#> SAMPLE_753 SAMPLE_754 SAMPLE_755 SAMPLE_756 SAMPLE_757 SAMPLE_758 SAMPLE_759 SAMPLE_760
#> NA NA NA NA NA NA NA NA
#> SAMPLE_761 SAMPLE_762 SAMPLE_763 SAMPLE_764 SAMPLE_765 SAMPLE_766 SAMPLE_767 SAMPLE_768
#> NA NA NA NA NA NA NA NA
#> SAMPLE_769 SAMPLE_770 SAMPLE_771 SAMPLE_772 SAMPLE_773 SAMPLE_774 SAMPLE_775 SAMPLE_776
#> NA NA NA NA NA NA NA NA
#> SAMPLE_777 SAMPLE_778 SAMPLE_779 SAMPLE_780 SAMPLE_781 SAMPLE_782 SAMPLE_783 SAMPLE_784
#> NA NA NA NA NA NA NA NA
#> SAMPLE_785 SAMPLE_786 SAMPLE_787 SAMPLE_788 SAMPLE_789 SAMPLE_790 SAMPLE_791 SAMPLE_792
#> NA NA NA NA NA NA NA NA
#> SAMPLE_793 SAMPLE_794 SAMPLE_795 SAMPLE_796 SAMPLE_797 SAMPLE_798 SAMPLE_799 SAMPLE_800
#> "0143" NA NA NA NA NA NA NA
#> SAMPLE_801 SAMPLE_802 SAMPLE_803 SAMPLE_804 SAMPLE_805 SAMPLE_806 SAMPLE_807 SAMPLE_808
#> NA NA NA NA NA NA NA NA
#> SAMPLE_809 SAMPLE_810 SAMPLE_811 SAMPLE_812 SAMPLE_813 SAMPLE_814 SAMPLE_815 SAMPLE_816
#> NA NA NA NA NA NA NA NA
#> SAMPLE_817 SAMPLE_818 SAMPLE_819 SAMPLE_820 SAMPLE_821 SAMPLE_822 SAMPLE_823 SAMPLE_824
#> NA NA NA NA NA NA NA NA
#> SAMPLE_825 SAMPLE_826 SAMPLE_827 SAMPLE_828 SAMPLE_829 SAMPLE_830 SAMPLE_831 SAMPLE_832
#> NA NA NA NA NA NA NA NA
#> SAMPLE_833 SAMPLE_834 SAMPLE_835 SAMPLE_836 SAMPLE_837 SAMPLE_838 SAMPLE_839 SAMPLE_840
#> NA NA NA NA NA NA NA NA
#> SAMPLE_841 SAMPLE_842 SAMPLE_843 SAMPLE_844 SAMPLE_845 SAMPLE_846 SAMPLE_847 SAMPLE_848
#> NA NA NA NA NA NA NA NA
#> SAMPLE_849 SAMPLE_850 SAMPLE_851 SAMPLE_852 SAMPLE_853 SAMPLE_854 SAMPLE_855 SAMPLE_856
#> NA NA NA NA NA NA NA NA
#> SAMPLE_857 SAMPLE_858 SAMPLE_859 SAMPLE_860 SAMPLE_861 SAMPLE_862 SAMPLE_863 SAMPLE_864
#> "0144" "0144" NA NA NA NA NA NA
#> SAMPLE_865 SAMPLE_866 SAMPLE_867 SAMPLE_868 SAMPLE_869 SAMPLE_870 SAMPLE_871 SAMPLE_872
#> NA NA NA NA NA "0141" NA NA
#> SAMPLE_873 SAMPLE_874 SAMPLE_875 SAMPLE_876 SAMPLE_877 SAMPLE_878 SAMPLE_879 SAMPLE_880
#> NA NA NA NA NA "0144" NA NA
#> SAMPLE_881 SAMPLE_882 SAMPLE_883 SAMPLE_884 SAMPLE_885 SAMPLE_886 SAMPLE_887 SAMPLE_888
#> NA NA NA NA NA NA NA NA
#> SAMPLE_889 SAMPLE_890 SAMPLE_891 SAMPLE_892 SAMPLE_893 SAMPLE_894 SAMPLE_895 SAMPLE_896
#> NA NA "0144" NA "0144" NA NA NA
#> SAMPLE_897 SAMPLE_898 SAMPLE_899 SAMPLE_900 SAMPLE_901 SAMPLE_902 SAMPLE_903 SAMPLE_904
#> NA NA NA NA NA NA NA NA
#> SAMPLE_905 SAMPLE_906 SAMPLE_907 SAMPLE_908 SAMPLE_909 SAMPLE_910 SAMPLE_911 SAMPLE_912
#> NA NA NA NA NA NA NA NA
#> SAMPLE_913 SAMPLE_914 SAMPLE_915 SAMPLE_916 SAMPLE_917 SAMPLE_918 SAMPLE_919 SAMPLE_920
#> NA NA NA NA NA NA NA NA
#> SAMPLE_921 SAMPLE_922 SAMPLE_923 SAMPLE_924 SAMPLE_925 SAMPLE_926 SAMPLE_927 SAMPLE_928
#> NA NA NA NA NA NA NA NA
#> SAMPLE_929 SAMPLE_930 SAMPLE_931 SAMPLE_932 SAMPLE_933 SAMPLE_934 SAMPLE_935 SAMPLE_936
#> NA NA NA NA NA NA NA NA
#> SAMPLE_937 SAMPLE_938 SAMPLE_939 SAMPLE_940 SAMPLE_941 SAMPLE_942 SAMPLE_943 SAMPLE_944
#> NA NA NA NA NA NA NA NA
#> SAMPLE_945 SAMPLE_946 SAMPLE_947 SAMPLE_948 SAMPLE_949 SAMPLE_950 SAMPLE_951 SAMPLE_952
#> NA NA NA NA NA NA NA NA
#> SAMPLE_953 SAMPLE_954 SAMPLE_955 SAMPLE_956 SAMPLE_957 SAMPLE_958 SAMPLE_959 SAMPLE_960
#> NA NA NA NA NA NA NA NA
#> SAMPLE_961 SAMPLE_962 SAMPLE_963 SAMPLE_964 SAMPLE_965 SAMPLE_966 SAMPLE_967 SAMPLE_968
#> NA NA NA NA NA NA NA NA
#> SAMPLE_969 SAMPLE_970 SAMPLE_971 SAMPLE_972 SAMPLE_973 SAMPLE_974 SAMPLE_975 SAMPLE_976
#> NA NA NA NA NA NA NA NA
#> SAMPLE_977 SAMPLE_978 SAMPLE_979 SAMPLE_980 SAMPLE_981 SAMPLE_982 SAMPLE_983 SAMPLE_984
#> NA NA NA NA NA NA NA NA
#> SAMPLE_985 SAMPLE_986 SAMPLE_987 SAMPLE_988 SAMPLE_989 SAMPLE_990 SAMPLE_991 SAMPLE_992
#> NA "0141" NA NA NA NA NA NA
#> SAMPLE_993 SAMPLE_994 SAMPLE_995 SAMPLE_996 SAMPLE_997 SAMPLE_998 SAMPLE_999 SAMPLE_1000
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1001 SAMPLE_1002 SAMPLE_1003 SAMPLE_1004 SAMPLE_1005 SAMPLE_1006 SAMPLE_1007 SAMPLE_1008
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1009 SAMPLE_1010 SAMPLE_1011 SAMPLE_1012 SAMPLE_1013 SAMPLE_1014 SAMPLE_1015 SAMPLE_1016
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1017 SAMPLE_1018 SAMPLE_1019 SAMPLE_1020 SAMPLE_1021 SAMPLE_1022 SAMPLE_1023 SAMPLE_1024
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1025 SAMPLE_1026 SAMPLE_1027 SAMPLE_1028 SAMPLE_1029 SAMPLE_1030 SAMPLE_1031 SAMPLE_1032
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1033 SAMPLE_1034 SAMPLE_1035 SAMPLE_1036 SAMPLE_1037 SAMPLE_1038 SAMPLE_1039 SAMPLE_1040
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1041 SAMPLE_1042 SAMPLE_1043 SAMPLE_1044 SAMPLE_1045 SAMPLE_1046 SAMPLE_1047 SAMPLE_1048
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1049 SAMPLE_1050 SAMPLE_1051 SAMPLE_1052 SAMPLE_1053 SAMPLE_1054 SAMPLE_1055 SAMPLE_1056
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1057 SAMPLE_1058 SAMPLE_1059 SAMPLE_1060 SAMPLE_1061 SAMPLE_1062 SAMPLE_1063 SAMPLE_1064
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1065 SAMPLE_1066 SAMPLE_1067 SAMPLE_1068 SAMPLE_1069 SAMPLE_1070 SAMPLE_1071 SAMPLE_1072
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1073 SAMPLE_1074 SAMPLE_1075 SAMPLE_1076 SAMPLE_1077 SAMPLE_1078 SAMPLE_1079 SAMPLE_1080
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1081 SAMPLE_1082 SAMPLE_1083 SAMPLE_1084 SAMPLE_1085 SAMPLE_1086 SAMPLE_1087 SAMPLE_1088
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1089 SAMPLE_1090 SAMPLE_1091 SAMPLE_1092 SAMPLE_1093 SAMPLE_1094 SAMPLE_1095 SAMPLE_1096
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1097 SAMPLE_1098 SAMPLE_1099 SAMPLE_1100 SAMPLE_1101 SAMPLE_1102 SAMPLE_1103 SAMPLE_1104
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1105 SAMPLE_1106 SAMPLE_1107 SAMPLE_1108 SAMPLE_1109 SAMPLE_1110 SAMPLE_1111 SAMPLE_1112
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1113 SAMPLE_1114 SAMPLE_1115 SAMPLE_1116 SAMPLE_1117 SAMPLE_1118 SAMPLE_1119 SAMPLE_1120
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1121 SAMPLE_1122 SAMPLE_1123 SAMPLE_1124 SAMPLE_1125 SAMPLE_1126 SAMPLE_1127 SAMPLE_1128
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1129 SAMPLE_1130 SAMPLE_1131 SAMPLE_1132 SAMPLE_1133 SAMPLE_1134 SAMPLE_1135 SAMPLE_1136
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1137 SAMPLE_1138 SAMPLE_1139 SAMPLE_1140 SAMPLE_1141 SAMPLE_1142 SAMPLE_1143 SAMPLE_1144
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1145 SAMPLE_1146 SAMPLE_1147 SAMPLE_1148 SAMPLE_1149 SAMPLE_1150 SAMPLE_1151 SAMPLE_1152
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1153 SAMPLE_1154 SAMPLE_1155 SAMPLE_1156 SAMPLE_1157 SAMPLE_1158 SAMPLE_1159 SAMPLE_1160
#> NA NA NA NA NA NA "0144" "0144"
#> SAMPLE_1161 SAMPLE_1162 SAMPLE_1163 SAMPLE_1164 SAMPLE_1165 SAMPLE_1166 SAMPLE_1167 SAMPLE_1168
#> "0143" NA NA NA NA NA NA NA
#> SAMPLE_1169 SAMPLE_1170 SAMPLE_1171 SAMPLE_1172 SAMPLE_1173 SAMPLE_1174 SAMPLE_1175 SAMPLE_1176
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1177 SAMPLE_1178 SAMPLE_1179 SAMPLE_1180 SAMPLE_1181 SAMPLE_1182 SAMPLE_1183 SAMPLE_1184
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1185 SAMPLE_1186 SAMPLE_1187 SAMPLE_1188 SAMPLE_1189 SAMPLE_1190 SAMPLE_1191 SAMPLE_1192
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1193 SAMPLE_1194 SAMPLE_1195 SAMPLE_1196 SAMPLE_1197 SAMPLE_1198 SAMPLE_1199 SAMPLE_1200
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1201 SAMPLE_1202 SAMPLE_1203 SAMPLE_1204 SAMPLE_1205 SAMPLE_1206 SAMPLE_1207 SAMPLE_1208
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1209 SAMPLE_1210 SAMPLE_1211 SAMPLE_1212 SAMPLE_1213 SAMPLE_1214 SAMPLE_1215 SAMPLE_1216
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1217 SAMPLE_1218 SAMPLE_1219 SAMPLE_1220 SAMPLE_1221 SAMPLE_1222 SAMPLE_1223 SAMPLE_1224
#> NA NA NA NA NA "02324" NA NA
#> SAMPLE_1225 SAMPLE_1226 SAMPLE_1227 SAMPLE_1228 SAMPLE_1229 SAMPLE_1230 SAMPLE_1231 SAMPLE_1232
#> NA NA NA NA "02324" NA NA NA
#> SAMPLE_1233 SAMPLE_1234 SAMPLE_1235 SAMPLE_1236 SAMPLE_1237 SAMPLE_1238 SAMPLE_1239 SAMPLE_1240
#> "02324" NA NA NA NA NA NA NA
#> SAMPLE_1241 SAMPLE_1242 SAMPLE_1243 SAMPLE_1244 SAMPLE_1245 SAMPLE_1246 SAMPLE_1247 SAMPLE_1248
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1249 SAMPLE_1250 SAMPLE_1251 SAMPLE_1252 SAMPLE_1253 SAMPLE_1254 SAMPLE_1255 SAMPLE_1256
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1257 SAMPLE_1258 SAMPLE_1259 SAMPLE_1260 SAMPLE_1261 SAMPLE_1262 SAMPLE_1263 SAMPLE_1264
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1265 SAMPLE_1266 SAMPLE_1267 SAMPLE_1268 SAMPLE_1269 SAMPLE_1270 SAMPLE_1271 SAMPLE_1272
#> NA "02321" "02322" NA NA "02321" "02321" "02321"
#> SAMPLE_1273 SAMPLE_1274 SAMPLE_1275 SAMPLE_1276 SAMPLE_1277 SAMPLE_1278 SAMPLE_1279 SAMPLE_1280
#> "02321" NA NA NA NA NA NA NA
#> SAMPLE_1281 SAMPLE_1282 SAMPLE_1283 SAMPLE_1284 SAMPLE_1285 SAMPLE_1286 SAMPLE_1287 SAMPLE_1288
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1289 SAMPLE_1290 SAMPLE_1291 SAMPLE_1292 SAMPLE_1293 SAMPLE_1294 SAMPLE_1295 SAMPLE_1296
#> NA "02322" NA NA NA NA "02321" NA
#> SAMPLE_1297 SAMPLE_1298 SAMPLE_1299 SAMPLE_1300 SAMPLE_1301 SAMPLE_1302 SAMPLE_1303 SAMPLE_1304
#> NA "02321" NA NA NA "02321" "02321" "02321"
#> SAMPLE_1305 SAMPLE_1306 SAMPLE_1307 SAMPLE_1308 SAMPLE_1309 SAMPLE_1310 SAMPLE_1311 SAMPLE_1312
#> NA "02321" NA "02321" "02321" NA NA NA
#> SAMPLE_1313 SAMPLE_1314 SAMPLE_1315 SAMPLE_1316 SAMPLE_1317 SAMPLE_1318 SAMPLE_1319 SAMPLE_1320
#> "02321" "02321" "02321" NA NA NA NA NA
#> SAMPLE_1321 SAMPLE_1322 SAMPLE_1323 SAMPLE_1324 SAMPLE_1325 SAMPLE_1326 SAMPLE_1327 SAMPLE_1328
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1329 SAMPLE_1330 SAMPLE_1331 SAMPLE_1332 SAMPLE_1333 SAMPLE_1334 SAMPLE_1335 SAMPLE_1336
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1337 SAMPLE_1338 SAMPLE_1339 SAMPLE_1340 SAMPLE_1341 SAMPLE_1342 SAMPLE_1343 SAMPLE_1344
#> NA NA "02323" NA NA NA NA NA
#> SAMPLE_1345 SAMPLE_1346 SAMPLE_1347 SAMPLE_1348 SAMPLE_1349 SAMPLE_1350 SAMPLE_1351 SAMPLE_1352
#> NA NA NA NA NA "02323" NA NA
#> SAMPLE_1353 SAMPLE_1354 SAMPLE_1355 SAMPLE_1356 SAMPLE_1357 SAMPLE_1358 SAMPLE_1359 SAMPLE_1360
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1361 SAMPLE_1362 SAMPLE_1363 SAMPLE_1364 SAMPLE_1365 SAMPLE_1366 SAMPLE_1367 SAMPLE_1368
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1369 SAMPLE_1370 SAMPLE_1371 SAMPLE_1372 SAMPLE_1373 SAMPLE_1374 SAMPLE_1375 SAMPLE_1376
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1377 SAMPLE_1378 SAMPLE_1379 SAMPLE_1380 SAMPLE_1381 SAMPLE_1382 SAMPLE_1383 SAMPLE_1384
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1385 SAMPLE_1386 SAMPLE_1387 SAMPLE_1388 SAMPLE_1389 SAMPLE_1390 SAMPLE_1391 SAMPLE_1392
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1393 SAMPLE_1394 SAMPLE_1395 SAMPLE_1396 SAMPLE_1397 SAMPLE_1398 SAMPLE_1399 SAMPLE_1400
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1401 SAMPLE_1402 SAMPLE_1403 SAMPLE_1404 SAMPLE_1405 SAMPLE_1406 SAMPLE_1407 SAMPLE_1408
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1409 SAMPLE_1410 SAMPLE_1411 SAMPLE_1412 SAMPLE_1413 SAMPLE_1414 SAMPLE_1415 SAMPLE_1416
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1417 SAMPLE_1418 SAMPLE_1419 SAMPLE_1420 SAMPLE_1421 SAMPLE_1422 SAMPLE_1423 SAMPLE_1424
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1425 SAMPLE_1426 SAMPLE_1427 SAMPLE_1428 SAMPLE_1429 SAMPLE_1430 SAMPLE_1431 SAMPLE_1432
#> NA NA "0141" NA "02325" NA NA NA
#> SAMPLE_1433 SAMPLE_1434 SAMPLE_1435 SAMPLE_1436 SAMPLE_1437 SAMPLE_1438 SAMPLE_1439 SAMPLE_1440
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1441 SAMPLE_1442 SAMPLE_1443 SAMPLE_1444 SAMPLE_1445 SAMPLE_1446 SAMPLE_1447 SAMPLE_1448
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1449 SAMPLE_1450 SAMPLE_1451 SAMPLE_1452 SAMPLE_1453 SAMPLE_1454 SAMPLE_1455 SAMPLE_1456
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1457 SAMPLE_1458 SAMPLE_1459 SAMPLE_1460 SAMPLE_1461 SAMPLE_1462 SAMPLE_1463 SAMPLE_1464
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1465 SAMPLE_1466 SAMPLE_1467 SAMPLE_1468 SAMPLE_1469 SAMPLE_1470 SAMPLE_1471 SAMPLE_1472
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1473 SAMPLE_1474 SAMPLE_1475 SAMPLE_1476 SAMPLE_1477 SAMPLE_1478 SAMPLE_1479 SAMPLE_1480
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1481 SAMPLE_1482 SAMPLE_1483 SAMPLE_1484 SAMPLE_1485 SAMPLE_1486 SAMPLE_1487 SAMPLE_1488
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1489 SAMPLE_1490 SAMPLE_1491 SAMPLE_1492 SAMPLE_1493 SAMPLE_1494 SAMPLE_1495 SAMPLE_1496
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1497 SAMPLE_1498 SAMPLE_1499 SAMPLE_1500 SAMPLE_1501 SAMPLE_1502 SAMPLE_1503 SAMPLE_1504
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1505 SAMPLE_1506 SAMPLE_1507 SAMPLE_1508 SAMPLE_1509 SAMPLE_1510 SAMPLE_1511 SAMPLE_1512
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1513 SAMPLE_1514 SAMPLE_1515 SAMPLE_1516 SAMPLE_1517 SAMPLE_1518 SAMPLE_1519 SAMPLE_1520
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1521 SAMPLE_1522 SAMPLE_1523 SAMPLE_1524 SAMPLE_1525 SAMPLE_1526 SAMPLE_1527 SAMPLE_1528
#> NA NA NA NA NA "02321" NA NA
#> SAMPLE_1529 SAMPLE_1530 SAMPLE_1531 SAMPLE_1532 SAMPLE_1533 SAMPLE_1534 SAMPLE_1535 SAMPLE_1536
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1537 SAMPLE_1538 SAMPLE_1539 SAMPLE_1540 SAMPLE_1541 SAMPLE_1542 SAMPLE_1543 SAMPLE_1544
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1545 SAMPLE_1546 SAMPLE_1547 SAMPLE_1548 SAMPLE_1549 SAMPLE_1550 SAMPLE_1551 SAMPLE_1552
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1553 SAMPLE_1554 SAMPLE_1555 SAMPLE_1556 SAMPLE_1557 SAMPLE_1558 SAMPLE_1559 SAMPLE_1560
#> NA "02322" NA "02322" "02322" "02322" NA "02322"
#> SAMPLE_1561 SAMPLE_1562 SAMPLE_1563 SAMPLE_1564 SAMPLE_1565 SAMPLE_1566 SAMPLE_1567 SAMPLE_1568
#> NA NA "02322" NA "02322" "02322" NA NA
#> SAMPLE_1569 SAMPLE_1570 SAMPLE_1571 SAMPLE_1572 SAMPLE_1573 SAMPLE_1574 SAMPLE_1575 SAMPLE_1576
#> NA NA NA NA NA NA "02322" NA
#> SAMPLE_1577 SAMPLE_1578 SAMPLE_1579 SAMPLE_1580 SAMPLE_1581 SAMPLE_1582 SAMPLE_1583 SAMPLE_1584
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1585 SAMPLE_1586 SAMPLE_1587 SAMPLE_1588 SAMPLE_1589 SAMPLE_1590 SAMPLE_1591 SAMPLE_1592
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1593 SAMPLE_1594 SAMPLE_1595 SAMPLE_1596 SAMPLE_1597 SAMPLE_1598 SAMPLE_1599 SAMPLE_1600
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1601 SAMPLE_1602 SAMPLE_1603 SAMPLE_1604 SAMPLE_1605 SAMPLE_1606 SAMPLE_1607 SAMPLE_1608
#> NA NA "0144" NA "0144" "0143" "0143" NA
#> SAMPLE_1609 SAMPLE_1610 SAMPLE_1611 SAMPLE_1612 SAMPLE_1613 SAMPLE_1614 SAMPLE_1615 SAMPLE_1616
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1617 SAMPLE_1618 SAMPLE_1619 SAMPLE_1620 SAMPLE_1621 SAMPLE_1622 SAMPLE_1623 SAMPLE_1624
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1625 SAMPLE_1626 SAMPLE_1627 SAMPLE_1628 SAMPLE_1629 SAMPLE_1630 SAMPLE_1631 SAMPLE_1632
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1633 SAMPLE_1634 SAMPLE_1635 SAMPLE_1636 SAMPLE_1637 SAMPLE_1638 SAMPLE_1639 SAMPLE_1640
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1641 SAMPLE_1642 SAMPLE_1643 SAMPLE_1644 SAMPLE_1645 SAMPLE_1646 SAMPLE_1647 SAMPLE_1648
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1649 SAMPLE_1650 SAMPLE_1651 SAMPLE_1652 SAMPLE_1653 SAMPLE_1654 SAMPLE_1655 SAMPLE_1656
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1657 SAMPLE_1658 SAMPLE_1659 SAMPLE_1660 SAMPLE_1661 SAMPLE_1662 SAMPLE_1663 SAMPLE_1664
#> "02325" NA NA NA NA NA NA NA
#> SAMPLE_1665 SAMPLE_1666 SAMPLE_1667 SAMPLE_1668 SAMPLE_1669 SAMPLE_1670 SAMPLE_1671 SAMPLE_1672
#> NA "02321" NA NA NA NA NA NA
#> SAMPLE_1673 SAMPLE_1674 SAMPLE_1675 SAMPLE_1676 SAMPLE_1677 SAMPLE_1678 SAMPLE_1679 SAMPLE_1680
#> NA NA NA NA "0143" NA NA NA
#> SAMPLE_1681 SAMPLE_1682 SAMPLE_1683 SAMPLE_1684 SAMPLE_1685 SAMPLE_1686 SAMPLE_1687 SAMPLE_1688
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1689 SAMPLE_1690 SAMPLE_1691 SAMPLE_1692 SAMPLE_1693 SAMPLE_1694 SAMPLE_1695 SAMPLE_1696
#> NA NA NA NA NA "0144" NA NA
#> SAMPLE_1697 SAMPLE_1698 SAMPLE_1699 SAMPLE_1700 SAMPLE_1701 SAMPLE_1702 SAMPLE_1703 SAMPLE_1704
#> NA "0142" NA NA NA NA NA NA
#> SAMPLE_1705 SAMPLE_1706 SAMPLE_1707 SAMPLE_1708 SAMPLE_1709 SAMPLE_1710 SAMPLE_1711 SAMPLE_1712
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1713 SAMPLE_1714 SAMPLE_1715 SAMPLE_1716 SAMPLE_1717 SAMPLE_1718 SAMPLE_1719 SAMPLE_1720
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1721 SAMPLE_1722 SAMPLE_1723 SAMPLE_1724 SAMPLE_1725 SAMPLE_1726 SAMPLE_1727 SAMPLE_1728
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1729 SAMPLE_1730 SAMPLE_1731 SAMPLE_1732 SAMPLE_1733 SAMPLE_1734 SAMPLE_1735 SAMPLE_1736
#> NA NA NA NA NA NA NA "0142"
#> SAMPLE_1737 SAMPLE_1738 SAMPLE_1739 SAMPLE_1740 SAMPLE_1741 SAMPLE_1742 SAMPLE_1743 SAMPLE_1744
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1745 SAMPLE_1746 SAMPLE_1747 SAMPLE_1748 SAMPLE_1749 SAMPLE_1750 SAMPLE_1751 SAMPLE_1752
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1753 SAMPLE_1754 SAMPLE_1755 SAMPLE_1756 SAMPLE_1757 SAMPLE_1758 SAMPLE_1759 SAMPLE_1760
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1761 SAMPLE_1762 SAMPLE_1763 SAMPLE_1764 SAMPLE_1765 SAMPLE_1766 SAMPLE_1767 SAMPLE_1768
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1769 SAMPLE_1770 SAMPLE_1771 SAMPLE_1772 SAMPLE_1773 SAMPLE_1774 SAMPLE_1775 SAMPLE_1776
#> NA NA "02323" NA NA NA NA NA
#> SAMPLE_1777 SAMPLE_1778 SAMPLE_1779 SAMPLE_1780 SAMPLE_1781 SAMPLE_1782 SAMPLE_1783 SAMPLE_1784
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1785 SAMPLE_1786 SAMPLE_1787 SAMPLE_1788 SAMPLE_1789 SAMPLE_1790 SAMPLE_1791 SAMPLE_1792
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1793 SAMPLE_1794 SAMPLE_1795 SAMPLE_1796 SAMPLE_1797 SAMPLE_1798 SAMPLE_1799 SAMPLE_1800
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1801 SAMPLE_1802 SAMPLE_1803 SAMPLE_1804 SAMPLE_1805 SAMPLE_1806 SAMPLE_1807 SAMPLE_1808
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1809 SAMPLE_1810 SAMPLE_1811 SAMPLE_1812 SAMPLE_1813 SAMPLE_1814 SAMPLE_1815 SAMPLE_1816
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1817 SAMPLE_1818 SAMPLE_1819 SAMPLE_1820 SAMPLE_1821 SAMPLE_1822 SAMPLE_1823 SAMPLE_1824
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1825 SAMPLE_1826 SAMPLE_1827 SAMPLE_1828 SAMPLE_1829 SAMPLE_1830 SAMPLE_1831 SAMPLE_1832
#> NA NA NA NA "0144" NA NA NA
#> SAMPLE_1833 SAMPLE_1834 SAMPLE_1835 SAMPLE_1836 SAMPLE_1837 SAMPLE_1838 SAMPLE_1839 SAMPLE_1840
#> NA NA NA NA NA "0144" NA NA
#> SAMPLE_1841 SAMPLE_1842 SAMPLE_1843 SAMPLE_1844 SAMPLE_1845 SAMPLE_1846 SAMPLE_1847 SAMPLE_1848
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1849 SAMPLE_1850 SAMPLE_1851 SAMPLE_1852 SAMPLE_1853 SAMPLE_1854 SAMPLE_1855 SAMPLE_1856
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1857 SAMPLE_1858 SAMPLE_1859 SAMPLE_1860 SAMPLE_1861 SAMPLE_1862 SAMPLE_1863 SAMPLE_1864
#> NA NA "0141" NA NA NA NA NA
#> SAMPLE_1865 SAMPLE_1866 SAMPLE_1867 SAMPLE_1868 SAMPLE_1869 SAMPLE_1870 SAMPLE_1871 SAMPLE_1872
#> NA NA "02324" NA "02325" "0141" NA NA
#> SAMPLE_1873 SAMPLE_1874 SAMPLE_1875 SAMPLE_1876 SAMPLE_1877 SAMPLE_1878 SAMPLE_1879 SAMPLE_1880
#> NA NA "0141" "0141" "0141" "02325" NA NA
#> SAMPLE_1881 SAMPLE_1882 SAMPLE_1883 SAMPLE_1884 SAMPLE_1885 SAMPLE_1886 SAMPLE_1887 SAMPLE_1888
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1889 SAMPLE_1890 SAMPLE_1891 SAMPLE_1892 SAMPLE_1893 SAMPLE_1894 SAMPLE_1895 SAMPLE_1896
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1897 SAMPLE_1898 SAMPLE_1899 SAMPLE_1900 SAMPLE_1901 SAMPLE_1902 SAMPLE_1903 SAMPLE_1904
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1905 SAMPLE_1906 SAMPLE_1907 SAMPLE_1908 SAMPLE_1909 SAMPLE_1910 SAMPLE_1911 SAMPLE_1912
#> "02324" NA NA NA NA NA NA NA
#> SAMPLE_1913 SAMPLE_1914 SAMPLE_1915 SAMPLE_1916 SAMPLE_1917 SAMPLE_1918 SAMPLE_1919 SAMPLE_1920
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1921 SAMPLE_1922 SAMPLE_1923 SAMPLE_1924 SAMPLE_1925 SAMPLE_1926 SAMPLE_1927 SAMPLE_1928
#> NA NA "02321" NA NA NA NA NA
#> SAMPLE_1929 SAMPLE_1930 SAMPLE_1931 SAMPLE_1932 SAMPLE_1933 SAMPLE_1934 SAMPLE_1935 SAMPLE_1936
#> NA "0144" NA NA NA NA NA NA
#> SAMPLE_1937 SAMPLE_1938 SAMPLE_1939 SAMPLE_1940 SAMPLE_1941 SAMPLE_1942 SAMPLE_1943 SAMPLE_1944
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1945 SAMPLE_1946 SAMPLE_1947 SAMPLE_1948 SAMPLE_1949 SAMPLE_1950 SAMPLE_1951 SAMPLE_1952
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1953 SAMPLE_1954 SAMPLE_1955 SAMPLE_1956 SAMPLE_1957 SAMPLE_1958 SAMPLE_1959 SAMPLE_1960
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1961 SAMPLE_1962 SAMPLE_1963 SAMPLE_1964 SAMPLE_1965 SAMPLE_1966 SAMPLE_1967 SAMPLE_1968
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1969 SAMPLE_1970 SAMPLE_1971 SAMPLE_1972 SAMPLE_1973 SAMPLE_1974 SAMPLE_1975 SAMPLE_1976
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1977 SAMPLE_1978 SAMPLE_1979 SAMPLE_1980 SAMPLE_1981 SAMPLE_1982 SAMPLE_1983 SAMPLE_1984
#> NA NA NA NA "02321" "02321" "02321" "02321"
#> SAMPLE_1985 SAMPLE_1986 SAMPLE_1987 SAMPLE_1988 SAMPLE_1989 SAMPLE_1990 SAMPLE_1991 SAMPLE_1992
#> "02321" "02321" NA NA NA "02321" "02321" NA
#> SAMPLE_1993 SAMPLE_1994 SAMPLE_1995 SAMPLE_1996 SAMPLE_1997 SAMPLE_1998 SAMPLE_1999 SAMPLE_2000
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2001 SAMPLE_2002 SAMPLE_2003 SAMPLE_2004 SAMPLE_2005 SAMPLE_2006 SAMPLE_2007 SAMPLE_2008
#> "02321" NA NA NA NA NA NA NA
#> SAMPLE_2009 SAMPLE_2010 SAMPLE_2011 SAMPLE_2012 SAMPLE_2013 SAMPLE_2014 SAMPLE_2015 SAMPLE_2016
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2017 SAMPLE_2018 SAMPLE_2019 SAMPLE_2020 SAMPLE_2021 SAMPLE_2022 SAMPLE_2023 SAMPLE_2024
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2025 SAMPLE_2026 SAMPLE_2027 SAMPLE_2028 SAMPLE_2029 SAMPLE_2030 SAMPLE_2031 SAMPLE_2032
#> NA NA "02321" NA NA NA NA NA
#> SAMPLE_2033 SAMPLE_2034 SAMPLE_2035 SAMPLE_2036 SAMPLE_2037 SAMPLE_2038 SAMPLE_2039 SAMPLE_2040
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2041 SAMPLE_2042 SAMPLE_2043 SAMPLE_2044 SAMPLE_2045 SAMPLE_2046 SAMPLE_2047 SAMPLE_2048
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2049 SAMPLE_2050 SAMPLE_2051 SAMPLE_2052 SAMPLE_2053 SAMPLE_2054 SAMPLE_2055 SAMPLE_2056
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2057 SAMPLE_2058 SAMPLE_2059 SAMPLE_2060 SAMPLE_2061 SAMPLE_2062 SAMPLE_2063 SAMPLE_2064
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2065 SAMPLE_2066 SAMPLE_2067 SAMPLE_2068 SAMPLE_2069 SAMPLE_2070 SAMPLE_2071 SAMPLE_2072
#> NA NA NA NA NA NA "02321" NA
#> SAMPLE_2073 SAMPLE_2074 SAMPLE_2075 SAMPLE_2076 SAMPLE_2077 SAMPLE_2078 SAMPLE_2079 SAMPLE_2080
#> NA NA NA NA "02323" "02323" "02323" "02326"
#> SAMPLE_2081 SAMPLE_2082 SAMPLE_2083 SAMPLE_2084 SAMPLE_2085 SAMPLE_2086 SAMPLE_2087 SAMPLE_2088
#> NA NA NA NA NA NA "02323" NA
#> SAMPLE_2089 SAMPLE_2090 SAMPLE_2091 SAMPLE_2092 SAMPLE_2093 SAMPLE_2094 SAMPLE_2095 SAMPLE_2096
#> NA NA "02326" "02323" NA NA NA NA
#> SAMPLE_2097 SAMPLE_2098 SAMPLE_2099 SAMPLE_2100 SAMPLE_2101 SAMPLE_2102 SAMPLE_2103 SAMPLE_2104
#> "02323" NA "02323" "02323" "02323" "02323" NA NA
#> SAMPLE_2105 SAMPLE_2106 SAMPLE_2107 SAMPLE_2108 SAMPLE_2109 SAMPLE_2110 SAMPLE_2111 SAMPLE_2112
#> NA NA NA "02323" NA NA NA "02323"
#> SAMPLE_2113 SAMPLE_2114 SAMPLE_2115 SAMPLE_2116 SAMPLE_2117 SAMPLE_2118 SAMPLE_2119 SAMPLE_2120
#> "02323" "02323" NA "02326" "02323" "02323" NA NA
#> SAMPLE_2121 SAMPLE_2122 SAMPLE_2123 SAMPLE_2124 SAMPLE_2125 SAMPLE_2126 SAMPLE_2127 SAMPLE_2128
#> "02323" "02323" NA "02326" NA NA NA "02323"
#> SAMPLE_2129 SAMPLE_2130 SAMPLE_2131 SAMPLE_2132 SAMPLE_2133 SAMPLE_2134 SAMPLE_2135 SAMPLE_2136
#> NA "02323" NA "02324" "02323" NA NA NA
#> SAMPLE_2137 SAMPLE_2138 SAMPLE_2139 SAMPLE_2140 SAMPLE_2141 SAMPLE_2142 SAMPLE_2143 SAMPLE_2144
#> "02323" NA NA NA NA NA NA NA
#> SAMPLE_2145 SAMPLE_2146 SAMPLE_2147 SAMPLE_2148 SAMPLE_2149 SAMPLE_2150 SAMPLE_2151 SAMPLE_2152
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2153 SAMPLE_2154 SAMPLE_2155 SAMPLE_2156 SAMPLE_2157 SAMPLE_2158 SAMPLE_2159 SAMPLE_2160
#> NA "02321" NA NA "02321" NA NA "02321"
#> SAMPLE_2161 SAMPLE_2162 SAMPLE_2163 SAMPLE_2164 SAMPLE_2165 SAMPLE_2166 SAMPLE_2167 SAMPLE_2168
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2169 SAMPLE_2170 SAMPLE_2171 SAMPLE_2172 SAMPLE_2173 SAMPLE_2174 SAMPLE_2175 SAMPLE_2176
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2177 SAMPLE_2178 SAMPLE_2179 SAMPLE_2180 SAMPLE_2181 SAMPLE_2182 SAMPLE_2183 SAMPLE_2184
#> NA NA NA NA NA "0144" NA NA
#> SAMPLE_2185 SAMPLE_2186 SAMPLE_2187 SAMPLE_2188 SAMPLE_2189 SAMPLE_2190 SAMPLE_2191 SAMPLE_2192
#> NA NA "02321" NA NA NA NA NA
#> SAMPLE_2193 SAMPLE_2194 SAMPLE_2195 SAMPLE_2196 SAMPLE_2197 SAMPLE_2198 SAMPLE_2199 SAMPLE_2200
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2201 SAMPLE_2202 SAMPLE_2203 SAMPLE_2204 SAMPLE_2205 SAMPLE_2206 SAMPLE_2207 SAMPLE_2208
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2209 SAMPLE_2210 SAMPLE_2211 SAMPLE_2212 SAMPLE_2213 SAMPLE_2214 SAMPLE_2215 SAMPLE_2216
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2217 SAMPLE_2218 SAMPLE_2219 SAMPLE_2220 SAMPLE_2221 SAMPLE_2222 SAMPLE_2223 SAMPLE_2224
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2225 SAMPLE_2226 SAMPLE_2227 SAMPLE_2228 SAMPLE_2229 SAMPLE_2230 SAMPLE_2231 SAMPLE_2232
#> NA NA NA NA NA "0144" NA NA
#> SAMPLE_2233 SAMPLE_2234 SAMPLE_2235 SAMPLE_2236 SAMPLE_2237 SAMPLE_2238 SAMPLE_2239 SAMPLE_2240
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2241 SAMPLE_2242 SAMPLE_2243 SAMPLE_2244 SAMPLE_2245 SAMPLE_2246 SAMPLE_2247 SAMPLE_2248
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2249 SAMPLE_2250 SAMPLE_2251 SAMPLE_2252 SAMPLE_2253 SAMPLE_2254 SAMPLE_2255 SAMPLE_2256
#> NA NA "0145" NA NA NA NA NA
#> SAMPLE_2257 SAMPLE_2258 SAMPLE_2259 SAMPLE_2260 SAMPLE_2261 SAMPLE_2262 SAMPLE_2263 SAMPLE_2264
#> NA NA NA NA "0142" NA NA NA
#> SAMPLE_2265 SAMPLE_2266 SAMPLE_2267 SAMPLE_2268 SAMPLE_2269 SAMPLE_2270 SAMPLE_2271 SAMPLE_2272
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2273 SAMPLE_2274 SAMPLE_2275 SAMPLE_2276 SAMPLE_2277 SAMPLE_2278 SAMPLE_2279 SAMPLE_2280
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2281 SAMPLE_2282 SAMPLE_2283 SAMPLE_2284 SAMPLE_2285 SAMPLE_2286 SAMPLE_2287 SAMPLE_2288
#> NA NA NA NA "02324" NA NA NA
#> SAMPLE_2289 SAMPLE_2290 SAMPLE_2291 SAMPLE_2292 SAMPLE_2293 SAMPLE_2294 SAMPLE_2295 SAMPLE_2296
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2297 SAMPLE_2298 SAMPLE_2299 SAMPLE_2300 SAMPLE_2301 SAMPLE_2302 SAMPLE_2303 SAMPLE_2304
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2305 SAMPLE_2306 SAMPLE_2307 SAMPLE_2308 SAMPLE_2309 SAMPLE_2310 SAMPLE_2311 SAMPLE_2312
#> "0144" NA NA NA NA NA NA NA
#> SAMPLE_2313 SAMPLE_2314 SAMPLE_2315 SAMPLE_2316 SAMPLE_2317 SAMPLE_2318 SAMPLE_2319 SAMPLE_2320
#> NA NA NA NA NA NA "0143" NA
#> SAMPLE_2321 SAMPLE_2322 SAMPLE_2323 SAMPLE_2324 SAMPLE_2325 SAMPLE_2326 SAMPLE_2327 SAMPLE_2328
#> NA NA NA NA NA "02324" NA NA
#> SAMPLE_2329 SAMPLE_2330 SAMPLE_2331 SAMPLE_2332 SAMPLE_2333 SAMPLE_2334 SAMPLE_2335 SAMPLE_2336
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2337 SAMPLE_2338 SAMPLE_2339 SAMPLE_2340 SAMPLE_2341 SAMPLE_2342 SAMPLE_2343 SAMPLE_2344
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2345 SAMPLE_2346 SAMPLE_2347 SAMPLE_2348 SAMPLE_2349 SAMPLE_2350 SAMPLE_2351 SAMPLE_2352
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2353 SAMPLE_2354 SAMPLE_2355 SAMPLE_2356 SAMPLE_2357 SAMPLE_2358 SAMPLE_2359 SAMPLE_2360
#> NA "02321" NA NA NA NA NA NA
#> SAMPLE_2361 SAMPLE_2362 SAMPLE_2363 SAMPLE_2364 SAMPLE_2365 SAMPLE_2366 SAMPLE_2367 SAMPLE_2368
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2369 SAMPLE_2370 SAMPLE_2371 SAMPLE_2372 SAMPLE_2373 SAMPLE_2374 SAMPLE_2375 SAMPLE_2376
#> "0142" "0142" NA NA "0142" "0142" NA "0142"
#> SAMPLE_2377 SAMPLE_2378 SAMPLE_2379 SAMPLE_2380 SAMPLE_2381 SAMPLE_2382 SAMPLE_2383 SAMPLE_2384
#> "0142" "0142" NA "0142" NA "0142" NA NA
#> SAMPLE_2385 SAMPLE_2386 SAMPLE_2387 SAMPLE_2388 SAMPLE_2389 SAMPLE_2390 SAMPLE_2391 SAMPLE_2392
#> NA "0141" "02325" "02325" NA NA NA NA
#> SAMPLE_2393 SAMPLE_2394 SAMPLE_2395 SAMPLE_2396 SAMPLE_2397 SAMPLE_2398 SAMPLE_2399 SAMPLE_2400
#> NA NA "02321" NA NA "0142" "0142" "0142"
#> SAMPLE_2401 SAMPLE_2402 SAMPLE_2403 SAMPLE_2404 SAMPLE_2405 SAMPLE_2406 SAMPLE_2407 SAMPLE_2408
#> "0142" "0142" "0141" "0141" "02325" "02325" "02325" "02325"
#> SAMPLE_2409 SAMPLE_2410 SAMPLE_2411 SAMPLE_2412 SAMPLE_2413 SAMPLE_2414 SAMPLE_2415 SAMPLE_2416
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2417 SAMPLE_2418 SAMPLE_2419 SAMPLE_2420 SAMPLE_2421 SAMPLE_2422 SAMPLE_2423 SAMPLE_2424
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2425 SAMPLE_2426 SAMPLE_2427 SAMPLE_2428 SAMPLE_2429 SAMPLE_2430 SAMPLE_2431 SAMPLE_2432
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2433 SAMPLE_2434 SAMPLE_2435 SAMPLE_2436 SAMPLE_2437 SAMPLE_2438 SAMPLE_2439 SAMPLE_2440
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2441 SAMPLE_2442 SAMPLE_2443 SAMPLE_2444 SAMPLE_2445 SAMPLE_2446 SAMPLE_2447 SAMPLE_2448
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2449 SAMPLE_2450 SAMPLE_2451 SAMPLE_2452 SAMPLE_2453 SAMPLE_2454 SAMPLE_2455 SAMPLE_2456
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2457 SAMPLE_2458 SAMPLE_2459 SAMPLE_2460 SAMPLE_2461 SAMPLE_2462 SAMPLE_2463 SAMPLE_2464
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2465 SAMPLE_2466 SAMPLE_2467 SAMPLE_2468 SAMPLE_2469 SAMPLE_2470 SAMPLE_2471 SAMPLE_2472
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2473 SAMPLE_2474 SAMPLE_2475 SAMPLE_2476 SAMPLE_2477 SAMPLE_2478 SAMPLE_2479 SAMPLE_2480
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2481 SAMPLE_2482 SAMPLE_2483 SAMPLE_2484 SAMPLE_2485 SAMPLE_2486 SAMPLE_2487 SAMPLE_2488
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2489 SAMPLE_2490 SAMPLE_2491 SAMPLE_2492 SAMPLE_2493 SAMPLE_2494 SAMPLE_2495 SAMPLE_2496
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2497 SAMPLE_2498 SAMPLE_2499 SAMPLE_2500 SAMPLE_2501 SAMPLE_2502 SAMPLE_2503 SAMPLE_2504
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2505 SAMPLE_2506 SAMPLE_2507 SAMPLE_2508 SAMPLE_2509 SAMPLE_2510 SAMPLE_2511 SAMPLE_2512
#> NA NA NA "0144" "0144" NA NA NA
#> SAMPLE_2513 SAMPLE_2514 SAMPLE_2515 SAMPLE_2516 SAMPLE_2517 SAMPLE_2518 SAMPLE_2519 SAMPLE_2520
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2521 SAMPLE_2522 SAMPLE_2523 SAMPLE_2524 SAMPLE_2525 SAMPLE_2526 SAMPLE_2527 SAMPLE_2528
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2529 SAMPLE_2530 SAMPLE_2531 SAMPLE_2532 SAMPLE_2533 SAMPLE_2534 SAMPLE_2535 SAMPLE_2536
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2537 SAMPLE_2538 SAMPLE_2539 SAMPLE_2540 SAMPLE_2541 SAMPLE_2542 SAMPLE_2543 SAMPLE_2544
#> NA NA "0144" NA NA NA NA NA
#> SAMPLE_2545 SAMPLE_2546 SAMPLE_2547 SAMPLE_2548 SAMPLE_2549 SAMPLE_2550 SAMPLE_2551 SAMPLE_2552
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2553 SAMPLE_2554 SAMPLE_2555 SAMPLE_2556 SAMPLE_2557 SAMPLE_2558 SAMPLE_2559 SAMPLE_2560
#> NA "0142" "0143" NA NA NA NA NA
#> SAMPLE_2561 SAMPLE_2562 SAMPLE_2563 SAMPLE_2564 SAMPLE_2565 SAMPLE_2566 SAMPLE_2567 SAMPLE_2568
#> "0143" NA "0143" "0143" "0143" "0143" NA "0142"
#> SAMPLE_2569 SAMPLE_2570 SAMPLE_2571 SAMPLE_2572 SAMPLE_2573 SAMPLE_2574 SAMPLE_2575 SAMPLE_2576
#> "0143" NA NA NA NA NA NA NA
#> SAMPLE_2577 SAMPLE_2578 SAMPLE_2579 SAMPLE_2580 SAMPLE_2581 SAMPLE_2582 SAMPLE_2583 SAMPLE_2584
#> NA NA NA NA NA "02321" NA NA
#> SAMPLE_2585 SAMPLE_2586 SAMPLE_2587 SAMPLE_2588 SAMPLE_2589 SAMPLE_2590 SAMPLE_2591 SAMPLE_2592
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2593 SAMPLE_2594 SAMPLE_2595 SAMPLE_2596 SAMPLE_2597 SAMPLE_2598 SAMPLE_2599 SAMPLE_2600
#> "02321" "02321" NA NA NA NA NA NA
#> SAMPLE_2601 SAMPLE_2602 SAMPLE_2603 SAMPLE_2604 SAMPLE_2605 SAMPLE_2606 SAMPLE_2607 SAMPLE_2608
#> NA NA NA NA NA NA NA "0143"
#> SAMPLE_2609 SAMPLE_2610 SAMPLE_2611 SAMPLE_2612 SAMPLE_2613 SAMPLE_2614 SAMPLE_2615 SAMPLE_2616
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2617 SAMPLE_2618 SAMPLE_2619 SAMPLE_2620 SAMPLE_2621 SAMPLE_2622 SAMPLE_2623 SAMPLE_2624
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2625 SAMPLE_2626 SAMPLE_2627 SAMPLE_2628 SAMPLE_2629 SAMPLE_2630 SAMPLE_2631 SAMPLE_2632
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2633 SAMPLE_2634 SAMPLE_2635 SAMPLE_2636 SAMPLE_2637 SAMPLE_2638 SAMPLE_2639 SAMPLE_2640
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2641 SAMPLE_2642 SAMPLE_2643 SAMPLE_2644 SAMPLE_2645 SAMPLE_2646 SAMPLE_2647 SAMPLE_2648
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2649 SAMPLE_2650 SAMPLE_2651 SAMPLE_2652 SAMPLE_2653 SAMPLE_2654 SAMPLE_2655 SAMPLE_2656
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2657 SAMPLE_2658 SAMPLE_2659 SAMPLE_2660 SAMPLE_2661 SAMPLE_2662 SAMPLE_2663 SAMPLE_2664
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2665 SAMPLE_2666 SAMPLE_2667 SAMPLE_2668 SAMPLE_2669 SAMPLE_2670 SAMPLE_2671 SAMPLE_2672
#> "02321" NA NA NA NA NA NA NA
#> SAMPLE_2673 SAMPLE_2674 SAMPLE_2675 SAMPLE_2676 SAMPLE_2677 SAMPLE_2678 SAMPLE_2679 SAMPLE_2680
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2681 SAMPLE_2682 SAMPLE_2683 SAMPLE_2684 SAMPLE_2685 SAMPLE_2686 SAMPLE_2687 SAMPLE_2688
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2689 SAMPLE_2690 SAMPLE_2691 SAMPLE_2692 SAMPLE_2693 SAMPLE_2694 SAMPLE_2695 SAMPLE_2696
#> NA NA NA NA NA NA "02322" NA
#> SAMPLE_2697 SAMPLE_2698 SAMPLE_2699 SAMPLE_2700 SAMPLE_2701 SAMPLE_2702 SAMPLE_2703 SAMPLE_2704
#> NA "02322" NA NA NA NA NA NA
#> SAMPLE_2705 SAMPLE_2706 SAMPLE_2707 SAMPLE_2708 SAMPLE_2709 SAMPLE_2710 SAMPLE_2711 SAMPLE_2712
#> NA NA NA NA NA NA NA "02322"
#> SAMPLE_2713 SAMPLE_2714 SAMPLE_2715 SAMPLE_2716 SAMPLE_2717 SAMPLE_2718 SAMPLE_2719 SAMPLE_2720
#> NA "0145" NA "0145" NA NA NA NA
#> SAMPLE_2721 SAMPLE_2722 SAMPLE_2723 SAMPLE_2724 SAMPLE_2725 SAMPLE_2726 SAMPLE_2727 SAMPLE_2728
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2729 SAMPLE_2730 SAMPLE_2731 SAMPLE_2732 SAMPLE_2733 SAMPLE_2734 SAMPLE_2735 SAMPLE_2736
#> "02322" "02322" "02322" "02322" "02322" NA NA NA
#> SAMPLE_2737 SAMPLE_2738 SAMPLE_2739 SAMPLE_2740 SAMPLE_2741 SAMPLE_2742 SAMPLE_2743 SAMPLE_2744
#> "0143" "0143" "0143" "0143" "0142" "0143" "0144" "0143"
#> SAMPLE_2745 SAMPLE_2746 SAMPLE_2747 SAMPLE_2748 SAMPLE_2749 SAMPLE_2750 SAMPLE_2751 SAMPLE_2752
#> "0143" NA NA NA NA NA NA NA
#> SAMPLE_2753 SAMPLE_2754 SAMPLE_2755 SAMPLE_2756 SAMPLE_2757 SAMPLE_2758 SAMPLE_2759 SAMPLE_2760
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2761 SAMPLE_2762 SAMPLE_2763 SAMPLE_2764 SAMPLE_2765 SAMPLE_2766 SAMPLE_2767 SAMPLE_2768
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2769 SAMPLE_2770 SAMPLE_2771 SAMPLE_2772 SAMPLE_2773 SAMPLE_2774 SAMPLE_2775 SAMPLE_2776
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2777 SAMPLE_2778 SAMPLE_2779 SAMPLE_2780 SAMPLE_2781 SAMPLE_2782 SAMPLE_2783 SAMPLE_2784
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2785 SAMPLE_2786 SAMPLE_2787 SAMPLE_2788 SAMPLE_2789 SAMPLE_2790 SAMPLE_2791 SAMPLE_2792
#> NA NA "0143" "0141" NA "0141" "0141" "0141"
#> SAMPLE_2793 SAMPLE_2794 SAMPLE_2795 SAMPLE_2796 SAMPLE_2797 SAMPLE_2798 SAMPLE_2799 SAMPLE_2800
#> NA NA NA NA "02325" NA NA NA
#> SAMPLE_2801
#> NA
get_classes(res_rh, merge_node = merge_node_param(min_n_signatures = 17963))
#> SAMPLE_1 SAMPLE_2 SAMPLE_3 SAMPLE_4 SAMPLE_5 SAMPLE_6 SAMPLE_7 SAMPLE_8
#> NA NA NA NA NA NA NA NA
#> SAMPLE_9 SAMPLE_10 SAMPLE_11 SAMPLE_12 SAMPLE_13 SAMPLE_14 SAMPLE_15 SAMPLE_16
#> NA NA NA NA "02321" NA NA NA
#> SAMPLE_17 SAMPLE_18 SAMPLE_19 SAMPLE_20 SAMPLE_21 SAMPLE_22 SAMPLE_23 SAMPLE_24
#> NA NA NA NA NA NA NA NA
#> SAMPLE_25 SAMPLE_26 SAMPLE_27 SAMPLE_28 SAMPLE_29 SAMPLE_30 SAMPLE_31 SAMPLE_32
#> NA NA NA NA NA NA NA NA
#> SAMPLE_33 SAMPLE_34 SAMPLE_35 SAMPLE_36 SAMPLE_37 SAMPLE_38 SAMPLE_39 SAMPLE_40
#> NA NA NA NA NA NA NA NA
#> SAMPLE_41 SAMPLE_42 SAMPLE_43 SAMPLE_44 SAMPLE_45 SAMPLE_46 SAMPLE_47 SAMPLE_48
#> NA NA NA NA NA NA NA NA
#> SAMPLE_49 SAMPLE_50 SAMPLE_51 SAMPLE_52 SAMPLE_53 SAMPLE_54 SAMPLE_55 SAMPLE_56
#> NA NA NA NA NA NA NA NA
#> SAMPLE_57 SAMPLE_58 SAMPLE_59 SAMPLE_60 SAMPLE_61 SAMPLE_62 SAMPLE_63 SAMPLE_64
#> NA NA NA NA NA NA "02321" NA
#> SAMPLE_65 SAMPLE_66 SAMPLE_67 SAMPLE_68 SAMPLE_69 SAMPLE_70 SAMPLE_71 SAMPLE_72
#> NA NA NA NA NA NA NA NA
#> SAMPLE_73 SAMPLE_74 SAMPLE_75 SAMPLE_76 SAMPLE_77 SAMPLE_78 SAMPLE_79 SAMPLE_80
#> NA NA NA NA NA NA NA NA
#> SAMPLE_81 SAMPLE_82 SAMPLE_83 SAMPLE_84 SAMPLE_85 SAMPLE_86 SAMPLE_87 SAMPLE_88
#> NA NA NA NA NA NA NA NA
#> SAMPLE_89 SAMPLE_90 SAMPLE_91 SAMPLE_92 SAMPLE_93 SAMPLE_94 SAMPLE_95 SAMPLE_96
#> NA NA NA NA NA NA NA NA
#> SAMPLE_97 SAMPLE_98 SAMPLE_99 SAMPLE_100 SAMPLE_101 SAMPLE_102 SAMPLE_103 SAMPLE_104
#> NA NA NA NA NA NA NA "02321"
#> SAMPLE_105 SAMPLE_106 SAMPLE_107 SAMPLE_108 SAMPLE_109 SAMPLE_110 SAMPLE_111 SAMPLE_112
#> NA "02321" NA NA NA NA NA NA
#> SAMPLE_113 SAMPLE_114 SAMPLE_115 SAMPLE_116 SAMPLE_117 SAMPLE_118 SAMPLE_119 SAMPLE_120
#> NA NA NA NA NA NA NA NA
#> SAMPLE_121 SAMPLE_122 SAMPLE_123 SAMPLE_124 SAMPLE_125 SAMPLE_126 SAMPLE_127 SAMPLE_128
#> NA NA NA NA "0142" NA NA NA
#> SAMPLE_129 SAMPLE_130 SAMPLE_131 SAMPLE_132 SAMPLE_133 SAMPLE_134 SAMPLE_135 SAMPLE_136
#> NA NA NA NA NA NA NA NA
#> SAMPLE_137 SAMPLE_138 SAMPLE_139 SAMPLE_140 SAMPLE_141 SAMPLE_142 SAMPLE_143 SAMPLE_144
#> NA NA NA NA NA NA NA NA
#> SAMPLE_145 SAMPLE_146 SAMPLE_147 SAMPLE_148 SAMPLE_149 SAMPLE_150 SAMPLE_151 SAMPLE_152
#> NA NA NA NA NA NA NA NA
#> SAMPLE_153 SAMPLE_154 SAMPLE_155 SAMPLE_156 SAMPLE_157 SAMPLE_158 SAMPLE_159 SAMPLE_160
#> NA NA NA NA NA NA NA NA
#> SAMPLE_161 SAMPLE_162 SAMPLE_163 SAMPLE_164 SAMPLE_165 SAMPLE_166 SAMPLE_167 SAMPLE_168
#> NA NA NA NA NA NA NA NA
#> SAMPLE_169 SAMPLE_170 SAMPLE_171 SAMPLE_172 SAMPLE_173 SAMPLE_174 SAMPLE_175 SAMPLE_176
#> NA NA NA NA NA "02321" NA NA
#> SAMPLE_177 SAMPLE_178 SAMPLE_179 SAMPLE_180 SAMPLE_181 SAMPLE_182 SAMPLE_183 SAMPLE_184
#> NA NA NA NA NA NA NA NA
#> SAMPLE_185 SAMPLE_186 SAMPLE_187 SAMPLE_188 SAMPLE_189 SAMPLE_190 SAMPLE_191 SAMPLE_192
#> NA NA NA NA NA NA NA NA
#> SAMPLE_193 SAMPLE_194 SAMPLE_195 SAMPLE_196 SAMPLE_197 SAMPLE_198 SAMPLE_199 SAMPLE_200
#> NA NA NA NA NA NA NA NA
#> SAMPLE_201 SAMPLE_202 SAMPLE_203 SAMPLE_204 SAMPLE_205 SAMPLE_206 SAMPLE_207 SAMPLE_208
#> NA NA NA NA NA NA NA NA
#> SAMPLE_209 SAMPLE_210 SAMPLE_211 SAMPLE_212 SAMPLE_213 SAMPLE_214 SAMPLE_215 SAMPLE_216
#> NA "02321" NA NA NA NA NA NA
#> SAMPLE_217 SAMPLE_218 SAMPLE_219 SAMPLE_220 SAMPLE_221 SAMPLE_222 SAMPLE_223 SAMPLE_224
#> NA NA NA NA NA NA NA NA
#> SAMPLE_225 SAMPLE_226 SAMPLE_227 SAMPLE_228 SAMPLE_229 SAMPLE_230 SAMPLE_231 SAMPLE_232
#> NA NA NA NA NA NA NA NA
#> SAMPLE_233 SAMPLE_234 SAMPLE_235 SAMPLE_236 SAMPLE_237 SAMPLE_238 SAMPLE_239 SAMPLE_240
#> NA NA NA NA NA NA NA NA
#> SAMPLE_241 SAMPLE_242 SAMPLE_243 SAMPLE_244 SAMPLE_245 SAMPLE_246 SAMPLE_247 SAMPLE_248
#> NA NA NA NA NA NA NA NA
#> SAMPLE_249 SAMPLE_250 SAMPLE_251 SAMPLE_252 SAMPLE_253 SAMPLE_254 SAMPLE_255 SAMPLE_256
#> NA NA NA NA NA NA NA NA
#> SAMPLE_257 SAMPLE_258 SAMPLE_259 SAMPLE_260 SAMPLE_261 SAMPLE_262 SAMPLE_263 SAMPLE_264
#> NA NA NA NA NA NA NA NA
#> SAMPLE_265 SAMPLE_266 SAMPLE_267 SAMPLE_268 SAMPLE_269 SAMPLE_270 SAMPLE_271 SAMPLE_272
#> NA NA NA NA NA NA NA NA
#> SAMPLE_273 SAMPLE_274 SAMPLE_275 SAMPLE_276 SAMPLE_277 SAMPLE_278 SAMPLE_279 SAMPLE_280
#> NA NA NA NA NA NA NA NA
#> SAMPLE_281 SAMPLE_282 SAMPLE_283 SAMPLE_284 SAMPLE_285 SAMPLE_286 SAMPLE_287 SAMPLE_288
#> NA NA NA NA NA NA NA NA
#> SAMPLE_289 SAMPLE_290 SAMPLE_291 SAMPLE_292 SAMPLE_293 SAMPLE_294 SAMPLE_295 SAMPLE_296
#> NA NA NA NA NA NA NA NA
#> SAMPLE_297 SAMPLE_298 SAMPLE_299 SAMPLE_300 SAMPLE_301 SAMPLE_302 SAMPLE_303 SAMPLE_304
#> NA NA NA NA NA NA NA NA
#> SAMPLE_305 SAMPLE_306 SAMPLE_307 SAMPLE_308 SAMPLE_309 SAMPLE_310 SAMPLE_311 SAMPLE_312
#> NA NA NA NA NA NA NA NA
#> SAMPLE_313 SAMPLE_314 SAMPLE_315 SAMPLE_316 SAMPLE_317 SAMPLE_318 SAMPLE_319 SAMPLE_320
#> NA NA NA NA NA NA NA NA
#> SAMPLE_321 SAMPLE_322 SAMPLE_323 SAMPLE_324 SAMPLE_325 SAMPLE_326 SAMPLE_327 SAMPLE_328
#> NA NA NA NA NA NA NA NA
#> SAMPLE_329 SAMPLE_330 SAMPLE_331 SAMPLE_332 SAMPLE_333 SAMPLE_334 SAMPLE_335 SAMPLE_336
#> NA NA NA NA NA NA NA NA
#> SAMPLE_337 SAMPLE_338 SAMPLE_339 SAMPLE_340 SAMPLE_341 SAMPLE_342 SAMPLE_343 SAMPLE_344
#> NA NA NA NA NA NA NA NA
#> SAMPLE_345 SAMPLE_346 SAMPLE_347 SAMPLE_348 SAMPLE_349 SAMPLE_350 SAMPLE_351 SAMPLE_352
#> NA NA NA NA NA NA NA NA
#> SAMPLE_353 SAMPLE_354 SAMPLE_355 SAMPLE_356 SAMPLE_357 SAMPLE_358 SAMPLE_359 SAMPLE_360
#> NA NA NA NA NA NA NA NA
#> SAMPLE_361 SAMPLE_362 SAMPLE_363 SAMPLE_364 SAMPLE_365 SAMPLE_366 SAMPLE_367 SAMPLE_368
#> NA NA NA NA NA NA NA NA
#> SAMPLE_369 SAMPLE_370 SAMPLE_371 SAMPLE_372 SAMPLE_373 SAMPLE_374 SAMPLE_375 SAMPLE_376
#> NA NA NA NA NA NA NA NA
#> SAMPLE_377 SAMPLE_378 SAMPLE_379 SAMPLE_380 SAMPLE_381 SAMPLE_382 SAMPLE_383 SAMPLE_384
#> NA NA NA NA NA NA NA NA
#> SAMPLE_385 SAMPLE_386 SAMPLE_387 SAMPLE_388 SAMPLE_389 SAMPLE_390 SAMPLE_391 SAMPLE_392
#> NA NA NA NA NA NA NA NA
#> SAMPLE_393 SAMPLE_394 SAMPLE_395 SAMPLE_396 SAMPLE_397 SAMPLE_398 SAMPLE_399 SAMPLE_400
#> NA NA NA NA NA NA NA NA
#> SAMPLE_401 SAMPLE_402 SAMPLE_403 SAMPLE_404 SAMPLE_405 SAMPLE_406 SAMPLE_407 SAMPLE_408
#> NA NA NA NA NA NA NA NA
#> SAMPLE_409 SAMPLE_410 SAMPLE_411 SAMPLE_412 SAMPLE_413 SAMPLE_414 SAMPLE_415 SAMPLE_416
#> NA NA NA NA NA NA NA NA
#> SAMPLE_417 SAMPLE_418 SAMPLE_419 SAMPLE_420 SAMPLE_421 SAMPLE_422 SAMPLE_423 SAMPLE_424
#> NA NA NA NA NA NA NA NA
#> SAMPLE_425 SAMPLE_426 SAMPLE_427 SAMPLE_428 SAMPLE_429 SAMPLE_430 SAMPLE_431 SAMPLE_432
#> NA NA NA NA NA NA NA NA
#> SAMPLE_433 SAMPLE_434 SAMPLE_435 SAMPLE_436 SAMPLE_437 SAMPLE_438 SAMPLE_439 SAMPLE_440
#> NA NA NA NA NA NA NA NA
#> SAMPLE_441 SAMPLE_442 SAMPLE_443 SAMPLE_444 SAMPLE_445 SAMPLE_446 SAMPLE_447 SAMPLE_448
#> NA NA NA NA NA NA NA NA
#> SAMPLE_449 SAMPLE_450 SAMPLE_451 SAMPLE_452 SAMPLE_453 SAMPLE_454 SAMPLE_455 SAMPLE_456
#> NA NA NA NA NA NA NA NA
#> SAMPLE_457 SAMPLE_458 SAMPLE_459 SAMPLE_460 SAMPLE_461 SAMPLE_462 SAMPLE_463 SAMPLE_464
#> NA NA NA NA NA NA NA NA
#> SAMPLE_465 SAMPLE_466 SAMPLE_467 SAMPLE_468 SAMPLE_469 SAMPLE_470 SAMPLE_471 SAMPLE_472
#> NA NA NA NA NA NA NA NA
#> SAMPLE_473 SAMPLE_474 SAMPLE_475 SAMPLE_476 SAMPLE_477 SAMPLE_478 SAMPLE_479 SAMPLE_480
#> NA NA NA NA NA NA NA NA
#> SAMPLE_481 SAMPLE_482 SAMPLE_483 SAMPLE_484 SAMPLE_485 SAMPLE_486 SAMPLE_487 SAMPLE_488
#> NA NA NA NA NA NA NA NA
#> SAMPLE_489 SAMPLE_490 SAMPLE_491 SAMPLE_492 SAMPLE_493 SAMPLE_494 SAMPLE_495 SAMPLE_496
#> NA NA NA NA NA NA NA NA
#> SAMPLE_497 SAMPLE_498 SAMPLE_499 SAMPLE_500 SAMPLE_501 SAMPLE_502 SAMPLE_503 SAMPLE_504
#> NA NA NA NA NA NA NA NA
#> SAMPLE_505 SAMPLE_506 SAMPLE_507 SAMPLE_508 SAMPLE_509 SAMPLE_510 SAMPLE_511 SAMPLE_512
#> NA NA NA NA NA NA NA NA
#> SAMPLE_513 SAMPLE_514 SAMPLE_515 SAMPLE_516 SAMPLE_517 SAMPLE_518 SAMPLE_519 SAMPLE_520
#> NA NA NA NA NA NA NA NA
#> SAMPLE_521 SAMPLE_522 SAMPLE_523 SAMPLE_524 SAMPLE_525 SAMPLE_526 SAMPLE_527 SAMPLE_528
#> NA NA NA NA NA NA NA NA
#> SAMPLE_529 SAMPLE_530 SAMPLE_531 SAMPLE_532 SAMPLE_533 SAMPLE_534 SAMPLE_535 SAMPLE_536
#> NA NA NA NA NA NA NA NA
#> SAMPLE_537 SAMPLE_538 SAMPLE_539 SAMPLE_540 SAMPLE_541 SAMPLE_542 SAMPLE_543 SAMPLE_544
#> NA NA NA NA NA NA NA NA
#> SAMPLE_545 SAMPLE_546 SAMPLE_547 SAMPLE_548 SAMPLE_549 SAMPLE_550 SAMPLE_551 SAMPLE_552
#> NA NA NA NA NA NA NA NA
#> SAMPLE_553 SAMPLE_554 SAMPLE_555 SAMPLE_556 SAMPLE_557 SAMPLE_558 SAMPLE_559 SAMPLE_560
#> NA NA NA NA NA NA NA NA
#> SAMPLE_561 SAMPLE_562 SAMPLE_563 SAMPLE_564 SAMPLE_565 SAMPLE_566 SAMPLE_567 SAMPLE_568
#> NA NA NA NA NA NA NA NA
#> SAMPLE_569 SAMPLE_570 SAMPLE_571 SAMPLE_572 SAMPLE_573 SAMPLE_574 SAMPLE_575 SAMPLE_576
#> NA NA NA NA NA NA NA NA
#> SAMPLE_577 SAMPLE_578 SAMPLE_579 SAMPLE_580 SAMPLE_581 SAMPLE_582 SAMPLE_583 SAMPLE_584
#> NA NA NA NA NA NA NA NA
#> SAMPLE_585 SAMPLE_586 SAMPLE_587 SAMPLE_588 SAMPLE_589 SAMPLE_590 SAMPLE_591 SAMPLE_592
#> NA NA NA NA NA NA NA NA
#> SAMPLE_593 SAMPLE_594 SAMPLE_595 SAMPLE_596 SAMPLE_597 SAMPLE_598 SAMPLE_599 SAMPLE_600
#> NA NA NA NA NA NA NA NA
#> SAMPLE_601 SAMPLE_602 SAMPLE_603 SAMPLE_604 SAMPLE_605 SAMPLE_606 SAMPLE_607 SAMPLE_608
#> NA NA NA NA NA NA NA NA
#> SAMPLE_609 SAMPLE_610 SAMPLE_611 SAMPLE_612 SAMPLE_613 SAMPLE_614 SAMPLE_615 SAMPLE_616
#> NA NA NA NA NA NA NA NA
#> SAMPLE_617 SAMPLE_618 SAMPLE_619 SAMPLE_620 SAMPLE_621 SAMPLE_622 SAMPLE_623 SAMPLE_624
#> NA NA NA NA NA NA NA NA
#> SAMPLE_625 SAMPLE_626 SAMPLE_627 SAMPLE_628 SAMPLE_629 SAMPLE_630 SAMPLE_631 SAMPLE_632
#> NA NA NA NA NA NA NA NA
#> SAMPLE_633 SAMPLE_634 SAMPLE_635 SAMPLE_636 SAMPLE_637 SAMPLE_638 SAMPLE_639 SAMPLE_640
#> NA NA NA NA NA NA NA NA
#> SAMPLE_641 SAMPLE_642 SAMPLE_643 SAMPLE_644 SAMPLE_645 SAMPLE_646 SAMPLE_647 SAMPLE_648
#> NA NA "02321" NA NA NA NA NA
#> SAMPLE_649 SAMPLE_650 SAMPLE_651 SAMPLE_652 SAMPLE_653 SAMPLE_654 SAMPLE_655 SAMPLE_656
#> NA NA NA NA NA NA NA NA
#> SAMPLE_657 SAMPLE_658 SAMPLE_659 SAMPLE_660 SAMPLE_661 SAMPLE_662 SAMPLE_663 SAMPLE_664
#> NA NA NA NA NA NA NA NA
#> SAMPLE_665 SAMPLE_666 SAMPLE_667 SAMPLE_668 SAMPLE_669 SAMPLE_670 SAMPLE_671 SAMPLE_672
#> NA NA NA NA NA NA NA NA
#> SAMPLE_673 SAMPLE_674 SAMPLE_675 SAMPLE_676 SAMPLE_677 SAMPLE_678 SAMPLE_679 SAMPLE_680
#> NA NA NA NA NA NA NA NA
#> SAMPLE_681 SAMPLE_682 SAMPLE_683 SAMPLE_684 SAMPLE_685 SAMPLE_686 SAMPLE_687 SAMPLE_688
#> NA NA NA NA NA NA NA NA
#> SAMPLE_689 SAMPLE_690 SAMPLE_691 SAMPLE_692 SAMPLE_693 SAMPLE_694 SAMPLE_695 SAMPLE_696
#> NA NA NA NA NA NA "02324" NA
#> SAMPLE_697 SAMPLE_698 SAMPLE_699 SAMPLE_700 SAMPLE_701 SAMPLE_702 SAMPLE_703 SAMPLE_704
#> NA NA NA NA NA NA NA NA
#> SAMPLE_705 SAMPLE_706 SAMPLE_707 SAMPLE_708 SAMPLE_709 SAMPLE_710 SAMPLE_711 SAMPLE_712
#> NA NA NA NA NA NA NA NA
#> SAMPLE_713 SAMPLE_714 SAMPLE_715 SAMPLE_716 SAMPLE_717 SAMPLE_718 SAMPLE_719 SAMPLE_720
#> NA "02324" NA NA NA NA NA NA
#> SAMPLE_721 SAMPLE_722 SAMPLE_723 SAMPLE_724 SAMPLE_725 SAMPLE_726 SAMPLE_727 SAMPLE_728
#> NA NA NA NA NA NA NA NA
#> SAMPLE_729 SAMPLE_730 SAMPLE_731 SAMPLE_732 SAMPLE_733 SAMPLE_734 SAMPLE_735 SAMPLE_736
#> NA NA NA NA NA NA NA NA
#> SAMPLE_737 SAMPLE_738 SAMPLE_739 SAMPLE_740 SAMPLE_741 SAMPLE_742 SAMPLE_743 SAMPLE_744
#> NA NA "02324" NA NA NA NA NA
#> SAMPLE_745 SAMPLE_746 SAMPLE_747 SAMPLE_748 SAMPLE_749 SAMPLE_750 SAMPLE_751 SAMPLE_752
#> NA NA NA NA NA NA NA NA
#> SAMPLE_753 SAMPLE_754 SAMPLE_755 SAMPLE_756 SAMPLE_757 SAMPLE_758 SAMPLE_759 SAMPLE_760
#> NA NA NA NA NA NA NA NA
#> SAMPLE_761 SAMPLE_762 SAMPLE_763 SAMPLE_764 SAMPLE_765 SAMPLE_766 SAMPLE_767 SAMPLE_768
#> NA NA NA NA NA NA NA NA
#> SAMPLE_769 SAMPLE_770 SAMPLE_771 SAMPLE_772 SAMPLE_773 SAMPLE_774 SAMPLE_775 SAMPLE_776
#> NA NA NA NA NA NA NA NA
#> SAMPLE_777 SAMPLE_778 SAMPLE_779 SAMPLE_780 SAMPLE_781 SAMPLE_782 SAMPLE_783 SAMPLE_784
#> NA NA NA NA NA NA NA NA
#> SAMPLE_785 SAMPLE_786 SAMPLE_787 SAMPLE_788 SAMPLE_789 SAMPLE_790 SAMPLE_791 SAMPLE_792
#> NA NA NA NA NA NA NA NA
#> SAMPLE_793 SAMPLE_794 SAMPLE_795 SAMPLE_796 SAMPLE_797 SAMPLE_798 SAMPLE_799 SAMPLE_800
#> "0143" NA NA NA NA NA NA NA
#> SAMPLE_801 SAMPLE_802 SAMPLE_803 SAMPLE_804 SAMPLE_805 SAMPLE_806 SAMPLE_807 SAMPLE_808
#> NA NA NA NA NA NA NA NA
#> SAMPLE_809 SAMPLE_810 SAMPLE_811 SAMPLE_812 SAMPLE_813 SAMPLE_814 SAMPLE_815 SAMPLE_816
#> NA NA NA NA NA NA NA NA
#> SAMPLE_817 SAMPLE_818 SAMPLE_819 SAMPLE_820 SAMPLE_821 SAMPLE_822 SAMPLE_823 SAMPLE_824
#> NA NA NA NA NA NA NA NA
#> SAMPLE_825 SAMPLE_826 SAMPLE_827 SAMPLE_828 SAMPLE_829 SAMPLE_830 SAMPLE_831 SAMPLE_832
#> NA NA NA NA NA NA NA NA
#> SAMPLE_833 SAMPLE_834 SAMPLE_835 SAMPLE_836 SAMPLE_837 SAMPLE_838 SAMPLE_839 SAMPLE_840
#> NA NA NA NA NA NA NA NA
#> SAMPLE_841 SAMPLE_842 SAMPLE_843 SAMPLE_844 SAMPLE_845 SAMPLE_846 SAMPLE_847 SAMPLE_848
#> NA NA NA NA NA NA NA NA
#> SAMPLE_849 SAMPLE_850 SAMPLE_851 SAMPLE_852 SAMPLE_853 SAMPLE_854 SAMPLE_855 SAMPLE_856
#> NA NA NA NA NA NA NA NA
#> SAMPLE_857 SAMPLE_858 SAMPLE_859 SAMPLE_860 SAMPLE_861 SAMPLE_862 SAMPLE_863 SAMPLE_864
#> "0144" "0144" NA NA NA NA NA NA
#> SAMPLE_865 SAMPLE_866 SAMPLE_867 SAMPLE_868 SAMPLE_869 SAMPLE_870 SAMPLE_871 SAMPLE_872
#> NA NA NA NA NA "0141" NA NA
#> SAMPLE_873 SAMPLE_874 SAMPLE_875 SAMPLE_876 SAMPLE_877 SAMPLE_878 SAMPLE_879 SAMPLE_880
#> NA NA NA NA NA "0144" NA NA
#> SAMPLE_881 SAMPLE_882 SAMPLE_883 SAMPLE_884 SAMPLE_885 SAMPLE_886 SAMPLE_887 SAMPLE_888
#> NA NA NA NA NA NA NA NA
#> SAMPLE_889 SAMPLE_890 SAMPLE_891 SAMPLE_892 SAMPLE_893 SAMPLE_894 SAMPLE_895 SAMPLE_896
#> NA NA "0144" NA "0144" NA NA NA
#> SAMPLE_897 SAMPLE_898 SAMPLE_899 SAMPLE_900 SAMPLE_901 SAMPLE_902 SAMPLE_903 SAMPLE_904
#> NA NA NA NA NA NA NA NA
#> SAMPLE_905 SAMPLE_906 SAMPLE_907 SAMPLE_908 SAMPLE_909 SAMPLE_910 SAMPLE_911 SAMPLE_912
#> NA NA NA NA NA NA NA NA
#> SAMPLE_913 SAMPLE_914 SAMPLE_915 SAMPLE_916 SAMPLE_917 SAMPLE_918 SAMPLE_919 SAMPLE_920
#> NA NA NA NA NA NA NA NA
#> SAMPLE_921 SAMPLE_922 SAMPLE_923 SAMPLE_924 SAMPLE_925 SAMPLE_926 SAMPLE_927 SAMPLE_928
#> NA NA NA NA NA NA NA NA
#> SAMPLE_929 SAMPLE_930 SAMPLE_931 SAMPLE_932 SAMPLE_933 SAMPLE_934 SAMPLE_935 SAMPLE_936
#> NA NA NA NA NA NA NA NA
#> SAMPLE_937 SAMPLE_938 SAMPLE_939 SAMPLE_940 SAMPLE_941 SAMPLE_942 SAMPLE_943 SAMPLE_944
#> NA NA NA NA NA NA NA NA
#> SAMPLE_945 SAMPLE_946 SAMPLE_947 SAMPLE_948 SAMPLE_949 SAMPLE_950 SAMPLE_951 SAMPLE_952
#> NA NA NA NA NA NA NA NA
#> SAMPLE_953 SAMPLE_954 SAMPLE_955 SAMPLE_956 SAMPLE_957 SAMPLE_958 SAMPLE_959 SAMPLE_960
#> NA NA NA NA NA NA NA NA
#> SAMPLE_961 SAMPLE_962 SAMPLE_963 SAMPLE_964 SAMPLE_965 SAMPLE_966 SAMPLE_967 SAMPLE_968
#> NA NA NA NA NA NA NA NA
#> SAMPLE_969 SAMPLE_970 SAMPLE_971 SAMPLE_972 SAMPLE_973 SAMPLE_974 SAMPLE_975 SAMPLE_976
#> NA NA NA NA NA NA NA NA
#> SAMPLE_977 SAMPLE_978 SAMPLE_979 SAMPLE_980 SAMPLE_981 SAMPLE_982 SAMPLE_983 SAMPLE_984
#> NA NA NA NA NA NA NA NA
#> SAMPLE_985 SAMPLE_986 SAMPLE_987 SAMPLE_988 SAMPLE_989 SAMPLE_990 SAMPLE_991 SAMPLE_992
#> NA "0141" NA NA NA NA NA NA
#> SAMPLE_993 SAMPLE_994 SAMPLE_995 SAMPLE_996 SAMPLE_997 SAMPLE_998 SAMPLE_999 SAMPLE_1000
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1001 SAMPLE_1002 SAMPLE_1003 SAMPLE_1004 SAMPLE_1005 SAMPLE_1006 SAMPLE_1007 SAMPLE_1008
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1009 SAMPLE_1010 SAMPLE_1011 SAMPLE_1012 SAMPLE_1013 SAMPLE_1014 SAMPLE_1015 SAMPLE_1016
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1017 SAMPLE_1018 SAMPLE_1019 SAMPLE_1020 SAMPLE_1021 SAMPLE_1022 SAMPLE_1023 SAMPLE_1024
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1025 SAMPLE_1026 SAMPLE_1027 SAMPLE_1028 SAMPLE_1029 SAMPLE_1030 SAMPLE_1031 SAMPLE_1032
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1033 SAMPLE_1034 SAMPLE_1035 SAMPLE_1036 SAMPLE_1037 SAMPLE_1038 SAMPLE_1039 SAMPLE_1040
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1041 SAMPLE_1042 SAMPLE_1043 SAMPLE_1044 SAMPLE_1045 SAMPLE_1046 SAMPLE_1047 SAMPLE_1048
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1049 SAMPLE_1050 SAMPLE_1051 SAMPLE_1052 SAMPLE_1053 SAMPLE_1054 SAMPLE_1055 SAMPLE_1056
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1057 SAMPLE_1058 SAMPLE_1059 SAMPLE_1060 SAMPLE_1061 SAMPLE_1062 SAMPLE_1063 SAMPLE_1064
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1065 SAMPLE_1066 SAMPLE_1067 SAMPLE_1068 SAMPLE_1069 SAMPLE_1070 SAMPLE_1071 SAMPLE_1072
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1073 SAMPLE_1074 SAMPLE_1075 SAMPLE_1076 SAMPLE_1077 SAMPLE_1078 SAMPLE_1079 SAMPLE_1080
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1081 SAMPLE_1082 SAMPLE_1083 SAMPLE_1084 SAMPLE_1085 SAMPLE_1086 SAMPLE_1087 SAMPLE_1088
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1089 SAMPLE_1090 SAMPLE_1091 SAMPLE_1092 SAMPLE_1093 SAMPLE_1094 SAMPLE_1095 SAMPLE_1096
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1097 SAMPLE_1098 SAMPLE_1099 SAMPLE_1100 SAMPLE_1101 SAMPLE_1102 SAMPLE_1103 SAMPLE_1104
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1105 SAMPLE_1106 SAMPLE_1107 SAMPLE_1108 SAMPLE_1109 SAMPLE_1110 SAMPLE_1111 SAMPLE_1112
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1113 SAMPLE_1114 SAMPLE_1115 SAMPLE_1116 SAMPLE_1117 SAMPLE_1118 SAMPLE_1119 SAMPLE_1120
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1121 SAMPLE_1122 SAMPLE_1123 SAMPLE_1124 SAMPLE_1125 SAMPLE_1126 SAMPLE_1127 SAMPLE_1128
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1129 SAMPLE_1130 SAMPLE_1131 SAMPLE_1132 SAMPLE_1133 SAMPLE_1134 SAMPLE_1135 SAMPLE_1136
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1137 SAMPLE_1138 SAMPLE_1139 SAMPLE_1140 SAMPLE_1141 SAMPLE_1142 SAMPLE_1143 SAMPLE_1144
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1145 SAMPLE_1146 SAMPLE_1147 SAMPLE_1148 SAMPLE_1149 SAMPLE_1150 SAMPLE_1151 SAMPLE_1152
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1153 SAMPLE_1154 SAMPLE_1155 SAMPLE_1156 SAMPLE_1157 SAMPLE_1158 SAMPLE_1159 SAMPLE_1160
#> NA NA NA NA NA NA "0144" "0144"
#> SAMPLE_1161 SAMPLE_1162 SAMPLE_1163 SAMPLE_1164 SAMPLE_1165 SAMPLE_1166 SAMPLE_1167 SAMPLE_1168
#> "0143" NA NA NA NA NA NA NA
#> SAMPLE_1169 SAMPLE_1170 SAMPLE_1171 SAMPLE_1172 SAMPLE_1173 SAMPLE_1174 SAMPLE_1175 SAMPLE_1176
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1177 SAMPLE_1178 SAMPLE_1179 SAMPLE_1180 SAMPLE_1181 SAMPLE_1182 SAMPLE_1183 SAMPLE_1184
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1185 SAMPLE_1186 SAMPLE_1187 SAMPLE_1188 SAMPLE_1189 SAMPLE_1190 SAMPLE_1191 SAMPLE_1192
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1193 SAMPLE_1194 SAMPLE_1195 SAMPLE_1196 SAMPLE_1197 SAMPLE_1198 SAMPLE_1199 SAMPLE_1200
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1201 SAMPLE_1202 SAMPLE_1203 SAMPLE_1204 SAMPLE_1205 SAMPLE_1206 SAMPLE_1207 SAMPLE_1208
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1209 SAMPLE_1210 SAMPLE_1211 SAMPLE_1212 SAMPLE_1213 SAMPLE_1214 SAMPLE_1215 SAMPLE_1216
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1217 SAMPLE_1218 SAMPLE_1219 SAMPLE_1220 SAMPLE_1221 SAMPLE_1222 SAMPLE_1223 SAMPLE_1224
#> NA NA NA NA NA "02324" NA NA
#> SAMPLE_1225 SAMPLE_1226 SAMPLE_1227 SAMPLE_1228 SAMPLE_1229 SAMPLE_1230 SAMPLE_1231 SAMPLE_1232
#> NA NA NA NA "02324" NA NA NA
#> SAMPLE_1233 SAMPLE_1234 SAMPLE_1235 SAMPLE_1236 SAMPLE_1237 SAMPLE_1238 SAMPLE_1239 SAMPLE_1240
#> "02324" NA NA NA NA NA NA NA
#> SAMPLE_1241 SAMPLE_1242 SAMPLE_1243 SAMPLE_1244 SAMPLE_1245 SAMPLE_1246 SAMPLE_1247 SAMPLE_1248
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1249 SAMPLE_1250 SAMPLE_1251 SAMPLE_1252 SAMPLE_1253 SAMPLE_1254 SAMPLE_1255 SAMPLE_1256
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1257 SAMPLE_1258 SAMPLE_1259 SAMPLE_1260 SAMPLE_1261 SAMPLE_1262 SAMPLE_1263 SAMPLE_1264
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1265 SAMPLE_1266 SAMPLE_1267 SAMPLE_1268 SAMPLE_1269 SAMPLE_1270 SAMPLE_1271 SAMPLE_1272
#> NA "02321" "02322" NA NA "02321" "02321" "02321"
#> SAMPLE_1273 SAMPLE_1274 SAMPLE_1275 SAMPLE_1276 SAMPLE_1277 SAMPLE_1278 SAMPLE_1279 SAMPLE_1280
#> "02321" NA NA NA NA NA NA NA
#> SAMPLE_1281 SAMPLE_1282 SAMPLE_1283 SAMPLE_1284 SAMPLE_1285 SAMPLE_1286 SAMPLE_1287 SAMPLE_1288
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1289 SAMPLE_1290 SAMPLE_1291 SAMPLE_1292 SAMPLE_1293 SAMPLE_1294 SAMPLE_1295 SAMPLE_1296
#> NA "02322" NA NA NA NA "02321" NA
#> SAMPLE_1297 SAMPLE_1298 SAMPLE_1299 SAMPLE_1300 SAMPLE_1301 SAMPLE_1302 SAMPLE_1303 SAMPLE_1304
#> NA "02321" NA NA NA "02321" "02321" "02321"
#> SAMPLE_1305 SAMPLE_1306 SAMPLE_1307 SAMPLE_1308 SAMPLE_1309 SAMPLE_1310 SAMPLE_1311 SAMPLE_1312
#> NA "02321" NA "02321" "02321" NA NA NA
#> SAMPLE_1313 SAMPLE_1314 SAMPLE_1315 SAMPLE_1316 SAMPLE_1317 SAMPLE_1318 SAMPLE_1319 SAMPLE_1320
#> "02321" "02321" "02321" NA NA NA NA NA
#> SAMPLE_1321 SAMPLE_1322 SAMPLE_1323 SAMPLE_1324 SAMPLE_1325 SAMPLE_1326 SAMPLE_1327 SAMPLE_1328
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1329 SAMPLE_1330 SAMPLE_1331 SAMPLE_1332 SAMPLE_1333 SAMPLE_1334 SAMPLE_1335 SAMPLE_1336
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1337 SAMPLE_1338 SAMPLE_1339 SAMPLE_1340 SAMPLE_1341 SAMPLE_1342 SAMPLE_1343 SAMPLE_1344
#> NA NA "02323" NA NA NA NA NA
#> SAMPLE_1345 SAMPLE_1346 SAMPLE_1347 SAMPLE_1348 SAMPLE_1349 SAMPLE_1350 SAMPLE_1351 SAMPLE_1352
#> NA NA NA NA NA "02323" NA NA
#> SAMPLE_1353 SAMPLE_1354 SAMPLE_1355 SAMPLE_1356 SAMPLE_1357 SAMPLE_1358 SAMPLE_1359 SAMPLE_1360
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1361 SAMPLE_1362 SAMPLE_1363 SAMPLE_1364 SAMPLE_1365 SAMPLE_1366 SAMPLE_1367 SAMPLE_1368
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1369 SAMPLE_1370 SAMPLE_1371 SAMPLE_1372 SAMPLE_1373 SAMPLE_1374 SAMPLE_1375 SAMPLE_1376
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1377 SAMPLE_1378 SAMPLE_1379 SAMPLE_1380 SAMPLE_1381 SAMPLE_1382 SAMPLE_1383 SAMPLE_1384
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1385 SAMPLE_1386 SAMPLE_1387 SAMPLE_1388 SAMPLE_1389 SAMPLE_1390 SAMPLE_1391 SAMPLE_1392
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1393 SAMPLE_1394 SAMPLE_1395 SAMPLE_1396 SAMPLE_1397 SAMPLE_1398 SAMPLE_1399 SAMPLE_1400
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1401 SAMPLE_1402 SAMPLE_1403 SAMPLE_1404 SAMPLE_1405 SAMPLE_1406 SAMPLE_1407 SAMPLE_1408
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1409 SAMPLE_1410 SAMPLE_1411 SAMPLE_1412 SAMPLE_1413 SAMPLE_1414 SAMPLE_1415 SAMPLE_1416
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1417 SAMPLE_1418 SAMPLE_1419 SAMPLE_1420 SAMPLE_1421 SAMPLE_1422 SAMPLE_1423 SAMPLE_1424
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1425 SAMPLE_1426 SAMPLE_1427 SAMPLE_1428 SAMPLE_1429 SAMPLE_1430 SAMPLE_1431 SAMPLE_1432
#> NA NA "0141" NA "02325" NA NA NA
#> SAMPLE_1433 SAMPLE_1434 SAMPLE_1435 SAMPLE_1436 SAMPLE_1437 SAMPLE_1438 SAMPLE_1439 SAMPLE_1440
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1441 SAMPLE_1442 SAMPLE_1443 SAMPLE_1444 SAMPLE_1445 SAMPLE_1446 SAMPLE_1447 SAMPLE_1448
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1449 SAMPLE_1450 SAMPLE_1451 SAMPLE_1452 SAMPLE_1453 SAMPLE_1454 SAMPLE_1455 SAMPLE_1456
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1457 SAMPLE_1458 SAMPLE_1459 SAMPLE_1460 SAMPLE_1461 SAMPLE_1462 SAMPLE_1463 SAMPLE_1464
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1465 SAMPLE_1466 SAMPLE_1467 SAMPLE_1468 SAMPLE_1469 SAMPLE_1470 SAMPLE_1471 SAMPLE_1472
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1473 SAMPLE_1474 SAMPLE_1475 SAMPLE_1476 SAMPLE_1477 SAMPLE_1478 SAMPLE_1479 SAMPLE_1480
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1481 SAMPLE_1482 SAMPLE_1483 SAMPLE_1484 SAMPLE_1485 SAMPLE_1486 SAMPLE_1487 SAMPLE_1488
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1489 SAMPLE_1490 SAMPLE_1491 SAMPLE_1492 SAMPLE_1493 SAMPLE_1494 SAMPLE_1495 SAMPLE_1496
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1497 SAMPLE_1498 SAMPLE_1499 SAMPLE_1500 SAMPLE_1501 SAMPLE_1502 SAMPLE_1503 SAMPLE_1504
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1505 SAMPLE_1506 SAMPLE_1507 SAMPLE_1508 SAMPLE_1509 SAMPLE_1510 SAMPLE_1511 SAMPLE_1512
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1513 SAMPLE_1514 SAMPLE_1515 SAMPLE_1516 SAMPLE_1517 SAMPLE_1518 SAMPLE_1519 SAMPLE_1520
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1521 SAMPLE_1522 SAMPLE_1523 SAMPLE_1524 SAMPLE_1525 SAMPLE_1526 SAMPLE_1527 SAMPLE_1528
#> NA NA NA NA NA "02321" NA NA
#> SAMPLE_1529 SAMPLE_1530 SAMPLE_1531 SAMPLE_1532 SAMPLE_1533 SAMPLE_1534 SAMPLE_1535 SAMPLE_1536
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1537 SAMPLE_1538 SAMPLE_1539 SAMPLE_1540 SAMPLE_1541 SAMPLE_1542 SAMPLE_1543 SAMPLE_1544
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1545 SAMPLE_1546 SAMPLE_1547 SAMPLE_1548 SAMPLE_1549 SAMPLE_1550 SAMPLE_1551 SAMPLE_1552
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1553 SAMPLE_1554 SAMPLE_1555 SAMPLE_1556 SAMPLE_1557 SAMPLE_1558 SAMPLE_1559 SAMPLE_1560
#> NA "02322" NA "02322" "02322" "02322" NA "02322"
#> SAMPLE_1561 SAMPLE_1562 SAMPLE_1563 SAMPLE_1564 SAMPLE_1565 SAMPLE_1566 SAMPLE_1567 SAMPLE_1568
#> NA NA "02322" NA "02322" "02322" NA NA
#> SAMPLE_1569 SAMPLE_1570 SAMPLE_1571 SAMPLE_1572 SAMPLE_1573 SAMPLE_1574 SAMPLE_1575 SAMPLE_1576
#> NA NA NA NA NA NA "02322" NA
#> SAMPLE_1577 SAMPLE_1578 SAMPLE_1579 SAMPLE_1580 SAMPLE_1581 SAMPLE_1582 SAMPLE_1583 SAMPLE_1584
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1585 SAMPLE_1586 SAMPLE_1587 SAMPLE_1588 SAMPLE_1589 SAMPLE_1590 SAMPLE_1591 SAMPLE_1592
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1593 SAMPLE_1594 SAMPLE_1595 SAMPLE_1596 SAMPLE_1597 SAMPLE_1598 SAMPLE_1599 SAMPLE_1600
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1601 SAMPLE_1602 SAMPLE_1603 SAMPLE_1604 SAMPLE_1605 SAMPLE_1606 SAMPLE_1607 SAMPLE_1608
#> NA NA "0144" NA "0144" "0143" "0143" NA
#> SAMPLE_1609 SAMPLE_1610 SAMPLE_1611 SAMPLE_1612 SAMPLE_1613 SAMPLE_1614 SAMPLE_1615 SAMPLE_1616
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1617 SAMPLE_1618 SAMPLE_1619 SAMPLE_1620 SAMPLE_1621 SAMPLE_1622 SAMPLE_1623 SAMPLE_1624
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1625 SAMPLE_1626 SAMPLE_1627 SAMPLE_1628 SAMPLE_1629 SAMPLE_1630 SAMPLE_1631 SAMPLE_1632
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1633 SAMPLE_1634 SAMPLE_1635 SAMPLE_1636 SAMPLE_1637 SAMPLE_1638 SAMPLE_1639 SAMPLE_1640
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1641 SAMPLE_1642 SAMPLE_1643 SAMPLE_1644 SAMPLE_1645 SAMPLE_1646 SAMPLE_1647 SAMPLE_1648
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1649 SAMPLE_1650 SAMPLE_1651 SAMPLE_1652 SAMPLE_1653 SAMPLE_1654 SAMPLE_1655 SAMPLE_1656
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1657 SAMPLE_1658 SAMPLE_1659 SAMPLE_1660 SAMPLE_1661 SAMPLE_1662 SAMPLE_1663 SAMPLE_1664
#> "02325" NA NA NA NA NA NA NA
#> SAMPLE_1665 SAMPLE_1666 SAMPLE_1667 SAMPLE_1668 SAMPLE_1669 SAMPLE_1670 SAMPLE_1671 SAMPLE_1672
#> NA "02321" NA NA NA NA NA NA
#> SAMPLE_1673 SAMPLE_1674 SAMPLE_1675 SAMPLE_1676 SAMPLE_1677 SAMPLE_1678 SAMPLE_1679 SAMPLE_1680
#> NA NA NA NA "0143" NA NA NA
#> SAMPLE_1681 SAMPLE_1682 SAMPLE_1683 SAMPLE_1684 SAMPLE_1685 SAMPLE_1686 SAMPLE_1687 SAMPLE_1688
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1689 SAMPLE_1690 SAMPLE_1691 SAMPLE_1692 SAMPLE_1693 SAMPLE_1694 SAMPLE_1695 SAMPLE_1696
#> NA NA NA NA NA "0144" NA NA
#> SAMPLE_1697 SAMPLE_1698 SAMPLE_1699 SAMPLE_1700 SAMPLE_1701 SAMPLE_1702 SAMPLE_1703 SAMPLE_1704
#> NA "0142" NA NA NA NA NA NA
#> SAMPLE_1705 SAMPLE_1706 SAMPLE_1707 SAMPLE_1708 SAMPLE_1709 SAMPLE_1710 SAMPLE_1711 SAMPLE_1712
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1713 SAMPLE_1714 SAMPLE_1715 SAMPLE_1716 SAMPLE_1717 SAMPLE_1718 SAMPLE_1719 SAMPLE_1720
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1721 SAMPLE_1722 SAMPLE_1723 SAMPLE_1724 SAMPLE_1725 SAMPLE_1726 SAMPLE_1727 SAMPLE_1728
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1729 SAMPLE_1730 SAMPLE_1731 SAMPLE_1732 SAMPLE_1733 SAMPLE_1734 SAMPLE_1735 SAMPLE_1736
#> NA NA NA NA NA NA NA "0142"
#> SAMPLE_1737 SAMPLE_1738 SAMPLE_1739 SAMPLE_1740 SAMPLE_1741 SAMPLE_1742 SAMPLE_1743 SAMPLE_1744
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1745 SAMPLE_1746 SAMPLE_1747 SAMPLE_1748 SAMPLE_1749 SAMPLE_1750 SAMPLE_1751 SAMPLE_1752
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1753 SAMPLE_1754 SAMPLE_1755 SAMPLE_1756 SAMPLE_1757 SAMPLE_1758 SAMPLE_1759 SAMPLE_1760
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1761 SAMPLE_1762 SAMPLE_1763 SAMPLE_1764 SAMPLE_1765 SAMPLE_1766 SAMPLE_1767 SAMPLE_1768
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1769 SAMPLE_1770 SAMPLE_1771 SAMPLE_1772 SAMPLE_1773 SAMPLE_1774 SAMPLE_1775 SAMPLE_1776
#> NA NA "02323" NA NA NA NA NA
#> SAMPLE_1777 SAMPLE_1778 SAMPLE_1779 SAMPLE_1780 SAMPLE_1781 SAMPLE_1782 SAMPLE_1783 SAMPLE_1784
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1785 SAMPLE_1786 SAMPLE_1787 SAMPLE_1788 SAMPLE_1789 SAMPLE_1790 SAMPLE_1791 SAMPLE_1792
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1793 SAMPLE_1794 SAMPLE_1795 SAMPLE_1796 SAMPLE_1797 SAMPLE_1798 SAMPLE_1799 SAMPLE_1800
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1801 SAMPLE_1802 SAMPLE_1803 SAMPLE_1804 SAMPLE_1805 SAMPLE_1806 SAMPLE_1807 SAMPLE_1808
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1809 SAMPLE_1810 SAMPLE_1811 SAMPLE_1812 SAMPLE_1813 SAMPLE_1814 SAMPLE_1815 SAMPLE_1816
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1817 SAMPLE_1818 SAMPLE_1819 SAMPLE_1820 SAMPLE_1821 SAMPLE_1822 SAMPLE_1823 SAMPLE_1824
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1825 SAMPLE_1826 SAMPLE_1827 SAMPLE_1828 SAMPLE_1829 SAMPLE_1830 SAMPLE_1831 SAMPLE_1832
#> NA NA NA NA "0144" NA NA NA
#> SAMPLE_1833 SAMPLE_1834 SAMPLE_1835 SAMPLE_1836 SAMPLE_1837 SAMPLE_1838 SAMPLE_1839 SAMPLE_1840
#> NA NA NA NA NA "0144" NA NA
#> SAMPLE_1841 SAMPLE_1842 SAMPLE_1843 SAMPLE_1844 SAMPLE_1845 SAMPLE_1846 SAMPLE_1847 SAMPLE_1848
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1849 SAMPLE_1850 SAMPLE_1851 SAMPLE_1852 SAMPLE_1853 SAMPLE_1854 SAMPLE_1855 SAMPLE_1856
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1857 SAMPLE_1858 SAMPLE_1859 SAMPLE_1860 SAMPLE_1861 SAMPLE_1862 SAMPLE_1863 SAMPLE_1864
#> NA NA "0141" NA NA NA NA NA
#> SAMPLE_1865 SAMPLE_1866 SAMPLE_1867 SAMPLE_1868 SAMPLE_1869 SAMPLE_1870 SAMPLE_1871 SAMPLE_1872
#> NA NA "02324" NA "02325" "0141" NA NA
#> SAMPLE_1873 SAMPLE_1874 SAMPLE_1875 SAMPLE_1876 SAMPLE_1877 SAMPLE_1878 SAMPLE_1879 SAMPLE_1880
#> NA NA "0141" "0141" "0141" "02325" NA NA
#> SAMPLE_1881 SAMPLE_1882 SAMPLE_1883 SAMPLE_1884 SAMPLE_1885 SAMPLE_1886 SAMPLE_1887 SAMPLE_1888
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1889 SAMPLE_1890 SAMPLE_1891 SAMPLE_1892 SAMPLE_1893 SAMPLE_1894 SAMPLE_1895 SAMPLE_1896
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1897 SAMPLE_1898 SAMPLE_1899 SAMPLE_1900 SAMPLE_1901 SAMPLE_1902 SAMPLE_1903 SAMPLE_1904
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1905 SAMPLE_1906 SAMPLE_1907 SAMPLE_1908 SAMPLE_1909 SAMPLE_1910 SAMPLE_1911 SAMPLE_1912
#> "02324" NA NA NA NA NA NA NA
#> SAMPLE_1913 SAMPLE_1914 SAMPLE_1915 SAMPLE_1916 SAMPLE_1917 SAMPLE_1918 SAMPLE_1919 SAMPLE_1920
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1921 SAMPLE_1922 SAMPLE_1923 SAMPLE_1924 SAMPLE_1925 SAMPLE_1926 SAMPLE_1927 SAMPLE_1928
#> NA NA "02321" NA NA NA NA NA
#> SAMPLE_1929 SAMPLE_1930 SAMPLE_1931 SAMPLE_1932 SAMPLE_1933 SAMPLE_1934 SAMPLE_1935 SAMPLE_1936
#> NA "0144" NA NA NA NA NA NA
#> SAMPLE_1937 SAMPLE_1938 SAMPLE_1939 SAMPLE_1940 SAMPLE_1941 SAMPLE_1942 SAMPLE_1943 SAMPLE_1944
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1945 SAMPLE_1946 SAMPLE_1947 SAMPLE_1948 SAMPLE_1949 SAMPLE_1950 SAMPLE_1951 SAMPLE_1952
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1953 SAMPLE_1954 SAMPLE_1955 SAMPLE_1956 SAMPLE_1957 SAMPLE_1958 SAMPLE_1959 SAMPLE_1960
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1961 SAMPLE_1962 SAMPLE_1963 SAMPLE_1964 SAMPLE_1965 SAMPLE_1966 SAMPLE_1967 SAMPLE_1968
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1969 SAMPLE_1970 SAMPLE_1971 SAMPLE_1972 SAMPLE_1973 SAMPLE_1974 SAMPLE_1975 SAMPLE_1976
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1977 SAMPLE_1978 SAMPLE_1979 SAMPLE_1980 SAMPLE_1981 SAMPLE_1982 SAMPLE_1983 SAMPLE_1984
#> NA NA NA NA "02321" "02321" "02321" "02321"
#> SAMPLE_1985 SAMPLE_1986 SAMPLE_1987 SAMPLE_1988 SAMPLE_1989 SAMPLE_1990 SAMPLE_1991 SAMPLE_1992
#> "02321" "02321" NA NA NA "02321" "02321" NA
#> SAMPLE_1993 SAMPLE_1994 SAMPLE_1995 SAMPLE_1996 SAMPLE_1997 SAMPLE_1998 SAMPLE_1999 SAMPLE_2000
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2001 SAMPLE_2002 SAMPLE_2003 SAMPLE_2004 SAMPLE_2005 SAMPLE_2006 SAMPLE_2007 SAMPLE_2008
#> "02321" NA NA NA NA NA NA NA
#> SAMPLE_2009 SAMPLE_2010 SAMPLE_2011 SAMPLE_2012 SAMPLE_2013 SAMPLE_2014 SAMPLE_2015 SAMPLE_2016
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2017 SAMPLE_2018 SAMPLE_2019 SAMPLE_2020 SAMPLE_2021 SAMPLE_2022 SAMPLE_2023 SAMPLE_2024
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2025 SAMPLE_2026 SAMPLE_2027 SAMPLE_2028 SAMPLE_2029 SAMPLE_2030 SAMPLE_2031 SAMPLE_2032
#> NA NA "02321" NA NA NA NA NA
#> SAMPLE_2033 SAMPLE_2034 SAMPLE_2035 SAMPLE_2036 SAMPLE_2037 SAMPLE_2038 SAMPLE_2039 SAMPLE_2040
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2041 SAMPLE_2042 SAMPLE_2043 SAMPLE_2044 SAMPLE_2045 SAMPLE_2046 SAMPLE_2047 SAMPLE_2048
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2049 SAMPLE_2050 SAMPLE_2051 SAMPLE_2052 SAMPLE_2053 SAMPLE_2054 SAMPLE_2055 SAMPLE_2056
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2057 SAMPLE_2058 SAMPLE_2059 SAMPLE_2060 SAMPLE_2061 SAMPLE_2062 SAMPLE_2063 SAMPLE_2064
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2065 SAMPLE_2066 SAMPLE_2067 SAMPLE_2068 SAMPLE_2069 SAMPLE_2070 SAMPLE_2071 SAMPLE_2072
#> NA NA NA NA NA NA "02321" NA
#> SAMPLE_2073 SAMPLE_2074 SAMPLE_2075 SAMPLE_2076 SAMPLE_2077 SAMPLE_2078 SAMPLE_2079 SAMPLE_2080
#> NA NA NA NA "02323" "02323" "02323" "02326"
#> SAMPLE_2081 SAMPLE_2082 SAMPLE_2083 SAMPLE_2084 SAMPLE_2085 SAMPLE_2086 SAMPLE_2087 SAMPLE_2088
#> NA NA NA NA NA NA "02323" NA
#> SAMPLE_2089 SAMPLE_2090 SAMPLE_2091 SAMPLE_2092 SAMPLE_2093 SAMPLE_2094 SAMPLE_2095 SAMPLE_2096
#> NA NA "02326" "02323" NA NA NA NA
#> SAMPLE_2097 SAMPLE_2098 SAMPLE_2099 SAMPLE_2100 SAMPLE_2101 SAMPLE_2102 SAMPLE_2103 SAMPLE_2104
#> "02323" NA "02323" "02323" "02323" "02323" NA NA
#> SAMPLE_2105 SAMPLE_2106 SAMPLE_2107 SAMPLE_2108 SAMPLE_2109 SAMPLE_2110 SAMPLE_2111 SAMPLE_2112
#> NA NA NA "02323" NA NA NA "02323"
#> SAMPLE_2113 SAMPLE_2114 SAMPLE_2115 SAMPLE_2116 SAMPLE_2117 SAMPLE_2118 SAMPLE_2119 SAMPLE_2120
#> "02323" "02323" NA "02326" "02323" "02323" NA NA
#> SAMPLE_2121 SAMPLE_2122 SAMPLE_2123 SAMPLE_2124 SAMPLE_2125 SAMPLE_2126 SAMPLE_2127 SAMPLE_2128
#> "02323" "02323" NA "02326" NA NA NA "02323"
#> SAMPLE_2129 SAMPLE_2130 SAMPLE_2131 SAMPLE_2132 SAMPLE_2133 SAMPLE_2134 SAMPLE_2135 SAMPLE_2136
#> NA "02323" NA "02324" "02323" NA NA NA
#> SAMPLE_2137 SAMPLE_2138 SAMPLE_2139 SAMPLE_2140 SAMPLE_2141 SAMPLE_2142 SAMPLE_2143 SAMPLE_2144
#> "02323" NA NA NA NA NA NA NA
#> SAMPLE_2145 SAMPLE_2146 SAMPLE_2147 SAMPLE_2148 SAMPLE_2149 SAMPLE_2150 SAMPLE_2151 SAMPLE_2152
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2153 SAMPLE_2154 SAMPLE_2155 SAMPLE_2156 SAMPLE_2157 SAMPLE_2158 SAMPLE_2159 SAMPLE_2160
#> NA "02321" NA NA "02321" NA NA "02321"
#> SAMPLE_2161 SAMPLE_2162 SAMPLE_2163 SAMPLE_2164 SAMPLE_2165 SAMPLE_2166 SAMPLE_2167 SAMPLE_2168
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2169 SAMPLE_2170 SAMPLE_2171 SAMPLE_2172 SAMPLE_2173 SAMPLE_2174 SAMPLE_2175 SAMPLE_2176
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2177 SAMPLE_2178 SAMPLE_2179 SAMPLE_2180 SAMPLE_2181 SAMPLE_2182 SAMPLE_2183 SAMPLE_2184
#> NA NA NA NA NA "0144" NA NA
#> SAMPLE_2185 SAMPLE_2186 SAMPLE_2187 SAMPLE_2188 SAMPLE_2189 SAMPLE_2190 SAMPLE_2191 SAMPLE_2192
#> NA NA "02321" NA NA NA NA NA
#> SAMPLE_2193 SAMPLE_2194 SAMPLE_2195 SAMPLE_2196 SAMPLE_2197 SAMPLE_2198 SAMPLE_2199 SAMPLE_2200
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2201 SAMPLE_2202 SAMPLE_2203 SAMPLE_2204 SAMPLE_2205 SAMPLE_2206 SAMPLE_2207 SAMPLE_2208
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2209 SAMPLE_2210 SAMPLE_2211 SAMPLE_2212 SAMPLE_2213 SAMPLE_2214 SAMPLE_2215 SAMPLE_2216
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2217 SAMPLE_2218 SAMPLE_2219 SAMPLE_2220 SAMPLE_2221 SAMPLE_2222 SAMPLE_2223 SAMPLE_2224
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2225 SAMPLE_2226 SAMPLE_2227 SAMPLE_2228 SAMPLE_2229 SAMPLE_2230 SAMPLE_2231 SAMPLE_2232
#> NA NA NA NA NA "0144" NA NA
#> SAMPLE_2233 SAMPLE_2234 SAMPLE_2235 SAMPLE_2236 SAMPLE_2237 SAMPLE_2238 SAMPLE_2239 SAMPLE_2240
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2241 SAMPLE_2242 SAMPLE_2243 SAMPLE_2244 SAMPLE_2245 SAMPLE_2246 SAMPLE_2247 SAMPLE_2248
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2249 SAMPLE_2250 SAMPLE_2251 SAMPLE_2252 SAMPLE_2253 SAMPLE_2254 SAMPLE_2255 SAMPLE_2256
#> NA NA "0145" NA NA NA NA NA
#> SAMPLE_2257 SAMPLE_2258 SAMPLE_2259 SAMPLE_2260 SAMPLE_2261 SAMPLE_2262 SAMPLE_2263 SAMPLE_2264
#> NA NA NA NA "0142" NA NA NA
#> SAMPLE_2265 SAMPLE_2266 SAMPLE_2267 SAMPLE_2268 SAMPLE_2269 SAMPLE_2270 SAMPLE_2271 SAMPLE_2272
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2273 SAMPLE_2274 SAMPLE_2275 SAMPLE_2276 SAMPLE_2277 SAMPLE_2278 SAMPLE_2279 SAMPLE_2280
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2281 SAMPLE_2282 SAMPLE_2283 SAMPLE_2284 SAMPLE_2285 SAMPLE_2286 SAMPLE_2287 SAMPLE_2288
#> NA NA NA NA "02324" NA NA NA
#> SAMPLE_2289 SAMPLE_2290 SAMPLE_2291 SAMPLE_2292 SAMPLE_2293 SAMPLE_2294 SAMPLE_2295 SAMPLE_2296
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2297 SAMPLE_2298 SAMPLE_2299 SAMPLE_2300 SAMPLE_2301 SAMPLE_2302 SAMPLE_2303 SAMPLE_2304
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2305 SAMPLE_2306 SAMPLE_2307 SAMPLE_2308 SAMPLE_2309 SAMPLE_2310 SAMPLE_2311 SAMPLE_2312
#> "0144" NA NA NA NA NA NA NA
#> SAMPLE_2313 SAMPLE_2314 SAMPLE_2315 SAMPLE_2316 SAMPLE_2317 SAMPLE_2318 SAMPLE_2319 SAMPLE_2320
#> NA NA NA NA NA NA "0143" NA
#> SAMPLE_2321 SAMPLE_2322 SAMPLE_2323 SAMPLE_2324 SAMPLE_2325 SAMPLE_2326 SAMPLE_2327 SAMPLE_2328
#> NA NA NA NA NA "02324" NA NA
#> SAMPLE_2329 SAMPLE_2330 SAMPLE_2331 SAMPLE_2332 SAMPLE_2333 SAMPLE_2334 SAMPLE_2335 SAMPLE_2336
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2337 SAMPLE_2338 SAMPLE_2339 SAMPLE_2340 SAMPLE_2341 SAMPLE_2342 SAMPLE_2343 SAMPLE_2344
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2345 SAMPLE_2346 SAMPLE_2347 SAMPLE_2348 SAMPLE_2349 SAMPLE_2350 SAMPLE_2351 SAMPLE_2352
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2353 SAMPLE_2354 SAMPLE_2355 SAMPLE_2356 SAMPLE_2357 SAMPLE_2358 SAMPLE_2359 SAMPLE_2360
#> NA "02321" NA NA NA NA NA NA
#> SAMPLE_2361 SAMPLE_2362 SAMPLE_2363 SAMPLE_2364 SAMPLE_2365 SAMPLE_2366 SAMPLE_2367 SAMPLE_2368
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2369 SAMPLE_2370 SAMPLE_2371 SAMPLE_2372 SAMPLE_2373 SAMPLE_2374 SAMPLE_2375 SAMPLE_2376
#> "0142" "0142" NA NA "0142" "0142" NA "0142"
#> SAMPLE_2377 SAMPLE_2378 SAMPLE_2379 SAMPLE_2380 SAMPLE_2381 SAMPLE_2382 SAMPLE_2383 SAMPLE_2384
#> "0142" "0142" NA "0142" NA "0142" NA NA
#> SAMPLE_2385 SAMPLE_2386 SAMPLE_2387 SAMPLE_2388 SAMPLE_2389 SAMPLE_2390 SAMPLE_2391 SAMPLE_2392
#> NA "0141" "02325" "02325" NA NA NA NA
#> SAMPLE_2393 SAMPLE_2394 SAMPLE_2395 SAMPLE_2396 SAMPLE_2397 SAMPLE_2398 SAMPLE_2399 SAMPLE_2400
#> NA NA "02321" NA NA "0142" "0142" "0142"
#> SAMPLE_2401 SAMPLE_2402 SAMPLE_2403 SAMPLE_2404 SAMPLE_2405 SAMPLE_2406 SAMPLE_2407 SAMPLE_2408
#> "0142" "0142" "0141" "0141" "02325" "02325" "02325" "02325"
#> SAMPLE_2409 SAMPLE_2410 SAMPLE_2411 SAMPLE_2412 SAMPLE_2413 SAMPLE_2414 SAMPLE_2415 SAMPLE_2416
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2417 SAMPLE_2418 SAMPLE_2419 SAMPLE_2420 SAMPLE_2421 SAMPLE_2422 SAMPLE_2423 SAMPLE_2424
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2425 SAMPLE_2426 SAMPLE_2427 SAMPLE_2428 SAMPLE_2429 SAMPLE_2430 SAMPLE_2431 SAMPLE_2432
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2433 SAMPLE_2434 SAMPLE_2435 SAMPLE_2436 SAMPLE_2437 SAMPLE_2438 SAMPLE_2439 SAMPLE_2440
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2441 SAMPLE_2442 SAMPLE_2443 SAMPLE_2444 SAMPLE_2445 SAMPLE_2446 SAMPLE_2447 SAMPLE_2448
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2449 SAMPLE_2450 SAMPLE_2451 SAMPLE_2452 SAMPLE_2453 SAMPLE_2454 SAMPLE_2455 SAMPLE_2456
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2457 SAMPLE_2458 SAMPLE_2459 SAMPLE_2460 SAMPLE_2461 SAMPLE_2462 SAMPLE_2463 SAMPLE_2464
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2465 SAMPLE_2466 SAMPLE_2467 SAMPLE_2468 SAMPLE_2469 SAMPLE_2470 SAMPLE_2471 SAMPLE_2472
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2473 SAMPLE_2474 SAMPLE_2475 SAMPLE_2476 SAMPLE_2477 SAMPLE_2478 SAMPLE_2479 SAMPLE_2480
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2481 SAMPLE_2482 SAMPLE_2483 SAMPLE_2484 SAMPLE_2485 SAMPLE_2486 SAMPLE_2487 SAMPLE_2488
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2489 SAMPLE_2490 SAMPLE_2491 SAMPLE_2492 SAMPLE_2493 SAMPLE_2494 SAMPLE_2495 SAMPLE_2496
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2497 SAMPLE_2498 SAMPLE_2499 SAMPLE_2500 SAMPLE_2501 SAMPLE_2502 SAMPLE_2503 SAMPLE_2504
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2505 SAMPLE_2506 SAMPLE_2507 SAMPLE_2508 SAMPLE_2509 SAMPLE_2510 SAMPLE_2511 SAMPLE_2512
#> NA NA NA "0144" "0144" NA NA NA
#> SAMPLE_2513 SAMPLE_2514 SAMPLE_2515 SAMPLE_2516 SAMPLE_2517 SAMPLE_2518 SAMPLE_2519 SAMPLE_2520
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2521 SAMPLE_2522 SAMPLE_2523 SAMPLE_2524 SAMPLE_2525 SAMPLE_2526 SAMPLE_2527 SAMPLE_2528
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2529 SAMPLE_2530 SAMPLE_2531 SAMPLE_2532 SAMPLE_2533 SAMPLE_2534 SAMPLE_2535 SAMPLE_2536
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2537 SAMPLE_2538 SAMPLE_2539 SAMPLE_2540 SAMPLE_2541 SAMPLE_2542 SAMPLE_2543 SAMPLE_2544
#> NA NA "0144" NA NA NA NA NA
#> SAMPLE_2545 SAMPLE_2546 SAMPLE_2547 SAMPLE_2548 SAMPLE_2549 SAMPLE_2550 SAMPLE_2551 SAMPLE_2552
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2553 SAMPLE_2554 SAMPLE_2555 SAMPLE_2556 SAMPLE_2557 SAMPLE_2558 SAMPLE_2559 SAMPLE_2560
#> NA "0142" "0143" NA NA NA NA NA
#> SAMPLE_2561 SAMPLE_2562 SAMPLE_2563 SAMPLE_2564 SAMPLE_2565 SAMPLE_2566 SAMPLE_2567 SAMPLE_2568
#> "0143" NA "0143" "0143" "0143" "0143" NA "0142"
#> SAMPLE_2569 SAMPLE_2570 SAMPLE_2571 SAMPLE_2572 SAMPLE_2573 SAMPLE_2574 SAMPLE_2575 SAMPLE_2576
#> "0143" NA NA NA NA NA NA NA
#> SAMPLE_2577 SAMPLE_2578 SAMPLE_2579 SAMPLE_2580 SAMPLE_2581 SAMPLE_2582 SAMPLE_2583 SAMPLE_2584
#> NA NA NA NA NA "02321" NA NA
#> SAMPLE_2585 SAMPLE_2586 SAMPLE_2587 SAMPLE_2588 SAMPLE_2589 SAMPLE_2590 SAMPLE_2591 SAMPLE_2592
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2593 SAMPLE_2594 SAMPLE_2595 SAMPLE_2596 SAMPLE_2597 SAMPLE_2598 SAMPLE_2599 SAMPLE_2600
#> "02321" "02321" NA NA NA NA NA NA
#> SAMPLE_2601 SAMPLE_2602 SAMPLE_2603 SAMPLE_2604 SAMPLE_2605 SAMPLE_2606 SAMPLE_2607 SAMPLE_2608
#> NA NA NA NA NA NA NA "0143"
#> SAMPLE_2609 SAMPLE_2610 SAMPLE_2611 SAMPLE_2612 SAMPLE_2613 SAMPLE_2614 SAMPLE_2615 SAMPLE_2616
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2617 SAMPLE_2618 SAMPLE_2619 SAMPLE_2620 SAMPLE_2621 SAMPLE_2622 SAMPLE_2623 SAMPLE_2624
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2625 SAMPLE_2626 SAMPLE_2627 SAMPLE_2628 SAMPLE_2629 SAMPLE_2630 SAMPLE_2631 SAMPLE_2632
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2633 SAMPLE_2634 SAMPLE_2635 SAMPLE_2636 SAMPLE_2637 SAMPLE_2638 SAMPLE_2639 SAMPLE_2640
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2641 SAMPLE_2642 SAMPLE_2643 SAMPLE_2644 SAMPLE_2645 SAMPLE_2646 SAMPLE_2647 SAMPLE_2648
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2649 SAMPLE_2650 SAMPLE_2651 SAMPLE_2652 SAMPLE_2653 SAMPLE_2654 SAMPLE_2655 SAMPLE_2656
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2657 SAMPLE_2658 SAMPLE_2659 SAMPLE_2660 SAMPLE_2661 SAMPLE_2662 SAMPLE_2663 SAMPLE_2664
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2665 SAMPLE_2666 SAMPLE_2667 SAMPLE_2668 SAMPLE_2669 SAMPLE_2670 SAMPLE_2671 SAMPLE_2672
#> "02321" NA NA NA NA NA NA NA
#> SAMPLE_2673 SAMPLE_2674 SAMPLE_2675 SAMPLE_2676 SAMPLE_2677 SAMPLE_2678 SAMPLE_2679 SAMPLE_2680
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2681 SAMPLE_2682 SAMPLE_2683 SAMPLE_2684 SAMPLE_2685 SAMPLE_2686 SAMPLE_2687 SAMPLE_2688
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2689 SAMPLE_2690 SAMPLE_2691 SAMPLE_2692 SAMPLE_2693 SAMPLE_2694 SAMPLE_2695 SAMPLE_2696
#> NA NA NA NA NA NA "02322" NA
#> SAMPLE_2697 SAMPLE_2698 SAMPLE_2699 SAMPLE_2700 SAMPLE_2701 SAMPLE_2702 SAMPLE_2703 SAMPLE_2704
#> NA "02322" NA NA NA NA NA NA
#> SAMPLE_2705 SAMPLE_2706 SAMPLE_2707 SAMPLE_2708 SAMPLE_2709 SAMPLE_2710 SAMPLE_2711 SAMPLE_2712
#> NA NA NA NA NA NA NA "02322"
#> SAMPLE_2713 SAMPLE_2714 SAMPLE_2715 SAMPLE_2716 SAMPLE_2717 SAMPLE_2718 SAMPLE_2719 SAMPLE_2720
#> NA "0145" NA "0145" NA NA NA NA
#> SAMPLE_2721 SAMPLE_2722 SAMPLE_2723 SAMPLE_2724 SAMPLE_2725 SAMPLE_2726 SAMPLE_2727 SAMPLE_2728
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2729 SAMPLE_2730 SAMPLE_2731 SAMPLE_2732 SAMPLE_2733 SAMPLE_2734 SAMPLE_2735 SAMPLE_2736
#> "02322" "02322" "02322" "02322" "02322" NA NA NA
#> SAMPLE_2737 SAMPLE_2738 SAMPLE_2739 SAMPLE_2740 SAMPLE_2741 SAMPLE_2742 SAMPLE_2743 SAMPLE_2744
#> "0143" "0143" "0143" "0143" "0142" "0143" "0144" "0143"
#> SAMPLE_2745 SAMPLE_2746 SAMPLE_2747 SAMPLE_2748 SAMPLE_2749 SAMPLE_2750 SAMPLE_2751 SAMPLE_2752
#> "0143" NA NA NA NA NA NA NA
#> SAMPLE_2753 SAMPLE_2754 SAMPLE_2755 SAMPLE_2756 SAMPLE_2757 SAMPLE_2758 SAMPLE_2759 SAMPLE_2760
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2761 SAMPLE_2762 SAMPLE_2763 SAMPLE_2764 SAMPLE_2765 SAMPLE_2766 SAMPLE_2767 SAMPLE_2768
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2769 SAMPLE_2770 SAMPLE_2771 SAMPLE_2772 SAMPLE_2773 SAMPLE_2774 SAMPLE_2775 SAMPLE_2776
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2777 SAMPLE_2778 SAMPLE_2779 SAMPLE_2780 SAMPLE_2781 SAMPLE_2782 SAMPLE_2783 SAMPLE_2784
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2785 SAMPLE_2786 SAMPLE_2787 SAMPLE_2788 SAMPLE_2789 SAMPLE_2790 SAMPLE_2791 SAMPLE_2792
#> NA NA "0143" "0141" NA "0141" "0141" "0141"
#> SAMPLE_2793 SAMPLE_2794 SAMPLE_2795 SAMPLE_2796 SAMPLE_2797 SAMPLE_2798 SAMPLE_2799 SAMPLE_2800
#> NA NA NA NA "02325" NA NA NA
#> SAMPLE_2801
#> NA
get_classes(res_rh, merge_node = merge_node_param(min_n_signatures = 21976))
#> SAMPLE_1 SAMPLE_2 SAMPLE_3 SAMPLE_4 SAMPLE_5 SAMPLE_6 SAMPLE_7 SAMPLE_8
#> NA NA NA NA NA NA NA NA
#> SAMPLE_9 SAMPLE_10 SAMPLE_11 SAMPLE_12 SAMPLE_13 SAMPLE_14 SAMPLE_15 SAMPLE_16
#> NA NA NA NA NA NA NA NA
#> SAMPLE_17 SAMPLE_18 SAMPLE_19 SAMPLE_20 SAMPLE_21 SAMPLE_22 SAMPLE_23 SAMPLE_24
#> NA NA NA NA NA NA NA NA
#> SAMPLE_25 SAMPLE_26 SAMPLE_27 SAMPLE_28 SAMPLE_29 SAMPLE_30 SAMPLE_31 SAMPLE_32
#> NA NA NA NA NA NA NA NA
#> SAMPLE_33 SAMPLE_34 SAMPLE_35 SAMPLE_36 SAMPLE_37 SAMPLE_38 SAMPLE_39 SAMPLE_40
#> NA NA NA NA NA NA NA NA
#> SAMPLE_41 SAMPLE_42 SAMPLE_43 SAMPLE_44 SAMPLE_45 SAMPLE_46 SAMPLE_47 SAMPLE_48
#> NA NA NA NA NA NA NA NA
#> SAMPLE_49 SAMPLE_50 SAMPLE_51 SAMPLE_52 SAMPLE_53 SAMPLE_54 SAMPLE_55 SAMPLE_56
#> NA NA NA NA NA NA NA NA
#> SAMPLE_57 SAMPLE_58 SAMPLE_59 SAMPLE_60 SAMPLE_61 SAMPLE_62 SAMPLE_63 SAMPLE_64
#> NA NA NA NA NA NA NA NA
#> SAMPLE_65 SAMPLE_66 SAMPLE_67 SAMPLE_68 SAMPLE_69 SAMPLE_70 SAMPLE_71 SAMPLE_72
#> NA NA NA NA NA NA NA NA
#> SAMPLE_73 SAMPLE_74 SAMPLE_75 SAMPLE_76 SAMPLE_77 SAMPLE_78 SAMPLE_79 SAMPLE_80
#> NA NA NA NA NA NA NA NA
#> SAMPLE_81 SAMPLE_82 SAMPLE_83 SAMPLE_84 SAMPLE_85 SAMPLE_86 SAMPLE_87 SAMPLE_88
#> NA NA NA NA NA NA NA NA
#> SAMPLE_89 SAMPLE_90 SAMPLE_91 SAMPLE_92 SAMPLE_93 SAMPLE_94 SAMPLE_95 SAMPLE_96
#> NA NA NA NA NA NA NA NA
#> SAMPLE_97 SAMPLE_98 SAMPLE_99 SAMPLE_100 SAMPLE_101 SAMPLE_102 SAMPLE_103 SAMPLE_104
#> NA NA NA NA NA NA NA NA
#> SAMPLE_105 SAMPLE_106 SAMPLE_107 SAMPLE_108 SAMPLE_109 SAMPLE_110 SAMPLE_111 SAMPLE_112
#> NA NA NA NA NA NA NA NA
#> SAMPLE_113 SAMPLE_114 SAMPLE_115 SAMPLE_116 SAMPLE_117 SAMPLE_118 SAMPLE_119 SAMPLE_120
#> NA NA NA NA NA NA NA NA
#> SAMPLE_121 SAMPLE_122 SAMPLE_123 SAMPLE_124 SAMPLE_125 SAMPLE_126 SAMPLE_127 SAMPLE_128
#> NA NA NA NA "0142" NA NA NA
#> SAMPLE_129 SAMPLE_130 SAMPLE_131 SAMPLE_132 SAMPLE_133 SAMPLE_134 SAMPLE_135 SAMPLE_136
#> NA NA NA NA NA NA NA NA
#> SAMPLE_137 SAMPLE_138 SAMPLE_139 SAMPLE_140 SAMPLE_141 SAMPLE_142 SAMPLE_143 SAMPLE_144
#> NA NA NA NA NA NA NA NA
#> SAMPLE_145 SAMPLE_146 SAMPLE_147 SAMPLE_148 SAMPLE_149 SAMPLE_150 SAMPLE_151 SAMPLE_152
#> NA NA NA NA NA NA NA NA
#> SAMPLE_153 SAMPLE_154 SAMPLE_155 SAMPLE_156 SAMPLE_157 SAMPLE_158 SAMPLE_159 SAMPLE_160
#> NA NA NA NA NA NA NA NA
#> SAMPLE_161 SAMPLE_162 SAMPLE_163 SAMPLE_164 SAMPLE_165 SAMPLE_166 SAMPLE_167 SAMPLE_168
#> NA NA NA NA NA NA NA NA
#> SAMPLE_169 SAMPLE_170 SAMPLE_171 SAMPLE_172 SAMPLE_173 SAMPLE_174 SAMPLE_175 SAMPLE_176
#> NA NA NA NA NA NA NA NA
#> SAMPLE_177 SAMPLE_178 SAMPLE_179 SAMPLE_180 SAMPLE_181 SAMPLE_182 SAMPLE_183 SAMPLE_184
#> NA NA NA NA NA NA NA NA
#> SAMPLE_185 SAMPLE_186 SAMPLE_187 SAMPLE_188 SAMPLE_189 SAMPLE_190 SAMPLE_191 SAMPLE_192
#> NA NA NA NA NA NA NA NA
#> SAMPLE_193 SAMPLE_194 SAMPLE_195 SAMPLE_196 SAMPLE_197 SAMPLE_198 SAMPLE_199 SAMPLE_200
#> NA NA NA NA NA NA NA NA
#> SAMPLE_201 SAMPLE_202 SAMPLE_203 SAMPLE_204 SAMPLE_205 SAMPLE_206 SAMPLE_207 SAMPLE_208
#> NA NA NA NA NA NA NA NA
#> SAMPLE_209 SAMPLE_210 SAMPLE_211 SAMPLE_212 SAMPLE_213 SAMPLE_214 SAMPLE_215 SAMPLE_216
#> NA NA NA NA NA NA NA NA
#> SAMPLE_217 SAMPLE_218 SAMPLE_219 SAMPLE_220 SAMPLE_221 SAMPLE_222 SAMPLE_223 SAMPLE_224
#> NA NA NA NA NA NA NA NA
#> SAMPLE_225 SAMPLE_226 SAMPLE_227 SAMPLE_228 SAMPLE_229 SAMPLE_230 SAMPLE_231 SAMPLE_232
#> NA NA NA NA NA NA NA NA
#> SAMPLE_233 SAMPLE_234 SAMPLE_235 SAMPLE_236 SAMPLE_237 SAMPLE_238 SAMPLE_239 SAMPLE_240
#> NA NA NA NA NA NA NA NA
#> SAMPLE_241 SAMPLE_242 SAMPLE_243 SAMPLE_244 SAMPLE_245 SAMPLE_246 SAMPLE_247 SAMPLE_248
#> NA NA NA NA NA NA NA NA
#> SAMPLE_249 SAMPLE_250 SAMPLE_251 SAMPLE_252 SAMPLE_253 SAMPLE_254 SAMPLE_255 SAMPLE_256
#> NA NA NA NA NA NA NA NA
#> SAMPLE_257 SAMPLE_258 SAMPLE_259 SAMPLE_260 SAMPLE_261 SAMPLE_262 SAMPLE_263 SAMPLE_264
#> NA NA NA NA NA NA NA NA
#> SAMPLE_265 SAMPLE_266 SAMPLE_267 SAMPLE_268 SAMPLE_269 SAMPLE_270 SAMPLE_271 SAMPLE_272
#> NA NA NA NA NA NA NA NA
#> SAMPLE_273 SAMPLE_274 SAMPLE_275 SAMPLE_276 SAMPLE_277 SAMPLE_278 SAMPLE_279 SAMPLE_280
#> NA NA NA NA NA NA NA NA
#> SAMPLE_281 SAMPLE_282 SAMPLE_283 SAMPLE_284 SAMPLE_285 SAMPLE_286 SAMPLE_287 SAMPLE_288
#> NA NA NA NA NA NA NA NA
#> SAMPLE_289 SAMPLE_290 SAMPLE_291 SAMPLE_292 SAMPLE_293 SAMPLE_294 SAMPLE_295 SAMPLE_296
#> NA NA NA NA NA NA NA NA
#> SAMPLE_297 SAMPLE_298 SAMPLE_299 SAMPLE_300 SAMPLE_301 SAMPLE_302 SAMPLE_303 SAMPLE_304
#> NA NA NA NA NA NA NA NA
#> SAMPLE_305 SAMPLE_306 SAMPLE_307 SAMPLE_308 SAMPLE_309 SAMPLE_310 SAMPLE_311 SAMPLE_312
#> NA NA NA NA NA NA NA NA
#> SAMPLE_313 SAMPLE_314 SAMPLE_315 SAMPLE_316 SAMPLE_317 SAMPLE_318 SAMPLE_319 SAMPLE_320
#> NA NA NA NA NA NA NA NA
#> SAMPLE_321 SAMPLE_322 SAMPLE_323 SAMPLE_324 SAMPLE_325 SAMPLE_326 SAMPLE_327 SAMPLE_328
#> NA NA NA NA NA NA NA NA
#> SAMPLE_329 SAMPLE_330 SAMPLE_331 SAMPLE_332 SAMPLE_333 SAMPLE_334 SAMPLE_335 SAMPLE_336
#> NA NA NA NA NA NA NA NA
#> SAMPLE_337 SAMPLE_338 SAMPLE_339 SAMPLE_340 SAMPLE_341 SAMPLE_342 SAMPLE_343 SAMPLE_344
#> NA NA NA NA NA NA NA NA
#> SAMPLE_345 SAMPLE_346 SAMPLE_347 SAMPLE_348 SAMPLE_349 SAMPLE_350 SAMPLE_351 SAMPLE_352
#> NA NA NA NA NA NA NA NA
#> SAMPLE_353 SAMPLE_354 SAMPLE_355 SAMPLE_356 SAMPLE_357 SAMPLE_358 SAMPLE_359 SAMPLE_360
#> NA NA NA NA NA NA NA NA
#> SAMPLE_361 SAMPLE_362 SAMPLE_363 SAMPLE_364 SAMPLE_365 SAMPLE_366 SAMPLE_367 SAMPLE_368
#> NA NA NA NA NA NA NA NA
#> SAMPLE_369 SAMPLE_370 SAMPLE_371 SAMPLE_372 SAMPLE_373 SAMPLE_374 SAMPLE_375 SAMPLE_376
#> NA NA NA NA NA NA NA NA
#> SAMPLE_377 SAMPLE_378 SAMPLE_379 SAMPLE_380 SAMPLE_381 SAMPLE_382 SAMPLE_383 SAMPLE_384
#> NA NA NA NA NA NA NA NA
#> SAMPLE_385 SAMPLE_386 SAMPLE_387 SAMPLE_388 SAMPLE_389 SAMPLE_390 SAMPLE_391 SAMPLE_392
#> NA NA NA NA NA NA NA NA
#> SAMPLE_393 SAMPLE_394 SAMPLE_395 SAMPLE_396 SAMPLE_397 SAMPLE_398 SAMPLE_399 SAMPLE_400
#> NA NA NA NA NA NA NA NA
#> SAMPLE_401 SAMPLE_402 SAMPLE_403 SAMPLE_404 SAMPLE_405 SAMPLE_406 SAMPLE_407 SAMPLE_408
#> NA NA NA NA NA NA NA NA
#> SAMPLE_409 SAMPLE_410 SAMPLE_411 SAMPLE_412 SAMPLE_413 SAMPLE_414 SAMPLE_415 SAMPLE_416
#> NA NA NA NA NA NA NA NA
#> SAMPLE_417 SAMPLE_418 SAMPLE_419 SAMPLE_420 SAMPLE_421 SAMPLE_422 SAMPLE_423 SAMPLE_424
#> NA NA NA NA NA NA NA NA
#> SAMPLE_425 SAMPLE_426 SAMPLE_427 SAMPLE_428 SAMPLE_429 SAMPLE_430 SAMPLE_431 SAMPLE_432
#> NA NA NA NA NA NA NA NA
#> SAMPLE_433 SAMPLE_434 SAMPLE_435 SAMPLE_436 SAMPLE_437 SAMPLE_438 SAMPLE_439 SAMPLE_440
#> NA NA NA NA NA NA NA NA
#> SAMPLE_441 SAMPLE_442 SAMPLE_443 SAMPLE_444 SAMPLE_445 SAMPLE_446 SAMPLE_447 SAMPLE_448
#> NA NA NA NA NA NA NA NA
#> SAMPLE_449 SAMPLE_450 SAMPLE_451 SAMPLE_452 SAMPLE_453 SAMPLE_454 SAMPLE_455 SAMPLE_456
#> NA NA NA NA NA NA NA NA
#> SAMPLE_457 SAMPLE_458 SAMPLE_459 SAMPLE_460 SAMPLE_461 SAMPLE_462 SAMPLE_463 SAMPLE_464
#> NA NA NA NA NA NA NA NA
#> SAMPLE_465 SAMPLE_466 SAMPLE_467 SAMPLE_468 SAMPLE_469 SAMPLE_470 SAMPLE_471 SAMPLE_472
#> NA NA NA NA NA NA NA NA
#> SAMPLE_473 SAMPLE_474 SAMPLE_475 SAMPLE_476 SAMPLE_477 SAMPLE_478 SAMPLE_479 SAMPLE_480
#> NA NA NA NA NA NA NA NA
#> SAMPLE_481 SAMPLE_482 SAMPLE_483 SAMPLE_484 SAMPLE_485 SAMPLE_486 SAMPLE_487 SAMPLE_488
#> NA NA NA NA NA NA NA NA
#> SAMPLE_489 SAMPLE_490 SAMPLE_491 SAMPLE_492 SAMPLE_493 SAMPLE_494 SAMPLE_495 SAMPLE_496
#> NA NA NA NA NA NA NA NA
#> SAMPLE_497 SAMPLE_498 SAMPLE_499 SAMPLE_500 SAMPLE_501 SAMPLE_502 SAMPLE_503 SAMPLE_504
#> NA NA NA NA NA NA NA NA
#> SAMPLE_505 SAMPLE_506 SAMPLE_507 SAMPLE_508 SAMPLE_509 SAMPLE_510 SAMPLE_511 SAMPLE_512
#> NA NA NA NA NA NA NA NA
#> SAMPLE_513 SAMPLE_514 SAMPLE_515 SAMPLE_516 SAMPLE_517 SAMPLE_518 SAMPLE_519 SAMPLE_520
#> NA NA NA NA NA NA NA NA
#> SAMPLE_521 SAMPLE_522 SAMPLE_523 SAMPLE_524 SAMPLE_525 SAMPLE_526 SAMPLE_527 SAMPLE_528
#> NA NA NA NA NA NA NA NA
#> SAMPLE_529 SAMPLE_530 SAMPLE_531 SAMPLE_532 SAMPLE_533 SAMPLE_534 SAMPLE_535 SAMPLE_536
#> NA NA NA NA NA NA NA NA
#> SAMPLE_537 SAMPLE_538 SAMPLE_539 SAMPLE_540 SAMPLE_541 SAMPLE_542 SAMPLE_543 SAMPLE_544
#> NA NA NA NA NA NA NA NA
#> SAMPLE_545 SAMPLE_546 SAMPLE_547 SAMPLE_548 SAMPLE_549 SAMPLE_550 SAMPLE_551 SAMPLE_552
#> NA NA NA NA NA NA NA NA
#> SAMPLE_553 SAMPLE_554 SAMPLE_555 SAMPLE_556 SAMPLE_557 SAMPLE_558 SAMPLE_559 SAMPLE_560
#> NA NA NA NA NA NA NA NA
#> SAMPLE_561 SAMPLE_562 SAMPLE_563 SAMPLE_564 SAMPLE_565 SAMPLE_566 SAMPLE_567 SAMPLE_568
#> NA NA NA NA NA NA NA NA
#> SAMPLE_569 SAMPLE_570 SAMPLE_571 SAMPLE_572 SAMPLE_573 SAMPLE_574 SAMPLE_575 SAMPLE_576
#> NA NA NA NA NA NA NA NA
#> SAMPLE_577 SAMPLE_578 SAMPLE_579 SAMPLE_580 SAMPLE_581 SAMPLE_582 SAMPLE_583 SAMPLE_584
#> NA NA NA NA NA NA NA NA
#> SAMPLE_585 SAMPLE_586 SAMPLE_587 SAMPLE_588 SAMPLE_589 SAMPLE_590 SAMPLE_591 SAMPLE_592
#> NA NA NA NA NA NA NA NA
#> SAMPLE_593 SAMPLE_594 SAMPLE_595 SAMPLE_596 SAMPLE_597 SAMPLE_598 SAMPLE_599 SAMPLE_600
#> NA NA NA NA NA NA NA NA
#> SAMPLE_601 SAMPLE_602 SAMPLE_603 SAMPLE_604 SAMPLE_605 SAMPLE_606 SAMPLE_607 SAMPLE_608
#> NA NA NA NA NA NA NA NA
#> SAMPLE_609 SAMPLE_610 SAMPLE_611 SAMPLE_612 SAMPLE_613 SAMPLE_614 SAMPLE_615 SAMPLE_616
#> NA NA NA NA NA NA NA NA
#> SAMPLE_617 SAMPLE_618 SAMPLE_619 SAMPLE_620 SAMPLE_621 SAMPLE_622 SAMPLE_623 SAMPLE_624
#> NA NA NA NA NA NA NA NA
#> SAMPLE_625 SAMPLE_626 SAMPLE_627 SAMPLE_628 SAMPLE_629 SAMPLE_630 SAMPLE_631 SAMPLE_632
#> NA NA NA NA NA NA NA NA
#> SAMPLE_633 SAMPLE_634 SAMPLE_635 SAMPLE_636 SAMPLE_637 SAMPLE_638 SAMPLE_639 SAMPLE_640
#> NA NA NA NA NA NA NA NA
#> SAMPLE_641 SAMPLE_642 SAMPLE_643 SAMPLE_644 SAMPLE_645 SAMPLE_646 SAMPLE_647 SAMPLE_648
#> NA NA NA NA NA NA NA NA
#> SAMPLE_649 SAMPLE_650 SAMPLE_651 SAMPLE_652 SAMPLE_653 SAMPLE_654 SAMPLE_655 SAMPLE_656
#> NA NA NA NA NA NA NA NA
#> SAMPLE_657 SAMPLE_658 SAMPLE_659 SAMPLE_660 SAMPLE_661 SAMPLE_662 SAMPLE_663 SAMPLE_664
#> NA NA NA NA NA NA NA NA
#> SAMPLE_665 SAMPLE_666 SAMPLE_667 SAMPLE_668 SAMPLE_669 SAMPLE_670 SAMPLE_671 SAMPLE_672
#> NA NA NA NA NA NA NA NA
#> SAMPLE_673 SAMPLE_674 SAMPLE_675 SAMPLE_676 SAMPLE_677 SAMPLE_678 SAMPLE_679 SAMPLE_680
#> NA NA NA NA NA NA NA NA
#> SAMPLE_681 SAMPLE_682 SAMPLE_683 SAMPLE_684 SAMPLE_685 SAMPLE_686 SAMPLE_687 SAMPLE_688
#> NA NA NA NA NA NA NA NA
#> SAMPLE_689 SAMPLE_690 SAMPLE_691 SAMPLE_692 SAMPLE_693 SAMPLE_694 SAMPLE_695 SAMPLE_696
#> NA NA NA NA NA NA NA NA
#> SAMPLE_697 SAMPLE_698 SAMPLE_699 SAMPLE_700 SAMPLE_701 SAMPLE_702 SAMPLE_703 SAMPLE_704
#> NA NA NA NA NA NA NA NA
#> SAMPLE_705 SAMPLE_706 SAMPLE_707 SAMPLE_708 SAMPLE_709 SAMPLE_710 SAMPLE_711 SAMPLE_712
#> NA NA NA NA NA NA NA NA
#> SAMPLE_713 SAMPLE_714 SAMPLE_715 SAMPLE_716 SAMPLE_717 SAMPLE_718 SAMPLE_719 SAMPLE_720
#> NA NA NA NA NA NA NA NA
#> SAMPLE_721 SAMPLE_722 SAMPLE_723 SAMPLE_724 SAMPLE_725 SAMPLE_726 SAMPLE_727 SAMPLE_728
#> NA NA NA NA NA NA NA NA
#> SAMPLE_729 SAMPLE_730 SAMPLE_731 SAMPLE_732 SAMPLE_733 SAMPLE_734 SAMPLE_735 SAMPLE_736
#> NA NA NA NA NA NA NA NA
#> SAMPLE_737 SAMPLE_738 SAMPLE_739 SAMPLE_740 SAMPLE_741 SAMPLE_742 SAMPLE_743 SAMPLE_744
#> NA NA NA NA NA NA NA NA
#> SAMPLE_745 SAMPLE_746 SAMPLE_747 SAMPLE_748 SAMPLE_749 SAMPLE_750 SAMPLE_751 SAMPLE_752
#> NA NA NA NA NA NA NA NA
#> SAMPLE_753 SAMPLE_754 SAMPLE_755 SAMPLE_756 SAMPLE_757 SAMPLE_758 SAMPLE_759 SAMPLE_760
#> NA NA NA NA NA NA NA NA
#> SAMPLE_761 SAMPLE_762 SAMPLE_763 SAMPLE_764 SAMPLE_765 SAMPLE_766 SAMPLE_767 SAMPLE_768
#> NA NA NA NA NA NA NA NA
#> SAMPLE_769 SAMPLE_770 SAMPLE_771 SAMPLE_772 SAMPLE_773 SAMPLE_774 SAMPLE_775 SAMPLE_776
#> NA NA NA NA NA NA NA NA
#> SAMPLE_777 SAMPLE_778 SAMPLE_779 SAMPLE_780 SAMPLE_781 SAMPLE_782 SAMPLE_783 SAMPLE_784
#> NA NA NA NA NA NA NA NA
#> SAMPLE_785 SAMPLE_786 SAMPLE_787 SAMPLE_788 SAMPLE_789 SAMPLE_790 SAMPLE_791 SAMPLE_792
#> NA NA NA NA NA NA NA NA
#> SAMPLE_793 SAMPLE_794 SAMPLE_795 SAMPLE_796 SAMPLE_797 SAMPLE_798 SAMPLE_799 SAMPLE_800
#> "0143" NA NA NA NA NA NA NA
#> SAMPLE_801 SAMPLE_802 SAMPLE_803 SAMPLE_804 SAMPLE_805 SAMPLE_806 SAMPLE_807 SAMPLE_808
#> NA NA NA NA NA NA NA NA
#> SAMPLE_809 SAMPLE_810 SAMPLE_811 SAMPLE_812 SAMPLE_813 SAMPLE_814 SAMPLE_815 SAMPLE_816
#> NA NA NA NA NA NA NA NA
#> SAMPLE_817 SAMPLE_818 SAMPLE_819 SAMPLE_820 SAMPLE_821 SAMPLE_822 SAMPLE_823 SAMPLE_824
#> NA NA NA NA NA NA NA NA
#> SAMPLE_825 SAMPLE_826 SAMPLE_827 SAMPLE_828 SAMPLE_829 SAMPLE_830 SAMPLE_831 SAMPLE_832
#> NA NA NA NA NA NA NA NA
#> SAMPLE_833 SAMPLE_834 SAMPLE_835 SAMPLE_836 SAMPLE_837 SAMPLE_838 SAMPLE_839 SAMPLE_840
#> NA NA NA NA NA NA NA NA
#> SAMPLE_841 SAMPLE_842 SAMPLE_843 SAMPLE_844 SAMPLE_845 SAMPLE_846 SAMPLE_847 SAMPLE_848
#> NA NA NA NA NA NA NA NA
#> SAMPLE_849 SAMPLE_850 SAMPLE_851 SAMPLE_852 SAMPLE_853 SAMPLE_854 SAMPLE_855 SAMPLE_856
#> NA NA NA NA NA NA NA NA
#> SAMPLE_857 SAMPLE_858 SAMPLE_859 SAMPLE_860 SAMPLE_861 SAMPLE_862 SAMPLE_863 SAMPLE_864
#> "0144" "0144" NA NA NA NA NA NA
#> SAMPLE_865 SAMPLE_866 SAMPLE_867 SAMPLE_868 SAMPLE_869 SAMPLE_870 SAMPLE_871 SAMPLE_872
#> NA NA NA NA NA "0141" NA NA
#> SAMPLE_873 SAMPLE_874 SAMPLE_875 SAMPLE_876 SAMPLE_877 SAMPLE_878 SAMPLE_879 SAMPLE_880
#> NA NA NA NA NA "0144" NA NA
#> SAMPLE_881 SAMPLE_882 SAMPLE_883 SAMPLE_884 SAMPLE_885 SAMPLE_886 SAMPLE_887 SAMPLE_888
#> NA NA NA NA NA NA NA NA
#> SAMPLE_889 SAMPLE_890 SAMPLE_891 SAMPLE_892 SAMPLE_893 SAMPLE_894 SAMPLE_895 SAMPLE_896
#> NA NA "0144" NA "0144" NA NA NA
#> SAMPLE_897 SAMPLE_898 SAMPLE_899 SAMPLE_900 SAMPLE_901 SAMPLE_902 SAMPLE_903 SAMPLE_904
#> NA NA NA NA NA NA NA NA
#> SAMPLE_905 SAMPLE_906 SAMPLE_907 SAMPLE_908 SAMPLE_909 SAMPLE_910 SAMPLE_911 SAMPLE_912
#> NA NA NA NA NA NA NA NA
#> SAMPLE_913 SAMPLE_914 SAMPLE_915 SAMPLE_916 SAMPLE_917 SAMPLE_918 SAMPLE_919 SAMPLE_920
#> NA NA NA NA NA NA NA NA
#> SAMPLE_921 SAMPLE_922 SAMPLE_923 SAMPLE_924 SAMPLE_925 SAMPLE_926 SAMPLE_927 SAMPLE_928
#> NA NA NA NA NA NA NA NA
#> SAMPLE_929 SAMPLE_930 SAMPLE_931 SAMPLE_932 SAMPLE_933 SAMPLE_934 SAMPLE_935 SAMPLE_936
#> NA NA NA NA NA NA NA NA
#> SAMPLE_937 SAMPLE_938 SAMPLE_939 SAMPLE_940 SAMPLE_941 SAMPLE_942 SAMPLE_943 SAMPLE_944
#> NA NA NA NA NA NA NA NA
#> SAMPLE_945 SAMPLE_946 SAMPLE_947 SAMPLE_948 SAMPLE_949 SAMPLE_950 SAMPLE_951 SAMPLE_952
#> NA NA NA NA NA NA NA NA
#> SAMPLE_953 SAMPLE_954 SAMPLE_955 SAMPLE_956 SAMPLE_957 SAMPLE_958 SAMPLE_959 SAMPLE_960
#> NA NA NA NA NA NA NA NA
#> SAMPLE_961 SAMPLE_962 SAMPLE_963 SAMPLE_964 SAMPLE_965 SAMPLE_966 SAMPLE_967 SAMPLE_968
#> NA NA NA NA NA NA NA NA
#> SAMPLE_969 SAMPLE_970 SAMPLE_971 SAMPLE_972 SAMPLE_973 SAMPLE_974 SAMPLE_975 SAMPLE_976
#> NA NA NA NA NA NA NA NA
#> SAMPLE_977 SAMPLE_978 SAMPLE_979 SAMPLE_980 SAMPLE_981 SAMPLE_982 SAMPLE_983 SAMPLE_984
#> NA NA NA NA NA NA NA NA
#> SAMPLE_985 SAMPLE_986 SAMPLE_987 SAMPLE_988 SAMPLE_989 SAMPLE_990 SAMPLE_991 SAMPLE_992
#> NA "0141" NA NA NA NA NA NA
#> SAMPLE_993 SAMPLE_994 SAMPLE_995 SAMPLE_996 SAMPLE_997 SAMPLE_998 SAMPLE_999 SAMPLE_1000
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1001 SAMPLE_1002 SAMPLE_1003 SAMPLE_1004 SAMPLE_1005 SAMPLE_1006 SAMPLE_1007 SAMPLE_1008
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1009 SAMPLE_1010 SAMPLE_1011 SAMPLE_1012 SAMPLE_1013 SAMPLE_1014 SAMPLE_1015 SAMPLE_1016
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1017 SAMPLE_1018 SAMPLE_1019 SAMPLE_1020 SAMPLE_1021 SAMPLE_1022 SAMPLE_1023 SAMPLE_1024
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1025 SAMPLE_1026 SAMPLE_1027 SAMPLE_1028 SAMPLE_1029 SAMPLE_1030 SAMPLE_1031 SAMPLE_1032
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1033 SAMPLE_1034 SAMPLE_1035 SAMPLE_1036 SAMPLE_1037 SAMPLE_1038 SAMPLE_1039 SAMPLE_1040
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1041 SAMPLE_1042 SAMPLE_1043 SAMPLE_1044 SAMPLE_1045 SAMPLE_1046 SAMPLE_1047 SAMPLE_1048
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1049 SAMPLE_1050 SAMPLE_1051 SAMPLE_1052 SAMPLE_1053 SAMPLE_1054 SAMPLE_1055 SAMPLE_1056
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1057 SAMPLE_1058 SAMPLE_1059 SAMPLE_1060 SAMPLE_1061 SAMPLE_1062 SAMPLE_1063 SAMPLE_1064
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1065 SAMPLE_1066 SAMPLE_1067 SAMPLE_1068 SAMPLE_1069 SAMPLE_1070 SAMPLE_1071 SAMPLE_1072
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1073 SAMPLE_1074 SAMPLE_1075 SAMPLE_1076 SAMPLE_1077 SAMPLE_1078 SAMPLE_1079 SAMPLE_1080
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1081 SAMPLE_1082 SAMPLE_1083 SAMPLE_1084 SAMPLE_1085 SAMPLE_1086 SAMPLE_1087 SAMPLE_1088
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1089 SAMPLE_1090 SAMPLE_1091 SAMPLE_1092 SAMPLE_1093 SAMPLE_1094 SAMPLE_1095 SAMPLE_1096
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1097 SAMPLE_1098 SAMPLE_1099 SAMPLE_1100 SAMPLE_1101 SAMPLE_1102 SAMPLE_1103 SAMPLE_1104
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1105 SAMPLE_1106 SAMPLE_1107 SAMPLE_1108 SAMPLE_1109 SAMPLE_1110 SAMPLE_1111 SAMPLE_1112
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1113 SAMPLE_1114 SAMPLE_1115 SAMPLE_1116 SAMPLE_1117 SAMPLE_1118 SAMPLE_1119 SAMPLE_1120
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1121 SAMPLE_1122 SAMPLE_1123 SAMPLE_1124 SAMPLE_1125 SAMPLE_1126 SAMPLE_1127 SAMPLE_1128
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1129 SAMPLE_1130 SAMPLE_1131 SAMPLE_1132 SAMPLE_1133 SAMPLE_1134 SAMPLE_1135 SAMPLE_1136
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1137 SAMPLE_1138 SAMPLE_1139 SAMPLE_1140 SAMPLE_1141 SAMPLE_1142 SAMPLE_1143 SAMPLE_1144
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1145 SAMPLE_1146 SAMPLE_1147 SAMPLE_1148 SAMPLE_1149 SAMPLE_1150 SAMPLE_1151 SAMPLE_1152
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1153 SAMPLE_1154 SAMPLE_1155 SAMPLE_1156 SAMPLE_1157 SAMPLE_1158 SAMPLE_1159 SAMPLE_1160
#> NA NA NA NA NA NA "0144" "0144"
#> SAMPLE_1161 SAMPLE_1162 SAMPLE_1163 SAMPLE_1164 SAMPLE_1165 SAMPLE_1166 SAMPLE_1167 SAMPLE_1168
#> "0143" NA NA NA NA NA NA NA
#> SAMPLE_1169 SAMPLE_1170 SAMPLE_1171 SAMPLE_1172 SAMPLE_1173 SAMPLE_1174 SAMPLE_1175 SAMPLE_1176
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1177 SAMPLE_1178 SAMPLE_1179 SAMPLE_1180 SAMPLE_1181 SAMPLE_1182 SAMPLE_1183 SAMPLE_1184
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1185 SAMPLE_1186 SAMPLE_1187 SAMPLE_1188 SAMPLE_1189 SAMPLE_1190 SAMPLE_1191 SAMPLE_1192
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1193 SAMPLE_1194 SAMPLE_1195 SAMPLE_1196 SAMPLE_1197 SAMPLE_1198 SAMPLE_1199 SAMPLE_1200
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1201 SAMPLE_1202 SAMPLE_1203 SAMPLE_1204 SAMPLE_1205 SAMPLE_1206 SAMPLE_1207 SAMPLE_1208
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1209 SAMPLE_1210 SAMPLE_1211 SAMPLE_1212 SAMPLE_1213 SAMPLE_1214 SAMPLE_1215 SAMPLE_1216
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1217 SAMPLE_1218 SAMPLE_1219 SAMPLE_1220 SAMPLE_1221 SAMPLE_1222 SAMPLE_1223 SAMPLE_1224
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1225 SAMPLE_1226 SAMPLE_1227 SAMPLE_1228 SAMPLE_1229 SAMPLE_1230 SAMPLE_1231 SAMPLE_1232
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1233 SAMPLE_1234 SAMPLE_1235 SAMPLE_1236 SAMPLE_1237 SAMPLE_1238 SAMPLE_1239 SAMPLE_1240
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1241 SAMPLE_1242 SAMPLE_1243 SAMPLE_1244 SAMPLE_1245 SAMPLE_1246 SAMPLE_1247 SAMPLE_1248
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1249 SAMPLE_1250 SAMPLE_1251 SAMPLE_1252 SAMPLE_1253 SAMPLE_1254 SAMPLE_1255 SAMPLE_1256
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1257 SAMPLE_1258 SAMPLE_1259 SAMPLE_1260 SAMPLE_1261 SAMPLE_1262 SAMPLE_1263 SAMPLE_1264
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1265 SAMPLE_1266 SAMPLE_1267 SAMPLE_1268 SAMPLE_1269 SAMPLE_1270 SAMPLE_1271 SAMPLE_1272
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1273 SAMPLE_1274 SAMPLE_1275 SAMPLE_1276 SAMPLE_1277 SAMPLE_1278 SAMPLE_1279 SAMPLE_1280
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1281 SAMPLE_1282 SAMPLE_1283 SAMPLE_1284 SAMPLE_1285 SAMPLE_1286 SAMPLE_1287 SAMPLE_1288
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1289 SAMPLE_1290 SAMPLE_1291 SAMPLE_1292 SAMPLE_1293 SAMPLE_1294 SAMPLE_1295 SAMPLE_1296
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1297 SAMPLE_1298 SAMPLE_1299 SAMPLE_1300 SAMPLE_1301 SAMPLE_1302 SAMPLE_1303 SAMPLE_1304
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1305 SAMPLE_1306 SAMPLE_1307 SAMPLE_1308 SAMPLE_1309 SAMPLE_1310 SAMPLE_1311 SAMPLE_1312
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1313 SAMPLE_1314 SAMPLE_1315 SAMPLE_1316 SAMPLE_1317 SAMPLE_1318 SAMPLE_1319 SAMPLE_1320
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1321 SAMPLE_1322 SAMPLE_1323 SAMPLE_1324 SAMPLE_1325 SAMPLE_1326 SAMPLE_1327 SAMPLE_1328
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1329 SAMPLE_1330 SAMPLE_1331 SAMPLE_1332 SAMPLE_1333 SAMPLE_1334 SAMPLE_1335 SAMPLE_1336
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1337 SAMPLE_1338 SAMPLE_1339 SAMPLE_1340 SAMPLE_1341 SAMPLE_1342 SAMPLE_1343 SAMPLE_1344
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1345 SAMPLE_1346 SAMPLE_1347 SAMPLE_1348 SAMPLE_1349 SAMPLE_1350 SAMPLE_1351 SAMPLE_1352
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1353 SAMPLE_1354 SAMPLE_1355 SAMPLE_1356 SAMPLE_1357 SAMPLE_1358 SAMPLE_1359 SAMPLE_1360
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1361 SAMPLE_1362 SAMPLE_1363 SAMPLE_1364 SAMPLE_1365 SAMPLE_1366 SAMPLE_1367 SAMPLE_1368
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1369 SAMPLE_1370 SAMPLE_1371 SAMPLE_1372 SAMPLE_1373 SAMPLE_1374 SAMPLE_1375 SAMPLE_1376
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1377 SAMPLE_1378 SAMPLE_1379 SAMPLE_1380 SAMPLE_1381 SAMPLE_1382 SAMPLE_1383 SAMPLE_1384
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1385 SAMPLE_1386 SAMPLE_1387 SAMPLE_1388 SAMPLE_1389 SAMPLE_1390 SAMPLE_1391 SAMPLE_1392
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1393 SAMPLE_1394 SAMPLE_1395 SAMPLE_1396 SAMPLE_1397 SAMPLE_1398 SAMPLE_1399 SAMPLE_1400
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1401 SAMPLE_1402 SAMPLE_1403 SAMPLE_1404 SAMPLE_1405 SAMPLE_1406 SAMPLE_1407 SAMPLE_1408
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1409 SAMPLE_1410 SAMPLE_1411 SAMPLE_1412 SAMPLE_1413 SAMPLE_1414 SAMPLE_1415 SAMPLE_1416
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1417 SAMPLE_1418 SAMPLE_1419 SAMPLE_1420 SAMPLE_1421 SAMPLE_1422 SAMPLE_1423 SAMPLE_1424
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1425 SAMPLE_1426 SAMPLE_1427 SAMPLE_1428 SAMPLE_1429 SAMPLE_1430 SAMPLE_1431 SAMPLE_1432
#> NA NA "0141" NA NA NA NA NA
#> SAMPLE_1433 SAMPLE_1434 SAMPLE_1435 SAMPLE_1436 SAMPLE_1437 SAMPLE_1438 SAMPLE_1439 SAMPLE_1440
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1441 SAMPLE_1442 SAMPLE_1443 SAMPLE_1444 SAMPLE_1445 SAMPLE_1446 SAMPLE_1447 SAMPLE_1448
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1449 SAMPLE_1450 SAMPLE_1451 SAMPLE_1452 SAMPLE_1453 SAMPLE_1454 SAMPLE_1455 SAMPLE_1456
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1457 SAMPLE_1458 SAMPLE_1459 SAMPLE_1460 SAMPLE_1461 SAMPLE_1462 SAMPLE_1463 SAMPLE_1464
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1465 SAMPLE_1466 SAMPLE_1467 SAMPLE_1468 SAMPLE_1469 SAMPLE_1470 SAMPLE_1471 SAMPLE_1472
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1473 SAMPLE_1474 SAMPLE_1475 SAMPLE_1476 SAMPLE_1477 SAMPLE_1478 SAMPLE_1479 SAMPLE_1480
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1481 SAMPLE_1482 SAMPLE_1483 SAMPLE_1484 SAMPLE_1485 SAMPLE_1486 SAMPLE_1487 SAMPLE_1488
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1489 SAMPLE_1490 SAMPLE_1491 SAMPLE_1492 SAMPLE_1493 SAMPLE_1494 SAMPLE_1495 SAMPLE_1496
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1497 SAMPLE_1498 SAMPLE_1499 SAMPLE_1500 SAMPLE_1501 SAMPLE_1502 SAMPLE_1503 SAMPLE_1504
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1505 SAMPLE_1506 SAMPLE_1507 SAMPLE_1508 SAMPLE_1509 SAMPLE_1510 SAMPLE_1511 SAMPLE_1512
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1513 SAMPLE_1514 SAMPLE_1515 SAMPLE_1516 SAMPLE_1517 SAMPLE_1518 SAMPLE_1519 SAMPLE_1520
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1521 SAMPLE_1522 SAMPLE_1523 SAMPLE_1524 SAMPLE_1525 SAMPLE_1526 SAMPLE_1527 SAMPLE_1528
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1529 SAMPLE_1530 SAMPLE_1531 SAMPLE_1532 SAMPLE_1533 SAMPLE_1534 SAMPLE_1535 SAMPLE_1536
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1537 SAMPLE_1538 SAMPLE_1539 SAMPLE_1540 SAMPLE_1541 SAMPLE_1542 SAMPLE_1543 SAMPLE_1544
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1545 SAMPLE_1546 SAMPLE_1547 SAMPLE_1548 SAMPLE_1549 SAMPLE_1550 SAMPLE_1551 SAMPLE_1552
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1553 SAMPLE_1554 SAMPLE_1555 SAMPLE_1556 SAMPLE_1557 SAMPLE_1558 SAMPLE_1559 SAMPLE_1560
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1561 SAMPLE_1562 SAMPLE_1563 SAMPLE_1564 SAMPLE_1565 SAMPLE_1566 SAMPLE_1567 SAMPLE_1568
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1569 SAMPLE_1570 SAMPLE_1571 SAMPLE_1572 SAMPLE_1573 SAMPLE_1574 SAMPLE_1575 SAMPLE_1576
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1577 SAMPLE_1578 SAMPLE_1579 SAMPLE_1580 SAMPLE_1581 SAMPLE_1582 SAMPLE_1583 SAMPLE_1584
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1585 SAMPLE_1586 SAMPLE_1587 SAMPLE_1588 SAMPLE_1589 SAMPLE_1590 SAMPLE_1591 SAMPLE_1592
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1593 SAMPLE_1594 SAMPLE_1595 SAMPLE_1596 SAMPLE_1597 SAMPLE_1598 SAMPLE_1599 SAMPLE_1600
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1601 SAMPLE_1602 SAMPLE_1603 SAMPLE_1604 SAMPLE_1605 SAMPLE_1606 SAMPLE_1607 SAMPLE_1608
#> NA NA "0144" NA "0144" "0143" "0143" NA
#> SAMPLE_1609 SAMPLE_1610 SAMPLE_1611 SAMPLE_1612 SAMPLE_1613 SAMPLE_1614 SAMPLE_1615 SAMPLE_1616
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1617 SAMPLE_1618 SAMPLE_1619 SAMPLE_1620 SAMPLE_1621 SAMPLE_1622 SAMPLE_1623 SAMPLE_1624
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1625 SAMPLE_1626 SAMPLE_1627 SAMPLE_1628 SAMPLE_1629 SAMPLE_1630 SAMPLE_1631 SAMPLE_1632
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1633 SAMPLE_1634 SAMPLE_1635 SAMPLE_1636 SAMPLE_1637 SAMPLE_1638 SAMPLE_1639 SAMPLE_1640
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1641 SAMPLE_1642 SAMPLE_1643 SAMPLE_1644 SAMPLE_1645 SAMPLE_1646 SAMPLE_1647 SAMPLE_1648
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1649 SAMPLE_1650 SAMPLE_1651 SAMPLE_1652 SAMPLE_1653 SAMPLE_1654 SAMPLE_1655 SAMPLE_1656
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1657 SAMPLE_1658 SAMPLE_1659 SAMPLE_1660 SAMPLE_1661 SAMPLE_1662 SAMPLE_1663 SAMPLE_1664
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1665 SAMPLE_1666 SAMPLE_1667 SAMPLE_1668 SAMPLE_1669 SAMPLE_1670 SAMPLE_1671 SAMPLE_1672
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1673 SAMPLE_1674 SAMPLE_1675 SAMPLE_1676 SAMPLE_1677 SAMPLE_1678 SAMPLE_1679 SAMPLE_1680
#> NA NA NA NA "0143" NA NA NA
#> SAMPLE_1681 SAMPLE_1682 SAMPLE_1683 SAMPLE_1684 SAMPLE_1685 SAMPLE_1686 SAMPLE_1687 SAMPLE_1688
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1689 SAMPLE_1690 SAMPLE_1691 SAMPLE_1692 SAMPLE_1693 SAMPLE_1694 SAMPLE_1695 SAMPLE_1696
#> NA NA NA NA NA "0144" NA NA
#> SAMPLE_1697 SAMPLE_1698 SAMPLE_1699 SAMPLE_1700 SAMPLE_1701 SAMPLE_1702 SAMPLE_1703 SAMPLE_1704
#> NA "0142" NA NA NA NA NA NA
#> SAMPLE_1705 SAMPLE_1706 SAMPLE_1707 SAMPLE_1708 SAMPLE_1709 SAMPLE_1710 SAMPLE_1711 SAMPLE_1712
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1713 SAMPLE_1714 SAMPLE_1715 SAMPLE_1716 SAMPLE_1717 SAMPLE_1718 SAMPLE_1719 SAMPLE_1720
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1721 SAMPLE_1722 SAMPLE_1723 SAMPLE_1724 SAMPLE_1725 SAMPLE_1726 SAMPLE_1727 SAMPLE_1728
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1729 SAMPLE_1730 SAMPLE_1731 SAMPLE_1732 SAMPLE_1733 SAMPLE_1734 SAMPLE_1735 SAMPLE_1736
#> NA NA NA NA NA NA NA "0142"
#> SAMPLE_1737 SAMPLE_1738 SAMPLE_1739 SAMPLE_1740 SAMPLE_1741 SAMPLE_1742 SAMPLE_1743 SAMPLE_1744
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1745 SAMPLE_1746 SAMPLE_1747 SAMPLE_1748 SAMPLE_1749 SAMPLE_1750 SAMPLE_1751 SAMPLE_1752
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1753 SAMPLE_1754 SAMPLE_1755 SAMPLE_1756 SAMPLE_1757 SAMPLE_1758 SAMPLE_1759 SAMPLE_1760
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1761 SAMPLE_1762 SAMPLE_1763 SAMPLE_1764 SAMPLE_1765 SAMPLE_1766 SAMPLE_1767 SAMPLE_1768
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1769 SAMPLE_1770 SAMPLE_1771 SAMPLE_1772 SAMPLE_1773 SAMPLE_1774 SAMPLE_1775 SAMPLE_1776
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1777 SAMPLE_1778 SAMPLE_1779 SAMPLE_1780 SAMPLE_1781 SAMPLE_1782 SAMPLE_1783 SAMPLE_1784
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1785 SAMPLE_1786 SAMPLE_1787 SAMPLE_1788 SAMPLE_1789 SAMPLE_1790 SAMPLE_1791 SAMPLE_1792
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1793 SAMPLE_1794 SAMPLE_1795 SAMPLE_1796 SAMPLE_1797 SAMPLE_1798 SAMPLE_1799 SAMPLE_1800
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1801 SAMPLE_1802 SAMPLE_1803 SAMPLE_1804 SAMPLE_1805 SAMPLE_1806 SAMPLE_1807 SAMPLE_1808
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1809 SAMPLE_1810 SAMPLE_1811 SAMPLE_1812 SAMPLE_1813 SAMPLE_1814 SAMPLE_1815 SAMPLE_1816
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1817 SAMPLE_1818 SAMPLE_1819 SAMPLE_1820 SAMPLE_1821 SAMPLE_1822 SAMPLE_1823 SAMPLE_1824
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1825 SAMPLE_1826 SAMPLE_1827 SAMPLE_1828 SAMPLE_1829 SAMPLE_1830 SAMPLE_1831 SAMPLE_1832
#> NA NA NA NA "0144" NA NA NA
#> SAMPLE_1833 SAMPLE_1834 SAMPLE_1835 SAMPLE_1836 SAMPLE_1837 SAMPLE_1838 SAMPLE_1839 SAMPLE_1840
#> NA NA NA NA NA "0144" NA NA
#> SAMPLE_1841 SAMPLE_1842 SAMPLE_1843 SAMPLE_1844 SAMPLE_1845 SAMPLE_1846 SAMPLE_1847 SAMPLE_1848
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1849 SAMPLE_1850 SAMPLE_1851 SAMPLE_1852 SAMPLE_1853 SAMPLE_1854 SAMPLE_1855 SAMPLE_1856
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1857 SAMPLE_1858 SAMPLE_1859 SAMPLE_1860 SAMPLE_1861 SAMPLE_1862 SAMPLE_1863 SAMPLE_1864
#> NA NA "0141" NA NA NA NA NA
#> SAMPLE_1865 SAMPLE_1866 SAMPLE_1867 SAMPLE_1868 SAMPLE_1869 SAMPLE_1870 SAMPLE_1871 SAMPLE_1872
#> NA NA NA NA NA "0141" NA NA
#> SAMPLE_1873 SAMPLE_1874 SAMPLE_1875 SAMPLE_1876 SAMPLE_1877 SAMPLE_1878 SAMPLE_1879 SAMPLE_1880
#> NA NA "0141" "0141" "0141" NA NA NA
#> SAMPLE_1881 SAMPLE_1882 SAMPLE_1883 SAMPLE_1884 SAMPLE_1885 SAMPLE_1886 SAMPLE_1887 SAMPLE_1888
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1889 SAMPLE_1890 SAMPLE_1891 SAMPLE_1892 SAMPLE_1893 SAMPLE_1894 SAMPLE_1895 SAMPLE_1896
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1897 SAMPLE_1898 SAMPLE_1899 SAMPLE_1900 SAMPLE_1901 SAMPLE_1902 SAMPLE_1903 SAMPLE_1904
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1905 SAMPLE_1906 SAMPLE_1907 SAMPLE_1908 SAMPLE_1909 SAMPLE_1910 SAMPLE_1911 SAMPLE_1912
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1913 SAMPLE_1914 SAMPLE_1915 SAMPLE_1916 SAMPLE_1917 SAMPLE_1918 SAMPLE_1919 SAMPLE_1920
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1921 SAMPLE_1922 SAMPLE_1923 SAMPLE_1924 SAMPLE_1925 SAMPLE_1926 SAMPLE_1927 SAMPLE_1928
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1929 SAMPLE_1930 SAMPLE_1931 SAMPLE_1932 SAMPLE_1933 SAMPLE_1934 SAMPLE_1935 SAMPLE_1936
#> NA "0144" NA NA NA NA NA NA
#> SAMPLE_1937 SAMPLE_1938 SAMPLE_1939 SAMPLE_1940 SAMPLE_1941 SAMPLE_1942 SAMPLE_1943 SAMPLE_1944
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1945 SAMPLE_1946 SAMPLE_1947 SAMPLE_1948 SAMPLE_1949 SAMPLE_1950 SAMPLE_1951 SAMPLE_1952
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1953 SAMPLE_1954 SAMPLE_1955 SAMPLE_1956 SAMPLE_1957 SAMPLE_1958 SAMPLE_1959 SAMPLE_1960
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1961 SAMPLE_1962 SAMPLE_1963 SAMPLE_1964 SAMPLE_1965 SAMPLE_1966 SAMPLE_1967 SAMPLE_1968
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1969 SAMPLE_1970 SAMPLE_1971 SAMPLE_1972 SAMPLE_1973 SAMPLE_1974 SAMPLE_1975 SAMPLE_1976
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1977 SAMPLE_1978 SAMPLE_1979 SAMPLE_1980 SAMPLE_1981 SAMPLE_1982 SAMPLE_1983 SAMPLE_1984
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1985 SAMPLE_1986 SAMPLE_1987 SAMPLE_1988 SAMPLE_1989 SAMPLE_1990 SAMPLE_1991 SAMPLE_1992
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1993 SAMPLE_1994 SAMPLE_1995 SAMPLE_1996 SAMPLE_1997 SAMPLE_1998 SAMPLE_1999 SAMPLE_2000
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2001 SAMPLE_2002 SAMPLE_2003 SAMPLE_2004 SAMPLE_2005 SAMPLE_2006 SAMPLE_2007 SAMPLE_2008
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2009 SAMPLE_2010 SAMPLE_2011 SAMPLE_2012 SAMPLE_2013 SAMPLE_2014 SAMPLE_2015 SAMPLE_2016
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2017 SAMPLE_2018 SAMPLE_2019 SAMPLE_2020 SAMPLE_2021 SAMPLE_2022 SAMPLE_2023 SAMPLE_2024
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2025 SAMPLE_2026 SAMPLE_2027 SAMPLE_2028 SAMPLE_2029 SAMPLE_2030 SAMPLE_2031 SAMPLE_2032
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2033 SAMPLE_2034 SAMPLE_2035 SAMPLE_2036 SAMPLE_2037 SAMPLE_2038 SAMPLE_2039 SAMPLE_2040
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2041 SAMPLE_2042 SAMPLE_2043 SAMPLE_2044 SAMPLE_2045 SAMPLE_2046 SAMPLE_2047 SAMPLE_2048
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2049 SAMPLE_2050 SAMPLE_2051 SAMPLE_2052 SAMPLE_2053 SAMPLE_2054 SAMPLE_2055 SAMPLE_2056
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2057 SAMPLE_2058 SAMPLE_2059 SAMPLE_2060 SAMPLE_2061 SAMPLE_2062 SAMPLE_2063 SAMPLE_2064
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2065 SAMPLE_2066 SAMPLE_2067 SAMPLE_2068 SAMPLE_2069 SAMPLE_2070 SAMPLE_2071 SAMPLE_2072
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2073 SAMPLE_2074 SAMPLE_2075 SAMPLE_2076 SAMPLE_2077 SAMPLE_2078 SAMPLE_2079 SAMPLE_2080
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2081 SAMPLE_2082 SAMPLE_2083 SAMPLE_2084 SAMPLE_2085 SAMPLE_2086 SAMPLE_2087 SAMPLE_2088
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2089 SAMPLE_2090 SAMPLE_2091 SAMPLE_2092 SAMPLE_2093 SAMPLE_2094 SAMPLE_2095 SAMPLE_2096
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2097 SAMPLE_2098 SAMPLE_2099 SAMPLE_2100 SAMPLE_2101 SAMPLE_2102 SAMPLE_2103 SAMPLE_2104
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2105 SAMPLE_2106 SAMPLE_2107 SAMPLE_2108 SAMPLE_2109 SAMPLE_2110 SAMPLE_2111 SAMPLE_2112
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2113 SAMPLE_2114 SAMPLE_2115 SAMPLE_2116 SAMPLE_2117 SAMPLE_2118 SAMPLE_2119 SAMPLE_2120
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2121 SAMPLE_2122 SAMPLE_2123 SAMPLE_2124 SAMPLE_2125 SAMPLE_2126 SAMPLE_2127 SAMPLE_2128
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2129 SAMPLE_2130 SAMPLE_2131 SAMPLE_2132 SAMPLE_2133 SAMPLE_2134 SAMPLE_2135 SAMPLE_2136
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2137 SAMPLE_2138 SAMPLE_2139 SAMPLE_2140 SAMPLE_2141 SAMPLE_2142 SAMPLE_2143 SAMPLE_2144
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2145 SAMPLE_2146 SAMPLE_2147 SAMPLE_2148 SAMPLE_2149 SAMPLE_2150 SAMPLE_2151 SAMPLE_2152
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2153 SAMPLE_2154 SAMPLE_2155 SAMPLE_2156 SAMPLE_2157 SAMPLE_2158 SAMPLE_2159 SAMPLE_2160
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2161 SAMPLE_2162 SAMPLE_2163 SAMPLE_2164 SAMPLE_2165 SAMPLE_2166 SAMPLE_2167 SAMPLE_2168
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2169 SAMPLE_2170 SAMPLE_2171 SAMPLE_2172 SAMPLE_2173 SAMPLE_2174 SAMPLE_2175 SAMPLE_2176
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2177 SAMPLE_2178 SAMPLE_2179 SAMPLE_2180 SAMPLE_2181 SAMPLE_2182 SAMPLE_2183 SAMPLE_2184
#> NA NA NA NA NA "0144" NA NA
#> SAMPLE_2185 SAMPLE_2186 SAMPLE_2187 SAMPLE_2188 SAMPLE_2189 SAMPLE_2190 SAMPLE_2191 SAMPLE_2192
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2193 SAMPLE_2194 SAMPLE_2195 SAMPLE_2196 SAMPLE_2197 SAMPLE_2198 SAMPLE_2199 SAMPLE_2200
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2201 SAMPLE_2202 SAMPLE_2203 SAMPLE_2204 SAMPLE_2205 SAMPLE_2206 SAMPLE_2207 SAMPLE_2208
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2209 SAMPLE_2210 SAMPLE_2211 SAMPLE_2212 SAMPLE_2213 SAMPLE_2214 SAMPLE_2215 SAMPLE_2216
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2217 SAMPLE_2218 SAMPLE_2219 SAMPLE_2220 SAMPLE_2221 SAMPLE_2222 SAMPLE_2223 SAMPLE_2224
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2225 SAMPLE_2226 SAMPLE_2227 SAMPLE_2228 SAMPLE_2229 SAMPLE_2230 SAMPLE_2231 SAMPLE_2232
#> NA NA NA NA NA "0144" NA NA
#> SAMPLE_2233 SAMPLE_2234 SAMPLE_2235 SAMPLE_2236 SAMPLE_2237 SAMPLE_2238 SAMPLE_2239 SAMPLE_2240
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2241 SAMPLE_2242 SAMPLE_2243 SAMPLE_2244 SAMPLE_2245 SAMPLE_2246 SAMPLE_2247 SAMPLE_2248
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2249 SAMPLE_2250 SAMPLE_2251 SAMPLE_2252 SAMPLE_2253 SAMPLE_2254 SAMPLE_2255 SAMPLE_2256
#> NA NA "0145" NA NA NA NA NA
#> SAMPLE_2257 SAMPLE_2258 SAMPLE_2259 SAMPLE_2260 SAMPLE_2261 SAMPLE_2262 SAMPLE_2263 SAMPLE_2264
#> NA NA NA NA "0142" NA NA NA
#> SAMPLE_2265 SAMPLE_2266 SAMPLE_2267 SAMPLE_2268 SAMPLE_2269 SAMPLE_2270 SAMPLE_2271 SAMPLE_2272
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2273 SAMPLE_2274 SAMPLE_2275 SAMPLE_2276 SAMPLE_2277 SAMPLE_2278 SAMPLE_2279 SAMPLE_2280
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2281 SAMPLE_2282 SAMPLE_2283 SAMPLE_2284 SAMPLE_2285 SAMPLE_2286 SAMPLE_2287 SAMPLE_2288
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2289 SAMPLE_2290 SAMPLE_2291 SAMPLE_2292 SAMPLE_2293 SAMPLE_2294 SAMPLE_2295 SAMPLE_2296
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2297 SAMPLE_2298 SAMPLE_2299 SAMPLE_2300 SAMPLE_2301 SAMPLE_2302 SAMPLE_2303 SAMPLE_2304
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2305 SAMPLE_2306 SAMPLE_2307 SAMPLE_2308 SAMPLE_2309 SAMPLE_2310 SAMPLE_2311 SAMPLE_2312
#> "0144" NA NA NA NA NA NA NA
#> SAMPLE_2313 SAMPLE_2314 SAMPLE_2315 SAMPLE_2316 SAMPLE_2317 SAMPLE_2318 SAMPLE_2319 SAMPLE_2320
#> NA NA NA NA NA NA "0143" NA
#> SAMPLE_2321 SAMPLE_2322 SAMPLE_2323 SAMPLE_2324 SAMPLE_2325 SAMPLE_2326 SAMPLE_2327 SAMPLE_2328
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2329 SAMPLE_2330 SAMPLE_2331 SAMPLE_2332 SAMPLE_2333 SAMPLE_2334 SAMPLE_2335 SAMPLE_2336
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2337 SAMPLE_2338 SAMPLE_2339 SAMPLE_2340 SAMPLE_2341 SAMPLE_2342 SAMPLE_2343 SAMPLE_2344
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2345 SAMPLE_2346 SAMPLE_2347 SAMPLE_2348 SAMPLE_2349 SAMPLE_2350 SAMPLE_2351 SAMPLE_2352
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2353 SAMPLE_2354 SAMPLE_2355 SAMPLE_2356 SAMPLE_2357 SAMPLE_2358 SAMPLE_2359 SAMPLE_2360
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2361 SAMPLE_2362 SAMPLE_2363 SAMPLE_2364 SAMPLE_2365 SAMPLE_2366 SAMPLE_2367 SAMPLE_2368
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2369 SAMPLE_2370 SAMPLE_2371 SAMPLE_2372 SAMPLE_2373 SAMPLE_2374 SAMPLE_2375 SAMPLE_2376
#> "0142" "0142" NA NA "0142" "0142" NA "0142"
#> SAMPLE_2377 SAMPLE_2378 SAMPLE_2379 SAMPLE_2380 SAMPLE_2381 SAMPLE_2382 SAMPLE_2383 SAMPLE_2384
#> "0142" "0142" NA "0142" NA "0142" NA NA
#> SAMPLE_2385 SAMPLE_2386 SAMPLE_2387 SAMPLE_2388 SAMPLE_2389 SAMPLE_2390 SAMPLE_2391 SAMPLE_2392
#> NA "0141" NA NA NA NA NA NA
#> SAMPLE_2393 SAMPLE_2394 SAMPLE_2395 SAMPLE_2396 SAMPLE_2397 SAMPLE_2398 SAMPLE_2399 SAMPLE_2400
#> NA NA NA NA NA "0142" "0142" "0142"
#> SAMPLE_2401 SAMPLE_2402 SAMPLE_2403 SAMPLE_2404 SAMPLE_2405 SAMPLE_2406 SAMPLE_2407 SAMPLE_2408
#> "0142" "0142" "0141" "0141" NA NA NA NA
#> SAMPLE_2409 SAMPLE_2410 SAMPLE_2411 SAMPLE_2412 SAMPLE_2413 SAMPLE_2414 SAMPLE_2415 SAMPLE_2416
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2417 SAMPLE_2418 SAMPLE_2419 SAMPLE_2420 SAMPLE_2421 SAMPLE_2422 SAMPLE_2423 SAMPLE_2424
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2425 SAMPLE_2426 SAMPLE_2427 SAMPLE_2428 SAMPLE_2429 SAMPLE_2430 SAMPLE_2431 SAMPLE_2432
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2433 SAMPLE_2434 SAMPLE_2435 SAMPLE_2436 SAMPLE_2437 SAMPLE_2438 SAMPLE_2439 SAMPLE_2440
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2441 SAMPLE_2442 SAMPLE_2443 SAMPLE_2444 SAMPLE_2445 SAMPLE_2446 SAMPLE_2447 SAMPLE_2448
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2449 SAMPLE_2450 SAMPLE_2451 SAMPLE_2452 SAMPLE_2453 SAMPLE_2454 SAMPLE_2455 SAMPLE_2456
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2457 SAMPLE_2458 SAMPLE_2459 SAMPLE_2460 SAMPLE_2461 SAMPLE_2462 SAMPLE_2463 SAMPLE_2464
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2465 SAMPLE_2466 SAMPLE_2467 SAMPLE_2468 SAMPLE_2469 SAMPLE_2470 SAMPLE_2471 SAMPLE_2472
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2473 SAMPLE_2474 SAMPLE_2475 SAMPLE_2476 SAMPLE_2477 SAMPLE_2478 SAMPLE_2479 SAMPLE_2480
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2481 SAMPLE_2482 SAMPLE_2483 SAMPLE_2484 SAMPLE_2485 SAMPLE_2486 SAMPLE_2487 SAMPLE_2488
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2489 SAMPLE_2490 SAMPLE_2491 SAMPLE_2492 SAMPLE_2493 SAMPLE_2494 SAMPLE_2495 SAMPLE_2496
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2497 SAMPLE_2498 SAMPLE_2499 SAMPLE_2500 SAMPLE_2501 SAMPLE_2502 SAMPLE_2503 SAMPLE_2504
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2505 SAMPLE_2506 SAMPLE_2507 SAMPLE_2508 SAMPLE_2509 SAMPLE_2510 SAMPLE_2511 SAMPLE_2512
#> NA NA NA "0144" "0144" NA NA NA
#> SAMPLE_2513 SAMPLE_2514 SAMPLE_2515 SAMPLE_2516 SAMPLE_2517 SAMPLE_2518 SAMPLE_2519 SAMPLE_2520
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2521 SAMPLE_2522 SAMPLE_2523 SAMPLE_2524 SAMPLE_2525 SAMPLE_2526 SAMPLE_2527 SAMPLE_2528
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2529 SAMPLE_2530 SAMPLE_2531 SAMPLE_2532 SAMPLE_2533 SAMPLE_2534 SAMPLE_2535 SAMPLE_2536
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2537 SAMPLE_2538 SAMPLE_2539 SAMPLE_2540 SAMPLE_2541 SAMPLE_2542 SAMPLE_2543 SAMPLE_2544
#> NA NA "0144" NA NA NA NA NA
#> SAMPLE_2545 SAMPLE_2546 SAMPLE_2547 SAMPLE_2548 SAMPLE_2549 SAMPLE_2550 SAMPLE_2551 SAMPLE_2552
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2553 SAMPLE_2554 SAMPLE_2555 SAMPLE_2556 SAMPLE_2557 SAMPLE_2558 SAMPLE_2559 SAMPLE_2560
#> NA "0142" "0143" NA NA NA NA NA
#> SAMPLE_2561 SAMPLE_2562 SAMPLE_2563 SAMPLE_2564 SAMPLE_2565 SAMPLE_2566 SAMPLE_2567 SAMPLE_2568
#> "0143" NA "0143" "0143" "0143" "0143" NA "0142"
#> SAMPLE_2569 SAMPLE_2570 SAMPLE_2571 SAMPLE_2572 SAMPLE_2573 SAMPLE_2574 SAMPLE_2575 SAMPLE_2576
#> "0143" NA NA NA NA NA NA NA
#> SAMPLE_2577 SAMPLE_2578 SAMPLE_2579 SAMPLE_2580 SAMPLE_2581 SAMPLE_2582 SAMPLE_2583 SAMPLE_2584
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2585 SAMPLE_2586 SAMPLE_2587 SAMPLE_2588 SAMPLE_2589 SAMPLE_2590 SAMPLE_2591 SAMPLE_2592
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2593 SAMPLE_2594 SAMPLE_2595 SAMPLE_2596 SAMPLE_2597 SAMPLE_2598 SAMPLE_2599 SAMPLE_2600
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2601 SAMPLE_2602 SAMPLE_2603 SAMPLE_2604 SAMPLE_2605 SAMPLE_2606 SAMPLE_2607 SAMPLE_2608
#> NA NA NA NA NA NA NA "0143"
#> SAMPLE_2609 SAMPLE_2610 SAMPLE_2611 SAMPLE_2612 SAMPLE_2613 SAMPLE_2614 SAMPLE_2615 SAMPLE_2616
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2617 SAMPLE_2618 SAMPLE_2619 SAMPLE_2620 SAMPLE_2621 SAMPLE_2622 SAMPLE_2623 SAMPLE_2624
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2625 SAMPLE_2626 SAMPLE_2627 SAMPLE_2628 SAMPLE_2629 SAMPLE_2630 SAMPLE_2631 SAMPLE_2632
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2633 SAMPLE_2634 SAMPLE_2635 SAMPLE_2636 SAMPLE_2637 SAMPLE_2638 SAMPLE_2639 SAMPLE_2640
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2641 SAMPLE_2642 SAMPLE_2643 SAMPLE_2644 SAMPLE_2645 SAMPLE_2646 SAMPLE_2647 SAMPLE_2648
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2649 SAMPLE_2650 SAMPLE_2651 SAMPLE_2652 SAMPLE_2653 SAMPLE_2654 SAMPLE_2655 SAMPLE_2656
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2657 SAMPLE_2658 SAMPLE_2659 SAMPLE_2660 SAMPLE_2661 SAMPLE_2662 SAMPLE_2663 SAMPLE_2664
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2665 SAMPLE_2666 SAMPLE_2667 SAMPLE_2668 SAMPLE_2669 SAMPLE_2670 SAMPLE_2671 SAMPLE_2672
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2673 SAMPLE_2674 SAMPLE_2675 SAMPLE_2676 SAMPLE_2677 SAMPLE_2678 SAMPLE_2679 SAMPLE_2680
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2681 SAMPLE_2682 SAMPLE_2683 SAMPLE_2684 SAMPLE_2685 SAMPLE_2686 SAMPLE_2687 SAMPLE_2688
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2689 SAMPLE_2690 SAMPLE_2691 SAMPLE_2692 SAMPLE_2693 SAMPLE_2694 SAMPLE_2695 SAMPLE_2696
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2697 SAMPLE_2698 SAMPLE_2699 SAMPLE_2700 SAMPLE_2701 SAMPLE_2702 SAMPLE_2703 SAMPLE_2704
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2705 SAMPLE_2706 SAMPLE_2707 SAMPLE_2708 SAMPLE_2709 SAMPLE_2710 SAMPLE_2711 SAMPLE_2712
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2713 SAMPLE_2714 SAMPLE_2715 SAMPLE_2716 SAMPLE_2717 SAMPLE_2718 SAMPLE_2719 SAMPLE_2720
#> NA "0145" NA "0145" NA NA NA NA
#> SAMPLE_2721 SAMPLE_2722 SAMPLE_2723 SAMPLE_2724 SAMPLE_2725 SAMPLE_2726 SAMPLE_2727 SAMPLE_2728
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2729 SAMPLE_2730 SAMPLE_2731 SAMPLE_2732 SAMPLE_2733 SAMPLE_2734 SAMPLE_2735 SAMPLE_2736
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2737 SAMPLE_2738 SAMPLE_2739 SAMPLE_2740 SAMPLE_2741 SAMPLE_2742 SAMPLE_2743 SAMPLE_2744
#> "0143" "0143" "0143" "0143" "0142" "0143" "0144" "0143"
#> SAMPLE_2745 SAMPLE_2746 SAMPLE_2747 SAMPLE_2748 SAMPLE_2749 SAMPLE_2750 SAMPLE_2751 SAMPLE_2752
#> "0143" NA NA NA NA NA NA NA
#> SAMPLE_2753 SAMPLE_2754 SAMPLE_2755 SAMPLE_2756 SAMPLE_2757 SAMPLE_2758 SAMPLE_2759 SAMPLE_2760
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2761 SAMPLE_2762 SAMPLE_2763 SAMPLE_2764 SAMPLE_2765 SAMPLE_2766 SAMPLE_2767 SAMPLE_2768
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2769 SAMPLE_2770 SAMPLE_2771 SAMPLE_2772 SAMPLE_2773 SAMPLE_2774 SAMPLE_2775 SAMPLE_2776
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2777 SAMPLE_2778 SAMPLE_2779 SAMPLE_2780 SAMPLE_2781 SAMPLE_2782 SAMPLE_2783 SAMPLE_2784
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2785 SAMPLE_2786 SAMPLE_2787 SAMPLE_2788 SAMPLE_2789 SAMPLE_2790 SAMPLE_2791 SAMPLE_2792
#> NA NA "0143" "0141" NA "0141" "0141" "0141"
#> SAMPLE_2793 SAMPLE_2794 SAMPLE_2795 SAMPLE_2796 SAMPLE_2797 SAMPLE_2798 SAMPLE_2799 SAMPLE_2800
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2801
#> NA
get_classes(res_rh, merge_node = merge_node_param(min_n_signatures = 22866))
#> SAMPLE_1 SAMPLE_2 SAMPLE_3 SAMPLE_4 SAMPLE_5 SAMPLE_6 SAMPLE_7 SAMPLE_8
#> NA NA NA NA NA NA NA NA
#> SAMPLE_9 SAMPLE_10 SAMPLE_11 SAMPLE_12 SAMPLE_13 SAMPLE_14 SAMPLE_15 SAMPLE_16
#> NA NA NA NA NA NA NA NA
#> SAMPLE_17 SAMPLE_18 SAMPLE_19 SAMPLE_20 SAMPLE_21 SAMPLE_22 SAMPLE_23 SAMPLE_24
#> NA NA NA NA NA NA NA NA
#> SAMPLE_25 SAMPLE_26 SAMPLE_27 SAMPLE_28 SAMPLE_29 SAMPLE_30 SAMPLE_31 SAMPLE_32
#> NA NA NA NA NA NA NA NA
#> SAMPLE_33 SAMPLE_34 SAMPLE_35 SAMPLE_36 SAMPLE_37 SAMPLE_38 SAMPLE_39 SAMPLE_40
#> NA NA NA NA NA NA NA NA
#> SAMPLE_41 SAMPLE_42 SAMPLE_43 SAMPLE_44 SAMPLE_45 SAMPLE_46 SAMPLE_47 SAMPLE_48
#> NA NA NA NA NA NA NA NA
#> SAMPLE_49 SAMPLE_50 SAMPLE_51 SAMPLE_52 SAMPLE_53 SAMPLE_54 SAMPLE_55 SAMPLE_56
#> NA NA NA NA NA NA NA NA
#> SAMPLE_57 SAMPLE_58 SAMPLE_59 SAMPLE_60 SAMPLE_61 SAMPLE_62 SAMPLE_63 SAMPLE_64
#> NA NA NA NA NA NA NA NA
#> SAMPLE_65 SAMPLE_66 SAMPLE_67 SAMPLE_68 SAMPLE_69 SAMPLE_70 SAMPLE_71 SAMPLE_72
#> NA NA NA NA NA NA NA NA
#> SAMPLE_73 SAMPLE_74 SAMPLE_75 SAMPLE_76 SAMPLE_77 SAMPLE_78 SAMPLE_79 SAMPLE_80
#> NA NA NA NA NA NA NA NA
#> SAMPLE_81 SAMPLE_82 SAMPLE_83 SAMPLE_84 SAMPLE_85 SAMPLE_86 SAMPLE_87 SAMPLE_88
#> NA NA NA NA NA NA NA NA
#> SAMPLE_89 SAMPLE_90 SAMPLE_91 SAMPLE_92 SAMPLE_93 SAMPLE_94 SAMPLE_95 SAMPLE_96
#> NA NA NA NA NA NA NA NA
#> SAMPLE_97 SAMPLE_98 SAMPLE_99 SAMPLE_100 SAMPLE_101 SAMPLE_102 SAMPLE_103 SAMPLE_104
#> NA NA NA NA NA NA NA NA
#> SAMPLE_105 SAMPLE_106 SAMPLE_107 SAMPLE_108 SAMPLE_109 SAMPLE_110 SAMPLE_111 SAMPLE_112
#> NA NA NA NA NA NA NA NA
#> SAMPLE_113 SAMPLE_114 SAMPLE_115 SAMPLE_116 SAMPLE_117 SAMPLE_118 SAMPLE_119 SAMPLE_120
#> NA NA NA NA NA NA NA NA
#> SAMPLE_121 SAMPLE_122 SAMPLE_123 SAMPLE_124 SAMPLE_125 SAMPLE_126 SAMPLE_127 SAMPLE_128
#> NA NA NA NA NA NA NA NA
#> SAMPLE_129 SAMPLE_130 SAMPLE_131 SAMPLE_132 SAMPLE_133 SAMPLE_134 SAMPLE_135 SAMPLE_136
#> NA NA NA NA NA NA NA NA
#> SAMPLE_137 SAMPLE_138 SAMPLE_139 SAMPLE_140 SAMPLE_141 SAMPLE_142 SAMPLE_143 SAMPLE_144
#> NA NA NA NA NA NA NA NA
#> SAMPLE_145 SAMPLE_146 SAMPLE_147 SAMPLE_148 SAMPLE_149 SAMPLE_150 SAMPLE_151 SAMPLE_152
#> NA NA NA NA NA NA NA NA
#> SAMPLE_153 SAMPLE_154 SAMPLE_155 SAMPLE_156 SAMPLE_157 SAMPLE_158 SAMPLE_159 SAMPLE_160
#> NA NA NA NA NA NA NA NA
#> SAMPLE_161 SAMPLE_162 SAMPLE_163 SAMPLE_164 SAMPLE_165 SAMPLE_166 SAMPLE_167 SAMPLE_168
#> NA NA NA NA NA NA NA NA
#> SAMPLE_169 SAMPLE_170 SAMPLE_171 SAMPLE_172 SAMPLE_173 SAMPLE_174 SAMPLE_175 SAMPLE_176
#> NA NA NA NA NA NA NA NA
#> SAMPLE_177 SAMPLE_178 SAMPLE_179 SAMPLE_180 SAMPLE_181 SAMPLE_182 SAMPLE_183 SAMPLE_184
#> NA NA NA NA NA NA NA NA
#> SAMPLE_185 SAMPLE_186 SAMPLE_187 SAMPLE_188 SAMPLE_189 SAMPLE_190 SAMPLE_191 SAMPLE_192
#> NA NA NA NA NA NA NA NA
#> SAMPLE_193 SAMPLE_194 SAMPLE_195 SAMPLE_196 SAMPLE_197 SAMPLE_198 SAMPLE_199 SAMPLE_200
#> NA NA NA NA NA NA NA NA
#> SAMPLE_201 SAMPLE_202 SAMPLE_203 SAMPLE_204 SAMPLE_205 SAMPLE_206 SAMPLE_207 SAMPLE_208
#> NA NA NA NA NA NA NA NA
#> SAMPLE_209 SAMPLE_210 SAMPLE_211 SAMPLE_212 SAMPLE_213 SAMPLE_214 SAMPLE_215 SAMPLE_216
#> NA NA NA NA NA NA NA NA
#> SAMPLE_217 SAMPLE_218 SAMPLE_219 SAMPLE_220 SAMPLE_221 SAMPLE_222 SAMPLE_223 SAMPLE_224
#> NA NA NA NA NA NA NA NA
#> SAMPLE_225 SAMPLE_226 SAMPLE_227 SAMPLE_228 SAMPLE_229 SAMPLE_230 SAMPLE_231 SAMPLE_232
#> NA NA NA NA NA NA NA NA
#> SAMPLE_233 SAMPLE_234 SAMPLE_235 SAMPLE_236 SAMPLE_237 SAMPLE_238 SAMPLE_239 SAMPLE_240
#> NA NA NA NA NA NA NA NA
#> SAMPLE_241 SAMPLE_242 SAMPLE_243 SAMPLE_244 SAMPLE_245 SAMPLE_246 SAMPLE_247 SAMPLE_248
#> NA NA NA NA NA NA NA NA
#> SAMPLE_249 SAMPLE_250 SAMPLE_251 SAMPLE_252 SAMPLE_253 SAMPLE_254 SAMPLE_255 SAMPLE_256
#> NA NA NA NA NA NA NA NA
#> SAMPLE_257 SAMPLE_258 SAMPLE_259 SAMPLE_260 SAMPLE_261 SAMPLE_262 SAMPLE_263 SAMPLE_264
#> NA NA NA NA NA NA NA NA
#> SAMPLE_265 SAMPLE_266 SAMPLE_267 SAMPLE_268 SAMPLE_269 SAMPLE_270 SAMPLE_271 SAMPLE_272
#> NA NA NA NA NA NA NA NA
#> SAMPLE_273 SAMPLE_274 SAMPLE_275 SAMPLE_276 SAMPLE_277 SAMPLE_278 SAMPLE_279 SAMPLE_280
#> NA NA NA NA NA NA NA NA
#> SAMPLE_281 SAMPLE_282 SAMPLE_283 SAMPLE_284 SAMPLE_285 SAMPLE_286 SAMPLE_287 SAMPLE_288
#> NA NA NA NA NA NA NA NA
#> SAMPLE_289 SAMPLE_290 SAMPLE_291 SAMPLE_292 SAMPLE_293 SAMPLE_294 SAMPLE_295 SAMPLE_296
#> NA NA NA NA NA NA NA NA
#> SAMPLE_297 SAMPLE_298 SAMPLE_299 SAMPLE_300 SAMPLE_301 SAMPLE_302 SAMPLE_303 SAMPLE_304
#> NA NA NA NA NA NA NA NA
#> SAMPLE_305 SAMPLE_306 SAMPLE_307 SAMPLE_308 SAMPLE_309 SAMPLE_310 SAMPLE_311 SAMPLE_312
#> NA NA NA NA NA NA NA NA
#> SAMPLE_313 SAMPLE_314 SAMPLE_315 SAMPLE_316 SAMPLE_317 SAMPLE_318 SAMPLE_319 SAMPLE_320
#> NA NA NA NA NA NA NA NA
#> SAMPLE_321 SAMPLE_322 SAMPLE_323 SAMPLE_324 SAMPLE_325 SAMPLE_326 SAMPLE_327 SAMPLE_328
#> NA NA NA NA NA NA NA NA
#> SAMPLE_329 SAMPLE_330 SAMPLE_331 SAMPLE_332 SAMPLE_333 SAMPLE_334 SAMPLE_335 SAMPLE_336
#> NA NA NA NA NA NA NA NA
#> SAMPLE_337 SAMPLE_338 SAMPLE_339 SAMPLE_340 SAMPLE_341 SAMPLE_342 SAMPLE_343 SAMPLE_344
#> NA NA NA NA NA NA NA NA
#> SAMPLE_345 SAMPLE_346 SAMPLE_347 SAMPLE_348 SAMPLE_349 SAMPLE_350 SAMPLE_351 SAMPLE_352
#> NA NA NA NA NA NA NA NA
#> SAMPLE_353 SAMPLE_354 SAMPLE_355 SAMPLE_356 SAMPLE_357 SAMPLE_358 SAMPLE_359 SAMPLE_360
#> NA NA NA NA NA NA NA NA
#> SAMPLE_361 SAMPLE_362 SAMPLE_363 SAMPLE_364 SAMPLE_365 SAMPLE_366 SAMPLE_367 SAMPLE_368
#> NA NA NA NA NA NA NA NA
#> SAMPLE_369 SAMPLE_370 SAMPLE_371 SAMPLE_372 SAMPLE_373 SAMPLE_374 SAMPLE_375 SAMPLE_376
#> NA NA NA NA NA NA NA NA
#> SAMPLE_377 SAMPLE_378 SAMPLE_379 SAMPLE_380 SAMPLE_381 SAMPLE_382 SAMPLE_383 SAMPLE_384
#> NA NA NA NA NA NA NA NA
#> SAMPLE_385 SAMPLE_386 SAMPLE_387 SAMPLE_388 SAMPLE_389 SAMPLE_390 SAMPLE_391 SAMPLE_392
#> NA NA NA NA NA NA NA NA
#> SAMPLE_393 SAMPLE_394 SAMPLE_395 SAMPLE_396 SAMPLE_397 SAMPLE_398 SAMPLE_399 SAMPLE_400
#> NA NA NA NA NA NA NA NA
#> SAMPLE_401 SAMPLE_402 SAMPLE_403 SAMPLE_404 SAMPLE_405 SAMPLE_406 SAMPLE_407 SAMPLE_408
#> NA NA NA NA NA NA NA NA
#> SAMPLE_409 SAMPLE_410 SAMPLE_411 SAMPLE_412 SAMPLE_413 SAMPLE_414 SAMPLE_415 SAMPLE_416
#> NA NA NA NA NA NA NA NA
#> SAMPLE_417 SAMPLE_418 SAMPLE_419 SAMPLE_420 SAMPLE_421 SAMPLE_422 SAMPLE_423 SAMPLE_424
#> NA NA NA NA NA NA NA NA
#> SAMPLE_425 SAMPLE_426 SAMPLE_427 SAMPLE_428 SAMPLE_429 SAMPLE_430 SAMPLE_431 SAMPLE_432
#> NA NA NA NA NA NA NA NA
#> SAMPLE_433 SAMPLE_434 SAMPLE_435 SAMPLE_436 SAMPLE_437 SAMPLE_438 SAMPLE_439 SAMPLE_440
#> NA NA NA NA NA NA NA NA
#> SAMPLE_441 SAMPLE_442 SAMPLE_443 SAMPLE_444 SAMPLE_445 SAMPLE_446 SAMPLE_447 SAMPLE_448
#> NA NA NA NA NA NA NA NA
#> SAMPLE_449 SAMPLE_450 SAMPLE_451 SAMPLE_452 SAMPLE_453 SAMPLE_454 SAMPLE_455 SAMPLE_456
#> NA NA NA NA NA NA NA NA
#> SAMPLE_457 SAMPLE_458 SAMPLE_459 SAMPLE_460 SAMPLE_461 SAMPLE_462 SAMPLE_463 SAMPLE_464
#> NA NA NA NA NA NA NA NA
#> SAMPLE_465 SAMPLE_466 SAMPLE_467 SAMPLE_468 SAMPLE_469 SAMPLE_470 SAMPLE_471 SAMPLE_472
#> NA NA NA NA NA NA NA NA
#> SAMPLE_473 SAMPLE_474 SAMPLE_475 SAMPLE_476 SAMPLE_477 SAMPLE_478 SAMPLE_479 SAMPLE_480
#> NA NA NA NA NA NA NA NA
#> SAMPLE_481 SAMPLE_482 SAMPLE_483 SAMPLE_484 SAMPLE_485 SAMPLE_486 SAMPLE_487 SAMPLE_488
#> NA NA NA NA NA NA NA NA
#> SAMPLE_489 SAMPLE_490 SAMPLE_491 SAMPLE_492 SAMPLE_493 SAMPLE_494 SAMPLE_495 SAMPLE_496
#> NA NA NA NA NA NA NA NA
#> SAMPLE_497 SAMPLE_498 SAMPLE_499 SAMPLE_500 SAMPLE_501 SAMPLE_502 SAMPLE_503 SAMPLE_504
#> NA NA NA NA NA NA NA NA
#> SAMPLE_505 SAMPLE_506 SAMPLE_507 SAMPLE_508 SAMPLE_509 SAMPLE_510 SAMPLE_511 SAMPLE_512
#> NA NA NA NA NA NA NA NA
#> SAMPLE_513 SAMPLE_514 SAMPLE_515 SAMPLE_516 SAMPLE_517 SAMPLE_518 SAMPLE_519 SAMPLE_520
#> NA NA NA NA NA NA NA NA
#> SAMPLE_521 SAMPLE_522 SAMPLE_523 SAMPLE_524 SAMPLE_525 SAMPLE_526 SAMPLE_527 SAMPLE_528
#> NA NA NA NA NA NA NA NA
#> SAMPLE_529 SAMPLE_530 SAMPLE_531 SAMPLE_532 SAMPLE_533 SAMPLE_534 SAMPLE_535 SAMPLE_536
#> NA NA NA NA NA NA NA NA
#> SAMPLE_537 SAMPLE_538 SAMPLE_539 SAMPLE_540 SAMPLE_541 SAMPLE_542 SAMPLE_543 SAMPLE_544
#> NA NA NA NA NA NA NA NA
#> SAMPLE_545 SAMPLE_546 SAMPLE_547 SAMPLE_548 SAMPLE_549 SAMPLE_550 SAMPLE_551 SAMPLE_552
#> NA NA NA NA NA NA NA NA
#> SAMPLE_553 SAMPLE_554 SAMPLE_555 SAMPLE_556 SAMPLE_557 SAMPLE_558 SAMPLE_559 SAMPLE_560
#> NA NA NA NA NA NA NA NA
#> SAMPLE_561 SAMPLE_562 SAMPLE_563 SAMPLE_564 SAMPLE_565 SAMPLE_566 SAMPLE_567 SAMPLE_568
#> NA NA NA NA NA NA NA NA
#> SAMPLE_569 SAMPLE_570 SAMPLE_571 SAMPLE_572 SAMPLE_573 SAMPLE_574 SAMPLE_575 SAMPLE_576
#> NA NA NA NA NA NA NA NA
#> SAMPLE_577 SAMPLE_578 SAMPLE_579 SAMPLE_580 SAMPLE_581 SAMPLE_582 SAMPLE_583 SAMPLE_584
#> NA NA NA NA NA NA NA NA
#> SAMPLE_585 SAMPLE_586 SAMPLE_587 SAMPLE_588 SAMPLE_589 SAMPLE_590 SAMPLE_591 SAMPLE_592
#> NA NA NA NA NA NA NA NA
#> SAMPLE_593 SAMPLE_594 SAMPLE_595 SAMPLE_596 SAMPLE_597 SAMPLE_598 SAMPLE_599 SAMPLE_600
#> NA NA NA NA NA NA NA NA
#> SAMPLE_601 SAMPLE_602 SAMPLE_603 SAMPLE_604 SAMPLE_605 SAMPLE_606 SAMPLE_607 SAMPLE_608
#> NA NA NA NA NA NA NA NA
#> SAMPLE_609 SAMPLE_610 SAMPLE_611 SAMPLE_612 SAMPLE_613 SAMPLE_614 SAMPLE_615 SAMPLE_616
#> NA NA NA NA NA NA NA NA
#> SAMPLE_617 SAMPLE_618 SAMPLE_619 SAMPLE_620 SAMPLE_621 SAMPLE_622 SAMPLE_623 SAMPLE_624
#> NA NA NA NA NA NA NA NA
#> SAMPLE_625 SAMPLE_626 SAMPLE_627 SAMPLE_628 SAMPLE_629 SAMPLE_630 SAMPLE_631 SAMPLE_632
#> NA NA NA NA NA NA NA NA
#> SAMPLE_633 SAMPLE_634 SAMPLE_635 SAMPLE_636 SAMPLE_637 SAMPLE_638 SAMPLE_639 SAMPLE_640
#> NA NA NA NA NA NA NA NA
#> SAMPLE_641 SAMPLE_642 SAMPLE_643 SAMPLE_644 SAMPLE_645 SAMPLE_646 SAMPLE_647 SAMPLE_648
#> NA NA NA NA NA NA NA NA
#> SAMPLE_649 SAMPLE_650 SAMPLE_651 SAMPLE_652 SAMPLE_653 SAMPLE_654 SAMPLE_655 SAMPLE_656
#> NA NA NA NA NA NA NA NA
#> SAMPLE_657 SAMPLE_658 SAMPLE_659 SAMPLE_660 SAMPLE_661 SAMPLE_662 SAMPLE_663 SAMPLE_664
#> NA NA NA NA NA NA NA NA
#> SAMPLE_665 SAMPLE_666 SAMPLE_667 SAMPLE_668 SAMPLE_669 SAMPLE_670 SAMPLE_671 SAMPLE_672
#> NA NA NA NA NA NA NA NA
#> SAMPLE_673 SAMPLE_674 SAMPLE_675 SAMPLE_676 SAMPLE_677 SAMPLE_678 SAMPLE_679 SAMPLE_680
#> NA NA NA NA NA NA NA NA
#> SAMPLE_681 SAMPLE_682 SAMPLE_683 SAMPLE_684 SAMPLE_685 SAMPLE_686 SAMPLE_687 SAMPLE_688
#> NA NA NA NA NA NA NA NA
#> SAMPLE_689 SAMPLE_690 SAMPLE_691 SAMPLE_692 SAMPLE_693 SAMPLE_694 SAMPLE_695 SAMPLE_696
#> NA NA NA NA NA NA NA NA
#> SAMPLE_697 SAMPLE_698 SAMPLE_699 SAMPLE_700 SAMPLE_701 SAMPLE_702 SAMPLE_703 SAMPLE_704
#> NA NA NA NA NA NA NA NA
#> SAMPLE_705 SAMPLE_706 SAMPLE_707 SAMPLE_708 SAMPLE_709 SAMPLE_710 SAMPLE_711 SAMPLE_712
#> NA NA NA NA NA NA NA NA
#> SAMPLE_713 SAMPLE_714 SAMPLE_715 SAMPLE_716 SAMPLE_717 SAMPLE_718 SAMPLE_719 SAMPLE_720
#> NA NA NA NA NA NA NA NA
#> SAMPLE_721 SAMPLE_722 SAMPLE_723 SAMPLE_724 SAMPLE_725 SAMPLE_726 SAMPLE_727 SAMPLE_728
#> NA NA NA NA NA NA NA NA
#> SAMPLE_729 SAMPLE_730 SAMPLE_731 SAMPLE_732 SAMPLE_733 SAMPLE_734 SAMPLE_735 SAMPLE_736
#> NA NA NA NA NA NA NA NA
#> SAMPLE_737 SAMPLE_738 SAMPLE_739 SAMPLE_740 SAMPLE_741 SAMPLE_742 SAMPLE_743 SAMPLE_744
#> NA NA NA NA NA NA NA NA
#> SAMPLE_745 SAMPLE_746 SAMPLE_747 SAMPLE_748 SAMPLE_749 SAMPLE_750 SAMPLE_751 SAMPLE_752
#> NA NA NA NA NA NA NA NA
#> SAMPLE_753 SAMPLE_754 SAMPLE_755 SAMPLE_756 SAMPLE_757 SAMPLE_758 SAMPLE_759 SAMPLE_760
#> NA NA NA NA NA NA NA NA
#> SAMPLE_761 SAMPLE_762 SAMPLE_763 SAMPLE_764 SAMPLE_765 SAMPLE_766 SAMPLE_767 SAMPLE_768
#> NA NA NA NA NA NA NA NA
#> SAMPLE_769 SAMPLE_770 SAMPLE_771 SAMPLE_772 SAMPLE_773 SAMPLE_774 SAMPLE_775 SAMPLE_776
#> NA NA NA NA NA NA NA NA
#> SAMPLE_777 SAMPLE_778 SAMPLE_779 SAMPLE_780 SAMPLE_781 SAMPLE_782 SAMPLE_783 SAMPLE_784
#> NA NA NA NA NA NA NA NA
#> SAMPLE_785 SAMPLE_786 SAMPLE_787 SAMPLE_788 SAMPLE_789 SAMPLE_790 SAMPLE_791 SAMPLE_792
#> NA NA NA NA NA NA NA NA
#> SAMPLE_793 SAMPLE_794 SAMPLE_795 SAMPLE_796 SAMPLE_797 SAMPLE_798 SAMPLE_799 SAMPLE_800
#> NA NA NA NA NA NA NA NA
#> SAMPLE_801 SAMPLE_802 SAMPLE_803 SAMPLE_804 SAMPLE_805 SAMPLE_806 SAMPLE_807 SAMPLE_808
#> NA NA NA NA NA NA NA NA
#> SAMPLE_809 SAMPLE_810 SAMPLE_811 SAMPLE_812 SAMPLE_813 SAMPLE_814 SAMPLE_815 SAMPLE_816
#> NA NA NA NA NA NA NA NA
#> SAMPLE_817 SAMPLE_818 SAMPLE_819 SAMPLE_820 SAMPLE_821 SAMPLE_822 SAMPLE_823 SAMPLE_824
#> NA NA NA NA NA NA NA NA
#> SAMPLE_825 SAMPLE_826 SAMPLE_827 SAMPLE_828 SAMPLE_829 SAMPLE_830 SAMPLE_831 SAMPLE_832
#> NA NA NA NA NA NA NA NA
#> SAMPLE_833 SAMPLE_834 SAMPLE_835 SAMPLE_836 SAMPLE_837 SAMPLE_838 SAMPLE_839 SAMPLE_840
#> NA NA NA NA NA NA NA NA
#> SAMPLE_841 SAMPLE_842 SAMPLE_843 SAMPLE_844 SAMPLE_845 SAMPLE_846 SAMPLE_847 SAMPLE_848
#> NA NA NA NA NA NA NA NA
#> SAMPLE_849 SAMPLE_850 SAMPLE_851 SAMPLE_852 SAMPLE_853 SAMPLE_854 SAMPLE_855 SAMPLE_856
#> NA NA NA NA NA NA NA NA
#> SAMPLE_857 SAMPLE_858 SAMPLE_859 SAMPLE_860 SAMPLE_861 SAMPLE_862 SAMPLE_863 SAMPLE_864
#> NA NA NA NA NA NA NA NA
#> SAMPLE_865 SAMPLE_866 SAMPLE_867 SAMPLE_868 SAMPLE_869 SAMPLE_870 SAMPLE_871 SAMPLE_872
#> NA NA NA NA NA NA NA NA
#> SAMPLE_873 SAMPLE_874 SAMPLE_875 SAMPLE_876 SAMPLE_877 SAMPLE_878 SAMPLE_879 SAMPLE_880
#> NA NA NA NA NA NA NA NA
#> SAMPLE_881 SAMPLE_882 SAMPLE_883 SAMPLE_884 SAMPLE_885 SAMPLE_886 SAMPLE_887 SAMPLE_888
#> NA NA NA NA NA NA NA NA
#> SAMPLE_889 SAMPLE_890 SAMPLE_891 SAMPLE_892 SAMPLE_893 SAMPLE_894 SAMPLE_895 SAMPLE_896
#> NA NA NA NA NA NA NA NA
#> SAMPLE_897 SAMPLE_898 SAMPLE_899 SAMPLE_900 SAMPLE_901 SAMPLE_902 SAMPLE_903 SAMPLE_904
#> NA NA NA NA NA NA NA NA
#> SAMPLE_905 SAMPLE_906 SAMPLE_907 SAMPLE_908 SAMPLE_909 SAMPLE_910 SAMPLE_911 SAMPLE_912
#> NA NA NA NA NA NA NA NA
#> SAMPLE_913 SAMPLE_914 SAMPLE_915 SAMPLE_916 SAMPLE_917 SAMPLE_918 SAMPLE_919 SAMPLE_920
#> NA NA NA NA NA NA NA NA
#> SAMPLE_921 SAMPLE_922 SAMPLE_923 SAMPLE_924 SAMPLE_925 SAMPLE_926 SAMPLE_927 SAMPLE_928
#> NA NA NA NA NA NA NA NA
#> SAMPLE_929 SAMPLE_930 SAMPLE_931 SAMPLE_932 SAMPLE_933 SAMPLE_934 SAMPLE_935 SAMPLE_936
#> NA NA NA NA NA NA NA NA
#> SAMPLE_937 SAMPLE_938 SAMPLE_939 SAMPLE_940 SAMPLE_941 SAMPLE_942 SAMPLE_943 SAMPLE_944
#> NA NA NA NA NA NA NA NA
#> SAMPLE_945 SAMPLE_946 SAMPLE_947 SAMPLE_948 SAMPLE_949 SAMPLE_950 SAMPLE_951 SAMPLE_952
#> NA NA NA NA NA NA NA NA
#> SAMPLE_953 SAMPLE_954 SAMPLE_955 SAMPLE_956 SAMPLE_957 SAMPLE_958 SAMPLE_959 SAMPLE_960
#> NA NA NA NA NA NA NA NA
#> SAMPLE_961 SAMPLE_962 SAMPLE_963 SAMPLE_964 SAMPLE_965 SAMPLE_966 SAMPLE_967 SAMPLE_968
#> NA NA NA NA NA NA NA NA
#> SAMPLE_969 SAMPLE_970 SAMPLE_971 SAMPLE_972 SAMPLE_973 SAMPLE_974 SAMPLE_975 SAMPLE_976
#> NA NA NA NA NA NA NA NA
#> SAMPLE_977 SAMPLE_978 SAMPLE_979 SAMPLE_980 SAMPLE_981 SAMPLE_982 SAMPLE_983 SAMPLE_984
#> NA NA NA NA NA NA NA NA
#> SAMPLE_985 SAMPLE_986 SAMPLE_987 SAMPLE_988 SAMPLE_989 SAMPLE_990 SAMPLE_991 SAMPLE_992
#> NA NA NA NA NA NA NA NA
#> SAMPLE_993 SAMPLE_994 SAMPLE_995 SAMPLE_996 SAMPLE_997 SAMPLE_998 SAMPLE_999 SAMPLE_1000
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1001 SAMPLE_1002 SAMPLE_1003 SAMPLE_1004 SAMPLE_1005 SAMPLE_1006 SAMPLE_1007 SAMPLE_1008
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1009 SAMPLE_1010 SAMPLE_1011 SAMPLE_1012 SAMPLE_1013 SAMPLE_1014 SAMPLE_1015 SAMPLE_1016
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1017 SAMPLE_1018 SAMPLE_1019 SAMPLE_1020 SAMPLE_1021 SAMPLE_1022 SAMPLE_1023 SAMPLE_1024
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1025 SAMPLE_1026 SAMPLE_1027 SAMPLE_1028 SAMPLE_1029 SAMPLE_1030 SAMPLE_1031 SAMPLE_1032
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1033 SAMPLE_1034 SAMPLE_1035 SAMPLE_1036 SAMPLE_1037 SAMPLE_1038 SAMPLE_1039 SAMPLE_1040
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1041 SAMPLE_1042 SAMPLE_1043 SAMPLE_1044 SAMPLE_1045 SAMPLE_1046 SAMPLE_1047 SAMPLE_1048
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1049 SAMPLE_1050 SAMPLE_1051 SAMPLE_1052 SAMPLE_1053 SAMPLE_1054 SAMPLE_1055 SAMPLE_1056
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1057 SAMPLE_1058 SAMPLE_1059 SAMPLE_1060 SAMPLE_1061 SAMPLE_1062 SAMPLE_1063 SAMPLE_1064
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1065 SAMPLE_1066 SAMPLE_1067 SAMPLE_1068 SAMPLE_1069 SAMPLE_1070 SAMPLE_1071 SAMPLE_1072
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1073 SAMPLE_1074 SAMPLE_1075 SAMPLE_1076 SAMPLE_1077 SAMPLE_1078 SAMPLE_1079 SAMPLE_1080
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1081 SAMPLE_1082 SAMPLE_1083 SAMPLE_1084 SAMPLE_1085 SAMPLE_1086 SAMPLE_1087 SAMPLE_1088
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1089 SAMPLE_1090 SAMPLE_1091 SAMPLE_1092 SAMPLE_1093 SAMPLE_1094 SAMPLE_1095 SAMPLE_1096
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1097 SAMPLE_1098 SAMPLE_1099 SAMPLE_1100 SAMPLE_1101 SAMPLE_1102 SAMPLE_1103 SAMPLE_1104
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1105 SAMPLE_1106 SAMPLE_1107 SAMPLE_1108 SAMPLE_1109 SAMPLE_1110 SAMPLE_1111 SAMPLE_1112
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1113 SAMPLE_1114 SAMPLE_1115 SAMPLE_1116 SAMPLE_1117 SAMPLE_1118 SAMPLE_1119 SAMPLE_1120
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1121 SAMPLE_1122 SAMPLE_1123 SAMPLE_1124 SAMPLE_1125 SAMPLE_1126 SAMPLE_1127 SAMPLE_1128
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1129 SAMPLE_1130 SAMPLE_1131 SAMPLE_1132 SAMPLE_1133 SAMPLE_1134 SAMPLE_1135 SAMPLE_1136
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1137 SAMPLE_1138 SAMPLE_1139 SAMPLE_1140 SAMPLE_1141 SAMPLE_1142 SAMPLE_1143 SAMPLE_1144
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1145 SAMPLE_1146 SAMPLE_1147 SAMPLE_1148 SAMPLE_1149 SAMPLE_1150 SAMPLE_1151 SAMPLE_1152
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1153 SAMPLE_1154 SAMPLE_1155 SAMPLE_1156 SAMPLE_1157 SAMPLE_1158 SAMPLE_1159 SAMPLE_1160
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1161 SAMPLE_1162 SAMPLE_1163 SAMPLE_1164 SAMPLE_1165 SAMPLE_1166 SAMPLE_1167 SAMPLE_1168
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1169 SAMPLE_1170 SAMPLE_1171 SAMPLE_1172 SAMPLE_1173 SAMPLE_1174 SAMPLE_1175 SAMPLE_1176
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1177 SAMPLE_1178 SAMPLE_1179 SAMPLE_1180 SAMPLE_1181 SAMPLE_1182 SAMPLE_1183 SAMPLE_1184
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1185 SAMPLE_1186 SAMPLE_1187 SAMPLE_1188 SAMPLE_1189 SAMPLE_1190 SAMPLE_1191 SAMPLE_1192
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1193 SAMPLE_1194 SAMPLE_1195 SAMPLE_1196 SAMPLE_1197 SAMPLE_1198 SAMPLE_1199 SAMPLE_1200
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1201 SAMPLE_1202 SAMPLE_1203 SAMPLE_1204 SAMPLE_1205 SAMPLE_1206 SAMPLE_1207 SAMPLE_1208
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1209 SAMPLE_1210 SAMPLE_1211 SAMPLE_1212 SAMPLE_1213 SAMPLE_1214 SAMPLE_1215 SAMPLE_1216
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1217 SAMPLE_1218 SAMPLE_1219 SAMPLE_1220 SAMPLE_1221 SAMPLE_1222 SAMPLE_1223 SAMPLE_1224
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1225 SAMPLE_1226 SAMPLE_1227 SAMPLE_1228 SAMPLE_1229 SAMPLE_1230 SAMPLE_1231 SAMPLE_1232
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1233 SAMPLE_1234 SAMPLE_1235 SAMPLE_1236 SAMPLE_1237 SAMPLE_1238 SAMPLE_1239 SAMPLE_1240
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1241 SAMPLE_1242 SAMPLE_1243 SAMPLE_1244 SAMPLE_1245 SAMPLE_1246 SAMPLE_1247 SAMPLE_1248
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1249 SAMPLE_1250 SAMPLE_1251 SAMPLE_1252 SAMPLE_1253 SAMPLE_1254 SAMPLE_1255 SAMPLE_1256
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1257 SAMPLE_1258 SAMPLE_1259 SAMPLE_1260 SAMPLE_1261 SAMPLE_1262 SAMPLE_1263 SAMPLE_1264
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1265 SAMPLE_1266 SAMPLE_1267 SAMPLE_1268 SAMPLE_1269 SAMPLE_1270 SAMPLE_1271 SAMPLE_1272
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1273 SAMPLE_1274 SAMPLE_1275 SAMPLE_1276 SAMPLE_1277 SAMPLE_1278 SAMPLE_1279 SAMPLE_1280
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1281 SAMPLE_1282 SAMPLE_1283 SAMPLE_1284 SAMPLE_1285 SAMPLE_1286 SAMPLE_1287 SAMPLE_1288
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1289 SAMPLE_1290 SAMPLE_1291 SAMPLE_1292 SAMPLE_1293 SAMPLE_1294 SAMPLE_1295 SAMPLE_1296
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1297 SAMPLE_1298 SAMPLE_1299 SAMPLE_1300 SAMPLE_1301 SAMPLE_1302 SAMPLE_1303 SAMPLE_1304
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1305 SAMPLE_1306 SAMPLE_1307 SAMPLE_1308 SAMPLE_1309 SAMPLE_1310 SAMPLE_1311 SAMPLE_1312
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1313 SAMPLE_1314 SAMPLE_1315 SAMPLE_1316 SAMPLE_1317 SAMPLE_1318 SAMPLE_1319 SAMPLE_1320
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1321 SAMPLE_1322 SAMPLE_1323 SAMPLE_1324 SAMPLE_1325 SAMPLE_1326 SAMPLE_1327 SAMPLE_1328
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1329 SAMPLE_1330 SAMPLE_1331 SAMPLE_1332 SAMPLE_1333 SAMPLE_1334 SAMPLE_1335 SAMPLE_1336
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1337 SAMPLE_1338 SAMPLE_1339 SAMPLE_1340 SAMPLE_1341 SAMPLE_1342 SAMPLE_1343 SAMPLE_1344
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1345 SAMPLE_1346 SAMPLE_1347 SAMPLE_1348 SAMPLE_1349 SAMPLE_1350 SAMPLE_1351 SAMPLE_1352
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1353 SAMPLE_1354 SAMPLE_1355 SAMPLE_1356 SAMPLE_1357 SAMPLE_1358 SAMPLE_1359 SAMPLE_1360
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1361 SAMPLE_1362 SAMPLE_1363 SAMPLE_1364 SAMPLE_1365 SAMPLE_1366 SAMPLE_1367 SAMPLE_1368
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1369 SAMPLE_1370 SAMPLE_1371 SAMPLE_1372 SAMPLE_1373 SAMPLE_1374 SAMPLE_1375 SAMPLE_1376
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1377 SAMPLE_1378 SAMPLE_1379 SAMPLE_1380 SAMPLE_1381 SAMPLE_1382 SAMPLE_1383 SAMPLE_1384
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1385 SAMPLE_1386 SAMPLE_1387 SAMPLE_1388 SAMPLE_1389 SAMPLE_1390 SAMPLE_1391 SAMPLE_1392
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1393 SAMPLE_1394 SAMPLE_1395 SAMPLE_1396 SAMPLE_1397 SAMPLE_1398 SAMPLE_1399 SAMPLE_1400
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1401 SAMPLE_1402 SAMPLE_1403 SAMPLE_1404 SAMPLE_1405 SAMPLE_1406 SAMPLE_1407 SAMPLE_1408
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1409 SAMPLE_1410 SAMPLE_1411 SAMPLE_1412 SAMPLE_1413 SAMPLE_1414 SAMPLE_1415 SAMPLE_1416
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1417 SAMPLE_1418 SAMPLE_1419 SAMPLE_1420 SAMPLE_1421 SAMPLE_1422 SAMPLE_1423 SAMPLE_1424
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1425 SAMPLE_1426 SAMPLE_1427 SAMPLE_1428 SAMPLE_1429 SAMPLE_1430 SAMPLE_1431 SAMPLE_1432
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1433 SAMPLE_1434 SAMPLE_1435 SAMPLE_1436 SAMPLE_1437 SAMPLE_1438 SAMPLE_1439 SAMPLE_1440
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1441 SAMPLE_1442 SAMPLE_1443 SAMPLE_1444 SAMPLE_1445 SAMPLE_1446 SAMPLE_1447 SAMPLE_1448
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1449 SAMPLE_1450 SAMPLE_1451 SAMPLE_1452 SAMPLE_1453 SAMPLE_1454 SAMPLE_1455 SAMPLE_1456
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1457 SAMPLE_1458 SAMPLE_1459 SAMPLE_1460 SAMPLE_1461 SAMPLE_1462 SAMPLE_1463 SAMPLE_1464
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1465 SAMPLE_1466 SAMPLE_1467 SAMPLE_1468 SAMPLE_1469 SAMPLE_1470 SAMPLE_1471 SAMPLE_1472
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1473 SAMPLE_1474 SAMPLE_1475 SAMPLE_1476 SAMPLE_1477 SAMPLE_1478 SAMPLE_1479 SAMPLE_1480
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1481 SAMPLE_1482 SAMPLE_1483 SAMPLE_1484 SAMPLE_1485 SAMPLE_1486 SAMPLE_1487 SAMPLE_1488
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1489 SAMPLE_1490 SAMPLE_1491 SAMPLE_1492 SAMPLE_1493 SAMPLE_1494 SAMPLE_1495 SAMPLE_1496
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1497 SAMPLE_1498 SAMPLE_1499 SAMPLE_1500 SAMPLE_1501 SAMPLE_1502 SAMPLE_1503 SAMPLE_1504
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1505 SAMPLE_1506 SAMPLE_1507 SAMPLE_1508 SAMPLE_1509 SAMPLE_1510 SAMPLE_1511 SAMPLE_1512
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1513 SAMPLE_1514 SAMPLE_1515 SAMPLE_1516 SAMPLE_1517 SAMPLE_1518 SAMPLE_1519 SAMPLE_1520
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1521 SAMPLE_1522 SAMPLE_1523 SAMPLE_1524 SAMPLE_1525 SAMPLE_1526 SAMPLE_1527 SAMPLE_1528
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1529 SAMPLE_1530 SAMPLE_1531 SAMPLE_1532 SAMPLE_1533 SAMPLE_1534 SAMPLE_1535 SAMPLE_1536
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1537 SAMPLE_1538 SAMPLE_1539 SAMPLE_1540 SAMPLE_1541 SAMPLE_1542 SAMPLE_1543 SAMPLE_1544
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1545 SAMPLE_1546 SAMPLE_1547 SAMPLE_1548 SAMPLE_1549 SAMPLE_1550 SAMPLE_1551 SAMPLE_1552
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1553 SAMPLE_1554 SAMPLE_1555 SAMPLE_1556 SAMPLE_1557 SAMPLE_1558 SAMPLE_1559 SAMPLE_1560
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1561 SAMPLE_1562 SAMPLE_1563 SAMPLE_1564 SAMPLE_1565 SAMPLE_1566 SAMPLE_1567 SAMPLE_1568
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1569 SAMPLE_1570 SAMPLE_1571 SAMPLE_1572 SAMPLE_1573 SAMPLE_1574 SAMPLE_1575 SAMPLE_1576
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1577 SAMPLE_1578 SAMPLE_1579 SAMPLE_1580 SAMPLE_1581 SAMPLE_1582 SAMPLE_1583 SAMPLE_1584
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1585 SAMPLE_1586 SAMPLE_1587 SAMPLE_1588 SAMPLE_1589 SAMPLE_1590 SAMPLE_1591 SAMPLE_1592
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1593 SAMPLE_1594 SAMPLE_1595 SAMPLE_1596 SAMPLE_1597 SAMPLE_1598 SAMPLE_1599 SAMPLE_1600
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1601 SAMPLE_1602 SAMPLE_1603 SAMPLE_1604 SAMPLE_1605 SAMPLE_1606 SAMPLE_1607 SAMPLE_1608
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1609 SAMPLE_1610 SAMPLE_1611 SAMPLE_1612 SAMPLE_1613 SAMPLE_1614 SAMPLE_1615 SAMPLE_1616
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1617 SAMPLE_1618 SAMPLE_1619 SAMPLE_1620 SAMPLE_1621 SAMPLE_1622 SAMPLE_1623 SAMPLE_1624
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1625 SAMPLE_1626 SAMPLE_1627 SAMPLE_1628 SAMPLE_1629 SAMPLE_1630 SAMPLE_1631 SAMPLE_1632
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1633 SAMPLE_1634 SAMPLE_1635 SAMPLE_1636 SAMPLE_1637 SAMPLE_1638 SAMPLE_1639 SAMPLE_1640
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1641 SAMPLE_1642 SAMPLE_1643 SAMPLE_1644 SAMPLE_1645 SAMPLE_1646 SAMPLE_1647 SAMPLE_1648
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1649 SAMPLE_1650 SAMPLE_1651 SAMPLE_1652 SAMPLE_1653 SAMPLE_1654 SAMPLE_1655 SAMPLE_1656
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1657 SAMPLE_1658 SAMPLE_1659 SAMPLE_1660 SAMPLE_1661 SAMPLE_1662 SAMPLE_1663 SAMPLE_1664
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1665 SAMPLE_1666 SAMPLE_1667 SAMPLE_1668 SAMPLE_1669 SAMPLE_1670 SAMPLE_1671 SAMPLE_1672
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1673 SAMPLE_1674 SAMPLE_1675 SAMPLE_1676 SAMPLE_1677 SAMPLE_1678 SAMPLE_1679 SAMPLE_1680
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1681 SAMPLE_1682 SAMPLE_1683 SAMPLE_1684 SAMPLE_1685 SAMPLE_1686 SAMPLE_1687 SAMPLE_1688
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1689 SAMPLE_1690 SAMPLE_1691 SAMPLE_1692 SAMPLE_1693 SAMPLE_1694 SAMPLE_1695 SAMPLE_1696
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1697 SAMPLE_1698 SAMPLE_1699 SAMPLE_1700 SAMPLE_1701 SAMPLE_1702 SAMPLE_1703 SAMPLE_1704
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1705 SAMPLE_1706 SAMPLE_1707 SAMPLE_1708 SAMPLE_1709 SAMPLE_1710 SAMPLE_1711 SAMPLE_1712
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1713 SAMPLE_1714 SAMPLE_1715 SAMPLE_1716 SAMPLE_1717 SAMPLE_1718 SAMPLE_1719 SAMPLE_1720
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1721 SAMPLE_1722 SAMPLE_1723 SAMPLE_1724 SAMPLE_1725 SAMPLE_1726 SAMPLE_1727 SAMPLE_1728
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1729 SAMPLE_1730 SAMPLE_1731 SAMPLE_1732 SAMPLE_1733 SAMPLE_1734 SAMPLE_1735 SAMPLE_1736
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1737 SAMPLE_1738 SAMPLE_1739 SAMPLE_1740 SAMPLE_1741 SAMPLE_1742 SAMPLE_1743 SAMPLE_1744
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1745 SAMPLE_1746 SAMPLE_1747 SAMPLE_1748 SAMPLE_1749 SAMPLE_1750 SAMPLE_1751 SAMPLE_1752
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1753 SAMPLE_1754 SAMPLE_1755 SAMPLE_1756 SAMPLE_1757 SAMPLE_1758 SAMPLE_1759 SAMPLE_1760
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1761 SAMPLE_1762 SAMPLE_1763 SAMPLE_1764 SAMPLE_1765 SAMPLE_1766 SAMPLE_1767 SAMPLE_1768
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1769 SAMPLE_1770 SAMPLE_1771 SAMPLE_1772 SAMPLE_1773 SAMPLE_1774 SAMPLE_1775 SAMPLE_1776
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1777 SAMPLE_1778 SAMPLE_1779 SAMPLE_1780 SAMPLE_1781 SAMPLE_1782 SAMPLE_1783 SAMPLE_1784
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1785 SAMPLE_1786 SAMPLE_1787 SAMPLE_1788 SAMPLE_1789 SAMPLE_1790 SAMPLE_1791 SAMPLE_1792
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1793 SAMPLE_1794 SAMPLE_1795 SAMPLE_1796 SAMPLE_1797 SAMPLE_1798 SAMPLE_1799 SAMPLE_1800
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1801 SAMPLE_1802 SAMPLE_1803 SAMPLE_1804 SAMPLE_1805 SAMPLE_1806 SAMPLE_1807 SAMPLE_1808
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1809 SAMPLE_1810 SAMPLE_1811 SAMPLE_1812 SAMPLE_1813 SAMPLE_1814 SAMPLE_1815 SAMPLE_1816
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1817 SAMPLE_1818 SAMPLE_1819 SAMPLE_1820 SAMPLE_1821 SAMPLE_1822 SAMPLE_1823 SAMPLE_1824
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1825 SAMPLE_1826 SAMPLE_1827 SAMPLE_1828 SAMPLE_1829 SAMPLE_1830 SAMPLE_1831 SAMPLE_1832
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1833 SAMPLE_1834 SAMPLE_1835 SAMPLE_1836 SAMPLE_1837 SAMPLE_1838 SAMPLE_1839 SAMPLE_1840
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1841 SAMPLE_1842 SAMPLE_1843 SAMPLE_1844 SAMPLE_1845 SAMPLE_1846 SAMPLE_1847 SAMPLE_1848
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1849 SAMPLE_1850 SAMPLE_1851 SAMPLE_1852 SAMPLE_1853 SAMPLE_1854 SAMPLE_1855 SAMPLE_1856
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1857 SAMPLE_1858 SAMPLE_1859 SAMPLE_1860 SAMPLE_1861 SAMPLE_1862 SAMPLE_1863 SAMPLE_1864
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1865 SAMPLE_1866 SAMPLE_1867 SAMPLE_1868 SAMPLE_1869 SAMPLE_1870 SAMPLE_1871 SAMPLE_1872
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1873 SAMPLE_1874 SAMPLE_1875 SAMPLE_1876 SAMPLE_1877 SAMPLE_1878 SAMPLE_1879 SAMPLE_1880
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1881 SAMPLE_1882 SAMPLE_1883 SAMPLE_1884 SAMPLE_1885 SAMPLE_1886 SAMPLE_1887 SAMPLE_1888
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1889 SAMPLE_1890 SAMPLE_1891 SAMPLE_1892 SAMPLE_1893 SAMPLE_1894 SAMPLE_1895 SAMPLE_1896
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1897 SAMPLE_1898 SAMPLE_1899 SAMPLE_1900 SAMPLE_1901 SAMPLE_1902 SAMPLE_1903 SAMPLE_1904
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1905 SAMPLE_1906 SAMPLE_1907 SAMPLE_1908 SAMPLE_1909 SAMPLE_1910 SAMPLE_1911 SAMPLE_1912
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1913 SAMPLE_1914 SAMPLE_1915 SAMPLE_1916 SAMPLE_1917 SAMPLE_1918 SAMPLE_1919 SAMPLE_1920
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1921 SAMPLE_1922 SAMPLE_1923 SAMPLE_1924 SAMPLE_1925 SAMPLE_1926 SAMPLE_1927 SAMPLE_1928
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1929 SAMPLE_1930 SAMPLE_1931 SAMPLE_1932 SAMPLE_1933 SAMPLE_1934 SAMPLE_1935 SAMPLE_1936
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1937 SAMPLE_1938 SAMPLE_1939 SAMPLE_1940 SAMPLE_1941 SAMPLE_1942 SAMPLE_1943 SAMPLE_1944
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1945 SAMPLE_1946 SAMPLE_1947 SAMPLE_1948 SAMPLE_1949 SAMPLE_1950 SAMPLE_1951 SAMPLE_1952
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1953 SAMPLE_1954 SAMPLE_1955 SAMPLE_1956 SAMPLE_1957 SAMPLE_1958 SAMPLE_1959 SAMPLE_1960
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1961 SAMPLE_1962 SAMPLE_1963 SAMPLE_1964 SAMPLE_1965 SAMPLE_1966 SAMPLE_1967 SAMPLE_1968
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1969 SAMPLE_1970 SAMPLE_1971 SAMPLE_1972 SAMPLE_1973 SAMPLE_1974 SAMPLE_1975 SAMPLE_1976
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1977 SAMPLE_1978 SAMPLE_1979 SAMPLE_1980 SAMPLE_1981 SAMPLE_1982 SAMPLE_1983 SAMPLE_1984
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1985 SAMPLE_1986 SAMPLE_1987 SAMPLE_1988 SAMPLE_1989 SAMPLE_1990 SAMPLE_1991 SAMPLE_1992
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1993 SAMPLE_1994 SAMPLE_1995 SAMPLE_1996 SAMPLE_1997 SAMPLE_1998 SAMPLE_1999 SAMPLE_2000
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2001 SAMPLE_2002 SAMPLE_2003 SAMPLE_2004 SAMPLE_2005 SAMPLE_2006 SAMPLE_2007 SAMPLE_2008
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2009 SAMPLE_2010 SAMPLE_2011 SAMPLE_2012 SAMPLE_2013 SAMPLE_2014 SAMPLE_2015 SAMPLE_2016
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2017 SAMPLE_2018 SAMPLE_2019 SAMPLE_2020 SAMPLE_2021 SAMPLE_2022 SAMPLE_2023 SAMPLE_2024
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2025 SAMPLE_2026 SAMPLE_2027 SAMPLE_2028 SAMPLE_2029 SAMPLE_2030 SAMPLE_2031 SAMPLE_2032
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2033 SAMPLE_2034 SAMPLE_2035 SAMPLE_2036 SAMPLE_2037 SAMPLE_2038 SAMPLE_2039 SAMPLE_2040
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2041 SAMPLE_2042 SAMPLE_2043 SAMPLE_2044 SAMPLE_2045 SAMPLE_2046 SAMPLE_2047 SAMPLE_2048
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2049 SAMPLE_2050 SAMPLE_2051 SAMPLE_2052 SAMPLE_2053 SAMPLE_2054 SAMPLE_2055 SAMPLE_2056
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2057 SAMPLE_2058 SAMPLE_2059 SAMPLE_2060 SAMPLE_2061 SAMPLE_2062 SAMPLE_2063 SAMPLE_2064
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2065 SAMPLE_2066 SAMPLE_2067 SAMPLE_2068 SAMPLE_2069 SAMPLE_2070 SAMPLE_2071 SAMPLE_2072
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2073 SAMPLE_2074 SAMPLE_2075 SAMPLE_2076 SAMPLE_2077 SAMPLE_2078 SAMPLE_2079 SAMPLE_2080
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2081 SAMPLE_2082 SAMPLE_2083 SAMPLE_2084 SAMPLE_2085 SAMPLE_2086 SAMPLE_2087 SAMPLE_2088
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2089 SAMPLE_2090 SAMPLE_2091 SAMPLE_2092 SAMPLE_2093 SAMPLE_2094 SAMPLE_2095 SAMPLE_2096
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2097 SAMPLE_2098 SAMPLE_2099 SAMPLE_2100 SAMPLE_2101 SAMPLE_2102 SAMPLE_2103 SAMPLE_2104
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2105 SAMPLE_2106 SAMPLE_2107 SAMPLE_2108 SAMPLE_2109 SAMPLE_2110 SAMPLE_2111 SAMPLE_2112
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2113 SAMPLE_2114 SAMPLE_2115 SAMPLE_2116 SAMPLE_2117 SAMPLE_2118 SAMPLE_2119 SAMPLE_2120
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2121 SAMPLE_2122 SAMPLE_2123 SAMPLE_2124 SAMPLE_2125 SAMPLE_2126 SAMPLE_2127 SAMPLE_2128
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2129 SAMPLE_2130 SAMPLE_2131 SAMPLE_2132 SAMPLE_2133 SAMPLE_2134 SAMPLE_2135 SAMPLE_2136
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2137 SAMPLE_2138 SAMPLE_2139 SAMPLE_2140 SAMPLE_2141 SAMPLE_2142 SAMPLE_2143 SAMPLE_2144
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2145 SAMPLE_2146 SAMPLE_2147 SAMPLE_2148 SAMPLE_2149 SAMPLE_2150 SAMPLE_2151 SAMPLE_2152
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2153 SAMPLE_2154 SAMPLE_2155 SAMPLE_2156 SAMPLE_2157 SAMPLE_2158 SAMPLE_2159 SAMPLE_2160
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2161 SAMPLE_2162 SAMPLE_2163 SAMPLE_2164 SAMPLE_2165 SAMPLE_2166 SAMPLE_2167 SAMPLE_2168
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2169 SAMPLE_2170 SAMPLE_2171 SAMPLE_2172 SAMPLE_2173 SAMPLE_2174 SAMPLE_2175 SAMPLE_2176
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2177 SAMPLE_2178 SAMPLE_2179 SAMPLE_2180 SAMPLE_2181 SAMPLE_2182 SAMPLE_2183 SAMPLE_2184
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2185 SAMPLE_2186 SAMPLE_2187 SAMPLE_2188 SAMPLE_2189 SAMPLE_2190 SAMPLE_2191 SAMPLE_2192
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2193 SAMPLE_2194 SAMPLE_2195 SAMPLE_2196 SAMPLE_2197 SAMPLE_2198 SAMPLE_2199 SAMPLE_2200
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2201 SAMPLE_2202 SAMPLE_2203 SAMPLE_2204 SAMPLE_2205 SAMPLE_2206 SAMPLE_2207 SAMPLE_2208
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2209 SAMPLE_2210 SAMPLE_2211 SAMPLE_2212 SAMPLE_2213 SAMPLE_2214 SAMPLE_2215 SAMPLE_2216
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2217 SAMPLE_2218 SAMPLE_2219 SAMPLE_2220 SAMPLE_2221 SAMPLE_2222 SAMPLE_2223 SAMPLE_2224
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2225 SAMPLE_2226 SAMPLE_2227 SAMPLE_2228 SAMPLE_2229 SAMPLE_2230 SAMPLE_2231 SAMPLE_2232
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2233 SAMPLE_2234 SAMPLE_2235 SAMPLE_2236 SAMPLE_2237 SAMPLE_2238 SAMPLE_2239 SAMPLE_2240
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2241 SAMPLE_2242 SAMPLE_2243 SAMPLE_2244 SAMPLE_2245 SAMPLE_2246 SAMPLE_2247 SAMPLE_2248
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2249 SAMPLE_2250 SAMPLE_2251 SAMPLE_2252 SAMPLE_2253 SAMPLE_2254 SAMPLE_2255 SAMPLE_2256
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2257 SAMPLE_2258 SAMPLE_2259 SAMPLE_2260 SAMPLE_2261 SAMPLE_2262 SAMPLE_2263 SAMPLE_2264
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2265 SAMPLE_2266 SAMPLE_2267 SAMPLE_2268 SAMPLE_2269 SAMPLE_2270 SAMPLE_2271 SAMPLE_2272
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2273 SAMPLE_2274 SAMPLE_2275 SAMPLE_2276 SAMPLE_2277 SAMPLE_2278 SAMPLE_2279 SAMPLE_2280
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2281 SAMPLE_2282 SAMPLE_2283 SAMPLE_2284 SAMPLE_2285 SAMPLE_2286 SAMPLE_2287 SAMPLE_2288
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2289 SAMPLE_2290 SAMPLE_2291 SAMPLE_2292 SAMPLE_2293 SAMPLE_2294 SAMPLE_2295 SAMPLE_2296
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2297 SAMPLE_2298 SAMPLE_2299 SAMPLE_2300 SAMPLE_2301 SAMPLE_2302 SAMPLE_2303 SAMPLE_2304
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2305 SAMPLE_2306 SAMPLE_2307 SAMPLE_2308 SAMPLE_2309 SAMPLE_2310 SAMPLE_2311 SAMPLE_2312
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2313 SAMPLE_2314 SAMPLE_2315 SAMPLE_2316 SAMPLE_2317 SAMPLE_2318 SAMPLE_2319 SAMPLE_2320
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2321 SAMPLE_2322 SAMPLE_2323 SAMPLE_2324 SAMPLE_2325 SAMPLE_2326 SAMPLE_2327 SAMPLE_2328
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2329 SAMPLE_2330 SAMPLE_2331 SAMPLE_2332 SAMPLE_2333 SAMPLE_2334 SAMPLE_2335 SAMPLE_2336
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2337 SAMPLE_2338 SAMPLE_2339 SAMPLE_2340 SAMPLE_2341 SAMPLE_2342 SAMPLE_2343 SAMPLE_2344
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2345 SAMPLE_2346 SAMPLE_2347 SAMPLE_2348 SAMPLE_2349 SAMPLE_2350 SAMPLE_2351 SAMPLE_2352
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2353 SAMPLE_2354 SAMPLE_2355 SAMPLE_2356 SAMPLE_2357 SAMPLE_2358 SAMPLE_2359 SAMPLE_2360
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2361 SAMPLE_2362 SAMPLE_2363 SAMPLE_2364 SAMPLE_2365 SAMPLE_2366 SAMPLE_2367 SAMPLE_2368
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2369 SAMPLE_2370 SAMPLE_2371 SAMPLE_2372 SAMPLE_2373 SAMPLE_2374 SAMPLE_2375 SAMPLE_2376
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2377 SAMPLE_2378 SAMPLE_2379 SAMPLE_2380 SAMPLE_2381 SAMPLE_2382 SAMPLE_2383 SAMPLE_2384
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2385 SAMPLE_2386 SAMPLE_2387 SAMPLE_2388 SAMPLE_2389 SAMPLE_2390 SAMPLE_2391 SAMPLE_2392
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2393 SAMPLE_2394 SAMPLE_2395 SAMPLE_2396 SAMPLE_2397 SAMPLE_2398 SAMPLE_2399 SAMPLE_2400
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2401 SAMPLE_2402 SAMPLE_2403 SAMPLE_2404 SAMPLE_2405 SAMPLE_2406 SAMPLE_2407 SAMPLE_2408
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2409 SAMPLE_2410 SAMPLE_2411 SAMPLE_2412 SAMPLE_2413 SAMPLE_2414 SAMPLE_2415 SAMPLE_2416
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2417 SAMPLE_2418 SAMPLE_2419 SAMPLE_2420 SAMPLE_2421 SAMPLE_2422 SAMPLE_2423 SAMPLE_2424
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2425 SAMPLE_2426 SAMPLE_2427 SAMPLE_2428 SAMPLE_2429 SAMPLE_2430 SAMPLE_2431 SAMPLE_2432
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2433 SAMPLE_2434 SAMPLE_2435 SAMPLE_2436 SAMPLE_2437 SAMPLE_2438 SAMPLE_2439 SAMPLE_2440
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2441 SAMPLE_2442 SAMPLE_2443 SAMPLE_2444 SAMPLE_2445 SAMPLE_2446 SAMPLE_2447 SAMPLE_2448
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2449 SAMPLE_2450 SAMPLE_2451 SAMPLE_2452 SAMPLE_2453 SAMPLE_2454 SAMPLE_2455 SAMPLE_2456
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2457 SAMPLE_2458 SAMPLE_2459 SAMPLE_2460 SAMPLE_2461 SAMPLE_2462 SAMPLE_2463 SAMPLE_2464
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2465 SAMPLE_2466 SAMPLE_2467 SAMPLE_2468 SAMPLE_2469 SAMPLE_2470 SAMPLE_2471 SAMPLE_2472
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2473 SAMPLE_2474 SAMPLE_2475 SAMPLE_2476 SAMPLE_2477 SAMPLE_2478 SAMPLE_2479 SAMPLE_2480
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2481 SAMPLE_2482 SAMPLE_2483 SAMPLE_2484 SAMPLE_2485 SAMPLE_2486 SAMPLE_2487 SAMPLE_2488
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2489 SAMPLE_2490 SAMPLE_2491 SAMPLE_2492 SAMPLE_2493 SAMPLE_2494 SAMPLE_2495 SAMPLE_2496
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2497 SAMPLE_2498 SAMPLE_2499 SAMPLE_2500 SAMPLE_2501 SAMPLE_2502 SAMPLE_2503 SAMPLE_2504
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2505 SAMPLE_2506 SAMPLE_2507 SAMPLE_2508 SAMPLE_2509 SAMPLE_2510 SAMPLE_2511 SAMPLE_2512
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2513 SAMPLE_2514 SAMPLE_2515 SAMPLE_2516 SAMPLE_2517 SAMPLE_2518 SAMPLE_2519 SAMPLE_2520
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2521 SAMPLE_2522 SAMPLE_2523 SAMPLE_2524 SAMPLE_2525 SAMPLE_2526 SAMPLE_2527 SAMPLE_2528
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2529 SAMPLE_2530 SAMPLE_2531 SAMPLE_2532 SAMPLE_2533 SAMPLE_2534 SAMPLE_2535 SAMPLE_2536
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2537 SAMPLE_2538 SAMPLE_2539 SAMPLE_2540 SAMPLE_2541 SAMPLE_2542 SAMPLE_2543 SAMPLE_2544
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2545 SAMPLE_2546 SAMPLE_2547 SAMPLE_2548 SAMPLE_2549 SAMPLE_2550 SAMPLE_2551 SAMPLE_2552
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2553 SAMPLE_2554 SAMPLE_2555 SAMPLE_2556 SAMPLE_2557 SAMPLE_2558 SAMPLE_2559 SAMPLE_2560
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2561 SAMPLE_2562 SAMPLE_2563 SAMPLE_2564 SAMPLE_2565 SAMPLE_2566 SAMPLE_2567 SAMPLE_2568
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2569 SAMPLE_2570 SAMPLE_2571 SAMPLE_2572 SAMPLE_2573 SAMPLE_2574 SAMPLE_2575 SAMPLE_2576
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2577 SAMPLE_2578 SAMPLE_2579 SAMPLE_2580 SAMPLE_2581 SAMPLE_2582 SAMPLE_2583 SAMPLE_2584
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2585 SAMPLE_2586 SAMPLE_2587 SAMPLE_2588 SAMPLE_2589 SAMPLE_2590 SAMPLE_2591 SAMPLE_2592
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2593 SAMPLE_2594 SAMPLE_2595 SAMPLE_2596 SAMPLE_2597 SAMPLE_2598 SAMPLE_2599 SAMPLE_2600
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2601 SAMPLE_2602 SAMPLE_2603 SAMPLE_2604 SAMPLE_2605 SAMPLE_2606 SAMPLE_2607 SAMPLE_2608
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2609 SAMPLE_2610 SAMPLE_2611 SAMPLE_2612 SAMPLE_2613 SAMPLE_2614 SAMPLE_2615 SAMPLE_2616
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2617 SAMPLE_2618 SAMPLE_2619 SAMPLE_2620 SAMPLE_2621 SAMPLE_2622 SAMPLE_2623 SAMPLE_2624
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2625 SAMPLE_2626 SAMPLE_2627 SAMPLE_2628 SAMPLE_2629 SAMPLE_2630 SAMPLE_2631 SAMPLE_2632
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2633 SAMPLE_2634 SAMPLE_2635 SAMPLE_2636 SAMPLE_2637 SAMPLE_2638 SAMPLE_2639 SAMPLE_2640
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2641 SAMPLE_2642 SAMPLE_2643 SAMPLE_2644 SAMPLE_2645 SAMPLE_2646 SAMPLE_2647 SAMPLE_2648
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2649 SAMPLE_2650 SAMPLE_2651 SAMPLE_2652 SAMPLE_2653 SAMPLE_2654 SAMPLE_2655 SAMPLE_2656
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2657 SAMPLE_2658 SAMPLE_2659 SAMPLE_2660 SAMPLE_2661 SAMPLE_2662 SAMPLE_2663 SAMPLE_2664
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2665 SAMPLE_2666 SAMPLE_2667 SAMPLE_2668 SAMPLE_2669 SAMPLE_2670 SAMPLE_2671 SAMPLE_2672
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2673 SAMPLE_2674 SAMPLE_2675 SAMPLE_2676 SAMPLE_2677 SAMPLE_2678 SAMPLE_2679 SAMPLE_2680
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2681 SAMPLE_2682 SAMPLE_2683 SAMPLE_2684 SAMPLE_2685 SAMPLE_2686 SAMPLE_2687 SAMPLE_2688
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2689 SAMPLE_2690 SAMPLE_2691 SAMPLE_2692 SAMPLE_2693 SAMPLE_2694 SAMPLE_2695 SAMPLE_2696
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2697 SAMPLE_2698 SAMPLE_2699 SAMPLE_2700 SAMPLE_2701 SAMPLE_2702 SAMPLE_2703 SAMPLE_2704
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2705 SAMPLE_2706 SAMPLE_2707 SAMPLE_2708 SAMPLE_2709 SAMPLE_2710 SAMPLE_2711 SAMPLE_2712
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2713 SAMPLE_2714 SAMPLE_2715 SAMPLE_2716 SAMPLE_2717 SAMPLE_2718 SAMPLE_2719 SAMPLE_2720
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2721 SAMPLE_2722 SAMPLE_2723 SAMPLE_2724 SAMPLE_2725 SAMPLE_2726 SAMPLE_2727 SAMPLE_2728
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2729 SAMPLE_2730 SAMPLE_2731 SAMPLE_2732 SAMPLE_2733 SAMPLE_2734 SAMPLE_2735 SAMPLE_2736
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2737 SAMPLE_2738 SAMPLE_2739 SAMPLE_2740 SAMPLE_2741 SAMPLE_2742 SAMPLE_2743 SAMPLE_2744
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2745 SAMPLE_2746 SAMPLE_2747 SAMPLE_2748 SAMPLE_2749 SAMPLE_2750 SAMPLE_2751 SAMPLE_2752
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2753 SAMPLE_2754 SAMPLE_2755 SAMPLE_2756 SAMPLE_2757 SAMPLE_2758 SAMPLE_2759 SAMPLE_2760
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2761 SAMPLE_2762 SAMPLE_2763 SAMPLE_2764 SAMPLE_2765 SAMPLE_2766 SAMPLE_2767 SAMPLE_2768
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2769 SAMPLE_2770 SAMPLE_2771 SAMPLE_2772 SAMPLE_2773 SAMPLE_2774 SAMPLE_2775 SAMPLE_2776
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2777 SAMPLE_2778 SAMPLE_2779 SAMPLE_2780 SAMPLE_2781 SAMPLE_2782 SAMPLE_2783 SAMPLE_2784
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2785 SAMPLE_2786 SAMPLE_2787 SAMPLE_2788 SAMPLE_2789 SAMPLE_2790 SAMPLE_2791 SAMPLE_2792
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2793 SAMPLE_2794 SAMPLE_2795 SAMPLE_2796 SAMPLE_2797 SAMPLE_2798 SAMPLE_2799 SAMPLE_2800
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2801
#> NA
get_classes(res_rh, merge_node = merge_node_param(min_n_signatures = 28616))
#> SAMPLE_1 SAMPLE_2 SAMPLE_3 SAMPLE_4 SAMPLE_5 SAMPLE_6 SAMPLE_7 SAMPLE_8
#> NA NA NA NA NA NA NA NA
#> SAMPLE_9 SAMPLE_10 SAMPLE_11 SAMPLE_12 SAMPLE_13 SAMPLE_14 SAMPLE_15 SAMPLE_16
#> NA NA NA NA NA NA NA NA
#> SAMPLE_17 SAMPLE_18 SAMPLE_19 SAMPLE_20 SAMPLE_21 SAMPLE_22 SAMPLE_23 SAMPLE_24
#> NA NA NA NA NA NA NA NA
#> SAMPLE_25 SAMPLE_26 SAMPLE_27 SAMPLE_28 SAMPLE_29 SAMPLE_30 SAMPLE_31 SAMPLE_32
#> NA NA NA NA NA NA NA NA
#> SAMPLE_33 SAMPLE_34 SAMPLE_35 SAMPLE_36 SAMPLE_37 SAMPLE_38 SAMPLE_39 SAMPLE_40
#> NA NA NA NA NA NA NA NA
#> SAMPLE_41 SAMPLE_42 SAMPLE_43 SAMPLE_44 SAMPLE_45 SAMPLE_46 SAMPLE_47 SAMPLE_48
#> NA NA NA NA NA NA NA NA
#> SAMPLE_49 SAMPLE_50 SAMPLE_51 SAMPLE_52 SAMPLE_53 SAMPLE_54 SAMPLE_55 SAMPLE_56
#> NA NA NA NA NA NA NA NA
#> SAMPLE_57 SAMPLE_58 SAMPLE_59 SAMPLE_60 SAMPLE_61 SAMPLE_62 SAMPLE_63 SAMPLE_64
#> NA NA NA NA NA NA NA NA
#> SAMPLE_65 SAMPLE_66 SAMPLE_67 SAMPLE_68 SAMPLE_69 SAMPLE_70 SAMPLE_71 SAMPLE_72
#> NA NA NA NA NA NA NA NA
#> SAMPLE_73 SAMPLE_74 SAMPLE_75 SAMPLE_76 SAMPLE_77 SAMPLE_78 SAMPLE_79 SAMPLE_80
#> NA NA NA NA NA NA NA NA
#> SAMPLE_81 SAMPLE_82 SAMPLE_83 SAMPLE_84 SAMPLE_85 SAMPLE_86 SAMPLE_87 SAMPLE_88
#> NA NA NA NA NA NA NA NA
#> SAMPLE_89 SAMPLE_90 SAMPLE_91 SAMPLE_92 SAMPLE_93 SAMPLE_94 SAMPLE_95 SAMPLE_96
#> NA NA NA NA NA NA NA NA
#> SAMPLE_97 SAMPLE_98 SAMPLE_99 SAMPLE_100 SAMPLE_101 SAMPLE_102 SAMPLE_103 SAMPLE_104
#> NA NA NA NA NA NA NA NA
#> SAMPLE_105 SAMPLE_106 SAMPLE_107 SAMPLE_108 SAMPLE_109 SAMPLE_110 SAMPLE_111 SAMPLE_112
#> NA NA NA NA NA NA NA NA
#> SAMPLE_113 SAMPLE_114 SAMPLE_115 SAMPLE_116 SAMPLE_117 SAMPLE_118 SAMPLE_119 SAMPLE_120
#> NA NA NA NA NA NA NA NA
#> SAMPLE_121 SAMPLE_122 SAMPLE_123 SAMPLE_124 SAMPLE_125 SAMPLE_126 SAMPLE_127 SAMPLE_128
#> NA NA NA NA NA NA NA NA
#> SAMPLE_129 SAMPLE_130 SAMPLE_131 SAMPLE_132 SAMPLE_133 SAMPLE_134 SAMPLE_135 SAMPLE_136
#> NA NA NA NA NA NA NA NA
#> SAMPLE_137 SAMPLE_138 SAMPLE_139 SAMPLE_140 SAMPLE_141 SAMPLE_142 SAMPLE_143 SAMPLE_144
#> NA NA NA NA NA NA NA NA
#> SAMPLE_145 SAMPLE_146 SAMPLE_147 SAMPLE_148 SAMPLE_149 SAMPLE_150 SAMPLE_151 SAMPLE_152
#> NA NA NA NA NA NA NA NA
#> SAMPLE_153 SAMPLE_154 SAMPLE_155 SAMPLE_156 SAMPLE_157 SAMPLE_158 SAMPLE_159 SAMPLE_160
#> NA NA NA NA NA NA NA NA
#> SAMPLE_161 SAMPLE_162 SAMPLE_163 SAMPLE_164 SAMPLE_165 SAMPLE_166 SAMPLE_167 SAMPLE_168
#> NA NA NA NA NA NA NA NA
#> SAMPLE_169 SAMPLE_170 SAMPLE_171 SAMPLE_172 SAMPLE_173 SAMPLE_174 SAMPLE_175 SAMPLE_176
#> NA NA NA NA NA NA NA NA
#> SAMPLE_177 SAMPLE_178 SAMPLE_179 SAMPLE_180 SAMPLE_181 SAMPLE_182 SAMPLE_183 SAMPLE_184
#> NA NA NA NA NA NA NA NA
#> SAMPLE_185 SAMPLE_186 SAMPLE_187 SAMPLE_188 SAMPLE_189 SAMPLE_190 SAMPLE_191 SAMPLE_192
#> NA NA NA NA NA NA NA NA
#> SAMPLE_193 SAMPLE_194 SAMPLE_195 SAMPLE_196 SAMPLE_197 SAMPLE_198 SAMPLE_199 SAMPLE_200
#> NA NA NA NA NA NA NA NA
#> SAMPLE_201 SAMPLE_202 SAMPLE_203 SAMPLE_204 SAMPLE_205 SAMPLE_206 SAMPLE_207 SAMPLE_208
#> NA NA NA NA NA NA NA NA
#> SAMPLE_209 SAMPLE_210 SAMPLE_211 SAMPLE_212 SAMPLE_213 SAMPLE_214 SAMPLE_215 SAMPLE_216
#> NA NA NA NA NA NA NA NA
#> SAMPLE_217 SAMPLE_218 SAMPLE_219 SAMPLE_220 SAMPLE_221 SAMPLE_222 SAMPLE_223 SAMPLE_224
#> NA NA NA NA NA NA NA NA
#> SAMPLE_225 SAMPLE_226 SAMPLE_227 SAMPLE_228 SAMPLE_229 SAMPLE_230 SAMPLE_231 SAMPLE_232
#> NA NA NA NA NA NA NA NA
#> SAMPLE_233 SAMPLE_234 SAMPLE_235 SAMPLE_236 SAMPLE_237 SAMPLE_238 SAMPLE_239 SAMPLE_240
#> NA NA NA NA NA NA NA NA
#> SAMPLE_241 SAMPLE_242 SAMPLE_243 SAMPLE_244 SAMPLE_245 SAMPLE_246 SAMPLE_247 SAMPLE_248
#> NA NA NA NA NA NA NA NA
#> SAMPLE_249 SAMPLE_250 SAMPLE_251 SAMPLE_252 SAMPLE_253 SAMPLE_254 SAMPLE_255 SAMPLE_256
#> NA NA NA NA NA NA NA NA
#> SAMPLE_257 SAMPLE_258 SAMPLE_259 SAMPLE_260 SAMPLE_261 SAMPLE_262 SAMPLE_263 SAMPLE_264
#> NA NA NA NA NA NA NA NA
#> SAMPLE_265 SAMPLE_266 SAMPLE_267 SAMPLE_268 SAMPLE_269 SAMPLE_270 SAMPLE_271 SAMPLE_272
#> NA NA NA NA NA NA NA NA
#> SAMPLE_273 SAMPLE_274 SAMPLE_275 SAMPLE_276 SAMPLE_277 SAMPLE_278 SAMPLE_279 SAMPLE_280
#> NA NA NA NA NA NA NA NA
#> SAMPLE_281 SAMPLE_282 SAMPLE_283 SAMPLE_284 SAMPLE_285 SAMPLE_286 SAMPLE_287 SAMPLE_288
#> NA NA NA NA NA NA NA NA
#> SAMPLE_289 SAMPLE_290 SAMPLE_291 SAMPLE_292 SAMPLE_293 SAMPLE_294 SAMPLE_295 SAMPLE_296
#> NA NA NA NA NA NA NA NA
#> SAMPLE_297 SAMPLE_298 SAMPLE_299 SAMPLE_300 SAMPLE_301 SAMPLE_302 SAMPLE_303 SAMPLE_304
#> NA NA NA NA NA NA NA NA
#> SAMPLE_305 SAMPLE_306 SAMPLE_307 SAMPLE_308 SAMPLE_309 SAMPLE_310 SAMPLE_311 SAMPLE_312
#> NA NA NA NA NA NA NA NA
#> SAMPLE_313 SAMPLE_314 SAMPLE_315 SAMPLE_316 SAMPLE_317 SAMPLE_318 SAMPLE_319 SAMPLE_320
#> NA NA NA NA NA NA NA NA
#> SAMPLE_321 SAMPLE_322 SAMPLE_323 SAMPLE_324 SAMPLE_325 SAMPLE_326 SAMPLE_327 SAMPLE_328
#> NA NA NA NA NA NA NA NA
#> SAMPLE_329 SAMPLE_330 SAMPLE_331 SAMPLE_332 SAMPLE_333 SAMPLE_334 SAMPLE_335 SAMPLE_336
#> NA NA NA NA NA NA NA NA
#> SAMPLE_337 SAMPLE_338 SAMPLE_339 SAMPLE_340 SAMPLE_341 SAMPLE_342 SAMPLE_343 SAMPLE_344
#> NA NA NA NA NA NA NA NA
#> SAMPLE_345 SAMPLE_346 SAMPLE_347 SAMPLE_348 SAMPLE_349 SAMPLE_350 SAMPLE_351 SAMPLE_352
#> NA NA NA NA NA NA NA NA
#> SAMPLE_353 SAMPLE_354 SAMPLE_355 SAMPLE_356 SAMPLE_357 SAMPLE_358 SAMPLE_359 SAMPLE_360
#> NA NA NA NA NA NA NA NA
#> SAMPLE_361 SAMPLE_362 SAMPLE_363 SAMPLE_364 SAMPLE_365 SAMPLE_366 SAMPLE_367 SAMPLE_368
#> NA NA NA NA NA NA NA NA
#> SAMPLE_369 SAMPLE_370 SAMPLE_371 SAMPLE_372 SAMPLE_373 SAMPLE_374 SAMPLE_375 SAMPLE_376
#> NA NA NA NA NA NA NA NA
#> SAMPLE_377 SAMPLE_378 SAMPLE_379 SAMPLE_380 SAMPLE_381 SAMPLE_382 SAMPLE_383 SAMPLE_384
#> NA NA NA NA NA NA NA NA
#> SAMPLE_385 SAMPLE_386 SAMPLE_387 SAMPLE_388 SAMPLE_389 SAMPLE_390 SAMPLE_391 SAMPLE_392
#> NA NA NA NA NA NA NA NA
#> SAMPLE_393 SAMPLE_394 SAMPLE_395 SAMPLE_396 SAMPLE_397 SAMPLE_398 SAMPLE_399 SAMPLE_400
#> NA NA NA NA NA NA NA NA
#> SAMPLE_401 SAMPLE_402 SAMPLE_403 SAMPLE_404 SAMPLE_405 SAMPLE_406 SAMPLE_407 SAMPLE_408
#> NA NA NA NA NA NA NA NA
#> SAMPLE_409 SAMPLE_410 SAMPLE_411 SAMPLE_412 SAMPLE_413 SAMPLE_414 SAMPLE_415 SAMPLE_416
#> NA NA NA NA NA NA NA NA
#> SAMPLE_417 SAMPLE_418 SAMPLE_419 SAMPLE_420 SAMPLE_421 SAMPLE_422 SAMPLE_423 SAMPLE_424
#> NA NA NA NA NA NA NA NA
#> SAMPLE_425 SAMPLE_426 SAMPLE_427 SAMPLE_428 SAMPLE_429 SAMPLE_430 SAMPLE_431 SAMPLE_432
#> NA NA NA NA NA NA NA NA
#> SAMPLE_433 SAMPLE_434 SAMPLE_435 SAMPLE_436 SAMPLE_437 SAMPLE_438 SAMPLE_439 SAMPLE_440
#> NA NA NA NA NA NA NA NA
#> SAMPLE_441 SAMPLE_442 SAMPLE_443 SAMPLE_444 SAMPLE_445 SAMPLE_446 SAMPLE_447 SAMPLE_448
#> NA NA NA NA NA NA NA NA
#> SAMPLE_449 SAMPLE_450 SAMPLE_451 SAMPLE_452 SAMPLE_453 SAMPLE_454 SAMPLE_455 SAMPLE_456
#> NA NA NA NA NA NA NA NA
#> SAMPLE_457 SAMPLE_458 SAMPLE_459 SAMPLE_460 SAMPLE_461 SAMPLE_462 SAMPLE_463 SAMPLE_464
#> NA NA NA NA NA NA NA NA
#> SAMPLE_465 SAMPLE_466 SAMPLE_467 SAMPLE_468 SAMPLE_469 SAMPLE_470 SAMPLE_471 SAMPLE_472
#> NA NA NA NA NA NA NA NA
#> SAMPLE_473 SAMPLE_474 SAMPLE_475 SAMPLE_476 SAMPLE_477 SAMPLE_478 SAMPLE_479 SAMPLE_480
#> NA NA NA NA NA NA NA NA
#> SAMPLE_481 SAMPLE_482 SAMPLE_483 SAMPLE_484 SAMPLE_485 SAMPLE_486 SAMPLE_487 SAMPLE_488
#> NA NA NA NA NA NA NA NA
#> SAMPLE_489 SAMPLE_490 SAMPLE_491 SAMPLE_492 SAMPLE_493 SAMPLE_494 SAMPLE_495 SAMPLE_496
#> NA NA NA NA NA NA NA NA
#> SAMPLE_497 SAMPLE_498 SAMPLE_499 SAMPLE_500 SAMPLE_501 SAMPLE_502 SAMPLE_503 SAMPLE_504
#> NA NA NA NA NA NA NA NA
#> SAMPLE_505 SAMPLE_506 SAMPLE_507 SAMPLE_508 SAMPLE_509 SAMPLE_510 SAMPLE_511 SAMPLE_512
#> NA NA NA NA NA NA NA NA
#> SAMPLE_513 SAMPLE_514 SAMPLE_515 SAMPLE_516 SAMPLE_517 SAMPLE_518 SAMPLE_519 SAMPLE_520
#> NA NA NA NA NA NA NA NA
#> SAMPLE_521 SAMPLE_522 SAMPLE_523 SAMPLE_524 SAMPLE_525 SAMPLE_526 SAMPLE_527 SAMPLE_528
#> NA NA NA NA NA NA NA NA
#> SAMPLE_529 SAMPLE_530 SAMPLE_531 SAMPLE_532 SAMPLE_533 SAMPLE_534 SAMPLE_535 SAMPLE_536
#> NA NA NA NA NA NA NA NA
#> SAMPLE_537 SAMPLE_538 SAMPLE_539 SAMPLE_540 SAMPLE_541 SAMPLE_542 SAMPLE_543 SAMPLE_544
#> NA NA NA NA NA NA NA NA
#> SAMPLE_545 SAMPLE_546 SAMPLE_547 SAMPLE_548 SAMPLE_549 SAMPLE_550 SAMPLE_551 SAMPLE_552
#> NA NA NA NA NA NA NA NA
#> SAMPLE_553 SAMPLE_554 SAMPLE_555 SAMPLE_556 SAMPLE_557 SAMPLE_558 SAMPLE_559 SAMPLE_560
#> NA NA NA NA NA NA NA NA
#> SAMPLE_561 SAMPLE_562 SAMPLE_563 SAMPLE_564 SAMPLE_565 SAMPLE_566 SAMPLE_567 SAMPLE_568
#> NA NA NA NA NA NA NA NA
#> SAMPLE_569 SAMPLE_570 SAMPLE_571 SAMPLE_572 SAMPLE_573 SAMPLE_574 SAMPLE_575 SAMPLE_576
#> NA NA NA NA NA NA NA NA
#> SAMPLE_577 SAMPLE_578 SAMPLE_579 SAMPLE_580 SAMPLE_581 SAMPLE_582 SAMPLE_583 SAMPLE_584
#> NA NA NA NA NA NA NA NA
#> SAMPLE_585 SAMPLE_586 SAMPLE_587 SAMPLE_588 SAMPLE_589 SAMPLE_590 SAMPLE_591 SAMPLE_592
#> NA NA NA NA NA NA NA NA
#> SAMPLE_593 SAMPLE_594 SAMPLE_595 SAMPLE_596 SAMPLE_597 SAMPLE_598 SAMPLE_599 SAMPLE_600
#> NA NA NA NA NA NA NA NA
#> SAMPLE_601 SAMPLE_602 SAMPLE_603 SAMPLE_604 SAMPLE_605 SAMPLE_606 SAMPLE_607 SAMPLE_608
#> NA NA NA NA NA NA NA NA
#> SAMPLE_609 SAMPLE_610 SAMPLE_611 SAMPLE_612 SAMPLE_613 SAMPLE_614 SAMPLE_615 SAMPLE_616
#> NA NA NA NA NA NA NA NA
#> SAMPLE_617 SAMPLE_618 SAMPLE_619 SAMPLE_620 SAMPLE_621 SAMPLE_622 SAMPLE_623 SAMPLE_624
#> NA NA NA NA NA NA NA NA
#> SAMPLE_625 SAMPLE_626 SAMPLE_627 SAMPLE_628 SAMPLE_629 SAMPLE_630 SAMPLE_631 SAMPLE_632
#> NA NA NA NA NA NA NA NA
#> SAMPLE_633 SAMPLE_634 SAMPLE_635 SAMPLE_636 SAMPLE_637 SAMPLE_638 SAMPLE_639 SAMPLE_640
#> NA NA NA NA NA NA NA NA
#> SAMPLE_641 SAMPLE_642 SAMPLE_643 SAMPLE_644 SAMPLE_645 SAMPLE_646 SAMPLE_647 SAMPLE_648
#> NA NA NA NA NA NA NA NA
#> SAMPLE_649 SAMPLE_650 SAMPLE_651 SAMPLE_652 SAMPLE_653 SAMPLE_654 SAMPLE_655 SAMPLE_656
#> NA NA NA NA NA NA NA NA
#> SAMPLE_657 SAMPLE_658 SAMPLE_659 SAMPLE_660 SAMPLE_661 SAMPLE_662 SAMPLE_663 SAMPLE_664
#> NA NA NA NA NA NA NA NA
#> SAMPLE_665 SAMPLE_666 SAMPLE_667 SAMPLE_668 SAMPLE_669 SAMPLE_670 SAMPLE_671 SAMPLE_672
#> NA NA NA NA NA NA NA NA
#> SAMPLE_673 SAMPLE_674 SAMPLE_675 SAMPLE_676 SAMPLE_677 SAMPLE_678 SAMPLE_679 SAMPLE_680
#> NA NA NA NA NA NA NA NA
#> SAMPLE_681 SAMPLE_682 SAMPLE_683 SAMPLE_684 SAMPLE_685 SAMPLE_686 SAMPLE_687 SAMPLE_688
#> NA NA NA NA NA NA NA NA
#> SAMPLE_689 SAMPLE_690 SAMPLE_691 SAMPLE_692 SAMPLE_693 SAMPLE_694 SAMPLE_695 SAMPLE_696
#> NA NA NA NA NA NA NA NA
#> SAMPLE_697 SAMPLE_698 SAMPLE_699 SAMPLE_700 SAMPLE_701 SAMPLE_702 SAMPLE_703 SAMPLE_704
#> NA NA NA NA NA NA NA NA
#> SAMPLE_705 SAMPLE_706 SAMPLE_707 SAMPLE_708 SAMPLE_709 SAMPLE_710 SAMPLE_711 SAMPLE_712
#> NA NA NA NA NA NA NA NA
#> SAMPLE_713 SAMPLE_714 SAMPLE_715 SAMPLE_716 SAMPLE_717 SAMPLE_718 SAMPLE_719 SAMPLE_720
#> NA NA NA NA NA NA NA NA
#> SAMPLE_721 SAMPLE_722 SAMPLE_723 SAMPLE_724 SAMPLE_725 SAMPLE_726 SAMPLE_727 SAMPLE_728
#> NA NA NA NA NA NA NA NA
#> SAMPLE_729 SAMPLE_730 SAMPLE_731 SAMPLE_732 SAMPLE_733 SAMPLE_734 SAMPLE_735 SAMPLE_736
#> NA NA NA NA NA NA NA NA
#> SAMPLE_737 SAMPLE_738 SAMPLE_739 SAMPLE_740 SAMPLE_741 SAMPLE_742 SAMPLE_743 SAMPLE_744
#> NA NA NA NA NA NA NA NA
#> SAMPLE_745 SAMPLE_746 SAMPLE_747 SAMPLE_748 SAMPLE_749 SAMPLE_750 SAMPLE_751 SAMPLE_752
#> NA NA NA NA NA NA NA NA
#> SAMPLE_753 SAMPLE_754 SAMPLE_755 SAMPLE_756 SAMPLE_757 SAMPLE_758 SAMPLE_759 SAMPLE_760
#> NA NA NA NA NA NA NA NA
#> SAMPLE_761 SAMPLE_762 SAMPLE_763 SAMPLE_764 SAMPLE_765 SAMPLE_766 SAMPLE_767 SAMPLE_768
#> NA NA NA NA NA NA NA NA
#> SAMPLE_769 SAMPLE_770 SAMPLE_771 SAMPLE_772 SAMPLE_773 SAMPLE_774 SAMPLE_775 SAMPLE_776
#> NA NA NA NA NA NA NA NA
#> SAMPLE_777 SAMPLE_778 SAMPLE_779 SAMPLE_780 SAMPLE_781 SAMPLE_782 SAMPLE_783 SAMPLE_784
#> NA NA NA NA NA NA NA NA
#> SAMPLE_785 SAMPLE_786 SAMPLE_787 SAMPLE_788 SAMPLE_789 SAMPLE_790 SAMPLE_791 SAMPLE_792
#> NA NA NA NA NA NA NA NA
#> SAMPLE_793 SAMPLE_794 SAMPLE_795 SAMPLE_796 SAMPLE_797 SAMPLE_798 SAMPLE_799 SAMPLE_800
#> NA NA NA NA NA NA NA NA
#> SAMPLE_801 SAMPLE_802 SAMPLE_803 SAMPLE_804 SAMPLE_805 SAMPLE_806 SAMPLE_807 SAMPLE_808
#> NA NA NA NA NA NA NA NA
#> SAMPLE_809 SAMPLE_810 SAMPLE_811 SAMPLE_812 SAMPLE_813 SAMPLE_814 SAMPLE_815 SAMPLE_816
#> NA NA NA NA NA NA NA NA
#> SAMPLE_817 SAMPLE_818 SAMPLE_819 SAMPLE_820 SAMPLE_821 SAMPLE_822 SAMPLE_823 SAMPLE_824
#> NA NA NA NA NA NA NA NA
#> SAMPLE_825 SAMPLE_826 SAMPLE_827 SAMPLE_828 SAMPLE_829 SAMPLE_830 SAMPLE_831 SAMPLE_832
#> NA NA NA NA NA NA NA NA
#> SAMPLE_833 SAMPLE_834 SAMPLE_835 SAMPLE_836 SAMPLE_837 SAMPLE_838 SAMPLE_839 SAMPLE_840
#> NA NA NA NA NA NA NA NA
#> SAMPLE_841 SAMPLE_842 SAMPLE_843 SAMPLE_844 SAMPLE_845 SAMPLE_846 SAMPLE_847 SAMPLE_848
#> NA NA NA NA NA NA NA NA
#> SAMPLE_849 SAMPLE_850 SAMPLE_851 SAMPLE_852 SAMPLE_853 SAMPLE_854 SAMPLE_855 SAMPLE_856
#> NA NA NA NA NA NA NA NA
#> SAMPLE_857 SAMPLE_858 SAMPLE_859 SAMPLE_860 SAMPLE_861 SAMPLE_862 SAMPLE_863 SAMPLE_864
#> NA NA NA NA NA NA NA NA
#> SAMPLE_865 SAMPLE_866 SAMPLE_867 SAMPLE_868 SAMPLE_869 SAMPLE_870 SAMPLE_871 SAMPLE_872
#> NA NA NA NA NA NA NA NA
#> SAMPLE_873 SAMPLE_874 SAMPLE_875 SAMPLE_876 SAMPLE_877 SAMPLE_878 SAMPLE_879 SAMPLE_880
#> NA NA NA NA NA NA NA NA
#> SAMPLE_881 SAMPLE_882 SAMPLE_883 SAMPLE_884 SAMPLE_885 SAMPLE_886 SAMPLE_887 SAMPLE_888
#> NA NA NA NA NA NA NA NA
#> SAMPLE_889 SAMPLE_890 SAMPLE_891 SAMPLE_892 SAMPLE_893 SAMPLE_894 SAMPLE_895 SAMPLE_896
#> NA NA NA NA NA NA NA NA
#> SAMPLE_897 SAMPLE_898 SAMPLE_899 SAMPLE_900 SAMPLE_901 SAMPLE_902 SAMPLE_903 SAMPLE_904
#> NA NA NA NA NA NA NA NA
#> SAMPLE_905 SAMPLE_906 SAMPLE_907 SAMPLE_908 SAMPLE_909 SAMPLE_910 SAMPLE_911 SAMPLE_912
#> NA NA NA NA NA NA NA NA
#> SAMPLE_913 SAMPLE_914 SAMPLE_915 SAMPLE_916 SAMPLE_917 SAMPLE_918 SAMPLE_919 SAMPLE_920
#> NA NA NA NA NA NA NA NA
#> SAMPLE_921 SAMPLE_922 SAMPLE_923 SAMPLE_924 SAMPLE_925 SAMPLE_926 SAMPLE_927 SAMPLE_928
#> NA NA NA NA NA NA NA NA
#> SAMPLE_929 SAMPLE_930 SAMPLE_931 SAMPLE_932 SAMPLE_933 SAMPLE_934 SAMPLE_935 SAMPLE_936
#> NA NA NA NA NA NA NA NA
#> SAMPLE_937 SAMPLE_938 SAMPLE_939 SAMPLE_940 SAMPLE_941 SAMPLE_942 SAMPLE_943 SAMPLE_944
#> NA NA NA NA NA NA NA NA
#> SAMPLE_945 SAMPLE_946 SAMPLE_947 SAMPLE_948 SAMPLE_949 SAMPLE_950 SAMPLE_951 SAMPLE_952
#> NA NA NA NA NA NA NA NA
#> SAMPLE_953 SAMPLE_954 SAMPLE_955 SAMPLE_956 SAMPLE_957 SAMPLE_958 SAMPLE_959 SAMPLE_960
#> NA NA NA NA NA NA NA NA
#> SAMPLE_961 SAMPLE_962 SAMPLE_963 SAMPLE_964 SAMPLE_965 SAMPLE_966 SAMPLE_967 SAMPLE_968
#> NA NA NA NA NA NA NA NA
#> SAMPLE_969 SAMPLE_970 SAMPLE_971 SAMPLE_972 SAMPLE_973 SAMPLE_974 SAMPLE_975 SAMPLE_976
#> NA NA NA NA NA NA NA NA
#> SAMPLE_977 SAMPLE_978 SAMPLE_979 SAMPLE_980 SAMPLE_981 SAMPLE_982 SAMPLE_983 SAMPLE_984
#> NA NA NA NA NA NA NA NA
#> SAMPLE_985 SAMPLE_986 SAMPLE_987 SAMPLE_988 SAMPLE_989 SAMPLE_990 SAMPLE_991 SAMPLE_992
#> NA NA NA NA NA NA NA NA
#> SAMPLE_993 SAMPLE_994 SAMPLE_995 SAMPLE_996 SAMPLE_997 SAMPLE_998 SAMPLE_999 SAMPLE_1000
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1001 SAMPLE_1002 SAMPLE_1003 SAMPLE_1004 SAMPLE_1005 SAMPLE_1006 SAMPLE_1007 SAMPLE_1008
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1009 SAMPLE_1010 SAMPLE_1011 SAMPLE_1012 SAMPLE_1013 SAMPLE_1014 SAMPLE_1015 SAMPLE_1016
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1017 SAMPLE_1018 SAMPLE_1019 SAMPLE_1020 SAMPLE_1021 SAMPLE_1022 SAMPLE_1023 SAMPLE_1024
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1025 SAMPLE_1026 SAMPLE_1027 SAMPLE_1028 SAMPLE_1029 SAMPLE_1030 SAMPLE_1031 SAMPLE_1032
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1033 SAMPLE_1034 SAMPLE_1035 SAMPLE_1036 SAMPLE_1037 SAMPLE_1038 SAMPLE_1039 SAMPLE_1040
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1041 SAMPLE_1042 SAMPLE_1043 SAMPLE_1044 SAMPLE_1045 SAMPLE_1046 SAMPLE_1047 SAMPLE_1048
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1049 SAMPLE_1050 SAMPLE_1051 SAMPLE_1052 SAMPLE_1053 SAMPLE_1054 SAMPLE_1055 SAMPLE_1056
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1057 SAMPLE_1058 SAMPLE_1059 SAMPLE_1060 SAMPLE_1061 SAMPLE_1062 SAMPLE_1063 SAMPLE_1064
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1065 SAMPLE_1066 SAMPLE_1067 SAMPLE_1068 SAMPLE_1069 SAMPLE_1070 SAMPLE_1071 SAMPLE_1072
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1073 SAMPLE_1074 SAMPLE_1075 SAMPLE_1076 SAMPLE_1077 SAMPLE_1078 SAMPLE_1079 SAMPLE_1080
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1081 SAMPLE_1082 SAMPLE_1083 SAMPLE_1084 SAMPLE_1085 SAMPLE_1086 SAMPLE_1087 SAMPLE_1088
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1089 SAMPLE_1090 SAMPLE_1091 SAMPLE_1092 SAMPLE_1093 SAMPLE_1094 SAMPLE_1095 SAMPLE_1096
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1097 SAMPLE_1098 SAMPLE_1099 SAMPLE_1100 SAMPLE_1101 SAMPLE_1102 SAMPLE_1103 SAMPLE_1104
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1105 SAMPLE_1106 SAMPLE_1107 SAMPLE_1108 SAMPLE_1109 SAMPLE_1110 SAMPLE_1111 SAMPLE_1112
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1113 SAMPLE_1114 SAMPLE_1115 SAMPLE_1116 SAMPLE_1117 SAMPLE_1118 SAMPLE_1119 SAMPLE_1120
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1121 SAMPLE_1122 SAMPLE_1123 SAMPLE_1124 SAMPLE_1125 SAMPLE_1126 SAMPLE_1127 SAMPLE_1128
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1129 SAMPLE_1130 SAMPLE_1131 SAMPLE_1132 SAMPLE_1133 SAMPLE_1134 SAMPLE_1135 SAMPLE_1136
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1137 SAMPLE_1138 SAMPLE_1139 SAMPLE_1140 SAMPLE_1141 SAMPLE_1142 SAMPLE_1143 SAMPLE_1144
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1145 SAMPLE_1146 SAMPLE_1147 SAMPLE_1148 SAMPLE_1149 SAMPLE_1150 SAMPLE_1151 SAMPLE_1152
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1153 SAMPLE_1154 SAMPLE_1155 SAMPLE_1156 SAMPLE_1157 SAMPLE_1158 SAMPLE_1159 SAMPLE_1160
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1161 SAMPLE_1162 SAMPLE_1163 SAMPLE_1164 SAMPLE_1165 SAMPLE_1166 SAMPLE_1167 SAMPLE_1168
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1169 SAMPLE_1170 SAMPLE_1171 SAMPLE_1172 SAMPLE_1173 SAMPLE_1174 SAMPLE_1175 SAMPLE_1176
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1177 SAMPLE_1178 SAMPLE_1179 SAMPLE_1180 SAMPLE_1181 SAMPLE_1182 SAMPLE_1183 SAMPLE_1184
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1185 SAMPLE_1186 SAMPLE_1187 SAMPLE_1188 SAMPLE_1189 SAMPLE_1190 SAMPLE_1191 SAMPLE_1192
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1193 SAMPLE_1194 SAMPLE_1195 SAMPLE_1196 SAMPLE_1197 SAMPLE_1198 SAMPLE_1199 SAMPLE_1200
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1201 SAMPLE_1202 SAMPLE_1203 SAMPLE_1204 SAMPLE_1205 SAMPLE_1206 SAMPLE_1207 SAMPLE_1208
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1209 SAMPLE_1210 SAMPLE_1211 SAMPLE_1212 SAMPLE_1213 SAMPLE_1214 SAMPLE_1215 SAMPLE_1216
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1217 SAMPLE_1218 SAMPLE_1219 SAMPLE_1220 SAMPLE_1221 SAMPLE_1222 SAMPLE_1223 SAMPLE_1224
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1225 SAMPLE_1226 SAMPLE_1227 SAMPLE_1228 SAMPLE_1229 SAMPLE_1230 SAMPLE_1231 SAMPLE_1232
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1233 SAMPLE_1234 SAMPLE_1235 SAMPLE_1236 SAMPLE_1237 SAMPLE_1238 SAMPLE_1239 SAMPLE_1240
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1241 SAMPLE_1242 SAMPLE_1243 SAMPLE_1244 SAMPLE_1245 SAMPLE_1246 SAMPLE_1247 SAMPLE_1248
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1249 SAMPLE_1250 SAMPLE_1251 SAMPLE_1252 SAMPLE_1253 SAMPLE_1254 SAMPLE_1255 SAMPLE_1256
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1257 SAMPLE_1258 SAMPLE_1259 SAMPLE_1260 SAMPLE_1261 SAMPLE_1262 SAMPLE_1263 SAMPLE_1264
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1265 SAMPLE_1266 SAMPLE_1267 SAMPLE_1268 SAMPLE_1269 SAMPLE_1270 SAMPLE_1271 SAMPLE_1272
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1273 SAMPLE_1274 SAMPLE_1275 SAMPLE_1276 SAMPLE_1277 SAMPLE_1278 SAMPLE_1279 SAMPLE_1280
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1281 SAMPLE_1282 SAMPLE_1283 SAMPLE_1284 SAMPLE_1285 SAMPLE_1286 SAMPLE_1287 SAMPLE_1288
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1289 SAMPLE_1290 SAMPLE_1291 SAMPLE_1292 SAMPLE_1293 SAMPLE_1294 SAMPLE_1295 SAMPLE_1296
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1297 SAMPLE_1298 SAMPLE_1299 SAMPLE_1300 SAMPLE_1301 SAMPLE_1302 SAMPLE_1303 SAMPLE_1304
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1305 SAMPLE_1306 SAMPLE_1307 SAMPLE_1308 SAMPLE_1309 SAMPLE_1310 SAMPLE_1311 SAMPLE_1312
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1313 SAMPLE_1314 SAMPLE_1315 SAMPLE_1316 SAMPLE_1317 SAMPLE_1318 SAMPLE_1319 SAMPLE_1320
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1321 SAMPLE_1322 SAMPLE_1323 SAMPLE_1324 SAMPLE_1325 SAMPLE_1326 SAMPLE_1327 SAMPLE_1328
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1329 SAMPLE_1330 SAMPLE_1331 SAMPLE_1332 SAMPLE_1333 SAMPLE_1334 SAMPLE_1335 SAMPLE_1336
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1337 SAMPLE_1338 SAMPLE_1339 SAMPLE_1340 SAMPLE_1341 SAMPLE_1342 SAMPLE_1343 SAMPLE_1344
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1345 SAMPLE_1346 SAMPLE_1347 SAMPLE_1348 SAMPLE_1349 SAMPLE_1350 SAMPLE_1351 SAMPLE_1352
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1353 SAMPLE_1354 SAMPLE_1355 SAMPLE_1356 SAMPLE_1357 SAMPLE_1358 SAMPLE_1359 SAMPLE_1360
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1361 SAMPLE_1362 SAMPLE_1363 SAMPLE_1364 SAMPLE_1365 SAMPLE_1366 SAMPLE_1367 SAMPLE_1368
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1369 SAMPLE_1370 SAMPLE_1371 SAMPLE_1372 SAMPLE_1373 SAMPLE_1374 SAMPLE_1375 SAMPLE_1376
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1377 SAMPLE_1378 SAMPLE_1379 SAMPLE_1380 SAMPLE_1381 SAMPLE_1382 SAMPLE_1383 SAMPLE_1384
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1385 SAMPLE_1386 SAMPLE_1387 SAMPLE_1388 SAMPLE_1389 SAMPLE_1390 SAMPLE_1391 SAMPLE_1392
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1393 SAMPLE_1394 SAMPLE_1395 SAMPLE_1396 SAMPLE_1397 SAMPLE_1398 SAMPLE_1399 SAMPLE_1400
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1401 SAMPLE_1402 SAMPLE_1403 SAMPLE_1404 SAMPLE_1405 SAMPLE_1406 SAMPLE_1407 SAMPLE_1408
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1409 SAMPLE_1410 SAMPLE_1411 SAMPLE_1412 SAMPLE_1413 SAMPLE_1414 SAMPLE_1415 SAMPLE_1416
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1417 SAMPLE_1418 SAMPLE_1419 SAMPLE_1420 SAMPLE_1421 SAMPLE_1422 SAMPLE_1423 SAMPLE_1424
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1425 SAMPLE_1426 SAMPLE_1427 SAMPLE_1428 SAMPLE_1429 SAMPLE_1430 SAMPLE_1431 SAMPLE_1432
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1433 SAMPLE_1434 SAMPLE_1435 SAMPLE_1436 SAMPLE_1437 SAMPLE_1438 SAMPLE_1439 SAMPLE_1440
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1441 SAMPLE_1442 SAMPLE_1443 SAMPLE_1444 SAMPLE_1445 SAMPLE_1446 SAMPLE_1447 SAMPLE_1448
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1449 SAMPLE_1450 SAMPLE_1451 SAMPLE_1452 SAMPLE_1453 SAMPLE_1454 SAMPLE_1455 SAMPLE_1456
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1457 SAMPLE_1458 SAMPLE_1459 SAMPLE_1460 SAMPLE_1461 SAMPLE_1462 SAMPLE_1463 SAMPLE_1464
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1465 SAMPLE_1466 SAMPLE_1467 SAMPLE_1468 SAMPLE_1469 SAMPLE_1470 SAMPLE_1471 SAMPLE_1472
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1473 SAMPLE_1474 SAMPLE_1475 SAMPLE_1476 SAMPLE_1477 SAMPLE_1478 SAMPLE_1479 SAMPLE_1480
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1481 SAMPLE_1482 SAMPLE_1483 SAMPLE_1484 SAMPLE_1485 SAMPLE_1486 SAMPLE_1487 SAMPLE_1488
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1489 SAMPLE_1490 SAMPLE_1491 SAMPLE_1492 SAMPLE_1493 SAMPLE_1494 SAMPLE_1495 SAMPLE_1496
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1497 SAMPLE_1498 SAMPLE_1499 SAMPLE_1500 SAMPLE_1501 SAMPLE_1502 SAMPLE_1503 SAMPLE_1504
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1505 SAMPLE_1506 SAMPLE_1507 SAMPLE_1508 SAMPLE_1509 SAMPLE_1510 SAMPLE_1511 SAMPLE_1512
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1513 SAMPLE_1514 SAMPLE_1515 SAMPLE_1516 SAMPLE_1517 SAMPLE_1518 SAMPLE_1519 SAMPLE_1520
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1521 SAMPLE_1522 SAMPLE_1523 SAMPLE_1524 SAMPLE_1525 SAMPLE_1526 SAMPLE_1527 SAMPLE_1528
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1529 SAMPLE_1530 SAMPLE_1531 SAMPLE_1532 SAMPLE_1533 SAMPLE_1534 SAMPLE_1535 SAMPLE_1536
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1537 SAMPLE_1538 SAMPLE_1539 SAMPLE_1540 SAMPLE_1541 SAMPLE_1542 SAMPLE_1543 SAMPLE_1544
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1545 SAMPLE_1546 SAMPLE_1547 SAMPLE_1548 SAMPLE_1549 SAMPLE_1550 SAMPLE_1551 SAMPLE_1552
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1553 SAMPLE_1554 SAMPLE_1555 SAMPLE_1556 SAMPLE_1557 SAMPLE_1558 SAMPLE_1559 SAMPLE_1560
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1561 SAMPLE_1562 SAMPLE_1563 SAMPLE_1564 SAMPLE_1565 SAMPLE_1566 SAMPLE_1567 SAMPLE_1568
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1569 SAMPLE_1570 SAMPLE_1571 SAMPLE_1572 SAMPLE_1573 SAMPLE_1574 SAMPLE_1575 SAMPLE_1576
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1577 SAMPLE_1578 SAMPLE_1579 SAMPLE_1580 SAMPLE_1581 SAMPLE_1582 SAMPLE_1583 SAMPLE_1584
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1585 SAMPLE_1586 SAMPLE_1587 SAMPLE_1588 SAMPLE_1589 SAMPLE_1590 SAMPLE_1591 SAMPLE_1592
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1593 SAMPLE_1594 SAMPLE_1595 SAMPLE_1596 SAMPLE_1597 SAMPLE_1598 SAMPLE_1599 SAMPLE_1600
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1601 SAMPLE_1602 SAMPLE_1603 SAMPLE_1604 SAMPLE_1605 SAMPLE_1606 SAMPLE_1607 SAMPLE_1608
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1609 SAMPLE_1610 SAMPLE_1611 SAMPLE_1612 SAMPLE_1613 SAMPLE_1614 SAMPLE_1615 SAMPLE_1616
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1617 SAMPLE_1618 SAMPLE_1619 SAMPLE_1620 SAMPLE_1621 SAMPLE_1622 SAMPLE_1623 SAMPLE_1624
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1625 SAMPLE_1626 SAMPLE_1627 SAMPLE_1628 SAMPLE_1629 SAMPLE_1630 SAMPLE_1631 SAMPLE_1632
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1633 SAMPLE_1634 SAMPLE_1635 SAMPLE_1636 SAMPLE_1637 SAMPLE_1638 SAMPLE_1639 SAMPLE_1640
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1641 SAMPLE_1642 SAMPLE_1643 SAMPLE_1644 SAMPLE_1645 SAMPLE_1646 SAMPLE_1647 SAMPLE_1648
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1649 SAMPLE_1650 SAMPLE_1651 SAMPLE_1652 SAMPLE_1653 SAMPLE_1654 SAMPLE_1655 SAMPLE_1656
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1657 SAMPLE_1658 SAMPLE_1659 SAMPLE_1660 SAMPLE_1661 SAMPLE_1662 SAMPLE_1663 SAMPLE_1664
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1665 SAMPLE_1666 SAMPLE_1667 SAMPLE_1668 SAMPLE_1669 SAMPLE_1670 SAMPLE_1671 SAMPLE_1672
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1673 SAMPLE_1674 SAMPLE_1675 SAMPLE_1676 SAMPLE_1677 SAMPLE_1678 SAMPLE_1679 SAMPLE_1680
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1681 SAMPLE_1682 SAMPLE_1683 SAMPLE_1684 SAMPLE_1685 SAMPLE_1686 SAMPLE_1687 SAMPLE_1688
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1689 SAMPLE_1690 SAMPLE_1691 SAMPLE_1692 SAMPLE_1693 SAMPLE_1694 SAMPLE_1695 SAMPLE_1696
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1697 SAMPLE_1698 SAMPLE_1699 SAMPLE_1700 SAMPLE_1701 SAMPLE_1702 SAMPLE_1703 SAMPLE_1704
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1705 SAMPLE_1706 SAMPLE_1707 SAMPLE_1708 SAMPLE_1709 SAMPLE_1710 SAMPLE_1711 SAMPLE_1712
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1713 SAMPLE_1714 SAMPLE_1715 SAMPLE_1716 SAMPLE_1717 SAMPLE_1718 SAMPLE_1719 SAMPLE_1720
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1721 SAMPLE_1722 SAMPLE_1723 SAMPLE_1724 SAMPLE_1725 SAMPLE_1726 SAMPLE_1727 SAMPLE_1728
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1729 SAMPLE_1730 SAMPLE_1731 SAMPLE_1732 SAMPLE_1733 SAMPLE_1734 SAMPLE_1735 SAMPLE_1736
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1737 SAMPLE_1738 SAMPLE_1739 SAMPLE_1740 SAMPLE_1741 SAMPLE_1742 SAMPLE_1743 SAMPLE_1744
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1745 SAMPLE_1746 SAMPLE_1747 SAMPLE_1748 SAMPLE_1749 SAMPLE_1750 SAMPLE_1751 SAMPLE_1752
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1753 SAMPLE_1754 SAMPLE_1755 SAMPLE_1756 SAMPLE_1757 SAMPLE_1758 SAMPLE_1759 SAMPLE_1760
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1761 SAMPLE_1762 SAMPLE_1763 SAMPLE_1764 SAMPLE_1765 SAMPLE_1766 SAMPLE_1767 SAMPLE_1768
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1769 SAMPLE_1770 SAMPLE_1771 SAMPLE_1772 SAMPLE_1773 SAMPLE_1774 SAMPLE_1775 SAMPLE_1776
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1777 SAMPLE_1778 SAMPLE_1779 SAMPLE_1780 SAMPLE_1781 SAMPLE_1782 SAMPLE_1783 SAMPLE_1784
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1785 SAMPLE_1786 SAMPLE_1787 SAMPLE_1788 SAMPLE_1789 SAMPLE_1790 SAMPLE_1791 SAMPLE_1792
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1793 SAMPLE_1794 SAMPLE_1795 SAMPLE_1796 SAMPLE_1797 SAMPLE_1798 SAMPLE_1799 SAMPLE_1800
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1801 SAMPLE_1802 SAMPLE_1803 SAMPLE_1804 SAMPLE_1805 SAMPLE_1806 SAMPLE_1807 SAMPLE_1808
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1809 SAMPLE_1810 SAMPLE_1811 SAMPLE_1812 SAMPLE_1813 SAMPLE_1814 SAMPLE_1815 SAMPLE_1816
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1817 SAMPLE_1818 SAMPLE_1819 SAMPLE_1820 SAMPLE_1821 SAMPLE_1822 SAMPLE_1823 SAMPLE_1824
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1825 SAMPLE_1826 SAMPLE_1827 SAMPLE_1828 SAMPLE_1829 SAMPLE_1830 SAMPLE_1831 SAMPLE_1832
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1833 SAMPLE_1834 SAMPLE_1835 SAMPLE_1836 SAMPLE_1837 SAMPLE_1838 SAMPLE_1839 SAMPLE_1840
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1841 SAMPLE_1842 SAMPLE_1843 SAMPLE_1844 SAMPLE_1845 SAMPLE_1846 SAMPLE_1847 SAMPLE_1848
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1849 SAMPLE_1850 SAMPLE_1851 SAMPLE_1852 SAMPLE_1853 SAMPLE_1854 SAMPLE_1855 SAMPLE_1856
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1857 SAMPLE_1858 SAMPLE_1859 SAMPLE_1860 SAMPLE_1861 SAMPLE_1862 SAMPLE_1863 SAMPLE_1864
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1865 SAMPLE_1866 SAMPLE_1867 SAMPLE_1868 SAMPLE_1869 SAMPLE_1870 SAMPLE_1871 SAMPLE_1872
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1873 SAMPLE_1874 SAMPLE_1875 SAMPLE_1876 SAMPLE_1877 SAMPLE_1878 SAMPLE_1879 SAMPLE_1880
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1881 SAMPLE_1882 SAMPLE_1883 SAMPLE_1884 SAMPLE_1885 SAMPLE_1886 SAMPLE_1887 SAMPLE_1888
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1889 SAMPLE_1890 SAMPLE_1891 SAMPLE_1892 SAMPLE_1893 SAMPLE_1894 SAMPLE_1895 SAMPLE_1896
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1897 SAMPLE_1898 SAMPLE_1899 SAMPLE_1900 SAMPLE_1901 SAMPLE_1902 SAMPLE_1903 SAMPLE_1904
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1905 SAMPLE_1906 SAMPLE_1907 SAMPLE_1908 SAMPLE_1909 SAMPLE_1910 SAMPLE_1911 SAMPLE_1912
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1913 SAMPLE_1914 SAMPLE_1915 SAMPLE_1916 SAMPLE_1917 SAMPLE_1918 SAMPLE_1919 SAMPLE_1920
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1921 SAMPLE_1922 SAMPLE_1923 SAMPLE_1924 SAMPLE_1925 SAMPLE_1926 SAMPLE_1927 SAMPLE_1928
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1929 SAMPLE_1930 SAMPLE_1931 SAMPLE_1932 SAMPLE_1933 SAMPLE_1934 SAMPLE_1935 SAMPLE_1936
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1937 SAMPLE_1938 SAMPLE_1939 SAMPLE_1940 SAMPLE_1941 SAMPLE_1942 SAMPLE_1943 SAMPLE_1944
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1945 SAMPLE_1946 SAMPLE_1947 SAMPLE_1948 SAMPLE_1949 SAMPLE_1950 SAMPLE_1951 SAMPLE_1952
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1953 SAMPLE_1954 SAMPLE_1955 SAMPLE_1956 SAMPLE_1957 SAMPLE_1958 SAMPLE_1959 SAMPLE_1960
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1961 SAMPLE_1962 SAMPLE_1963 SAMPLE_1964 SAMPLE_1965 SAMPLE_1966 SAMPLE_1967 SAMPLE_1968
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1969 SAMPLE_1970 SAMPLE_1971 SAMPLE_1972 SAMPLE_1973 SAMPLE_1974 SAMPLE_1975 SAMPLE_1976
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1977 SAMPLE_1978 SAMPLE_1979 SAMPLE_1980 SAMPLE_1981 SAMPLE_1982 SAMPLE_1983 SAMPLE_1984
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1985 SAMPLE_1986 SAMPLE_1987 SAMPLE_1988 SAMPLE_1989 SAMPLE_1990 SAMPLE_1991 SAMPLE_1992
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1993 SAMPLE_1994 SAMPLE_1995 SAMPLE_1996 SAMPLE_1997 SAMPLE_1998 SAMPLE_1999 SAMPLE_2000
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2001 SAMPLE_2002 SAMPLE_2003 SAMPLE_2004 SAMPLE_2005 SAMPLE_2006 SAMPLE_2007 SAMPLE_2008
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2009 SAMPLE_2010 SAMPLE_2011 SAMPLE_2012 SAMPLE_2013 SAMPLE_2014 SAMPLE_2015 SAMPLE_2016
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2017 SAMPLE_2018 SAMPLE_2019 SAMPLE_2020 SAMPLE_2021 SAMPLE_2022 SAMPLE_2023 SAMPLE_2024
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2025 SAMPLE_2026 SAMPLE_2027 SAMPLE_2028 SAMPLE_2029 SAMPLE_2030 SAMPLE_2031 SAMPLE_2032
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2033 SAMPLE_2034 SAMPLE_2035 SAMPLE_2036 SAMPLE_2037 SAMPLE_2038 SAMPLE_2039 SAMPLE_2040
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2041 SAMPLE_2042 SAMPLE_2043 SAMPLE_2044 SAMPLE_2045 SAMPLE_2046 SAMPLE_2047 SAMPLE_2048
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2049 SAMPLE_2050 SAMPLE_2051 SAMPLE_2052 SAMPLE_2053 SAMPLE_2054 SAMPLE_2055 SAMPLE_2056
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2057 SAMPLE_2058 SAMPLE_2059 SAMPLE_2060 SAMPLE_2061 SAMPLE_2062 SAMPLE_2063 SAMPLE_2064
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2065 SAMPLE_2066 SAMPLE_2067 SAMPLE_2068 SAMPLE_2069 SAMPLE_2070 SAMPLE_2071 SAMPLE_2072
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2073 SAMPLE_2074 SAMPLE_2075 SAMPLE_2076 SAMPLE_2077 SAMPLE_2078 SAMPLE_2079 SAMPLE_2080
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2081 SAMPLE_2082 SAMPLE_2083 SAMPLE_2084 SAMPLE_2085 SAMPLE_2086 SAMPLE_2087 SAMPLE_2088
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2089 SAMPLE_2090 SAMPLE_2091 SAMPLE_2092 SAMPLE_2093 SAMPLE_2094 SAMPLE_2095 SAMPLE_2096
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2097 SAMPLE_2098 SAMPLE_2099 SAMPLE_2100 SAMPLE_2101 SAMPLE_2102 SAMPLE_2103 SAMPLE_2104
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2105 SAMPLE_2106 SAMPLE_2107 SAMPLE_2108 SAMPLE_2109 SAMPLE_2110 SAMPLE_2111 SAMPLE_2112
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2113 SAMPLE_2114 SAMPLE_2115 SAMPLE_2116 SAMPLE_2117 SAMPLE_2118 SAMPLE_2119 SAMPLE_2120
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2121 SAMPLE_2122 SAMPLE_2123 SAMPLE_2124 SAMPLE_2125 SAMPLE_2126 SAMPLE_2127 SAMPLE_2128
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2129 SAMPLE_2130 SAMPLE_2131 SAMPLE_2132 SAMPLE_2133 SAMPLE_2134 SAMPLE_2135 SAMPLE_2136
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2137 SAMPLE_2138 SAMPLE_2139 SAMPLE_2140 SAMPLE_2141 SAMPLE_2142 SAMPLE_2143 SAMPLE_2144
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2145 SAMPLE_2146 SAMPLE_2147 SAMPLE_2148 SAMPLE_2149 SAMPLE_2150 SAMPLE_2151 SAMPLE_2152
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2153 SAMPLE_2154 SAMPLE_2155 SAMPLE_2156 SAMPLE_2157 SAMPLE_2158 SAMPLE_2159 SAMPLE_2160
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2161 SAMPLE_2162 SAMPLE_2163 SAMPLE_2164 SAMPLE_2165 SAMPLE_2166 SAMPLE_2167 SAMPLE_2168
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2169 SAMPLE_2170 SAMPLE_2171 SAMPLE_2172 SAMPLE_2173 SAMPLE_2174 SAMPLE_2175 SAMPLE_2176
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2177 SAMPLE_2178 SAMPLE_2179 SAMPLE_2180 SAMPLE_2181 SAMPLE_2182 SAMPLE_2183 SAMPLE_2184
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2185 SAMPLE_2186 SAMPLE_2187 SAMPLE_2188 SAMPLE_2189 SAMPLE_2190 SAMPLE_2191 SAMPLE_2192
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2193 SAMPLE_2194 SAMPLE_2195 SAMPLE_2196 SAMPLE_2197 SAMPLE_2198 SAMPLE_2199 SAMPLE_2200
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2201 SAMPLE_2202 SAMPLE_2203 SAMPLE_2204 SAMPLE_2205 SAMPLE_2206 SAMPLE_2207 SAMPLE_2208
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2209 SAMPLE_2210 SAMPLE_2211 SAMPLE_2212 SAMPLE_2213 SAMPLE_2214 SAMPLE_2215 SAMPLE_2216
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2217 SAMPLE_2218 SAMPLE_2219 SAMPLE_2220 SAMPLE_2221 SAMPLE_2222 SAMPLE_2223 SAMPLE_2224
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2225 SAMPLE_2226 SAMPLE_2227 SAMPLE_2228 SAMPLE_2229 SAMPLE_2230 SAMPLE_2231 SAMPLE_2232
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2233 SAMPLE_2234 SAMPLE_2235 SAMPLE_2236 SAMPLE_2237 SAMPLE_2238 SAMPLE_2239 SAMPLE_2240
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2241 SAMPLE_2242 SAMPLE_2243 SAMPLE_2244 SAMPLE_2245 SAMPLE_2246 SAMPLE_2247 SAMPLE_2248
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2249 SAMPLE_2250 SAMPLE_2251 SAMPLE_2252 SAMPLE_2253 SAMPLE_2254 SAMPLE_2255 SAMPLE_2256
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2257 SAMPLE_2258 SAMPLE_2259 SAMPLE_2260 SAMPLE_2261 SAMPLE_2262 SAMPLE_2263 SAMPLE_2264
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2265 SAMPLE_2266 SAMPLE_2267 SAMPLE_2268 SAMPLE_2269 SAMPLE_2270 SAMPLE_2271 SAMPLE_2272
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2273 SAMPLE_2274 SAMPLE_2275 SAMPLE_2276 SAMPLE_2277 SAMPLE_2278 SAMPLE_2279 SAMPLE_2280
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2281 SAMPLE_2282 SAMPLE_2283 SAMPLE_2284 SAMPLE_2285 SAMPLE_2286 SAMPLE_2287 SAMPLE_2288
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2289 SAMPLE_2290 SAMPLE_2291 SAMPLE_2292 SAMPLE_2293 SAMPLE_2294 SAMPLE_2295 SAMPLE_2296
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2297 SAMPLE_2298 SAMPLE_2299 SAMPLE_2300 SAMPLE_2301 SAMPLE_2302 SAMPLE_2303 SAMPLE_2304
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2305 SAMPLE_2306 SAMPLE_2307 SAMPLE_2308 SAMPLE_2309 SAMPLE_2310 SAMPLE_2311 SAMPLE_2312
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2313 SAMPLE_2314 SAMPLE_2315 SAMPLE_2316 SAMPLE_2317 SAMPLE_2318 SAMPLE_2319 SAMPLE_2320
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2321 SAMPLE_2322 SAMPLE_2323 SAMPLE_2324 SAMPLE_2325 SAMPLE_2326 SAMPLE_2327 SAMPLE_2328
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2329 SAMPLE_2330 SAMPLE_2331 SAMPLE_2332 SAMPLE_2333 SAMPLE_2334 SAMPLE_2335 SAMPLE_2336
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2337 SAMPLE_2338 SAMPLE_2339 SAMPLE_2340 SAMPLE_2341 SAMPLE_2342 SAMPLE_2343 SAMPLE_2344
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2345 SAMPLE_2346 SAMPLE_2347 SAMPLE_2348 SAMPLE_2349 SAMPLE_2350 SAMPLE_2351 SAMPLE_2352
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2353 SAMPLE_2354 SAMPLE_2355 SAMPLE_2356 SAMPLE_2357 SAMPLE_2358 SAMPLE_2359 SAMPLE_2360
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2361 SAMPLE_2362 SAMPLE_2363 SAMPLE_2364 SAMPLE_2365 SAMPLE_2366 SAMPLE_2367 SAMPLE_2368
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2369 SAMPLE_2370 SAMPLE_2371 SAMPLE_2372 SAMPLE_2373 SAMPLE_2374 SAMPLE_2375 SAMPLE_2376
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2377 SAMPLE_2378 SAMPLE_2379 SAMPLE_2380 SAMPLE_2381 SAMPLE_2382 SAMPLE_2383 SAMPLE_2384
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2385 SAMPLE_2386 SAMPLE_2387 SAMPLE_2388 SAMPLE_2389 SAMPLE_2390 SAMPLE_2391 SAMPLE_2392
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2393 SAMPLE_2394 SAMPLE_2395 SAMPLE_2396 SAMPLE_2397 SAMPLE_2398 SAMPLE_2399 SAMPLE_2400
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2401 SAMPLE_2402 SAMPLE_2403 SAMPLE_2404 SAMPLE_2405 SAMPLE_2406 SAMPLE_2407 SAMPLE_2408
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2409 SAMPLE_2410 SAMPLE_2411 SAMPLE_2412 SAMPLE_2413 SAMPLE_2414 SAMPLE_2415 SAMPLE_2416
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2417 SAMPLE_2418 SAMPLE_2419 SAMPLE_2420 SAMPLE_2421 SAMPLE_2422 SAMPLE_2423 SAMPLE_2424
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2425 SAMPLE_2426 SAMPLE_2427 SAMPLE_2428 SAMPLE_2429 SAMPLE_2430 SAMPLE_2431 SAMPLE_2432
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2433 SAMPLE_2434 SAMPLE_2435 SAMPLE_2436 SAMPLE_2437 SAMPLE_2438 SAMPLE_2439 SAMPLE_2440
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2441 SAMPLE_2442 SAMPLE_2443 SAMPLE_2444 SAMPLE_2445 SAMPLE_2446 SAMPLE_2447 SAMPLE_2448
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2449 SAMPLE_2450 SAMPLE_2451 SAMPLE_2452 SAMPLE_2453 SAMPLE_2454 SAMPLE_2455 SAMPLE_2456
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2457 SAMPLE_2458 SAMPLE_2459 SAMPLE_2460 SAMPLE_2461 SAMPLE_2462 SAMPLE_2463 SAMPLE_2464
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2465 SAMPLE_2466 SAMPLE_2467 SAMPLE_2468 SAMPLE_2469 SAMPLE_2470 SAMPLE_2471 SAMPLE_2472
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2473 SAMPLE_2474 SAMPLE_2475 SAMPLE_2476 SAMPLE_2477 SAMPLE_2478 SAMPLE_2479 SAMPLE_2480
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2481 SAMPLE_2482 SAMPLE_2483 SAMPLE_2484 SAMPLE_2485 SAMPLE_2486 SAMPLE_2487 SAMPLE_2488
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2489 SAMPLE_2490 SAMPLE_2491 SAMPLE_2492 SAMPLE_2493 SAMPLE_2494 SAMPLE_2495 SAMPLE_2496
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2497 SAMPLE_2498 SAMPLE_2499 SAMPLE_2500 SAMPLE_2501 SAMPLE_2502 SAMPLE_2503 SAMPLE_2504
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2505 SAMPLE_2506 SAMPLE_2507 SAMPLE_2508 SAMPLE_2509 SAMPLE_2510 SAMPLE_2511 SAMPLE_2512
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2513 SAMPLE_2514 SAMPLE_2515 SAMPLE_2516 SAMPLE_2517 SAMPLE_2518 SAMPLE_2519 SAMPLE_2520
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2521 SAMPLE_2522 SAMPLE_2523 SAMPLE_2524 SAMPLE_2525 SAMPLE_2526 SAMPLE_2527 SAMPLE_2528
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2529 SAMPLE_2530 SAMPLE_2531 SAMPLE_2532 SAMPLE_2533 SAMPLE_2534 SAMPLE_2535 SAMPLE_2536
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2537 SAMPLE_2538 SAMPLE_2539 SAMPLE_2540 SAMPLE_2541 SAMPLE_2542 SAMPLE_2543 SAMPLE_2544
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2545 SAMPLE_2546 SAMPLE_2547 SAMPLE_2548 SAMPLE_2549 SAMPLE_2550 SAMPLE_2551 SAMPLE_2552
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2553 SAMPLE_2554 SAMPLE_2555 SAMPLE_2556 SAMPLE_2557 SAMPLE_2558 SAMPLE_2559 SAMPLE_2560
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2561 SAMPLE_2562 SAMPLE_2563 SAMPLE_2564 SAMPLE_2565 SAMPLE_2566 SAMPLE_2567 SAMPLE_2568
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2569 SAMPLE_2570 SAMPLE_2571 SAMPLE_2572 SAMPLE_2573 SAMPLE_2574 SAMPLE_2575 SAMPLE_2576
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2577 SAMPLE_2578 SAMPLE_2579 SAMPLE_2580 SAMPLE_2581 SAMPLE_2582 SAMPLE_2583 SAMPLE_2584
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2585 SAMPLE_2586 SAMPLE_2587 SAMPLE_2588 SAMPLE_2589 SAMPLE_2590 SAMPLE_2591 SAMPLE_2592
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2593 SAMPLE_2594 SAMPLE_2595 SAMPLE_2596 SAMPLE_2597 SAMPLE_2598 SAMPLE_2599 SAMPLE_2600
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2601 SAMPLE_2602 SAMPLE_2603 SAMPLE_2604 SAMPLE_2605 SAMPLE_2606 SAMPLE_2607 SAMPLE_2608
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2609 SAMPLE_2610 SAMPLE_2611 SAMPLE_2612 SAMPLE_2613 SAMPLE_2614 SAMPLE_2615 SAMPLE_2616
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2617 SAMPLE_2618 SAMPLE_2619 SAMPLE_2620 SAMPLE_2621 SAMPLE_2622 SAMPLE_2623 SAMPLE_2624
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2625 SAMPLE_2626 SAMPLE_2627 SAMPLE_2628 SAMPLE_2629 SAMPLE_2630 SAMPLE_2631 SAMPLE_2632
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2633 SAMPLE_2634 SAMPLE_2635 SAMPLE_2636 SAMPLE_2637 SAMPLE_2638 SAMPLE_2639 SAMPLE_2640
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2641 SAMPLE_2642 SAMPLE_2643 SAMPLE_2644 SAMPLE_2645 SAMPLE_2646 SAMPLE_2647 SAMPLE_2648
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2649 SAMPLE_2650 SAMPLE_2651 SAMPLE_2652 SAMPLE_2653 SAMPLE_2654 SAMPLE_2655 SAMPLE_2656
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2657 SAMPLE_2658 SAMPLE_2659 SAMPLE_2660 SAMPLE_2661 SAMPLE_2662 SAMPLE_2663 SAMPLE_2664
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2665 SAMPLE_2666 SAMPLE_2667 SAMPLE_2668 SAMPLE_2669 SAMPLE_2670 SAMPLE_2671 SAMPLE_2672
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2673 SAMPLE_2674 SAMPLE_2675 SAMPLE_2676 SAMPLE_2677 SAMPLE_2678 SAMPLE_2679 SAMPLE_2680
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2681 SAMPLE_2682 SAMPLE_2683 SAMPLE_2684 SAMPLE_2685 SAMPLE_2686 SAMPLE_2687 SAMPLE_2688
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2689 SAMPLE_2690 SAMPLE_2691 SAMPLE_2692 SAMPLE_2693 SAMPLE_2694 SAMPLE_2695 SAMPLE_2696
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2697 SAMPLE_2698 SAMPLE_2699 SAMPLE_2700 SAMPLE_2701 SAMPLE_2702 SAMPLE_2703 SAMPLE_2704
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2705 SAMPLE_2706 SAMPLE_2707 SAMPLE_2708 SAMPLE_2709 SAMPLE_2710 SAMPLE_2711 SAMPLE_2712
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2713 SAMPLE_2714 SAMPLE_2715 SAMPLE_2716 SAMPLE_2717 SAMPLE_2718 SAMPLE_2719 SAMPLE_2720
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2721 SAMPLE_2722 SAMPLE_2723 SAMPLE_2724 SAMPLE_2725 SAMPLE_2726 SAMPLE_2727 SAMPLE_2728
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2729 SAMPLE_2730 SAMPLE_2731 SAMPLE_2732 SAMPLE_2733 SAMPLE_2734 SAMPLE_2735 SAMPLE_2736
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2737 SAMPLE_2738 SAMPLE_2739 SAMPLE_2740 SAMPLE_2741 SAMPLE_2742 SAMPLE_2743 SAMPLE_2744
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2745 SAMPLE_2746 SAMPLE_2747 SAMPLE_2748 SAMPLE_2749 SAMPLE_2750 SAMPLE_2751 SAMPLE_2752
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2753 SAMPLE_2754 SAMPLE_2755 SAMPLE_2756 SAMPLE_2757 SAMPLE_2758 SAMPLE_2759 SAMPLE_2760
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2761 SAMPLE_2762 SAMPLE_2763 SAMPLE_2764 SAMPLE_2765 SAMPLE_2766 SAMPLE_2767 SAMPLE_2768
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2769 SAMPLE_2770 SAMPLE_2771 SAMPLE_2772 SAMPLE_2773 SAMPLE_2774 SAMPLE_2775 SAMPLE_2776
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2777 SAMPLE_2778 SAMPLE_2779 SAMPLE_2780 SAMPLE_2781 SAMPLE_2782 SAMPLE_2783 SAMPLE_2784
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2785 SAMPLE_2786 SAMPLE_2787 SAMPLE_2788 SAMPLE_2789 SAMPLE_2790 SAMPLE_2791 SAMPLE_2792
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2793 SAMPLE_2794 SAMPLE_2795 SAMPLE_2796 SAMPLE_2797 SAMPLE_2798 SAMPLE_2799 SAMPLE_2800
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2801
#> NA
get_classes(res_rh, merge_node = merge_node_param(min_n_signatures = 29692))
#> SAMPLE_1 SAMPLE_2 SAMPLE_3 SAMPLE_4 SAMPLE_5 SAMPLE_6 SAMPLE_7 SAMPLE_8
#> NA NA NA NA NA NA NA NA
#> SAMPLE_9 SAMPLE_10 SAMPLE_11 SAMPLE_12 SAMPLE_13 SAMPLE_14 SAMPLE_15 SAMPLE_16
#> NA NA NA NA NA NA NA NA
#> SAMPLE_17 SAMPLE_18 SAMPLE_19 SAMPLE_20 SAMPLE_21 SAMPLE_22 SAMPLE_23 SAMPLE_24
#> NA NA NA NA NA NA NA NA
#> SAMPLE_25 SAMPLE_26 SAMPLE_27 SAMPLE_28 SAMPLE_29 SAMPLE_30 SAMPLE_31 SAMPLE_32
#> NA NA NA NA NA NA NA NA
#> SAMPLE_33 SAMPLE_34 SAMPLE_35 SAMPLE_36 SAMPLE_37 SAMPLE_38 SAMPLE_39 SAMPLE_40
#> NA NA NA NA NA NA NA NA
#> SAMPLE_41 SAMPLE_42 SAMPLE_43 SAMPLE_44 SAMPLE_45 SAMPLE_46 SAMPLE_47 SAMPLE_48
#> NA NA NA NA NA NA NA NA
#> SAMPLE_49 SAMPLE_50 SAMPLE_51 SAMPLE_52 SAMPLE_53 SAMPLE_54 SAMPLE_55 SAMPLE_56
#> NA NA NA NA NA NA NA NA
#> SAMPLE_57 SAMPLE_58 SAMPLE_59 SAMPLE_60 SAMPLE_61 SAMPLE_62 SAMPLE_63 SAMPLE_64
#> NA NA NA NA NA NA NA NA
#> SAMPLE_65 SAMPLE_66 SAMPLE_67 SAMPLE_68 SAMPLE_69 SAMPLE_70 SAMPLE_71 SAMPLE_72
#> NA NA NA NA NA NA NA NA
#> SAMPLE_73 SAMPLE_74 SAMPLE_75 SAMPLE_76 SAMPLE_77 SAMPLE_78 SAMPLE_79 SAMPLE_80
#> NA NA NA NA NA NA NA NA
#> SAMPLE_81 SAMPLE_82 SAMPLE_83 SAMPLE_84 SAMPLE_85 SAMPLE_86 SAMPLE_87 SAMPLE_88
#> NA NA NA NA NA NA NA NA
#> SAMPLE_89 SAMPLE_90 SAMPLE_91 SAMPLE_92 SAMPLE_93 SAMPLE_94 SAMPLE_95 SAMPLE_96
#> NA NA NA NA NA NA NA NA
#> SAMPLE_97 SAMPLE_98 SAMPLE_99 SAMPLE_100 SAMPLE_101 SAMPLE_102 SAMPLE_103 SAMPLE_104
#> NA NA NA NA NA NA NA NA
#> SAMPLE_105 SAMPLE_106 SAMPLE_107 SAMPLE_108 SAMPLE_109 SAMPLE_110 SAMPLE_111 SAMPLE_112
#> NA NA NA NA NA NA NA NA
#> SAMPLE_113 SAMPLE_114 SAMPLE_115 SAMPLE_116 SAMPLE_117 SAMPLE_118 SAMPLE_119 SAMPLE_120
#> NA NA NA NA NA NA NA NA
#> SAMPLE_121 SAMPLE_122 SAMPLE_123 SAMPLE_124 SAMPLE_125 SAMPLE_126 SAMPLE_127 SAMPLE_128
#> NA NA NA NA NA NA NA NA
#> SAMPLE_129 SAMPLE_130 SAMPLE_131 SAMPLE_132 SAMPLE_133 SAMPLE_134 SAMPLE_135 SAMPLE_136
#> NA NA NA NA NA NA NA NA
#> SAMPLE_137 SAMPLE_138 SAMPLE_139 SAMPLE_140 SAMPLE_141 SAMPLE_142 SAMPLE_143 SAMPLE_144
#> NA NA NA NA NA NA NA NA
#> SAMPLE_145 SAMPLE_146 SAMPLE_147 SAMPLE_148 SAMPLE_149 SAMPLE_150 SAMPLE_151 SAMPLE_152
#> NA NA NA NA NA NA NA NA
#> SAMPLE_153 SAMPLE_154 SAMPLE_155 SAMPLE_156 SAMPLE_157 SAMPLE_158 SAMPLE_159 SAMPLE_160
#> NA NA NA NA NA NA NA NA
#> SAMPLE_161 SAMPLE_162 SAMPLE_163 SAMPLE_164 SAMPLE_165 SAMPLE_166 SAMPLE_167 SAMPLE_168
#> NA NA NA NA NA NA NA NA
#> SAMPLE_169 SAMPLE_170 SAMPLE_171 SAMPLE_172 SAMPLE_173 SAMPLE_174 SAMPLE_175 SAMPLE_176
#> NA NA NA NA NA NA NA NA
#> SAMPLE_177 SAMPLE_178 SAMPLE_179 SAMPLE_180 SAMPLE_181 SAMPLE_182 SAMPLE_183 SAMPLE_184
#> NA NA NA NA NA NA NA NA
#> SAMPLE_185 SAMPLE_186 SAMPLE_187 SAMPLE_188 SAMPLE_189 SAMPLE_190 SAMPLE_191 SAMPLE_192
#> NA NA NA NA NA NA NA NA
#> SAMPLE_193 SAMPLE_194 SAMPLE_195 SAMPLE_196 SAMPLE_197 SAMPLE_198 SAMPLE_199 SAMPLE_200
#> NA NA NA NA NA NA NA NA
#> SAMPLE_201 SAMPLE_202 SAMPLE_203 SAMPLE_204 SAMPLE_205 SAMPLE_206 SAMPLE_207 SAMPLE_208
#> NA NA NA NA NA NA NA NA
#> SAMPLE_209 SAMPLE_210 SAMPLE_211 SAMPLE_212 SAMPLE_213 SAMPLE_214 SAMPLE_215 SAMPLE_216
#> NA NA NA NA NA NA NA NA
#> SAMPLE_217 SAMPLE_218 SAMPLE_219 SAMPLE_220 SAMPLE_221 SAMPLE_222 SAMPLE_223 SAMPLE_224
#> NA NA NA NA NA NA NA NA
#> SAMPLE_225 SAMPLE_226 SAMPLE_227 SAMPLE_228 SAMPLE_229 SAMPLE_230 SAMPLE_231 SAMPLE_232
#> NA NA NA NA NA NA NA NA
#> SAMPLE_233 SAMPLE_234 SAMPLE_235 SAMPLE_236 SAMPLE_237 SAMPLE_238 SAMPLE_239 SAMPLE_240
#> NA NA NA NA NA NA NA NA
#> SAMPLE_241 SAMPLE_242 SAMPLE_243 SAMPLE_244 SAMPLE_245 SAMPLE_246 SAMPLE_247 SAMPLE_248
#> NA NA NA NA NA NA NA NA
#> SAMPLE_249 SAMPLE_250 SAMPLE_251 SAMPLE_252 SAMPLE_253 SAMPLE_254 SAMPLE_255 SAMPLE_256
#> NA NA NA NA NA NA NA NA
#> SAMPLE_257 SAMPLE_258 SAMPLE_259 SAMPLE_260 SAMPLE_261 SAMPLE_262 SAMPLE_263 SAMPLE_264
#> NA NA NA NA NA NA NA NA
#> SAMPLE_265 SAMPLE_266 SAMPLE_267 SAMPLE_268 SAMPLE_269 SAMPLE_270 SAMPLE_271 SAMPLE_272
#> NA NA NA NA NA NA NA NA
#> SAMPLE_273 SAMPLE_274 SAMPLE_275 SAMPLE_276 SAMPLE_277 SAMPLE_278 SAMPLE_279 SAMPLE_280
#> NA NA NA NA NA NA NA NA
#> SAMPLE_281 SAMPLE_282 SAMPLE_283 SAMPLE_284 SAMPLE_285 SAMPLE_286 SAMPLE_287 SAMPLE_288
#> NA NA NA NA NA NA NA NA
#> SAMPLE_289 SAMPLE_290 SAMPLE_291 SAMPLE_292 SAMPLE_293 SAMPLE_294 SAMPLE_295 SAMPLE_296
#> NA NA NA NA NA NA NA NA
#> SAMPLE_297 SAMPLE_298 SAMPLE_299 SAMPLE_300 SAMPLE_301 SAMPLE_302 SAMPLE_303 SAMPLE_304
#> NA NA NA NA NA NA NA NA
#> SAMPLE_305 SAMPLE_306 SAMPLE_307 SAMPLE_308 SAMPLE_309 SAMPLE_310 SAMPLE_311 SAMPLE_312
#> NA NA NA NA NA NA NA NA
#> SAMPLE_313 SAMPLE_314 SAMPLE_315 SAMPLE_316 SAMPLE_317 SAMPLE_318 SAMPLE_319 SAMPLE_320
#> NA NA NA NA NA NA NA NA
#> SAMPLE_321 SAMPLE_322 SAMPLE_323 SAMPLE_324 SAMPLE_325 SAMPLE_326 SAMPLE_327 SAMPLE_328
#> NA NA NA NA NA NA NA NA
#> SAMPLE_329 SAMPLE_330 SAMPLE_331 SAMPLE_332 SAMPLE_333 SAMPLE_334 SAMPLE_335 SAMPLE_336
#> NA NA NA NA NA NA NA NA
#> SAMPLE_337 SAMPLE_338 SAMPLE_339 SAMPLE_340 SAMPLE_341 SAMPLE_342 SAMPLE_343 SAMPLE_344
#> NA NA NA NA NA NA NA NA
#> SAMPLE_345 SAMPLE_346 SAMPLE_347 SAMPLE_348 SAMPLE_349 SAMPLE_350 SAMPLE_351 SAMPLE_352
#> NA NA NA NA NA NA NA NA
#> SAMPLE_353 SAMPLE_354 SAMPLE_355 SAMPLE_356 SAMPLE_357 SAMPLE_358 SAMPLE_359 SAMPLE_360
#> NA NA NA NA NA NA NA NA
#> SAMPLE_361 SAMPLE_362 SAMPLE_363 SAMPLE_364 SAMPLE_365 SAMPLE_366 SAMPLE_367 SAMPLE_368
#> NA NA NA NA NA NA NA NA
#> SAMPLE_369 SAMPLE_370 SAMPLE_371 SAMPLE_372 SAMPLE_373 SAMPLE_374 SAMPLE_375 SAMPLE_376
#> NA NA NA NA NA NA NA NA
#> SAMPLE_377 SAMPLE_378 SAMPLE_379 SAMPLE_380 SAMPLE_381 SAMPLE_382 SAMPLE_383 SAMPLE_384
#> NA NA NA NA NA NA NA NA
#> SAMPLE_385 SAMPLE_386 SAMPLE_387 SAMPLE_388 SAMPLE_389 SAMPLE_390 SAMPLE_391 SAMPLE_392
#> NA NA NA NA NA NA NA NA
#> SAMPLE_393 SAMPLE_394 SAMPLE_395 SAMPLE_396 SAMPLE_397 SAMPLE_398 SAMPLE_399 SAMPLE_400
#> NA NA NA NA NA NA NA NA
#> SAMPLE_401 SAMPLE_402 SAMPLE_403 SAMPLE_404 SAMPLE_405 SAMPLE_406 SAMPLE_407 SAMPLE_408
#> NA NA NA NA NA NA NA NA
#> SAMPLE_409 SAMPLE_410 SAMPLE_411 SAMPLE_412 SAMPLE_413 SAMPLE_414 SAMPLE_415 SAMPLE_416
#> NA NA NA NA NA NA NA NA
#> SAMPLE_417 SAMPLE_418 SAMPLE_419 SAMPLE_420 SAMPLE_421 SAMPLE_422 SAMPLE_423 SAMPLE_424
#> NA NA NA NA NA NA NA NA
#> SAMPLE_425 SAMPLE_426 SAMPLE_427 SAMPLE_428 SAMPLE_429 SAMPLE_430 SAMPLE_431 SAMPLE_432
#> NA NA NA NA NA NA NA NA
#> SAMPLE_433 SAMPLE_434 SAMPLE_435 SAMPLE_436 SAMPLE_437 SAMPLE_438 SAMPLE_439 SAMPLE_440
#> NA NA NA NA NA NA NA NA
#> SAMPLE_441 SAMPLE_442 SAMPLE_443 SAMPLE_444 SAMPLE_445 SAMPLE_446 SAMPLE_447 SAMPLE_448
#> NA NA NA NA NA NA NA NA
#> SAMPLE_449 SAMPLE_450 SAMPLE_451 SAMPLE_452 SAMPLE_453 SAMPLE_454 SAMPLE_455 SAMPLE_456
#> NA NA NA NA NA NA NA NA
#> SAMPLE_457 SAMPLE_458 SAMPLE_459 SAMPLE_460 SAMPLE_461 SAMPLE_462 SAMPLE_463 SAMPLE_464
#> NA NA NA NA NA NA NA NA
#> SAMPLE_465 SAMPLE_466 SAMPLE_467 SAMPLE_468 SAMPLE_469 SAMPLE_470 SAMPLE_471 SAMPLE_472
#> NA NA NA NA NA NA NA NA
#> SAMPLE_473 SAMPLE_474 SAMPLE_475 SAMPLE_476 SAMPLE_477 SAMPLE_478 SAMPLE_479 SAMPLE_480
#> NA NA NA NA NA NA NA NA
#> SAMPLE_481 SAMPLE_482 SAMPLE_483 SAMPLE_484 SAMPLE_485 SAMPLE_486 SAMPLE_487 SAMPLE_488
#> NA NA NA NA NA NA NA NA
#> SAMPLE_489 SAMPLE_490 SAMPLE_491 SAMPLE_492 SAMPLE_493 SAMPLE_494 SAMPLE_495 SAMPLE_496
#> NA NA NA NA NA NA NA NA
#> SAMPLE_497 SAMPLE_498 SAMPLE_499 SAMPLE_500 SAMPLE_501 SAMPLE_502 SAMPLE_503 SAMPLE_504
#> NA NA NA NA NA NA NA NA
#> SAMPLE_505 SAMPLE_506 SAMPLE_507 SAMPLE_508 SAMPLE_509 SAMPLE_510 SAMPLE_511 SAMPLE_512
#> NA NA NA NA NA NA NA NA
#> SAMPLE_513 SAMPLE_514 SAMPLE_515 SAMPLE_516 SAMPLE_517 SAMPLE_518 SAMPLE_519 SAMPLE_520
#> NA NA NA NA NA NA NA NA
#> SAMPLE_521 SAMPLE_522 SAMPLE_523 SAMPLE_524 SAMPLE_525 SAMPLE_526 SAMPLE_527 SAMPLE_528
#> NA NA NA NA NA NA NA NA
#> SAMPLE_529 SAMPLE_530 SAMPLE_531 SAMPLE_532 SAMPLE_533 SAMPLE_534 SAMPLE_535 SAMPLE_536
#> NA NA NA NA NA NA NA NA
#> SAMPLE_537 SAMPLE_538 SAMPLE_539 SAMPLE_540 SAMPLE_541 SAMPLE_542 SAMPLE_543 SAMPLE_544
#> NA NA NA NA NA NA NA NA
#> SAMPLE_545 SAMPLE_546 SAMPLE_547 SAMPLE_548 SAMPLE_549 SAMPLE_550 SAMPLE_551 SAMPLE_552
#> NA NA NA NA NA NA NA NA
#> SAMPLE_553 SAMPLE_554 SAMPLE_555 SAMPLE_556 SAMPLE_557 SAMPLE_558 SAMPLE_559 SAMPLE_560
#> NA NA NA NA NA NA NA NA
#> SAMPLE_561 SAMPLE_562 SAMPLE_563 SAMPLE_564 SAMPLE_565 SAMPLE_566 SAMPLE_567 SAMPLE_568
#> NA NA NA NA NA NA NA NA
#> SAMPLE_569 SAMPLE_570 SAMPLE_571 SAMPLE_572 SAMPLE_573 SAMPLE_574 SAMPLE_575 SAMPLE_576
#> NA NA NA NA NA NA NA NA
#> SAMPLE_577 SAMPLE_578 SAMPLE_579 SAMPLE_580 SAMPLE_581 SAMPLE_582 SAMPLE_583 SAMPLE_584
#> NA NA NA NA NA NA NA NA
#> SAMPLE_585 SAMPLE_586 SAMPLE_587 SAMPLE_588 SAMPLE_589 SAMPLE_590 SAMPLE_591 SAMPLE_592
#> NA NA NA NA NA NA NA NA
#> SAMPLE_593 SAMPLE_594 SAMPLE_595 SAMPLE_596 SAMPLE_597 SAMPLE_598 SAMPLE_599 SAMPLE_600
#> NA NA NA NA NA NA NA NA
#> SAMPLE_601 SAMPLE_602 SAMPLE_603 SAMPLE_604 SAMPLE_605 SAMPLE_606 SAMPLE_607 SAMPLE_608
#> NA NA NA NA NA NA NA NA
#> SAMPLE_609 SAMPLE_610 SAMPLE_611 SAMPLE_612 SAMPLE_613 SAMPLE_614 SAMPLE_615 SAMPLE_616
#> NA NA NA NA NA NA NA NA
#> SAMPLE_617 SAMPLE_618 SAMPLE_619 SAMPLE_620 SAMPLE_621 SAMPLE_622 SAMPLE_623 SAMPLE_624
#> NA NA NA NA NA NA NA NA
#> SAMPLE_625 SAMPLE_626 SAMPLE_627 SAMPLE_628 SAMPLE_629 SAMPLE_630 SAMPLE_631 SAMPLE_632
#> NA NA NA NA NA NA NA NA
#> SAMPLE_633 SAMPLE_634 SAMPLE_635 SAMPLE_636 SAMPLE_637 SAMPLE_638 SAMPLE_639 SAMPLE_640
#> NA NA NA NA NA NA NA NA
#> SAMPLE_641 SAMPLE_642 SAMPLE_643 SAMPLE_644 SAMPLE_645 SAMPLE_646 SAMPLE_647 SAMPLE_648
#> NA NA NA NA NA NA NA NA
#> SAMPLE_649 SAMPLE_650 SAMPLE_651 SAMPLE_652 SAMPLE_653 SAMPLE_654 SAMPLE_655 SAMPLE_656
#> NA NA NA NA NA NA NA NA
#> SAMPLE_657 SAMPLE_658 SAMPLE_659 SAMPLE_660 SAMPLE_661 SAMPLE_662 SAMPLE_663 SAMPLE_664
#> NA NA NA NA NA NA NA NA
#> SAMPLE_665 SAMPLE_666 SAMPLE_667 SAMPLE_668 SAMPLE_669 SAMPLE_670 SAMPLE_671 SAMPLE_672
#> NA NA NA NA NA NA NA NA
#> SAMPLE_673 SAMPLE_674 SAMPLE_675 SAMPLE_676 SAMPLE_677 SAMPLE_678 SAMPLE_679 SAMPLE_680
#> NA NA NA NA NA NA NA NA
#> SAMPLE_681 SAMPLE_682 SAMPLE_683 SAMPLE_684 SAMPLE_685 SAMPLE_686 SAMPLE_687 SAMPLE_688
#> NA NA NA NA NA NA NA NA
#> SAMPLE_689 SAMPLE_690 SAMPLE_691 SAMPLE_692 SAMPLE_693 SAMPLE_694 SAMPLE_695 SAMPLE_696
#> NA NA NA NA NA NA NA NA
#> SAMPLE_697 SAMPLE_698 SAMPLE_699 SAMPLE_700 SAMPLE_701 SAMPLE_702 SAMPLE_703 SAMPLE_704
#> NA NA NA NA NA NA NA NA
#> SAMPLE_705 SAMPLE_706 SAMPLE_707 SAMPLE_708 SAMPLE_709 SAMPLE_710 SAMPLE_711 SAMPLE_712
#> NA NA NA NA NA NA NA NA
#> SAMPLE_713 SAMPLE_714 SAMPLE_715 SAMPLE_716 SAMPLE_717 SAMPLE_718 SAMPLE_719 SAMPLE_720
#> NA NA NA NA NA NA NA NA
#> SAMPLE_721 SAMPLE_722 SAMPLE_723 SAMPLE_724 SAMPLE_725 SAMPLE_726 SAMPLE_727 SAMPLE_728
#> NA NA NA NA NA NA NA NA
#> SAMPLE_729 SAMPLE_730 SAMPLE_731 SAMPLE_732 SAMPLE_733 SAMPLE_734 SAMPLE_735 SAMPLE_736
#> NA NA NA NA NA NA NA NA
#> SAMPLE_737 SAMPLE_738 SAMPLE_739 SAMPLE_740 SAMPLE_741 SAMPLE_742 SAMPLE_743 SAMPLE_744
#> NA NA NA NA NA NA NA NA
#> SAMPLE_745 SAMPLE_746 SAMPLE_747 SAMPLE_748 SAMPLE_749 SAMPLE_750 SAMPLE_751 SAMPLE_752
#> NA NA NA NA NA NA NA NA
#> SAMPLE_753 SAMPLE_754 SAMPLE_755 SAMPLE_756 SAMPLE_757 SAMPLE_758 SAMPLE_759 SAMPLE_760
#> NA NA NA NA NA NA NA NA
#> SAMPLE_761 SAMPLE_762 SAMPLE_763 SAMPLE_764 SAMPLE_765 SAMPLE_766 SAMPLE_767 SAMPLE_768
#> NA NA NA NA NA NA NA NA
#> SAMPLE_769 SAMPLE_770 SAMPLE_771 SAMPLE_772 SAMPLE_773 SAMPLE_774 SAMPLE_775 SAMPLE_776
#> NA NA NA NA NA NA NA NA
#> SAMPLE_777 SAMPLE_778 SAMPLE_779 SAMPLE_780 SAMPLE_781 SAMPLE_782 SAMPLE_783 SAMPLE_784
#> NA NA NA NA NA NA NA NA
#> SAMPLE_785 SAMPLE_786 SAMPLE_787 SAMPLE_788 SAMPLE_789 SAMPLE_790 SAMPLE_791 SAMPLE_792
#> NA NA NA NA NA NA NA NA
#> SAMPLE_793 SAMPLE_794 SAMPLE_795 SAMPLE_796 SAMPLE_797 SAMPLE_798 SAMPLE_799 SAMPLE_800
#> NA NA NA NA NA NA NA NA
#> SAMPLE_801 SAMPLE_802 SAMPLE_803 SAMPLE_804 SAMPLE_805 SAMPLE_806 SAMPLE_807 SAMPLE_808
#> NA NA NA NA NA NA NA NA
#> SAMPLE_809 SAMPLE_810 SAMPLE_811 SAMPLE_812 SAMPLE_813 SAMPLE_814 SAMPLE_815 SAMPLE_816
#> NA NA NA NA NA NA NA NA
#> SAMPLE_817 SAMPLE_818 SAMPLE_819 SAMPLE_820 SAMPLE_821 SAMPLE_822 SAMPLE_823 SAMPLE_824
#> NA NA NA NA NA NA NA NA
#> SAMPLE_825 SAMPLE_826 SAMPLE_827 SAMPLE_828 SAMPLE_829 SAMPLE_830 SAMPLE_831 SAMPLE_832
#> NA NA NA NA NA NA NA NA
#> SAMPLE_833 SAMPLE_834 SAMPLE_835 SAMPLE_836 SAMPLE_837 SAMPLE_838 SAMPLE_839 SAMPLE_840
#> NA NA NA NA NA NA NA NA
#> SAMPLE_841 SAMPLE_842 SAMPLE_843 SAMPLE_844 SAMPLE_845 SAMPLE_846 SAMPLE_847 SAMPLE_848
#> NA NA NA NA NA NA NA NA
#> SAMPLE_849 SAMPLE_850 SAMPLE_851 SAMPLE_852 SAMPLE_853 SAMPLE_854 SAMPLE_855 SAMPLE_856
#> NA NA NA NA NA NA NA NA
#> SAMPLE_857 SAMPLE_858 SAMPLE_859 SAMPLE_860 SAMPLE_861 SAMPLE_862 SAMPLE_863 SAMPLE_864
#> NA NA NA NA NA NA NA NA
#> SAMPLE_865 SAMPLE_866 SAMPLE_867 SAMPLE_868 SAMPLE_869 SAMPLE_870 SAMPLE_871 SAMPLE_872
#> NA NA NA NA NA NA NA NA
#> SAMPLE_873 SAMPLE_874 SAMPLE_875 SAMPLE_876 SAMPLE_877 SAMPLE_878 SAMPLE_879 SAMPLE_880
#> NA NA NA NA NA NA NA NA
#> SAMPLE_881 SAMPLE_882 SAMPLE_883 SAMPLE_884 SAMPLE_885 SAMPLE_886 SAMPLE_887 SAMPLE_888
#> NA NA NA NA NA NA NA NA
#> SAMPLE_889 SAMPLE_890 SAMPLE_891 SAMPLE_892 SAMPLE_893 SAMPLE_894 SAMPLE_895 SAMPLE_896
#> NA NA NA NA NA NA NA NA
#> SAMPLE_897 SAMPLE_898 SAMPLE_899 SAMPLE_900 SAMPLE_901 SAMPLE_902 SAMPLE_903 SAMPLE_904
#> NA NA NA NA NA NA NA NA
#> SAMPLE_905 SAMPLE_906 SAMPLE_907 SAMPLE_908 SAMPLE_909 SAMPLE_910 SAMPLE_911 SAMPLE_912
#> NA NA NA NA NA NA NA NA
#> SAMPLE_913 SAMPLE_914 SAMPLE_915 SAMPLE_916 SAMPLE_917 SAMPLE_918 SAMPLE_919 SAMPLE_920
#> NA NA NA NA NA NA NA NA
#> SAMPLE_921 SAMPLE_922 SAMPLE_923 SAMPLE_924 SAMPLE_925 SAMPLE_926 SAMPLE_927 SAMPLE_928
#> NA NA NA NA NA NA NA NA
#> SAMPLE_929 SAMPLE_930 SAMPLE_931 SAMPLE_932 SAMPLE_933 SAMPLE_934 SAMPLE_935 SAMPLE_936
#> NA NA NA NA NA NA NA NA
#> SAMPLE_937 SAMPLE_938 SAMPLE_939 SAMPLE_940 SAMPLE_941 SAMPLE_942 SAMPLE_943 SAMPLE_944
#> NA NA NA NA NA NA NA NA
#> SAMPLE_945 SAMPLE_946 SAMPLE_947 SAMPLE_948 SAMPLE_949 SAMPLE_950 SAMPLE_951 SAMPLE_952
#> NA NA NA NA NA NA NA NA
#> SAMPLE_953 SAMPLE_954 SAMPLE_955 SAMPLE_956 SAMPLE_957 SAMPLE_958 SAMPLE_959 SAMPLE_960
#> NA NA NA NA NA NA NA NA
#> SAMPLE_961 SAMPLE_962 SAMPLE_963 SAMPLE_964 SAMPLE_965 SAMPLE_966 SAMPLE_967 SAMPLE_968
#> NA NA NA NA NA NA NA NA
#> SAMPLE_969 SAMPLE_970 SAMPLE_971 SAMPLE_972 SAMPLE_973 SAMPLE_974 SAMPLE_975 SAMPLE_976
#> NA NA NA NA NA NA NA NA
#> SAMPLE_977 SAMPLE_978 SAMPLE_979 SAMPLE_980 SAMPLE_981 SAMPLE_982 SAMPLE_983 SAMPLE_984
#> NA NA NA NA NA NA NA NA
#> SAMPLE_985 SAMPLE_986 SAMPLE_987 SAMPLE_988 SAMPLE_989 SAMPLE_990 SAMPLE_991 SAMPLE_992
#> NA NA NA NA NA NA NA NA
#> SAMPLE_993 SAMPLE_994 SAMPLE_995 SAMPLE_996 SAMPLE_997 SAMPLE_998 SAMPLE_999 SAMPLE_1000
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1001 SAMPLE_1002 SAMPLE_1003 SAMPLE_1004 SAMPLE_1005 SAMPLE_1006 SAMPLE_1007 SAMPLE_1008
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1009 SAMPLE_1010 SAMPLE_1011 SAMPLE_1012 SAMPLE_1013 SAMPLE_1014 SAMPLE_1015 SAMPLE_1016
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1017 SAMPLE_1018 SAMPLE_1019 SAMPLE_1020 SAMPLE_1021 SAMPLE_1022 SAMPLE_1023 SAMPLE_1024
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1025 SAMPLE_1026 SAMPLE_1027 SAMPLE_1028 SAMPLE_1029 SAMPLE_1030 SAMPLE_1031 SAMPLE_1032
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1033 SAMPLE_1034 SAMPLE_1035 SAMPLE_1036 SAMPLE_1037 SAMPLE_1038 SAMPLE_1039 SAMPLE_1040
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1041 SAMPLE_1042 SAMPLE_1043 SAMPLE_1044 SAMPLE_1045 SAMPLE_1046 SAMPLE_1047 SAMPLE_1048
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1049 SAMPLE_1050 SAMPLE_1051 SAMPLE_1052 SAMPLE_1053 SAMPLE_1054 SAMPLE_1055 SAMPLE_1056
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1057 SAMPLE_1058 SAMPLE_1059 SAMPLE_1060 SAMPLE_1061 SAMPLE_1062 SAMPLE_1063 SAMPLE_1064
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1065 SAMPLE_1066 SAMPLE_1067 SAMPLE_1068 SAMPLE_1069 SAMPLE_1070 SAMPLE_1071 SAMPLE_1072
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1073 SAMPLE_1074 SAMPLE_1075 SAMPLE_1076 SAMPLE_1077 SAMPLE_1078 SAMPLE_1079 SAMPLE_1080
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1081 SAMPLE_1082 SAMPLE_1083 SAMPLE_1084 SAMPLE_1085 SAMPLE_1086 SAMPLE_1087 SAMPLE_1088
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1089 SAMPLE_1090 SAMPLE_1091 SAMPLE_1092 SAMPLE_1093 SAMPLE_1094 SAMPLE_1095 SAMPLE_1096
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1097 SAMPLE_1098 SAMPLE_1099 SAMPLE_1100 SAMPLE_1101 SAMPLE_1102 SAMPLE_1103 SAMPLE_1104
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1105 SAMPLE_1106 SAMPLE_1107 SAMPLE_1108 SAMPLE_1109 SAMPLE_1110 SAMPLE_1111 SAMPLE_1112
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1113 SAMPLE_1114 SAMPLE_1115 SAMPLE_1116 SAMPLE_1117 SAMPLE_1118 SAMPLE_1119 SAMPLE_1120
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1121 SAMPLE_1122 SAMPLE_1123 SAMPLE_1124 SAMPLE_1125 SAMPLE_1126 SAMPLE_1127 SAMPLE_1128
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1129 SAMPLE_1130 SAMPLE_1131 SAMPLE_1132 SAMPLE_1133 SAMPLE_1134 SAMPLE_1135 SAMPLE_1136
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1137 SAMPLE_1138 SAMPLE_1139 SAMPLE_1140 SAMPLE_1141 SAMPLE_1142 SAMPLE_1143 SAMPLE_1144
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1145 SAMPLE_1146 SAMPLE_1147 SAMPLE_1148 SAMPLE_1149 SAMPLE_1150 SAMPLE_1151 SAMPLE_1152
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1153 SAMPLE_1154 SAMPLE_1155 SAMPLE_1156 SAMPLE_1157 SAMPLE_1158 SAMPLE_1159 SAMPLE_1160
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1161 SAMPLE_1162 SAMPLE_1163 SAMPLE_1164 SAMPLE_1165 SAMPLE_1166 SAMPLE_1167 SAMPLE_1168
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1169 SAMPLE_1170 SAMPLE_1171 SAMPLE_1172 SAMPLE_1173 SAMPLE_1174 SAMPLE_1175 SAMPLE_1176
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1177 SAMPLE_1178 SAMPLE_1179 SAMPLE_1180 SAMPLE_1181 SAMPLE_1182 SAMPLE_1183 SAMPLE_1184
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1185 SAMPLE_1186 SAMPLE_1187 SAMPLE_1188 SAMPLE_1189 SAMPLE_1190 SAMPLE_1191 SAMPLE_1192
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1193 SAMPLE_1194 SAMPLE_1195 SAMPLE_1196 SAMPLE_1197 SAMPLE_1198 SAMPLE_1199 SAMPLE_1200
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1201 SAMPLE_1202 SAMPLE_1203 SAMPLE_1204 SAMPLE_1205 SAMPLE_1206 SAMPLE_1207 SAMPLE_1208
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1209 SAMPLE_1210 SAMPLE_1211 SAMPLE_1212 SAMPLE_1213 SAMPLE_1214 SAMPLE_1215 SAMPLE_1216
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1217 SAMPLE_1218 SAMPLE_1219 SAMPLE_1220 SAMPLE_1221 SAMPLE_1222 SAMPLE_1223 SAMPLE_1224
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1225 SAMPLE_1226 SAMPLE_1227 SAMPLE_1228 SAMPLE_1229 SAMPLE_1230 SAMPLE_1231 SAMPLE_1232
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1233 SAMPLE_1234 SAMPLE_1235 SAMPLE_1236 SAMPLE_1237 SAMPLE_1238 SAMPLE_1239 SAMPLE_1240
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1241 SAMPLE_1242 SAMPLE_1243 SAMPLE_1244 SAMPLE_1245 SAMPLE_1246 SAMPLE_1247 SAMPLE_1248
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1249 SAMPLE_1250 SAMPLE_1251 SAMPLE_1252 SAMPLE_1253 SAMPLE_1254 SAMPLE_1255 SAMPLE_1256
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1257 SAMPLE_1258 SAMPLE_1259 SAMPLE_1260 SAMPLE_1261 SAMPLE_1262 SAMPLE_1263 SAMPLE_1264
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1265 SAMPLE_1266 SAMPLE_1267 SAMPLE_1268 SAMPLE_1269 SAMPLE_1270 SAMPLE_1271 SAMPLE_1272
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1273 SAMPLE_1274 SAMPLE_1275 SAMPLE_1276 SAMPLE_1277 SAMPLE_1278 SAMPLE_1279 SAMPLE_1280
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1281 SAMPLE_1282 SAMPLE_1283 SAMPLE_1284 SAMPLE_1285 SAMPLE_1286 SAMPLE_1287 SAMPLE_1288
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1289 SAMPLE_1290 SAMPLE_1291 SAMPLE_1292 SAMPLE_1293 SAMPLE_1294 SAMPLE_1295 SAMPLE_1296
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1297 SAMPLE_1298 SAMPLE_1299 SAMPLE_1300 SAMPLE_1301 SAMPLE_1302 SAMPLE_1303 SAMPLE_1304
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1305 SAMPLE_1306 SAMPLE_1307 SAMPLE_1308 SAMPLE_1309 SAMPLE_1310 SAMPLE_1311 SAMPLE_1312
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1313 SAMPLE_1314 SAMPLE_1315 SAMPLE_1316 SAMPLE_1317 SAMPLE_1318 SAMPLE_1319 SAMPLE_1320
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1321 SAMPLE_1322 SAMPLE_1323 SAMPLE_1324 SAMPLE_1325 SAMPLE_1326 SAMPLE_1327 SAMPLE_1328
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1329 SAMPLE_1330 SAMPLE_1331 SAMPLE_1332 SAMPLE_1333 SAMPLE_1334 SAMPLE_1335 SAMPLE_1336
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1337 SAMPLE_1338 SAMPLE_1339 SAMPLE_1340 SAMPLE_1341 SAMPLE_1342 SAMPLE_1343 SAMPLE_1344
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1345 SAMPLE_1346 SAMPLE_1347 SAMPLE_1348 SAMPLE_1349 SAMPLE_1350 SAMPLE_1351 SAMPLE_1352
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1353 SAMPLE_1354 SAMPLE_1355 SAMPLE_1356 SAMPLE_1357 SAMPLE_1358 SAMPLE_1359 SAMPLE_1360
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1361 SAMPLE_1362 SAMPLE_1363 SAMPLE_1364 SAMPLE_1365 SAMPLE_1366 SAMPLE_1367 SAMPLE_1368
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1369 SAMPLE_1370 SAMPLE_1371 SAMPLE_1372 SAMPLE_1373 SAMPLE_1374 SAMPLE_1375 SAMPLE_1376
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1377 SAMPLE_1378 SAMPLE_1379 SAMPLE_1380 SAMPLE_1381 SAMPLE_1382 SAMPLE_1383 SAMPLE_1384
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1385 SAMPLE_1386 SAMPLE_1387 SAMPLE_1388 SAMPLE_1389 SAMPLE_1390 SAMPLE_1391 SAMPLE_1392
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1393 SAMPLE_1394 SAMPLE_1395 SAMPLE_1396 SAMPLE_1397 SAMPLE_1398 SAMPLE_1399 SAMPLE_1400
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1401 SAMPLE_1402 SAMPLE_1403 SAMPLE_1404 SAMPLE_1405 SAMPLE_1406 SAMPLE_1407 SAMPLE_1408
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1409 SAMPLE_1410 SAMPLE_1411 SAMPLE_1412 SAMPLE_1413 SAMPLE_1414 SAMPLE_1415 SAMPLE_1416
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1417 SAMPLE_1418 SAMPLE_1419 SAMPLE_1420 SAMPLE_1421 SAMPLE_1422 SAMPLE_1423 SAMPLE_1424
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1425 SAMPLE_1426 SAMPLE_1427 SAMPLE_1428 SAMPLE_1429 SAMPLE_1430 SAMPLE_1431 SAMPLE_1432
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1433 SAMPLE_1434 SAMPLE_1435 SAMPLE_1436 SAMPLE_1437 SAMPLE_1438 SAMPLE_1439 SAMPLE_1440
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1441 SAMPLE_1442 SAMPLE_1443 SAMPLE_1444 SAMPLE_1445 SAMPLE_1446 SAMPLE_1447 SAMPLE_1448
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1449 SAMPLE_1450 SAMPLE_1451 SAMPLE_1452 SAMPLE_1453 SAMPLE_1454 SAMPLE_1455 SAMPLE_1456
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1457 SAMPLE_1458 SAMPLE_1459 SAMPLE_1460 SAMPLE_1461 SAMPLE_1462 SAMPLE_1463 SAMPLE_1464
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1465 SAMPLE_1466 SAMPLE_1467 SAMPLE_1468 SAMPLE_1469 SAMPLE_1470 SAMPLE_1471 SAMPLE_1472
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1473 SAMPLE_1474 SAMPLE_1475 SAMPLE_1476 SAMPLE_1477 SAMPLE_1478 SAMPLE_1479 SAMPLE_1480
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1481 SAMPLE_1482 SAMPLE_1483 SAMPLE_1484 SAMPLE_1485 SAMPLE_1486 SAMPLE_1487 SAMPLE_1488
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1489 SAMPLE_1490 SAMPLE_1491 SAMPLE_1492 SAMPLE_1493 SAMPLE_1494 SAMPLE_1495 SAMPLE_1496
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1497 SAMPLE_1498 SAMPLE_1499 SAMPLE_1500 SAMPLE_1501 SAMPLE_1502 SAMPLE_1503 SAMPLE_1504
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1505 SAMPLE_1506 SAMPLE_1507 SAMPLE_1508 SAMPLE_1509 SAMPLE_1510 SAMPLE_1511 SAMPLE_1512
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1513 SAMPLE_1514 SAMPLE_1515 SAMPLE_1516 SAMPLE_1517 SAMPLE_1518 SAMPLE_1519 SAMPLE_1520
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1521 SAMPLE_1522 SAMPLE_1523 SAMPLE_1524 SAMPLE_1525 SAMPLE_1526 SAMPLE_1527 SAMPLE_1528
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1529 SAMPLE_1530 SAMPLE_1531 SAMPLE_1532 SAMPLE_1533 SAMPLE_1534 SAMPLE_1535 SAMPLE_1536
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1537 SAMPLE_1538 SAMPLE_1539 SAMPLE_1540 SAMPLE_1541 SAMPLE_1542 SAMPLE_1543 SAMPLE_1544
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1545 SAMPLE_1546 SAMPLE_1547 SAMPLE_1548 SAMPLE_1549 SAMPLE_1550 SAMPLE_1551 SAMPLE_1552
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1553 SAMPLE_1554 SAMPLE_1555 SAMPLE_1556 SAMPLE_1557 SAMPLE_1558 SAMPLE_1559 SAMPLE_1560
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1561 SAMPLE_1562 SAMPLE_1563 SAMPLE_1564 SAMPLE_1565 SAMPLE_1566 SAMPLE_1567 SAMPLE_1568
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1569 SAMPLE_1570 SAMPLE_1571 SAMPLE_1572 SAMPLE_1573 SAMPLE_1574 SAMPLE_1575 SAMPLE_1576
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1577 SAMPLE_1578 SAMPLE_1579 SAMPLE_1580 SAMPLE_1581 SAMPLE_1582 SAMPLE_1583 SAMPLE_1584
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1585 SAMPLE_1586 SAMPLE_1587 SAMPLE_1588 SAMPLE_1589 SAMPLE_1590 SAMPLE_1591 SAMPLE_1592
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1593 SAMPLE_1594 SAMPLE_1595 SAMPLE_1596 SAMPLE_1597 SAMPLE_1598 SAMPLE_1599 SAMPLE_1600
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1601 SAMPLE_1602 SAMPLE_1603 SAMPLE_1604 SAMPLE_1605 SAMPLE_1606 SAMPLE_1607 SAMPLE_1608
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1609 SAMPLE_1610 SAMPLE_1611 SAMPLE_1612 SAMPLE_1613 SAMPLE_1614 SAMPLE_1615 SAMPLE_1616
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1617 SAMPLE_1618 SAMPLE_1619 SAMPLE_1620 SAMPLE_1621 SAMPLE_1622 SAMPLE_1623 SAMPLE_1624
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1625 SAMPLE_1626 SAMPLE_1627 SAMPLE_1628 SAMPLE_1629 SAMPLE_1630 SAMPLE_1631 SAMPLE_1632
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1633 SAMPLE_1634 SAMPLE_1635 SAMPLE_1636 SAMPLE_1637 SAMPLE_1638 SAMPLE_1639 SAMPLE_1640
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1641 SAMPLE_1642 SAMPLE_1643 SAMPLE_1644 SAMPLE_1645 SAMPLE_1646 SAMPLE_1647 SAMPLE_1648
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1649 SAMPLE_1650 SAMPLE_1651 SAMPLE_1652 SAMPLE_1653 SAMPLE_1654 SAMPLE_1655 SAMPLE_1656
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1657 SAMPLE_1658 SAMPLE_1659 SAMPLE_1660 SAMPLE_1661 SAMPLE_1662 SAMPLE_1663 SAMPLE_1664
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1665 SAMPLE_1666 SAMPLE_1667 SAMPLE_1668 SAMPLE_1669 SAMPLE_1670 SAMPLE_1671 SAMPLE_1672
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1673 SAMPLE_1674 SAMPLE_1675 SAMPLE_1676 SAMPLE_1677 SAMPLE_1678 SAMPLE_1679 SAMPLE_1680
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1681 SAMPLE_1682 SAMPLE_1683 SAMPLE_1684 SAMPLE_1685 SAMPLE_1686 SAMPLE_1687 SAMPLE_1688
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1689 SAMPLE_1690 SAMPLE_1691 SAMPLE_1692 SAMPLE_1693 SAMPLE_1694 SAMPLE_1695 SAMPLE_1696
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1697 SAMPLE_1698 SAMPLE_1699 SAMPLE_1700 SAMPLE_1701 SAMPLE_1702 SAMPLE_1703 SAMPLE_1704
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1705 SAMPLE_1706 SAMPLE_1707 SAMPLE_1708 SAMPLE_1709 SAMPLE_1710 SAMPLE_1711 SAMPLE_1712
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1713 SAMPLE_1714 SAMPLE_1715 SAMPLE_1716 SAMPLE_1717 SAMPLE_1718 SAMPLE_1719 SAMPLE_1720
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1721 SAMPLE_1722 SAMPLE_1723 SAMPLE_1724 SAMPLE_1725 SAMPLE_1726 SAMPLE_1727 SAMPLE_1728
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1729 SAMPLE_1730 SAMPLE_1731 SAMPLE_1732 SAMPLE_1733 SAMPLE_1734 SAMPLE_1735 SAMPLE_1736
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1737 SAMPLE_1738 SAMPLE_1739 SAMPLE_1740 SAMPLE_1741 SAMPLE_1742 SAMPLE_1743 SAMPLE_1744
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1745 SAMPLE_1746 SAMPLE_1747 SAMPLE_1748 SAMPLE_1749 SAMPLE_1750 SAMPLE_1751 SAMPLE_1752
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1753 SAMPLE_1754 SAMPLE_1755 SAMPLE_1756 SAMPLE_1757 SAMPLE_1758 SAMPLE_1759 SAMPLE_1760
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1761 SAMPLE_1762 SAMPLE_1763 SAMPLE_1764 SAMPLE_1765 SAMPLE_1766 SAMPLE_1767 SAMPLE_1768
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1769 SAMPLE_1770 SAMPLE_1771 SAMPLE_1772 SAMPLE_1773 SAMPLE_1774 SAMPLE_1775 SAMPLE_1776
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1777 SAMPLE_1778 SAMPLE_1779 SAMPLE_1780 SAMPLE_1781 SAMPLE_1782 SAMPLE_1783 SAMPLE_1784
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1785 SAMPLE_1786 SAMPLE_1787 SAMPLE_1788 SAMPLE_1789 SAMPLE_1790 SAMPLE_1791 SAMPLE_1792
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1793 SAMPLE_1794 SAMPLE_1795 SAMPLE_1796 SAMPLE_1797 SAMPLE_1798 SAMPLE_1799 SAMPLE_1800
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1801 SAMPLE_1802 SAMPLE_1803 SAMPLE_1804 SAMPLE_1805 SAMPLE_1806 SAMPLE_1807 SAMPLE_1808
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1809 SAMPLE_1810 SAMPLE_1811 SAMPLE_1812 SAMPLE_1813 SAMPLE_1814 SAMPLE_1815 SAMPLE_1816
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1817 SAMPLE_1818 SAMPLE_1819 SAMPLE_1820 SAMPLE_1821 SAMPLE_1822 SAMPLE_1823 SAMPLE_1824
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1825 SAMPLE_1826 SAMPLE_1827 SAMPLE_1828 SAMPLE_1829 SAMPLE_1830 SAMPLE_1831 SAMPLE_1832
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1833 SAMPLE_1834 SAMPLE_1835 SAMPLE_1836 SAMPLE_1837 SAMPLE_1838 SAMPLE_1839 SAMPLE_1840
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1841 SAMPLE_1842 SAMPLE_1843 SAMPLE_1844 SAMPLE_1845 SAMPLE_1846 SAMPLE_1847 SAMPLE_1848
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1849 SAMPLE_1850 SAMPLE_1851 SAMPLE_1852 SAMPLE_1853 SAMPLE_1854 SAMPLE_1855 SAMPLE_1856
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1857 SAMPLE_1858 SAMPLE_1859 SAMPLE_1860 SAMPLE_1861 SAMPLE_1862 SAMPLE_1863 SAMPLE_1864
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1865 SAMPLE_1866 SAMPLE_1867 SAMPLE_1868 SAMPLE_1869 SAMPLE_1870 SAMPLE_1871 SAMPLE_1872
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1873 SAMPLE_1874 SAMPLE_1875 SAMPLE_1876 SAMPLE_1877 SAMPLE_1878 SAMPLE_1879 SAMPLE_1880
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1881 SAMPLE_1882 SAMPLE_1883 SAMPLE_1884 SAMPLE_1885 SAMPLE_1886 SAMPLE_1887 SAMPLE_1888
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1889 SAMPLE_1890 SAMPLE_1891 SAMPLE_1892 SAMPLE_1893 SAMPLE_1894 SAMPLE_1895 SAMPLE_1896
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1897 SAMPLE_1898 SAMPLE_1899 SAMPLE_1900 SAMPLE_1901 SAMPLE_1902 SAMPLE_1903 SAMPLE_1904
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1905 SAMPLE_1906 SAMPLE_1907 SAMPLE_1908 SAMPLE_1909 SAMPLE_1910 SAMPLE_1911 SAMPLE_1912
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1913 SAMPLE_1914 SAMPLE_1915 SAMPLE_1916 SAMPLE_1917 SAMPLE_1918 SAMPLE_1919 SAMPLE_1920
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1921 SAMPLE_1922 SAMPLE_1923 SAMPLE_1924 SAMPLE_1925 SAMPLE_1926 SAMPLE_1927 SAMPLE_1928
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1929 SAMPLE_1930 SAMPLE_1931 SAMPLE_1932 SAMPLE_1933 SAMPLE_1934 SAMPLE_1935 SAMPLE_1936
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1937 SAMPLE_1938 SAMPLE_1939 SAMPLE_1940 SAMPLE_1941 SAMPLE_1942 SAMPLE_1943 SAMPLE_1944
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1945 SAMPLE_1946 SAMPLE_1947 SAMPLE_1948 SAMPLE_1949 SAMPLE_1950 SAMPLE_1951 SAMPLE_1952
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1953 SAMPLE_1954 SAMPLE_1955 SAMPLE_1956 SAMPLE_1957 SAMPLE_1958 SAMPLE_1959 SAMPLE_1960
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1961 SAMPLE_1962 SAMPLE_1963 SAMPLE_1964 SAMPLE_1965 SAMPLE_1966 SAMPLE_1967 SAMPLE_1968
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1969 SAMPLE_1970 SAMPLE_1971 SAMPLE_1972 SAMPLE_1973 SAMPLE_1974 SAMPLE_1975 SAMPLE_1976
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1977 SAMPLE_1978 SAMPLE_1979 SAMPLE_1980 SAMPLE_1981 SAMPLE_1982 SAMPLE_1983 SAMPLE_1984
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1985 SAMPLE_1986 SAMPLE_1987 SAMPLE_1988 SAMPLE_1989 SAMPLE_1990 SAMPLE_1991 SAMPLE_1992
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1993 SAMPLE_1994 SAMPLE_1995 SAMPLE_1996 SAMPLE_1997 SAMPLE_1998 SAMPLE_1999 SAMPLE_2000
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2001 SAMPLE_2002 SAMPLE_2003 SAMPLE_2004 SAMPLE_2005 SAMPLE_2006 SAMPLE_2007 SAMPLE_2008
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2009 SAMPLE_2010 SAMPLE_2011 SAMPLE_2012 SAMPLE_2013 SAMPLE_2014 SAMPLE_2015 SAMPLE_2016
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2017 SAMPLE_2018 SAMPLE_2019 SAMPLE_2020 SAMPLE_2021 SAMPLE_2022 SAMPLE_2023 SAMPLE_2024
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2025 SAMPLE_2026 SAMPLE_2027 SAMPLE_2028 SAMPLE_2029 SAMPLE_2030 SAMPLE_2031 SAMPLE_2032
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2033 SAMPLE_2034 SAMPLE_2035 SAMPLE_2036 SAMPLE_2037 SAMPLE_2038 SAMPLE_2039 SAMPLE_2040
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2041 SAMPLE_2042 SAMPLE_2043 SAMPLE_2044 SAMPLE_2045 SAMPLE_2046 SAMPLE_2047 SAMPLE_2048
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2049 SAMPLE_2050 SAMPLE_2051 SAMPLE_2052 SAMPLE_2053 SAMPLE_2054 SAMPLE_2055 SAMPLE_2056
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2057 SAMPLE_2058 SAMPLE_2059 SAMPLE_2060 SAMPLE_2061 SAMPLE_2062 SAMPLE_2063 SAMPLE_2064
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2065 SAMPLE_2066 SAMPLE_2067 SAMPLE_2068 SAMPLE_2069 SAMPLE_2070 SAMPLE_2071 SAMPLE_2072
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2073 SAMPLE_2074 SAMPLE_2075 SAMPLE_2076 SAMPLE_2077 SAMPLE_2078 SAMPLE_2079 SAMPLE_2080
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2081 SAMPLE_2082 SAMPLE_2083 SAMPLE_2084 SAMPLE_2085 SAMPLE_2086 SAMPLE_2087 SAMPLE_2088
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2089 SAMPLE_2090 SAMPLE_2091 SAMPLE_2092 SAMPLE_2093 SAMPLE_2094 SAMPLE_2095 SAMPLE_2096
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2097 SAMPLE_2098 SAMPLE_2099 SAMPLE_2100 SAMPLE_2101 SAMPLE_2102 SAMPLE_2103 SAMPLE_2104
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2105 SAMPLE_2106 SAMPLE_2107 SAMPLE_2108 SAMPLE_2109 SAMPLE_2110 SAMPLE_2111 SAMPLE_2112
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2113 SAMPLE_2114 SAMPLE_2115 SAMPLE_2116 SAMPLE_2117 SAMPLE_2118 SAMPLE_2119 SAMPLE_2120
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2121 SAMPLE_2122 SAMPLE_2123 SAMPLE_2124 SAMPLE_2125 SAMPLE_2126 SAMPLE_2127 SAMPLE_2128
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2129 SAMPLE_2130 SAMPLE_2131 SAMPLE_2132 SAMPLE_2133 SAMPLE_2134 SAMPLE_2135 SAMPLE_2136
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2137 SAMPLE_2138 SAMPLE_2139 SAMPLE_2140 SAMPLE_2141 SAMPLE_2142 SAMPLE_2143 SAMPLE_2144
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2145 SAMPLE_2146 SAMPLE_2147 SAMPLE_2148 SAMPLE_2149 SAMPLE_2150 SAMPLE_2151 SAMPLE_2152
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2153 SAMPLE_2154 SAMPLE_2155 SAMPLE_2156 SAMPLE_2157 SAMPLE_2158 SAMPLE_2159 SAMPLE_2160
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2161 SAMPLE_2162 SAMPLE_2163 SAMPLE_2164 SAMPLE_2165 SAMPLE_2166 SAMPLE_2167 SAMPLE_2168
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2169 SAMPLE_2170 SAMPLE_2171 SAMPLE_2172 SAMPLE_2173 SAMPLE_2174 SAMPLE_2175 SAMPLE_2176
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2177 SAMPLE_2178 SAMPLE_2179 SAMPLE_2180 SAMPLE_2181 SAMPLE_2182 SAMPLE_2183 SAMPLE_2184
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2185 SAMPLE_2186 SAMPLE_2187 SAMPLE_2188 SAMPLE_2189 SAMPLE_2190 SAMPLE_2191 SAMPLE_2192
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2193 SAMPLE_2194 SAMPLE_2195 SAMPLE_2196 SAMPLE_2197 SAMPLE_2198 SAMPLE_2199 SAMPLE_2200
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2201 SAMPLE_2202 SAMPLE_2203 SAMPLE_2204 SAMPLE_2205 SAMPLE_2206 SAMPLE_2207 SAMPLE_2208
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2209 SAMPLE_2210 SAMPLE_2211 SAMPLE_2212 SAMPLE_2213 SAMPLE_2214 SAMPLE_2215 SAMPLE_2216
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2217 SAMPLE_2218 SAMPLE_2219 SAMPLE_2220 SAMPLE_2221 SAMPLE_2222 SAMPLE_2223 SAMPLE_2224
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2225 SAMPLE_2226 SAMPLE_2227 SAMPLE_2228 SAMPLE_2229 SAMPLE_2230 SAMPLE_2231 SAMPLE_2232
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2233 SAMPLE_2234 SAMPLE_2235 SAMPLE_2236 SAMPLE_2237 SAMPLE_2238 SAMPLE_2239 SAMPLE_2240
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2241 SAMPLE_2242 SAMPLE_2243 SAMPLE_2244 SAMPLE_2245 SAMPLE_2246 SAMPLE_2247 SAMPLE_2248
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2249 SAMPLE_2250 SAMPLE_2251 SAMPLE_2252 SAMPLE_2253 SAMPLE_2254 SAMPLE_2255 SAMPLE_2256
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2257 SAMPLE_2258 SAMPLE_2259 SAMPLE_2260 SAMPLE_2261 SAMPLE_2262 SAMPLE_2263 SAMPLE_2264
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2265 SAMPLE_2266 SAMPLE_2267 SAMPLE_2268 SAMPLE_2269 SAMPLE_2270 SAMPLE_2271 SAMPLE_2272
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2273 SAMPLE_2274 SAMPLE_2275 SAMPLE_2276 SAMPLE_2277 SAMPLE_2278 SAMPLE_2279 SAMPLE_2280
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2281 SAMPLE_2282 SAMPLE_2283 SAMPLE_2284 SAMPLE_2285 SAMPLE_2286 SAMPLE_2287 SAMPLE_2288
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2289 SAMPLE_2290 SAMPLE_2291 SAMPLE_2292 SAMPLE_2293 SAMPLE_2294 SAMPLE_2295 SAMPLE_2296
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2297 SAMPLE_2298 SAMPLE_2299 SAMPLE_2300 SAMPLE_2301 SAMPLE_2302 SAMPLE_2303 SAMPLE_2304
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2305 SAMPLE_2306 SAMPLE_2307 SAMPLE_2308 SAMPLE_2309 SAMPLE_2310 SAMPLE_2311 SAMPLE_2312
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2313 SAMPLE_2314 SAMPLE_2315 SAMPLE_2316 SAMPLE_2317 SAMPLE_2318 SAMPLE_2319 SAMPLE_2320
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2321 SAMPLE_2322 SAMPLE_2323 SAMPLE_2324 SAMPLE_2325 SAMPLE_2326 SAMPLE_2327 SAMPLE_2328
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2329 SAMPLE_2330 SAMPLE_2331 SAMPLE_2332 SAMPLE_2333 SAMPLE_2334 SAMPLE_2335 SAMPLE_2336
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2337 SAMPLE_2338 SAMPLE_2339 SAMPLE_2340 SAMPLE_2341 SAMPLE_2342 SAMPLE_2343 SAMPLE_2344
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2345 SAMPLE_2346 SAMPLE_2347 SAMPLE_2348 SAMPLE_2349 SAMPLE_2350 SAMPLE_2351 SAMPLE_2352
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2353 SAMPLE_2354 SAMPLE_2355 SAMPLE_2356 SAMPLE_2357 SAMPLE_2358 SAMPLE_2359 SAMPLE_2360
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2361 SAMPLE_2362 SAMPLE_2363 SAMPLE_2364 SAMPLE_2365 SAMPLE_2366 SAMPLE_2367 SAMPLE_2368
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2369 SAMPLE_2370 SAMPLE_2371 SAMPLE_2372 SAMPLE_2373 SAMPLE_2374 SAMPLE_2375 SAMPLE_2376
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2377 SAMPLE_2378 SAMPLE_2379 SAMPLE_2380 SAMPLE_2381 SAMPLE_2382 SAMPLE_2383 SAMPLE_2384
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2385 SAMPLE_2386 SAMPLE_2387 SAMPLE_2388 SAMPLE_2389 SAMPLE_2390 SAMPLE_2391 SAMPLE_2392
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2393 SAMPLE_2394 SAMPLE_2395 SAMPLE_2396 SAMPLE_2397 SAMPLE_2398 SAMPLE_2399 SAMPLE_2400
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2401 SAMPLE_2402 SAMPLE_2403 SAMPLE_2404 SAMPLE_2405 SAMPLE_2406 SAMPLE_2407 SAMPLE_2408
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2409 SAMPLE_2410 SAMPLE_2411 SAMPLE_2412 SAMPLE_2413 SAMPLE_2414 SAMPLE_2415 SAMPLE_2416
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2417 SAMPLE_2418 SAMPLE_2419 SAMPLE_2420 SAMPLE_2421 SAMPLE_2422 SAMPLE_2423 SAMPLE_2424
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2425 SAMPLE_2426 SAMPLE_2427 SAMPLE_2428 SAMPLE_2429 SAMPLE_2430 SAMPLE_2431 SAMPLE_2432
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2433 SAMPLE_2434 SAMPLE_2435 SAMPLE_2436 SAMPLE_2437 SAMPLE_2438 SAMPLE_2439 SAMPLE_2440
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2441 SAMPLE_2442 SAMPLE_2443 SAMPLE_2444 SAMPLE_2445 SAMPLE_2446 SAMPLE_2447 SAMPLE_2448
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2449 SAMPLE_2450 SAMPLE_2451 SAMPLE_2452 SAMPLE_2453 SAMPLE_2454 SAMPLE_2455 SAMPLE_2456
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2457 SAMPLE_2458 SAMPLE_2459 SAMPLE_2460 SAMPLE_2461 SAMPLE_2462 SAMPLE_2463 SAMPLE_2464
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2465 SAMPLE_2466 SAMPLE_2467 SAMPLE_2468 SAMPLE_2469 SAMPLE_2470 SAMPLE_2471 SAMPLE_2472
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2473 SAMPLE_2474 SAMPLE_2475 SAMPLE_2476 SAMPLE_2477 SAMPLE_2478 SAMPLE_2479 SAMPLE_2480
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2481 SAMPLE_2482 SAMPLE_2483 SAMPLE_2484 SAMPLE_2485 SAMPLE_2486 SAMPLE_2487 SAMPLE_2488
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2489 SAMPLE_2490 SAMPLE_2491 SAMPLE_2492 SAMPLE_2493 SAMPLE_2494 SAMPLE_2495 SAMPLE_2496
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2497 SAMPLE_2498 SAMPLE_2499 SAMPLE_2500 SAMPLE_2501 SAMPLE_2502 SAMPLE_2503 SAMPLE_2504
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2505 SAMPLE_2506 SAMPLE_2507 SAMPLE_2508 SAMPLE_2509 SAMPLE_2510 SAMPLE_2511 SAMPLE_2512
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2513 SAMPLE_2514 SAMPLE_2515 SAMPLE_2516 SAMPLE_2517 SAMPLE_2518 SAMPLE_2519 SAMPLE_2520
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2521 SAMPLE_2522 SAMPLE_2523 SAMPLE_2524 SAMPLE_2525 SAMPLE_2526 SAMPLE_2527 SAMPLE_2528
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2529 SAMPLE_2530 SAMPLE_2531 SAMPLE_2532 SAMPLE_2533 SAMPLE_2534 SAMPLE_2535 SAMPLE_2536
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2537 SAMPLE_2538 SAMPLE_2539 SAMPLE_2540 SAMPLE_2541 SAMPLE_2542 SAMPLE_2543 SAMPLE_2544
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2545 SAMPLE_2546 SAMPLE_2547 SAMPLE_2548 SAMPLE_2549 SAMPLE_2550 SAMPLE_2551 SAMPLE_2552
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2553 SAMPLE_2554 SAMPLE_2555 SAMPLE_2556 SAMPLE_2557 SAMPLE_2558 SAMPLE_2559 SAMPLE_2560
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2561 SAMPLE_2562 SAMPLE_2563 SAMPLE_2564 SAMPLE_2565 SAMPLE_2566 SAMPLE_2567 SAMPLE_2568
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2569 SAMPLE_2570 SAMPLE_2571 SAMPLE_2572 SAMPLE_2573 SAMPLE_2574 SAMPLE_2575 SAMPLE_2576
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2577 SAMPLE_2578 SAMPLE_2579 SAMPLE_2580 SAMPLE_2581 SAMPLE_2582 SAMPLE_2583 SAMPLE_2584
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2585 SAMPLE_2586 SAMPLE_2587 SAMPLE_2588 SAMPLE_2589 SAMPLE_2590 SAMPLE_2591 SAMPLE_2592
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2593 SAMPLE_2594 SAMPLE_2595 SAMPLE_2596 SAMPLE_2597 SAMPLE_2598 SAMPLE_2599 SAMPLE_2600
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2601 SAMPLE_2602 SAMPLE_2603 SAMPLE_2604 SAMPLE_2605 SAMPLE_2606 SAMPLE_2607 SAMPLE_2608
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2609 SAMPLE_2610 SAMPLE_2611 SAMPLE_2612 SAMPLE_2613 SAMPLE_2614 SAMPLE_2615 SAMPLE_2616
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2617 SAMPLE_2618 SAMPLE_2619 SAMPLE_2620 SAMPLE_2621 SAMPLE_2622 SAMPLE_2623 SAMPLE_2624
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2625 SAMPLE_2626 SAMPLE_2627 SAMPLE_2628 SAMPLE_2629 SAMPLE_2630 SAMPLE_2631 SAMPLE_2632
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2633 SAMPLE_2634 SAMPLE_2635 SAMPLE_2636 SAMPLE_2637 SAMPLE_2638 SAMPLE_2639 SAMPLE_2640
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2641 SAMPLE_2642 SAMPLE_2643 SAMPLE_2644 SAMPLE_2645 SAMPLE_2646 SAMPLE_2647 SAMPLE_2648
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2649 SAMPLE_2650 SAMPLE_2651 SAMPLE_2652 SAMPLE_2653 SAMPLE_2654 SAMPLE_2655 SAMPLE_2656
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2657 SAMPLE_2658 SAMPLE_2659 SAMPLE_2660 SAMPLE_2661 SAMPLE_2662 SAMPLE_2663 SAMPLE_2664
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2665 SAMPLE_2666 SAMPLE_2667 SAMPLE_2668 SAMPLE_2669 SAMPLE_2670 SAMPLE_2671 SAMPLE_2672
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2673 SAMPLE_2674 SAMPLE_2675 SAMPLE_2676 SAMPLE_2677 SAMPLE_2678 SAMPLE_2679 SAMPLE_2680
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2681 SAMPLE_2682 SAMPLE_2683 SAMPLE_2684 SAMPLE_2685 SAMPLE_2686 SAMPLE_2687 SAMPLE_2688
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2689 SAMPLE_2690 SAMPLE_2691 SAMPLE_2692 SAMPLE_2693 SAMPLE_2694 SAMPLE_2695 SAMPLE_2696
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2697 SAMPLE_2698 SAMPLE_2699 SAMPLE_2700 SAMPLE_2701 SAMPLE_2702 SAMPLE_2703 SAMPLE_2704
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2705 SAMPLE_2706 SAMPLE_2707 SAMPLE_2708 SAMPLE_2709 SAMPLE_2710 SAMPLE_2711 SAMPLE_2712
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2713 SAMPLE_2714 SAMPLE_2715 SAMPLE_2716 SAMPLE_2717 SAMPLE_2718 SAMPLE_2719 SAMPLE_2720
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2721 SAMPLE_2722 SAMPLE_2723 SAMPLE_2724 SAMPLE_2725 SAMPLE_2726 SAMPLE_2727 SAMPLE_2728
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2729 SAMPLE_2730 SAMPLE_2731 SAMPLE_2732 SAMPLE_2733 SAMPLE_2734 SAMPLE_2735 SAMPLE_2736
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2737 SAMPLE_2738 SAMPLE_2739 SAMPLE_2740 SAMPLE_2741 SAMPLE_2742 SAMPLE_2743 SAMPLE_2744
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2745 SAMPLE_2746 SAMPLE_2747 SAMPLE_2748 SAMPLE_2749 SAMPLE_2750 SAMPLE_2751 SAMPLE_2752
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2753 SAMPLE_2754 SAMPLE_2755 SAMPLE_2756 SAMPLE_2757 SAMPLE_2758 SAMPLE_2759 SAMPLE_2760
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2761 SAMPLE_2762 SAMPLE_2763 SAMPLE_2764 SAMPLE_2765 SAMPLE_2766 SAMPLE_2767 SAMPLE_2768
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2769 SAMPLE_2770 SAMPLE_2771 SAMPLE_2772 SAMPLE_2773 SAMPLE_2774 SAMPLE_2775 SAMPLE_2776
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2777 SAMPLE_2778 SAMPLE_2779 SAMPLE_2780 SAMPLE_2781 SAMPLE_2782 SAMPLE_2783 SAMPLE_2784
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2785 SAMPLE_2786 SAMPLE_2787 SAMPLE_2788 SAMPLE_2789 SAMPLE_2790 SAMPLE_2791 SAMPLE_2792
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2793 SAMPLE_2794 SAMPLE_2795 SAMPLE_2796 SAMPLE_2797 SAMPLE_2798 SAMPLE_2799 SAMPLE_2800
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2801
#> NA
get_classes(res_rh, merge_node = merge_node_param(min_n_signatures = 33591))
#> SAMPLE_1 SAMPLE_2 SAMPLE_3 SAMPLE_4 SAMPLE_5 SAMPLE_6 SAMPLE_7 SAMPLE_8
#> NA NA NA NA NA NA NA NA
#> SAMPLE_9 SAMPLE_10 SAMPLE_11 SAMPLE_12 SAMPLE_13 SAMPLE_14 SAMPLE_15 SAMPLE_16
#> NA NA NA NA NA NA NA NA
#> SAMPLE_17 SAMPLE_18 SAMPLE_19 SAMPLE_20 SAMPLE_21 SAMPLE_22 SAMPLE_23 SAMPLE_24
#> NA NA NA NA NA NA NA NA
#> SAMPLE_25 SAMPLE_26 SAMPLE_27 SAMPLE_28 SAMPLE_29 SAMPLE_30 SAMPLE_31 SAMPLE_32
#> NA NA NA NA NA NA NA NA
#> SAMPLE_33 SAMPLE_34 SAMPLE_35 SAMPLE_36 SAMPLE_37 SAMPLE_38 SAMPLE_39 SAMPLE_40
#> NA NA NA NA NA NA NA NA
#> SAMPLE_41 SAMPLE_42 SAMPLE_43 SAMPLE_44 SAMPLE_45 SAMPLE_46 SAMPLE_47 SAMPLE_48
#> NA NA NA NA NA NA NA NA
#> SAMPLE_49 SAMPLE_50 SAMPLE_51 SAMPLE_52 SAMPLE_53 SAMPLE_54 SAMPLE_55 SAMPLE_56
#> NA NA NA NA NA NA NA NA
#> SAMPLE_57 SAMPLE_58 SAMPLE_59 SAMPLE_60 SAMPLE_61 SAMPLE_62 SAMPLE_63 SAMPLE_64
#> NA NA NA NA NA NA NA NA
#> SAMPLE_65 SAMPLE_66 SAMPLE_67 SAMPLE_68 SAMPLE_69 SAMPLE_70 SAMPLE_71 SAMPLE_72
#> NA NA NA NA NA NA NA NA
#> SAMPLE_73 SAMPLE_74 SAMPLE_75 SAMPLE_76 SAMPLE_77 SAMPLE_78 SAMPLE_79 SAMPLE_80
#> NA NA NA NA NA NA NA NA
#> SAMPLE_81 SAMPLE_82 SAMPLE_83 SAMPLE_84 SAMPLE_85 SAMPLE_86 SAMPLE_87 SAMPLE_88
#> NA NA NA NA NA NA NA NA
#> SAMPLE_89 SAMPLE_90 SAMPLE_91 SAMPLE_92 SAMPLE_93 SAMPLE_94 SAMPLE_95 SAMPLE_96
#> NA NA NA NA NA NA NA NA
#> SAMPLE_97 SAMPLE_98 SAMPLE_99 SAMPLE_100 SAMPLE_101 SAMPLE_102 SAMPLE_103 SAMPLE_104
#> NA NA NA NA NA NA NA NA
#> SAMPLE_105 SAMPLE_106 SAMPLE_107 SAMPLE_108 SAMPLE_109 SAMPLE_110 SAMPLE_111 SAMPLE_112
#> NA NA NA NA NA NA NA NA
#> SAMPLE_113 SAMPLE_114 SAMPLE_115 SAMPLE_116 SAMPLE_117 SAMPLE_118 SAMPLE_119 SAMPLE_120
#> NA NA NA NA NA NA NA NA
#> SAMPLE_121 SAMPLE_122 SAMPLE_123 SAMPLE_124 SAMPLE_125 SAMPLE_126 SAMPLE_127 SAMPLE_128
#> NA NA NA NA NA NA NA NA
#> SAMPLE_129 SAMPLE_130 SAMPLE_131 SAMPLE_132 SAMPLE_133 SAMPLE_134 SAMPLE_135 SAMPLE_136
#> NA NA NA NA NA NA NA NA
#> SAMPLE_137 SAMPLE_138 SAMPLE_139 SAMPLE_140 SAMPLE_141 SAMPLE_142 SAMPLE_143 SAMPLE_144
#> NA NA NA NA NA NA NA NA
#> SAMPLE_145 SAMPLE_146 SAMPLE_147 SAMPLE_148 SAMPLE_149 SAMPLE_150 SAMPLE_151 SAMPLE_152
#> NA NA NA NA NA NA NA NA
#> SAMPLE_153 SAMPLE_154 SAMPLE_155 SAMPLE_156 SAMPLE_157 SAMPLE_158 SAMPLE_159 SAMPLE_160
#> NA NA NA NA NA NA NA NA
#> SAMPLE_161 SAMPLE_162 SAMPLE_163 SAMPLE_164 SAMPLE_165 SAMPLE_166 SAMPLE_167 SAMPLE_168
#> NA NA NA NA NA NA NA NA
#> SAMPLE_169 SAMPLE_170 SAMPLE_171 SAMPLE_172 SAMPLE_173 SAMPLE_174 SAMPLE_175 SAMPLE_176
#> NA NA NA NA NA NA NA NA
#> SAMPLE_177 SAMPLE_178 SAMPLE_179 SAMPLE_180 SAMPLE_181 SAMPLE_182 SAMPLE_183 SAMPLE_184
#> NA NA NA NA NA NA NA NA
#> SAMPLE_185 SAMPLE_186 SAMPLE_187 SAMPLE_188 SAMPLE_189 SAMPLE_190 SAMPLE_191 SAMPLE_192
#> NA NA NA NA NA NA NA NA
#> SAMPLE_193 SAMPLE_194 SAMPLE_195 SAMPLE_196 SAMPLE_197 SAMPLE_198 SAMPLE_199 SAMPLE_200
#> NA NA NA NA NA NA NA NA
#> SAMPLE_201 SAMPLE_202 SAMPLE_203 SAMPLE_204 SAMPLE_205 SAMPLE_206 SAMPLE_207 SAMPLE_208
#> NA NA NA NA NA NA NA NA
#> SAMPLE_209 SAMPLE_210 SAMPLE_211 SAMPLE_212 SAMPLE_213 SAMPLE_214 SAMPLE_215 SAMPLE_216
#> NA NA NA NA NA NA NA NA
#> SAMPLE_217 SAMPLE_218 SAMPLE_219 SAMPLE_220 SAMPLE_221 SAMPLE_222 SAMPLE_223 SAMPLE_224
#> NA NA NA NA NA NA NA NA
#> SAMPLE_225 SAMPLE_226 SAMPLE_227 SAMPLE_228 SAMPLE_229 SAMPLE_230 SAMPLE_231 SAMPLE_232
#> NA NA NA NA NA NA NA NA
#> SAMPLE_233 SAMPLE_234 SAMPLE_235 SAMPLE_236 SAMPLE_237 SAMPLE_238 SAMPLE_239 SAMPLE_240
#> NA NA NA NA NA NA NA NA
#> SAMPLE_241 SAMPLE_242 SAMPLE_243 SAMPLE_244 SAMPLE_245 SAMPLE_246 SAMPLE_247 SAMPLE_248
#> NA NA NA NA NA NA NA NA
#> SAMPLE_249 SAMPLE_250 SAMPLE_251 SAMPLE_252 SAMPLE_253 SAMPLE_254 SAMPLE_255 SAMPLE_256
#> NA NA NA NA NA NA NA NA
#> SAMPLE_257 SAMPLE_258 SAMPLE_259 SAMPLE_260 SAMPLE_261 SAMPLE_262 SAMPLE_263 SAMPLE_264
#> NA NA NA NA NA NA NA NA
#> SAMPLE_265 SAMPLE_266 SAMPLE_267 SAMPLE_268 SAMPLE_269 SAMPLE_270 SAMPLE_271 SAMPLE_272
#> NA NA NA NA NA NA NA NA
#> SAMPLE_273 SAMPLE_274 SAMPLE_275 SAMPLE_276 SAMPLE_277 SAMPLE_278 SAMPLE_279 SAMPLE_280
#> NA NA NA NA NA NA NA NA
#> SAMPLE_281 SAMPLE_282 SAMPLE_283 SAMPLE_284 SAMPLE_285 SAMPLE_286 SAMPLE_287 SAMPLE_288
#> NA NA NA NA NA NA NA NA
#> SAMPLE_289 SAMPLE_290 SAMPLE_291 SAMPLE_292 SAMPLE_293 SAMPLE_294 SAMPLE_295 SAMPLE_296
#> NA NA NA NA NA NA NA NA
#> SAMPLE_297 SAMPLE_298 SAMPLE_299 SAMPLE_300 SAMPLE_301 SAMPLE_302 SAMPLE_303 SAMPLE_304
#> NA NA NA NA NA NA NA NA
#> SAMPLE_305 SAMPLE_306 SAMPLE_307 SAMPLE_308 SAMPLE_309 SAMPLE_310 SAMPLE_311 SAMPLE_312
#> NA NA NA NA NA NA NA NA
#> SAMPLE_313 SAMPLE_314 SAMPLE_315 SAMPLE_316 SAMPLE_317 SAMPLE_318 SAMPLE_319 SAMPLE_320
#> NA NA NA NA NA NA NA NA
#> SAMPLE_321 SAMPLE_322 SAMPLE_323 SAMPLE_324 SAMPLE_325 SAMPLE_326 SAMPLE_327 SAMPLE_328
#> NA NA NA NA NA NA NA NA
#> SAMPLE_329 SAMPLE_330 SAMPLE_331 SAMPLE_332 SAMPLE_333 SAMPLE_334 SAMPLE_335 SAMPLE_336
#> NA NA NA NA NA NA NA NA
#> SAMPLE_337 SAMPLE_338 SAMPLE_339 SAMPLE_340 SAMPLE_341 SAMPLE_342 SAMPLE_343 SAMPLE_344
#> NA NA NA NA NA NA NA NA
#> SAMPLE_345 SAMPLE_346 SAMPLE_347 SAMPLE_348 SAMPLE_349 SAMPLE_350 SAMPLE_351 SAMPLE_352
#> NA NA NA NA NA NA NA NA
#> SAMPLE_353 SAMPLE_354 SAMPLE_355 SAMPLE_356 SAMPLE_357 SAMPLE_358 SAMPLE_359 SAMPLE_360
#> NA NA NA NA NA NA NA NA
#> SAMPLE_361 SAMPLE_362 SAMPLE_363 SAMPLE_364 SAMPLE_365 SAMPLE_366 SAMPLE_367 SAMPLE_368
#> NA NA NA NA NA NA NA NA
#> SAMPLE_369 SAMPLE_370 SAMPLE_371 SAMPLE_372 SAMPLE_373 SAMPLE_374 SAMPLE_375 SAMPLE_376
#> NA NA NA NA NA NA NA NA
#> SAMPLE_377 SAMPLE_378 SAMPLE_379 SAMPLE_380 SAMPLE_381 SAMPLE_382 SAMPLE_383 SAMPLE_384
#> NA NA NA NA NA NA NA NA
#> SAMPLE_385 SAMPLE_386 SAMPLE_387 SAMPLE_388 SAMPLE_389 SAMPLE_390 SAMPLE_391 SAMPLE_392
#> NA NA NA NA NA NA NA NA
#> SAMPLE_393 SAMPLE_394 SAMPLE_395 SAMPLE_396 SAMPLE_397 SAMPLE_398 SAMPLE_399 SAMPLE_400
#> NA NA NA NA NA NA NA NA
#> SAMPLE_401 SAMPLE_402 SAMPLE_403 SAMPLE_404 SAMPLE_405 SAMPLE_406 SAMPLE_407 SAMPLE_408
#> NA NA NA NA NA NA NA NA
#> SAMPLE_409 SAMPLE_410 SAMPLE_411 SAMPLE_412 SAMPLE_413 SAMPLE_414 SAMPLE_415 SAMPLE_416
#> NA NA NA NA NA NA NA NA
#> SAMPLE_417 SAMPLE_418 SAMPLE_419 SAMPLE_420 SAMPLE_421 SAMPLE_422 SAMPLE_423 SAMPLE_424
#> NA NA NA NA NA NA NA NA
#> SAMPLE_425 SAMPLE_426 SAMPLE_427 SAMPLE_428 SAMPLE_429 SAMPLE_430 SAMPLE_431 SAMPLE_432
#> NA NA NA NA NA NA NA NA
#> SAMPLE_433 SAMPLE_434 SAMPLE_435 SAMPLE_436 SAMPLE_437 SAMPLE_438 SAMPLE_439 SAMPLE_440
#> NA NA NA NA NA NA NA NA
#> SAMPLE_441 SAMPLE_442 SAMPLE_443 SAMPLE_444 SAMPLE_445 SAMPLE_446 SAMPLE_447 SAMPLE_448
#> NA NA NA NA NA NA NA NA
#> SAMPLE_449 SAMPLE_450 SAMPLE_451 SAMPLE_452 SAMPLE_453 SAMPLE_454 SAMPLE_455 SAMPLE_456
#> NA NA NA NA NA NA NA NA
#> SAMPLE_457 SAMPLE_458 SAMPLE_459 SAMPLE_460 SAMPLE_461 SAMPLE_462 SAMPLE_463 SAMPLE_464
#> NA NA NA NA NA NA NA NA
#> SAMPLE_465 SAMPLE_466 SAMPLE_467 SAMPLE_468 SAMPLE_469 SAMPLE_470 SAMPLE_471 SAMPLE_472
#> NA NA NA NA NA NA NA NA
#> SAMPLE_473 SAMPLE_474 SAMPLE_475 SAMPLE_476 SAMPLE_477 SAMPLE_478 SAMPLE_479 SAMPLE_480
#> NA NA NA NA NA NA NA NA
#> SAMPLE_481 SAMPLE_482 SAMPLE_483 SAMPLE_484 SAMPLE_485 SAMPLE_486 SAMPLE_487 SAMPLE_488
#> NA NA NA NA NA NA NA NA
#> SAMPLE_489 SAMPLE_490 SAMPLE_491 SAMPLE_492 SAMPLE_493 SAMPLE_494 SAMPLE_495 SAMPLE_496
#> NA NA NA NA NA NA NA NA
#> SAMPLE_497 SAMPLE_498 SAMPLE_499 SAMPLE_500 SAMPLE_501 SAMPLE_502 SAMPLE_503 SAMPLE_504
#> NA NA NA NA NA NA NA NA
#> SAMPLE_505 SAMPLE_506 SAMPLE_507 SAMPLE_508 SAMPLE_509 SAMPLE_510 SAMPLE_511 SAMPLE_512
#> NA NA NA NA NA NA NA NA
#> SAMPLE_513 SAMPLE_514 SAMPLE_515 SAMPLE_516 SAMPLE_517 SAMPLE_518 SAMPLE_519 SAMPLE_520
#> NA NA NA NA NA NA NA NA
#> SAMPLE_521 SAMPLE_522 SAMPLE_523 SAMPLE_524 SAMPLE_525 SAMPLE_526 SAMPLE_527 SAMPLE_528
#> NA NA NA NA NA NA NA NA
#> SAMPLE_529 SAMPLE_530 SAMPLE_531 SAMPLE_532 SAMPLE_533 SAMPLE_534 SAMPLE_535 SAMPLE_536
#> NA NA NA NA NA NA NA NA
#> SAMPLE_537 SAMPLE_538 SAMPLE_539 SAMPLE_540 SAMPLE_541 SAMPLE_542 SAMPLE_543 SAMPLE_544
#> NA NA NA NA NA NA NA NA
#> SAMPLE_545 SAMPLE_546 SAMPLE_547 SAMPLE_548 SAMPLE_549 SAMPLE_550 SAMPLE_551 SAMPLE_552
#> NA NA NA NA NA NA NA NA
#> SAMPLE_553 SAMPLE_554 SAMPLE_555 SAMPLE_556 SAMPLE_557 SAMPLE_558 SAMPLE_559 SAMPLE_560
#> NA NA NA NA NA NA NA NA
#> SAMPLE_561 SAMPLE_562 SAMPLE_563 SAMPLE_564 SAMPLE_565 SAMPLE_566 SAMPLE_567 SAMPLE_568
#> NA NA NA NA NA NA NA NA
#> SAMPLE_569 SAMPLE_570 SAMPLE_571 SAMPLE_572 SAMPLE_573 SAMPLE_574 SAMPLE_575 SAMPLE_576
#> NA NA NA NA NA NA NA NA
#> SAMPLE_577 SAMPLE_578 SAMPLE_579 SAMPLE_580 SAMPLE_581 SAMPLE_582 SAMPLE_583 SAMPLE_584
#> NA NA NA NA NA NA NA NA
#> SAMPLE_585 SAMPLE_586 SAMPLE_587 SAMPLE_588 SAMPLE_589 SAMPLE_590 SAMPLE_591 SAMPLE_592
#> NA NA NA NA NA NA NA NA
#> SAMPLE_593 SAMPLE_594 SAMPLE_595 SAMPLE_596 SAMPLE_597 SAMPLE_598 SAMPLE_599 SAMPLE_600
#> NA NA NA NA NA NA NA NA
#> SAMPLE_601 SAMPLE_602 SAMPLE_603 SAMPLE_604 SAMPLE_605 SAMPLE_606 SAMPLE_607 SAMPLE_608
#> NA NA NA NA NA NA NA NA
#> SAMPLE_609 SAMPLE_610 SAMPLE_611 SAMPLE_612 SAMPLE_613 SAMPLE_614 SAMPLE_615 SAMPLE_616
#> NA NA NA NA NA NA NA NA
#> SAMPLE_617 SAMPLE_618 SAMPLE_619 SAMPLE_620 SAMPLE_621 SAMPLE_622 SAMPLE_623 SAMPLE_624
#> NA NA NA NA NA NA NA NA
#> SAMPLE_625 SAMPLE_626 SAMPLE_627 SAMPLE_628 SAMPLE_629 SAMPLE_630 SAMPLE_631 SAMPLE_632
#> NA NA NA NA NA NA NA NA
#> SAMPLE_633 SAMPLE_634 SAMPLE_635 SAMPLE_636 SAMPLE_637 SAMPLE_638 SAMPLE_639 SAMPLE_640
#> NA NA NA NA NA NA NA NA
#> SAMPLE_641 SAMPLE_642 SAMPLE_643 SAMPLE_644 SAMPLE_645 SAMPLE_646 SAMPLE_647 SAMPLE_648
#> NA NA NA NA NA NA NA NA
#> SAMPLE_649 SAMPLE_650 SAMPLE_651 SAMPLE_652 SAMPLE_653 SAMPLE_654 SAMPLE_655 SAMPLE_656
#> NA NA NA NA NA NA NA NA
#> SAMPLE_657 SAMPLE_658 SAMPLE_659 SAMPLE_660 SAMPLE_661 SAMPLE_662 SAMPLE_663 SAMPLE_664
#> NA NA NA NA NA NA NA NA
#> SAMPLE_665 SAMPLE_666 SAMPLE_667 SAMPLE_668 SAMPLE_669 SAMPLE_670 SAMPLE_671 SAMPLE_672
#> NA NA NA NA NA NA NA NA
#> SAMPLE_673 SAMPLE_674 SAMPLE_675 SAMPLE_676 SAMPLE_677 SAMPLE_678 SAMPLE_679 SAMPLE_680
#> NA NA NA NA NA NA NA NA
#> SAMPLE_681 SAMPLE_682 SAMPLE_683 SAMPLE_684 SAMPLE_685 SAMPLE_686 SAMPLE_687 SAMPLE_688
#> NA NA NA NA NA NA NA NA
#> SAMPLE_689 SAMPLE_690 SAMPLE_691 SAMPLE_692 SAMPLE_693 SAMPLE_694 SAMPLE_695 SAMPLE_696
#> NA NA NA NA NA NA NA NA
#> SAMPLE_697 SAMPLE_698 SAMPLE_699 SAMPLE_700 SAMPLE_701 SAMPLE_702 SAMPLE_703 SAMPLE_704
#> NA NA NA NA NA NA NA NA
#> SAMPLE_705 SAMPLE_706 SAMPLE_707 SAMPLE_708 SAMPLE_709 SAMPLE_710 SAMPLE_711 SAMPLE_712
#> NA NA NA NA NA NA NA NA
#> SAMPLE_713 SAMPLE_714 SAMPLE_715 SAMPLE_716 SAMPLE_717 SAMPLE_718 SAMPLE_719 SAMPLE_720
#> NA NA NA NA NA NA NA NA
#> SAMPLE_721 SAMPLE_722 SAMPLE_723 SAMPLE_724 SAMPLE_725 SAMPLE_726 SAMPLE_727 SAMPLE_728
#> NA NA NA NA NA NA NA NA
#> SAMPLE_729 SAMPLE_730 SAMPLE_731 SAMPLE_732 SAMPLE_733 SAMPLE_734 SAMPLE_735 SAMPLE_736
#> NA NA NA NA NA NA NA NA
#> SAMPLE_737 SAMPLE_738 SAMPLE_739 SAMPLE_740 SAMPLE_741 SAMPLE_742 SAMPLE_743 SAMPLE_744
#> NA NA NA NA NA NA NA NA
#> SAMPLE_745 SAMPLE_746 SAMPLE_747 SAMPLE_748 SAMPLE_749 SAMPLE_750 SAMPLE_751 SAMPLE_752
#> NA NA NA NA NA NA NA NA
#> SAMPLE_753 SAMPLE_754 SAMPLE_755 SAMPLE_756 SAMPLE_757 SAMPLE_758 SAMPLE_759 SAMPLE_760
#> NA NA NA NA NA NA NA NA
#> SAMPLE_761 SAMPLE_762 SAMPLE_763 SAMPLE_764 SAMPLE_765 SAMPLE_766 SAMPLE_767 SAMPLE_768
#> NA NA NA NA NA NA NA NA
#> SAMPLE_769 SAMPLE_770 SAMPLE_771 SAMPLE_772 SAMPLE_773 SAMPLE_774 SAMPLE_775 SAMPLE_776
#> NA NA NA NA NA NA NA NA
#> SAMPLE_777 SAMPLE_778 SAMPLE_779 SAMPLE_780 SAMPLE_781 SAMPLE_782 SAMPLE_783 SAMPLE_784
#> NA NA NA NA NA NA NA NA
#> SAMPLE_785 SAMPLE_786 SAMPLE_787 SAMPLE_788 SAMPLE_789 SAMPLE_790 SAMPLE_791 SAMPLE_792
#> NA NA NA NA NA NA NA NA
#> SAMPLE_793 SAMPLE_794 SAMPLE_795 SAMPLE_796 SAMPLE_797 SAMPLE_798 SAMPLE_799 SAMPLE_800
#> NA NA NA NA NA NA NA NA
#> SAMPLE_801 SAMPLE_802 SAMPLE_803 SAMPLE_804 SAMPLE_805 SAMPLE_806 SAMPLE_807 SAMPLE_808
#> NA NA NA NA NA NA NA NA
#> SAMPLE_809 SAMPLE_810 SAMPLE_811 SAMPLE_812 SAMPLE_813 SAMPLE_814 SAMPLE_815 SAMPLE_816
#> NA NA NA NA NA NA NA NA
#> SAMPLE_817 SAMPLE_818 SAMPLE_819 SAMPLE_820 SAMPLE_821 SAMPLE_822 SAMPLE_823 SAMPLE_824
#> NA NA NA NA NA NA NA NA
#> SAMPLE_825 SAMPLE_826 SAMPLE_827 SAMPLE_828 SAMPLE_829 SAMPLE_830 SAMPLE_831 SAMPLE_832
#> NA NA NA NA NA NA NA NA
#> SAMPLE_833 SAMPLE_834 SAMPLE_835 SAMPLE_836 SAMPLE_837 SAMPLE_838 SAMPLE_839 SAMPLE_840
#> NA NA NA NA NA NA NA NA
#> SAMPLE_841 SAMPLE_842 SAMPLE_843 SAMPLE_844 SAMPLE_845 SAMPLE_846 SAMPLE_847 SAMPLE_848
#> NA NA NA NA NA NA NA NA
#> SAMPLE_849 SAMPLE_850 SAMPLE_851 SAMPLE_852 SAMPLE_853 SAMPLE_854 SAMPLE_855 SAMPLE_856
#> NA NA NA NA NA NA NA NA
#> SAMPLE_857 SAMPLE_858 SAMPLE_859 SAMPLE_860 SAMPLE_861 SAMPLE_862 SAMPLE_863 SAMPLE_864
#> NA NA NA NA NA NA NA NA
#> SAMPLE_865 SAMPLE_866 SAMPLE_867 SAMPLE_868 SAMPLE_869 SAMPLE_870 SAMPLE_871 SAMPLE_872
#> NA NA NA NA NA NA NA NA
#> SAMPLE_873 SAMPLE_874 SAMPLE_875 SAMPLE_876 SAMPLE_877 SAMPLE_878 SAMPLE_879 SAMPLE_880
#> NA NA NA NA NA NA NA NA
#> SAMPLE_881 SAMPLE_882 SAMPLE_883 SAMPLE_884 SAMPLE_885 SAMPLE_886 SAMPLE_887 SAMPLE_888
#> NA NA NA NA NA NA NA NA
#> SAMPLE_889 SAMPLE_890 SAMPLE_891 SAMPLE_892 SAMPLE_893 SAMPLE_894 SAMPLE_895 SAMPLE_896
#> NA NA NA NA NA NA NA NA
#> SAMPLE_897 SAMPLE_898 SAMPLE_899 SAMPLE_900 SAMPLE_901 SAMPLE_902 SAMPLE_903 SAMPLE_904
#> NA NA NA NA NA NA NA NA
#> SAMPLE_905 SAMPLE_906 SAMPLE_907 SAMPLE_908 SAMPLE_909 SAMPLE_910 SAMPLE_911 SAMPLE_912
#> NA NA NA NA NA NA NA NA
#> SAMPLE_913 SAMPLE_914 SAMPLE_915 SAMPLE_916 SAMPLE_917 SAMPLE_918 SAMPLE_919 SAMPLE_920
#> NA NA NA NA NA NA NA NA
#> SAMPLE_921 SAMPLE_922 SAMPLE_923 SAMPLE_924 SAMPLE_925 SAMPLE_926 SAMPLE_927 SAMPLE_928
#> NA NA NA NA NA NA NA NA
#> SAMPLE_929 SAMPLE_930 SAMPLE_931 SAMPLE_932 SAMPLE_933 SAMPLE_934 SAMPLE_935 SAMPLE_936
#> NA NA NA NA NA NA NA NA
#> SAMPLE_937 SAMPLE_938 SAMPLE_939 SAMPLE_940 SAMPLE_941 SAMPLE_942 SAMPLE_943 SAMPLE_944
#> NA NA NA NA NA NA NA NA
#> SAMPLE_945 SAMPLE_946 SAMPLE_947 SAMPLE_948 SAMPLE_949 SAMPLE_950 SAMPLE_951 SAMPLE_952
#> NA NA NA NA NA NA NA NA
#> SAMPLE_953 SAMPLE_954 SAMPLE_955 SAMPLE_956 SAMPLE_957 SAMPLE_958 SAMPLE_959 SAMPLE_960
#> NA NA NA NA NA NA NA NA
#> SAMPLE_961 SAMPLE_962 SAMPLE_963 SAMPLE_964 SAMPLE_965 SAMPLE_966 SAMPLE_967 SAMPLE_968
#> NA NA NA NA NA NA NA NA
#> SAMPLE_969 SAMPLE_970 SAMPLE_971 SAMPLE_972 SAMPLE_973 SAMPLE_974 SAMPLE_975 SAMPLE_976
#> NA NA NA NA NA NA NA NA
#> SAMPLE_977 SAMPLE_978 SAMPLE_979 SAMPLE_980 SAMPLE_981 SAMPLE_982 SAMPLE_983 SAMPLE_984
#> NA NA NA NA NA NA NA NA
#> SAMPLE_985 SAMPLE_986 SAMPLE_987 SAMPLE_988 SAMPLE_989 SAMPLE_990 SAMPLE_991 SAMPLE_992
#> NA NA NA NA NA NA NA NA
#> SAMPLE_993 SAMPLE_994 SAMPLE_995 SAMPLE_996 SAMPLE_997 SAMPLE_998 SAMPLE_999 SAMPLE_1000
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1001 SAMPLE_1002 SAMPLE_1003 SAMPLE_1004 SAMPLE_1005 SAMPLE_1006 SAMPLE_1007 SAMPLE_1008
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1009 SAMPLE_1010 SAMPLE_1011 SAMPLE_1012 SAMPLE_1013 SAMPLE_1014 SAMPLE_1015 SAMPLE_1016
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1017 SAMPLE_1018 SAMPLE_1019 SAMPLE_1020 SAMPLE_1021 SAMPLE_1022 SAMPLE_1023 SAMPLE_1024
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1025 SAMPLE_1026 SAMPLE_1027 SAMPLE_1028 SAMPLE_1029 SAMPLE_1030 SAMPLE_1031 SAMPLE_1032
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1033 SAMPLE_1034 SAMPLE_1035 SAMPLE_1036 SAMPLE_1037 SAMPLE_1038 SAMPLE_1039 SAMPLE_1040
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1041 SAMPLE_1042 SAMPLE_1043 SAMPLE_1044 SAMPLE_1045 SAMPLE_1046 SAMPLE_1047 SAMPLE_1048
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1049 SAMPLE_1050 SAMPLE_1051 SAMPLE_1052 SAMPLE_1053 SAMPLE_1054 SAMPLE_1055 SAMPLE_1056
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1057 SAMPLE_1058 SAMPLE_1059 SAMPLE_1060 SAMPLE_1061 SAMPLE_1062 SAMPLE_1063 SAMPLE_1064
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1065 SAMPLE_1066 SAMPLE_1067 SAMPLE_1068 SAMPLE_1069 SAMPLE_1070 SAMPLE_1071 SAMPLE_1072
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1073 SAMPLE_1074 SAMPLE_1075 SAMPLE_1076 SAMPLE_1077 SAMPLE_1078 SAMPLE_1079 SAMPLE_1080
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1081 SAMPLE_1082 SAMPLE_1083 SAMPLE_1084 SAMPLE_1085 SAMPLE_1086 SAMPLE_1087 SAMPLE_1088
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1089 SAMPLE_1090 SAMPLE_1091 SAMPLE_1092 SAMPLE_1093 SAMPLE_1094 SAMPLE_1095 SAMPLE_1096
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1097 SAMPLE_1098 SAMPLE_1099 SAMPLE_1100 SAMPLE_1101 SAMPLE_1102 SAMPLE_1103 SAMPLE_1104
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1105 SAMPLE_1106 SAMPLE_1107 SAMPLE_1108 SAMPLE_1109 SAMPLE_1110 SAMPLE_1111 SAMPLE_1112
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1113 SAMPLE_1114 SAMPLE_1115 SAMPLE_1116 SAMPLE_1117 SAMPLE_1118 SAMPLE_1119 SAMPLE_1120
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1121 SAMPLE_1122 SAMPLE_1123 SAMPLE_1124 SAMPLE_1125 SAMPLE_1126 SAMPLE_1127 SAMPLE_1128
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1129 SAMPLE_1130 SAMPLE_1131 SAMPLE_1132 SAMPLE_1133 SAMPLE_1134 SAMPLE_1135 SAMPLE_1136
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1137 SAMPLE_1138 SAMPLE_1139 SAMPLE_1140 SAMPLE_1141 SAMPLE_1142 SAMPLE_1143 SAMPLE_1144
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1145 SAMPLE_1146 SAMPLE_1147 SAMPLE_1148 SAMPLE_1149 SAMPLE_1150 SAMPLE_1151 SAMPLE_1152
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1153 SAMPLE_1154 SAMPLE_1155 SAMPLE_1156 SAMPLE_1157 SAMPLE_1158 SAMPLE_1159 SAMPLE_1160
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1161 SAMPLE_1162 SAMPLE_1163 SAMPLE_1164 SAMPLE_1165 SAMPLE_1166 SAMPLE_1167 SAMPLE_1168
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1169 SAMPLE_1170 SAMPLE_1171 SAMPLE_1172 SAMPLE_1173 SAMPLE_1174 SAMPLE_1175 SAMPLE_1176
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1177 SAMPLE_1178 SAMPLE_1179 SAMPLE_1180 SAMPLE_1181 SAMPLE_1182 SAMPLE_1183 SAMPLE_1184
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1185 SAMPLE_1186 SAMPLE_1187 SAMPLE_1188 SAMPLE_1189 SAMPLE_1190 SAMPLE_1191 SAMPLE_1192
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1193 SAMPLE_1194 SAMPLE_1195 SAMPLE_1196 SAMPLE_1197 SAMPLE_1198 SAMPLE_1199 SAMPLE_1200
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1201 SAMPLE_1202 SAMPLE_1203 SAMPLE_1204 SAMPLE_1205 SAMPLE_1206 SAMPLE_1207 SAMPLE_1208
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1209 SAMPLE_1210 SAMPLE_1211 SAMPLE_1212 SAMPLE_1213 SAMPLE_1214 SAMPLE_1215 SAMPLE_1216
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1217 SAMPLE_1218 SAMPLE_1219 SAMPLE_1220 SAMPLE_1221 SAMPLE_1222 SAMPLE_1223 SAMPLE_1224
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1225 SAMPLE_1226 SAMPLE_1227 SAMPLE_1228 SAMPLE_1229 SAMPLE_1230 SAMPLE_1231 SAMPLE_1232
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1233 SAMPLE_1234 SAMPLE_1235 SAMPLE_1236 SAMPLE_1237 SAMPLE_1238 SAMPLE_1239 SAMPLE_1240
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1241 SAMPLE_1242 SAMPLE_1243 SAMPLE_1244 SAMPLE_1245 SAMPLE_1246 SAMPLE_1247 SAMPLE_1248
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1249 SAMPLE_1250 SAMPLE_1251 SAMPLE_1252 SAMPLE_1253 SAMPLE_1254 SAMPLE_1255 SAMPLE_1256
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1257 SAMPLE_1258 SAMPLE_1259 SAMPLE_1260 SAMPLE_1261 SAMPLE_1262 SAMPLE_1263 SAMPLE_1264
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1265 SAMPLE_1266 SAMPLE_1267 SAMPLE_1268 SAMPLE_1269 SAMPLE_1270 SAMPLE_1271 SAMPLE_1272
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1273 SAMPLE_1274 SAMPLE_1275 SAMPLE_1276 SAMPLE_1277 SAMPLE_1278 SAMPLE_1279 SAMPLE_1280
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1281 SAMPLE_1282 SAMPLE_1283 SAMPLE_1284 SAMPLE_1285 SAMPLE_1286 SAMPLE_1287 SAMPLE_1288
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1289 SAMPLE_1290 SAMPLE_1291 SAMPLE_1292 SAMPLE_1293 SAMPLE_1294 SAMPLE_1295 SAMPLE_1296
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1297 SAMPLE_1298 SAMPLE_1299 SAMPLE_1300 SAMPLE_1301 SAMPLE_1302 SAMPLE_1303 SAMPLE_1304
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1305 SAMPLE_1306 SAMPLE_1307 SAMPLE_1308 SAMPLE_1309 SAMPLE_1310 SAMPLE_1311 SAMPLE_1312
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1313 SAMPLE_1314 SAMPLE_1315 SAMPLE_1316 SAMPLE_1317 SAMPLE_1318 SAMPLE_1319 SAMPLE_1320
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1321 SAMPLE_1322 SAMPLE_1323 SAMPLE_1324 SAMPLE_1325 SAMPLE_1326 SAMPLE_1327 SAMPLE_1328
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1329 SAMPLE_1330 SAMPLE_1331 SAMPLE_1332 SAMPLE_1333 SAMPLE_1334 SAMPLE_1335 SAMPLE_1336
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1337 SAMPLE_1338 SAMPLE_1339 SAMPLE_1340 SAMPLE_1341 SAMPLE_1342 SAMPLE_1343 SAMPLE_1344
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1345 SAMPLE_1346 SAMPLE_1347 SAMPLE_1348 SAMPLE_1349 SAMPLE_1350 SAMPLE_1351 SAMPLE_1352
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1353 SAMPLE_1354 SAMPLE_1355 SAMPLE_1356 SAMPLE_1357 SAMPLE_1358 SAMPLE_1359 SAMPLE_1360
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1361 SAMPLE_1362 SAMPLE_1363 SAMPLE_1364 SAMPLE_1365 SAMPLE_1366 SAMPLE_1367 SAMPLE_1368
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1369 SAMPLE_1370 SAMPLE_1371 SAMPLE_1372 SAMPLE_1373 SAMPLE_1374 SAMPLE_1375 SAMPLE_1376
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1377 SAMPLE_1378 SAMPLE_1379 SAMPLE_1380 SAMPLE_1381 SAMPLE_1382 SAMPLE_1383 SAMPLE_1384
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1385 SAMPLE_1386 SAMPLE_1387 SAMPLE_1388 SAMPLE_1389 SAMPLE_1390 SAMPLE_1391 SAMPLE_1392
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1393 SAMPLE_1394 SAMPLE_1395 SAMPLE_1396 SAMPLE_1397 SAMPLE_1398 SAMPLE_1399 SAMPLE_1400
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1401 SAMPLE_1402 SAMPLE_1403 SAMPLE_1404 SAMPLE_1405 SAMPLE_1406 SAMPLE_1407 SAMPLE_1408
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1409 SAMPLE_1410 SAMPLE_1411 SAMPLE_1412 SAMPLE_1413 SAMPLE_1414 SAMPLE_1415 SAMPLE_1416
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1417 SAMPLE_1418 SAMPLE_1419 SAMPLE_1420 SAMPLE_1421 SAMPLE_1422 SAMPLE_1423 SAMPLE_1424
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1425 SAMPLE_1426 SAMPLE_1427 SAMPLE_1428 SAMPLE_1429 SAMPLE_1430 SAMPLE_1431 SAMPLE_1432
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1433 SAMPLE_1434 SAMPLE_1435 SAMPLE_1436 SAMPLE_1437 SAMPLE_1438 SAMPLE_1439 SAMPLE_1440
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1441 SAMPLE_1442 SAMPLE_1443 SAMPLE_1444 SAMPLE_1445 SAMPLE_1446 SAMPLE_1447 SAMPLE_1448
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1449 SAMPLE_1450 SAMPLE_1451 SAMPLE_1452 SAMPLE_1453 SAMPLE_1454 SAMPLE_1455 SAMPLE_1456
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1457 SAMPLE_1458 SAMPLE_1459 SAMPLE_1460 SAMPLE_1461 SAMPLE_1462 SAMPLE_1463 SAMPLE_1464
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1465 SAMPLE_1466 SAMPLE_1467 SAMPLE_1468 SAMPLE_1469 SAMPLE_1470 SAMPLE_1471 SAMPLE_1472
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1473 SAMPLE_1474 SAMPLE_1475 SAMPLE_1476 SAMPLE_1477 SAMPLE_1478 SAMPLE_1479 SAMPLE_1480
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1481 SAMPLE_1482 SAMPLE_1483 SAMPLE_1484 SAMPLE_1485 SAMPLE_1486 SAMPLE_1487 SAMPLE_1488
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1489 SAMPLE_1490 SAMPLE_1491 SAMPLE_1492 SAMPLE_1493 SAMPLE_1494 SAMPLE_1495 SAMPLE_1496
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1497 SAMPLE_1498 SAMPLE_1499 SAMPLE_1500 SAMPLE_1501 SAMPLE_1502 SAMPLE_1503 SAMPLE_1504
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1505 SAMPLE_1506 SAMPLE_1507 SAMPLE_1508 SAMPLE_1509 SAMPLE_1510 SAMPLE_1511 SAMPLE_1512
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1513 SAMPLE_1514 SAMPLE_1515 SAMPLE_1516 SAMPLE_1517 SAMPLE_1518 SAMPLE_1519 SAMPLE_1520
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1521 SAMPLE_1522 SAMPLE_1523 SAMPLE_1524 SAMPLE_1525 SAMPLE_1526 SAMPLE_1527 SAMPLE_1528
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1529 SAMPLE_1530 SAMPLE_1531 SAMPLE_1532 SAMPLE_1533 SAMPLE_1534 SAMPLE_1535 SAMPLE_1536
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1537 SAMPLE_1538 SAMPLE_1539 SAMPLE_1540 SAMPLE_1541 SAMPLE_1542 SAMPLE_1543 SAMPLE_1544
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1545 SAMPLE_1546 SAMPLE_1547 SAMPLE_1548 SAMPLE_1549 SAMPLE_1550 SAMPLE_1551 SAMPLE_1552
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1553 SAMPLE_1554 SAMPLE_1555 SAMPLE_1556 SAMPLE_1557 SAMPLE_1558 SAMPLE_1559 SAMPLE_1560
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1561 SAMPLE_1562 SAMPLE_1563 SAMPLE_1564 SAMPLE_1565 SAMPLE_1566 SAMPLE_1567 SAMPLE_1568
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1569 SAMPLE_1570 SAMPLE_1571 SAMPLE_1572 SAMPLE_1573 SAMPLE_1574 SAMPLE_1575 SAMPLE_1576
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1577 SAMPLE_1578 SAMPLE_1579 SAMPLE_1580 SAMPLE_1581 SAMPLE_1582 SAMPLE_1583 SAMPLE_1584
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1585 SAMPLE_1586 SAMPLE_1587 SAMPLE_1588 SAMPLE_1589 SAMPLE_1590 SAMPLE_1591 SAMPLE_1592
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1593 SAMPLE_1594 SAMPLE_1595 SAMPLE_1596 SAMPLE_1597 SAMPLE_1598 SAMPLE_1599 SAMPLE_1600
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1601 SAMPLE_1602 SAMPLE_1603 SAMPLE_1604 SAMPLE_1605 SAMPLE_1606 SAMPLE_1607 SAMPLE_1608
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1609 SAMPLE_1610 SAMPLE_1611 SAMPLE_1612 SAMPLE_1613 SAMPLE_1614 SAMPLE_1615 SAMPLE_1616
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1617 SAMPLE_1618 SAMPLE_1619 SAMPLE_1620 SAMPLE_1621 SAMPLE_1622 SAMPLE_1623 SAMPLE_1624
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1625 SAMPLE_1626 SAMPLE_1627 SAMPLE_1628 SAMPLE_1629 SAMPLE_1630 SAMPLE_1631 SAMPLE_1632
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1633 SAMPLE_1634 SAMPLE_1635 SAMPLE_1636 SAMPLE_1637 SAMPLE_1638 SAMPLE_1639 SAMPLE_1640
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1641 SAMPLE_1642 SAMPLE_1643 SAMPLE_1644 SAMPLE_1645 SAMPLE_1646 SAMPLE_1647 SAMPLE_1648
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1649 SAMPLE_1650 SAMPLE_1651 SAMPLE_1652 SAMPLE_1653 SAMPLE_1654 SAMPLE_1655 SAMPLE_1656
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1657 SAMPLE_1658 SAMPLE_1659 SAMPLE_1660 SAMPLE_1661 SAMPLE_1662 SAMPLE_1663 SAMPLE_1664
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1665 SAMPLE_1666 SAMPLE_1667 SAMPLE_1668 SAMPLE_1669 SAMPLE_1670 SAMPLE_1671 SAMPLE_1672
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1673 SAMPLE_1674 SAMPLE_1675 SAMPLE_1676 SAMPLE_1677 SAMPLE_1678 SAMPLE_1679 SAMPLE_1680
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1681 SAMPLE_1682 SAMPLE_1683 SAMPLE_1684 SAMPLE_1685 SAMPLE_1686 SAMPLE_1687 SAMPLE_1688
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1689 SAMPLE_1690 SAMPLE_1691 SAMPLE_1692 SAMPLE_1693 SAMPLE_1694 SAMPLE_1695 SAMPLE_1696
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1697 SAMPLE_1698 SAMPLE_1699 SAMPLE_1700 SAMPLE_1701 SAMPLE_1702 SAMPLE_1703 SAMPLE_1704
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1705 SAMPLE_1706 SAMPLE_1707 SAMPLE_1708 SAMPLE_1709 SAMPLE_1710 SAMPLE_1711 SAMPLE_1712
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1713 SAMPLE_1714 SAMPLE_1715 SAMPLE_1716 SAMPLE_1717 SAMPLE_1718 SAMPLE_1719 SAMPLE_1720
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1721 SAMPLE_1722 SAMPLE_1723 SAMPLE_1724 SAMPLE_1725 SAMPLE_1726 SAMPLE_1727 SAMPLE_1728
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1729 SAMPLE_1730 SAMPLE_1731 SAMPLE_1732 SAMPLE_1733 SAMPLE_1734 SAMPLE_1735 SAMPLE_1736
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1737 SAMPLE_1738 SAMPLE_1739 SAMPLE_1740 SAMPLE_1741 SAMPLE_1742 SAMPLE_1743 SAMPLE_1744
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1745 SAMPLE_1746 SAMPLE_1747 SAMPLE_1748 SAMPLE_1749 SAMPLE_1750 SAMPLE_1751 SAMPLE_1752
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1753 SAMPLE_1754 SAMPLE_1755 SAMPLE_1756 SAMPLE_1757 SAMPLE_1758 SAMPLE_1759 SAMPLE_1760
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1761 SAMPLE_1762 SAMPLE_1763 SAMPLE_1764 SAMPLE_1765 SAMPLE_1766 SAMPLE_1767 SAMPLE_1768
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1769 SAMPLE_1770 SAMPLE_1771 SAMPLE_1772 SAMPLE_1773 SAMPLE_1774 SAMPLE_1775 SAMPLE_1776
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1777 SAMPLE_1778 SAMPLE_1779 SAMPLE_1780 SAMPLE_1781 SAMPLE_1782 SAMPLE_1783 SAMPLE_1784
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1785 SAMPLE_1786 SAMPLE_1787 SAMPLE_1788 SAMPLE_1789 SAMPLE_1790 SAMPLE_1791 SAMPLE_1792
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1793 SAMPLE_1794 SAMPLE_1795 SAMPLE_1796 SAMPLE_1797 SAMPLE_1798 SAMPLE_1799 SAMPLE_1800
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1801 SAMPLE_1802 SAMPLE_1803 SAMPLE_1804 SAMPLE_1805 SAMPLE_1806 SAMPLE_1807 SAMPLE_1808
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1809 SAMPLE_1810 SAMPLE_1811 SAMPLE_1812 SAMPLE_1813 SAMPLE_1814 SAMPLE_1815 SAMPLE_1816
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1817 SAMPLE_1818 SAMPLE_1819 SAMPLE_1820 SAMPLE_1821 SAMPLE_1822 SAMPLE_1823 SAMPLE_1824
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1825 SAMPLE_1826 SAMPLE_1827 SAMPLE_1828 SAMPLE_1829 SAMPLE_1830 SAMPLE_1831 SAMPLE_1832
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1833 SAMPLE_1834 SAMPLE_1835 SAMPLE_1836 SAMPLE_1837 SAMPLE_1838 SAMPLE_1839 SAMPLE_1840
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1841 SAMPLE_1842 SAMPLE_1843 SAMPLE_1844 SAMPLE_1845 SAMPLE_1846 SAMPLE_1847 SAMPLE_1848
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1849 SAMPLE_1850 SAMPLE_1851 SAMPLE_1852 SAMPLE_1853 SAMPLE_1854 SAMPLE_1855 SAMPLE_1856
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1857 SAMPLE_1858 SAMPLE_1859 SAMPLE_1860 SAMPLE_1861 SAMPLE_1862 SAMPLE_1863 SAMPLE_1864
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1865 SAMPLE_1866 SAMPLE_1867 SAMPLE_1868 SAMPLE_1869 SAMPLE_1870 SAMPLE_1871 SAMPLE_1872
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1873 SAMPLE_1874 SAMPLE_1875 SAMPLE_1876 SAMPLE_1877 SAMPLE_1878 SAMPLE_1879 SAMPLE_1880
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1881 SAMPLE_1882 SAMPLE_1883 SAMPLE_1884 SAMPLE_1885 SAMPLE_1886 SAMPLE_1887 SAMPLE_1888
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1889 SAMPLE_1890 SAMPLE_1891 SAMPLE_1892 SAMPLE_1893 SAMPLE_1894 SAMPLE_1895 SAMPLE_1896
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1897 SAMPLE_1898 SAMPLE_1899 SAMPLE_1900 SAMPLE_1901 SAMPLE_1902 SAMPLE_1903 SAMPLE_1904
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1905 SAMPLE_1906 SAMPLE_1907 SAMPLE_1908 SAMPLE_1909 SAMPLE_1910 SAMPLE_1911 SAMPLE_1912
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1913 SAMPLE_1914 SAMPLE_1915 SAMPLE_1916 SAMPLE_1917 SAMPLE_1918 SAMPLE_1919 SAMPLE_1920
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1921 SAMPLE_1922 SAMPLE_1923 SAMPLE_1924 SAMPLE_1925 SAMPLE_1926 SAMPLE_1927 SAMPLE_1928
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1929 SAMPLE_1930 SAMPLE_1931 SAMPLE_1932 SAMPLE_1933 SAMPLE_1934 SAMPLE_1935 SAMPLE_1936
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1937 SAMPLE_1938 SAMPLE_1939 SAMPLE_1940 SAMPLE_1941 SAMPLE_1942 SAMPLE_1943 SAMPLE_1944
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1945 SAMPLE_1946 SAMPLE_1947 SAMPLE_1948 SAMPLE_1949 SAMPLE_1950 SAMPLE_1951 SAMPLE_1952
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1953 SAMPLE_1954 SAMPLE_1955 SAMPLE_1956 SAMPLE_1957 SAMPLE_1958 SAMPLE_1959 SAMPLE_1960
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1961 SAMPLE_1962 SAMPLE_1963 SAMPLE_1964 SAMPLE_1965 SAMPLE_1966 SAMPLE_1967 SAMPLE_1968
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1969 SAMPLE_1970 SAMPLE_1971 SAMPLE_1972 SAMPLE_1973 SAMPLE_1974 SAMPLE_1975 SAMPLE_1976
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1977 SAMPLE_1978 SAMPLE_1979 SAMPLE_1980 SAMPLE_1981 SAMPLE_1982 SAMPLE_1983 SAMPLE_1984
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1985 SAMPLE_1986 SAMPLE_1987 SAMPLE_1988 SAMPLE_1989 SAMPLE_1990 SAMPLE_1991 SAMPLE_1992
#> NA NA NA NA NA NA NA NA
#> SAMPLE_1993 SAMPLE_1994 SAMPLE_1995 SAMPLE_1996 SAMPLE_1997 SAMPLE_1998 SAMPLE_1999 SAMPLE_2000
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2001 SAMPLE_2002 SAMPLE_2003 SAMPLE_2004 SAMPLE_2005 SAMPLE_2006 SAMPLE_2007 SAMPLE_2008
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2009 SAMPLE_2010 SAMPLE_2011 SAMPLE_2012 SAMPLE_2013 SAMPLE_2014 SAMPLE_2015 SAMPLE_2016
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2017 SAMPLE_2018 SAMPLE_2019 SAMPLE_2020 SAMPLE_2021 SAMPLE_2022 SAMPLE_2023 SAMPLE_2024
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2025 SAMPLE_2026 SAMPLE_2027 SAMPLE_2028 SAMPLE_2029 SAMPLE_2030 SAMPLE_2031 SAMPLE_2032
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2033 SAMPLE_2034 SAMPLE_2035 SAMPLE_2036 SAMPLE_2037 SAMPLE_2038 SAMPLE_2039 SAMPLE_2040
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2041 SAMPLE_2042 SAMPLE_2043 SAMPLE_2044 SAMPLE_2045 SAMPLE_2046 SAMPLE_2047 SAMPLE_2048
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2049 SAMPLE_2050 SAMPLE_2051 SAMPLE_2052 SAMPLE_2053 SAMPLE_2054 SAMPLE_2055 SAMPLE_2056
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2057 SAMPLE_2058 SAMPLE_2059 SAMPLE_2060 SAMPLE_2061 SAMPLE_2062 SAMPLE_2063 SAMPLE_2064
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2065 SAMPLE_2066 SAMPLE_2067 SAMPLE_2068 SAMPLE_2069 SAMPLE_2070 SAMPLE_2071 SAMPLE_2072
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2073 SAMPLE_2074 SAMPLE_2075 SAMPLE_2076 SAMPLE_2077 SAMPLE_2078 SAMPLE_2079 SAMPLE_2080
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2081 SAMPLE_2082 SAMPLE_2083 SAMPLE_2084 SAMPLE_2085 SAMPLE_2086 SAMPLE_2087 SAMPLE_2088
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2089 SAMPLE_2090 SAMPLE_2091 SAMPLE_2092 SAMPLE_2093 SAMPLE_2094 SAMPLE_2095 SAMPLE_2096
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2097 SAMPLE_2098 SAMPLE_2099 SAMPLE_2100 SAMPLE_2101 SAMPLE_2102 SAMPLE_2103 SAMPLE_2104
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2105 SAMPLE_2106 SAMPLE_2107 SAMPLE_2108 SAMPLE_2109 SAMPLE_2110 SAMPLE_2111 SAMPLE_2112
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2113 SAMPLE_2114 SAMPLE_2115 SAMPLE_2116 SAMPLE_2117 SAMPLE_2118 SAMPLE_2119 SAMPLE_2120
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2121 SAMPLE_2122 SAMPLE_2123 SAMPLE_2124 SAMPLE_2125 SAMPLE_2126 SAMPLE_2127 SAMPLE_2128
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2129 SAMPLE_2130 SAMPLE_2131 SAMPLE_2132 SAMPLE_2133 SAMPLE_2134 SAMPLE_2135 SAMPLE_2136
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2137 SAMPLE_2138 SAMPLE_2139 SAMPLE_2140 SAMPLE_2141 SAMPLE_2142 SAMPLE_2143 SAMPLE_2144
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2145 SAMPLE_2146 SAMPLE_2147 SAMPLE_2148 SAMPLE_2149 SAMPLE_2150 SAMPLE_2151 SAMPLE_2152
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2153 SAMPLE_2154 SAMPLE_2155 SAMPLE_2156 SAMPLE_2157 SAMPLE_2158 SAMPLE_2159 SAMPLE_2160
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2161 SAMPLE_2162 SAMPLE_2163 SAMPLE_2164 SAMPLE_2165 SAMPLE_2166 SAMPLE_2167 SAMPLE_2168
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2169 SAMPLE_2170 SAMPLE_2171 SAMPLE_2172 SAMPLE_2173 SAMPLE_2174 SAMPLE_2175 SAMPLE_2176
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2177 SAMPLE_2178 SAMPLE_2179 SAMPLE_2180 SAMPLE_2181 SAMPLE_2182 SAMPLE_2183 SAMPLE_2184
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2185 SAMPLE_2186 SAMPLE_2187 SAMPLE_2188 SAMPLE_2189 SAMPLE_2190 SAMPLE_2191 SAMPLE_2192
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2193 SAMPLE_2194 SAMPLE_2195 SAMPLE_2196 SAMPLE_2197 SAMPLE_2198 SAMPLE_2199 SAMPLE_2200
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2201 SAMPLE_2202 SAMPLE_2203 SAMPLE_2204 SAMPLE_2205 SAMPLE_2206 SAMPLE_2207 SAMPLE_2208
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2209 SAMPLE_2210 SAMPLE_2211 SAMPLE_2212 SAMPLE_2213 SAMPLE_2214 SAMPLE_2215 SAMPLE_2216
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2217 SAMPLE_2218 SAMPLE_2219 SAMPLE_2220 SAMPLE_2221 SAMPLE_2222 SAMPLE_2223 SAMPLE_2224
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2225 SAMPLE_2226 SAMPLE_2227 SAMPLE_2228 SAMPLE_2229 SAMPLE_2230 SAMPLE_2231 SAMPLE_2232
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2233 SAMPLE_2234 SAMPLE_2235 SAMPLE_2236 SAMPLE_2237 SAMPLE_2238 SAMPLE_2239 SAMPLE_2240
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2241 SAMPLE_2242 SAMPLE_2243 SAMPLE_2244 SAMPLE_2245 SAMPLE_2246 SAMPLE_2247 SAMPLE_2248
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2249 SAMPLE_2250 SAMPLE_2251 SAMPLE_2252 SAMPLE_2253 SAMPLE_2254 SAMPLE_2255 SAMPLE_2256
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2257 SAMPLE_2258 SAMPLE_2259 SAMPLE_2260 SAMPLE_2261 SAMPLE_2262 SAMPLE_2263 SAMPLE_2264
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2265 SAMPLE_2266 SAMPLE_2267 SAMPLE_2268 SAMPLE_2269 SAMPLE_2270 SAMPLE_2271 SAMPLE_2272
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2273 SAMPLE_2274 SAMPLE_2275 SAMPLE_2276 SAMPLE_2277 SAMPLE_2278 SAMPLE_2279 SAMPLE_2280
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2281 SAMPLE_2282 SAMPLE_2283 SAMPLE_2284 SAMPLE_2285 SAMPLE_2286 SAMPLE_2287 SAMPLE_2288
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2289 SAMPLE_2290 SAMPLE_2291 SAMPLE_2292 SAMPLE_2293 SAMPLE_2294 SAMPLE_2295 SAMPLE_2296
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2297 SAMPLE_2298 SAMPLE_2299 SAMPLE_2300 SAMPLE_2301 SAMPLE_2302 SAMPLE_2303 SAMPLE_2304
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2305 SAMPLE_2306 SAMPLE_2307 SAMPLE_2308 SAMPLE_2309 SAMPLE_2310 SAMPLE_2311 SAMPLE_2312
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2313 SAMPLE_2314 SAMPLE_2315 SAMPLE_2316 SAMPLE_2317 SAMPLE_2318 SAMPLE_2319 SAMPLE_2320
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2321 SAMPLE_2322 SAMPLE_2323 SAMPLE_2324 SAMPLE_2325 SAMPLE_2326 SAMPLE_2327 SAMPLE_2328
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2329 SAMPLE_2330 SAMPLE_2331 SAMPLE_2332 SAMPLE_2333 SAMPLE_2334 SAMPLE_2335 SAMPLE_2336
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2337 SAMPLE_2338 SAMPLE_2339 SAMPLE_2340 SAMPLE_2341 SAMPLE_2342 SAMPLE_2343 SAMPLE_2344
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2345 SAMPLE_2346 SAMPLE_2347 SAMPLE_2348 SAMPLE_2349 SAMPLE_2350 SAMPLE_2351 SAMPLE_2352
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2353 SAMPLE_2354 SAMPLE_2355 SAMPLE_2356 SAMPLE_2357 SAMPLE_2358 SAMPLE_2359 SAMPLE_2360
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2361 SAMPLE_2362 SAMPLE_2363 SAMPLE_2364 SAMPLE_2365 SAMPLE_2366 SAMPLE_2367 SAMPLE_2368
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2369 SAMPLE_2370 SAMPLE_2371 SAMPLE_2372 SAMPLE_2373 SAMPLE_2374 SAMPLE_2375 SAMPLE_2376
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2377 SAMPLE_2378 SAMPLE_2379 SAMPLE_2380 SAMPLE_2381 SAMPLE_2382 SAMPLE_2383 SAMPLE_2384
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2385 SAMPLE_2386 SAMPLE_2387 SAMPLE_2388 SAMPLE_2389 SAMPLE_2390 SAMPLE_2391 SAMPLE_2392
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2393 SAMPLE_2394 SAMPLE_2395 SAMPLE_2396 SAMPLE_2397 SAMPLE_2398 SAMPLE_2399 SAMPLE_2400
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2401 SAMPLE_2402 SAMPLE_2403 SAMPLE_2404 SAMPLE_2405 SAMPLE_2406 SAMPLE_2407 SAMPLE_2408
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2409 SAMPLE_2410 SAMPLE_2411 SAMPLE_2412 SAMPLE_2413 SAMPLE_2414 SAMPLE_2415 SAMPLE_2416
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2417 SAMPLE_2418 SAMPLE_2419 SAMPLE_2420 SAMPLE_2421 SAMPLE_2422 SAMPLE_2423 SAMPLE_2424
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2425 SAMPLE_2426 SAMPLE_2427 SAMPLE_2428 SAMPLE_2429 SAMPLE_2430 SAMPLE_2431 SAMPLE_2432
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2433 SAMPLE_2434 SAMPLE_2435 SAMPLE_2436 SAMPLE_2437 SAMPLE_2438 SAMPLE_2439 SAMPLE_2440
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2441 SAMPLE_2442 SAMPLE_2443 SAMPLE_2444 SAMPLE_2445 SAMPLE_2446 SAMPLE_2447 SAMPLE_2448
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2449 SAMPLE_2450 SAMPLE_2451 SAMPLE_2452 SAMPLE_2453 SAMPLE_2454 SAMPLE_2455 SAMPLE_2456
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2457 SAMPLE_2458 SAMPLE_2459 SAMPLE_2460 SAMPLE_2461 SAMPLE_2462 SAMPLE_2463 SAMPLE_2464
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2465 SAMPLE_2466 SAMPLE_2467 SAMPLE_2468 SAMPLE_2469 SAMPLE_2470 SAMPLE_2471 SAMPLE_2472
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2473 SAMPLE_2474 SAMPLE_2475 SAMPLE_2476 SAMPLE_2477 SAMPLE_2478 SAMPLE_2479 SAMPLE_2480
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2481 SAMPLE_2482 SAMPLE_2483 SAMPLE_2484 SAMPLE_2485 SAMPLE_2486 SAMPLE_2487 SAMPLE_2488
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2489 SAMPLE_2490 SAMPLE_2491 SAMPLE_2492 SAMPLE_2493 SAMPLE_2494 SAMPLE_2495 SAMPLE_2496
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2497 SAMPLE_2498 SAMPLE_2499 SAMPLE_2500 SAMPLE_2501 SAMPLE_2502 SAMPLE_2503 SAMPLE_2504
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2505 SAMPLE_2506 SAMPLE_2507 SAMPLE_2508 SAMPLE_2509 SAMPLE_2510 SAMPLE_2511 SAMPLE_2512
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2513 SAMPLE_2514 SAMPLE_2515 SAMPLE_2516 SAMPLE_2517 SAMPLE_2518 SAMPLE_2519 SAMPLE_2520
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2521 SAMPLE_2522 SAMPLE_2523 SAMPLE_2524 SAMPLE_2525 SAMPLE_2526 SAMPLE_2527 SAMPLE_2528
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2529 SAMPLE_2530 SAMPLE_2531 SAMPLE_2532 SAMPLE_2533 SAMPLE_2534 SAMPLE_2535 SAMPLE_2536
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2537 SAMPLE_2538 SAMPLE_2539 SAMPLE_2540 SAMPLE_2541 SAMPLE_2542 SAMPLE_2543 SAMPLE_2544
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2545 SAMPLE_2546 SAMPLE_2547 SAMPLE_2548 SAMPLE_2549 SAMPLE_2550 SAMPLE_2551 SAMPLE_2552
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2553 SAMPLE_2554 SAMPLE_2555 SAMPLE_2556 SAMPLE_2557 SAMPLE_2558 SAMPLE_2559 SAMPLE_2560
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2561 SAMPLE_2562 SAMPLE_2563 SAMPLE_2564 SAMPLE_2565 SAMPLE_2566 SAMPLE_2567 SAMPLE_2568
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2569 SAMPLE_2570 SAMPLE_2571 SAMPLE_2572 SAMPLE_2573 SAMPLE_2574 SAMPLE_2575 SAMPLE_2576
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2577 SAMPLE_2578 SAMPLE_2579 SAMPLE_2580 SAMPLE_2581 SAMPLE_2582 SAMPLE_2583 SAMPLE_2584
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2585 SAMPLE_2586 SAMPLE_2587 SAMPLE_2588 SAMPLE_2589 SAMPLE_2590 SAMPLE_2591 SAMPLE_2592
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2593 SAMPLE_2594 SAMPLE_2595 SAMPLE_2596 SAMPLE_2597 SAMPLE_2598 SAMPLE_2599 SAMPLE_2600
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2601 SAMPLE_2602 SAMPLE_2603 SAMPLE_2604 SAMPLE_2605 SAMPLE_2606 SAMPLE_2607 SAMPLE_2608
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2609 SAMPLE_2610 SAMPLE_2611 SAMPLE_2612 SAMPLE_2613 SAMPLE_2614 SAMPLE_2615 SAMPLE_2616
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2617 SAMPLE_2618 SAMPLE_2619 SAMPLE_2620 SAMPLE_2621 SAMPLE_2622 SAMPLE_2623 SAMPLE_2624
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2625 SAMPLE_2626 SAMPLE_2627 SAMPLE_2628 SAMPLE_2629 SAMPLE_2630 SAMPLE_2631 SAMPLE_2632
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2633 SAMPLE_2634 SAMPLE_2635 SAMPLE_2636 SAMPLE_2637 SAMPLE_2638 SAMPLE_2639 SAMPLE_2640
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2641 SAMPLE_2642 SAMPLE_2643 SAMPLE_2644 SAMPLE_2645 SAMPLE_2646 SAMPLE_2647 SAMPLE_2648
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2649 SAMPLE_2650 SAMPLE_2651 SAMPLE_2652 SAMPLE_2653 SAMPLE_2654 SAMPLE_2655 SAMPLE_2656
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2657 SAMPLE_2658 SAMPLE_2659 SAMPLE_2660 SAMPLE_2661 SAMPLE_2662 SAMPLE_2663 SAMPLE_2664
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2665 SAMPLE_2666 SAMPLE_2667 SAMPLE_2668 SAMPLE_2669 SAMPLE_2670 SAMPLE_2671 SAMPLE_2672
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2673 SAMPLE_2674 SAMPLE_2675 SAMPLE_2676 SAMPLE_2677 SAMPLE_2678 SAMPLE_2679 SAMPLE_2680
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2681 SAMPLE_2682 SAMPLE_2683 SAMPLE_2684 SAMPLE_2685 SAMPLE_2686 SAMPLE_2687 SAMPLE_2688
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2689 SAMPLE_2690 SAMPLE_2691 SAMPLE_2692 SAMPLE_2693 SAMPLE_2694 SAMPLE_2695 SAMPLE_2696
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2697 SAMPLE_2698 SAMPLE_2699 SAMPLE_2700 SAMPLE_2701 SAMPLE_2702 SAMPLE_2703 SAMPLE_2704
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2705 SAMPLE_2706 SAMPLE_2707 SAMPLE_2708 SAMPLE_2709 SAMPLE_2710 SAMPLE_2711 SAMPLE_2712
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2713 SAMPLE_2714 SAMPLE_2715 SAMPLE_2716 SAMPLE_2717 SAMPLE_2718 SAMPLE_2719 SAMPLE_2720
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2721 SAMPLE_2722 SAMPLE_2723 SAMPLE_2724 SAMPLE_2725 SAMPLE_2726 SAMPLE_2727 SAMPLE_2728
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2729 SAMPLE_2730 SAMPLE_2731 SAMPLE_2732 SAMPLE_2733 SAMPLE_2734 SAMPLE_2735 SAMPLE_2736
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2737 SAMPLE_2738 SAMPLE_2739 SAMPLE_2740 SAMPLE_2741 SAMPLE_2742 SAMPLE_2743 SAMPLE_2744
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2745 SAMPLE_2746 SAMPLE_2747 SAMPLE_2748 SAMPLE_2749 SAMPLE_2750 SAMPLE_2751 SAMPLE_2752
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2753 SAMPLE_2754 SAMPLE_2755 SAMPLE_2756 SAMPLE_2757 SAMPLE_2758 SAMPLE_2759 SAMPLE_2760
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2761 SAMPLE_2762 SAMPLE_2763 SAMPLE_2764 SAMPLE_2765 SAMPLE_2766 SAMPLE_2767 SAMPLE_2768
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2769 SAMPLE_2770 SAMPLE_2771 SAMPLE_2772 SAMPLE_2773 SAMPLE_2774 SAMPLE_2775 SAMPLE_2776
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2777 SAMPLE_2778 SAMPLE_2779 SAMPLE_2780 SAMPLE_2781 SAMPLE_2782 SAMPLE_2783 SAMPLE_2784
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2785 SAMPLE_2786 SAMPLE_2787 SAMPLE_2788 SAMPLE_2789 SAMPLE_2790 SAMPLE_2791 SAMPLE_2792
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2793 SAMPLE_2794 SAMPLE_2795 SAMPLE_2796 SAMPLE_2797 SAMPLE_2798 SAMPLE_2799 SAMPLE_2800
#> NA NA NA NA NA NA NA NA
#> SAMPLE_2801
#> NA
Heatmaps of the top rows:
top_rows_heatmap(res_rh)
Top rows on each node:
top_rows_overlap(res_rh, method = "upset")
UMAP plot which shows how samples are separated.
par(mfrow = c(1, 2))
dimension_reduction(res_rh, merge_node = merge_node_param(min_n_signatures = 1318),
method = "UMAP", top_value_method = "SD", top_n = 10000, scale_rows = FALSE)
dimension_reduction(res_rh, merge_node = merge_node_param(min_n_signatures = 1318),
method = "UMAP", top_value_method = "ATC", top_n = 10000, scale_rows = TRUE)
par(mfrow = c(1, 2))
dimension_reduction(res_rh, merge_node = merge_node_param(min_n_signatures = 1359),
method = "UMAP", top_value_method = "SD", top_n = 10000, scale_rows = FALSE)
dimension_reduction(res_rh, merge_node = merge_node_param(min_n_signatures = 1359),
method = "UMAP", top_value_method = "ATC", top_n = 10000, scale_rows = TRUE)
par(mfrow = c(1, 2))
dimension_reduction(res_rh, merge_node = merge_node_param(min_n_signatures = 2579),
method = "UMAP", top_value_method = "SD", top_n = 10000, scale_rows = FALSE)
dimension_reduction(res_rh, merge_node = merge_node_param(min_n_signatures = 2579),
method = "UMAP", top_value_method = "ATC", top_n = 10000, scale_rows = TRUE)
par(mfrow = c(1, 2))
dimension_reduction(res_rh, merge_node = merge_node_param(min_n_signatures = 3382),
method = "UMAP", top_value_method = "SD", top_n = 10000, scale_rows = FALSE)
dimension_reduction(res_rh, merge_node = merge_node_param(min_n_signatures = 3382),
method = "UMAP", top_value_method = "ATC", top_n = 10000, scale_rows = TRUE)
par(mfrow = c(1, 2))
dimension_reduction(res_rh, merge_node = merge_node_param(min_n_signatures = 5485),
method = "UMAP", top_value_method = "SD", top_n = 10000, scale_rows = FALSE)
dimension_reduction(res_rh, merge_node = merge_node_param(min_n_signatures = 5485),
method = "UMAP", top_value_method = "ATC", top_n = 10000, scale_rows = TRUE)
par(mfrow = c(1, 2))
dimension_reduction(res_rh, merge_node = merge_node_param(min_n_signatures = 6568),
method = "UMAP", top_value_method = "SD", top_n = 10000, scale_rows = FALSE)
dimension_reduction(res_rh, merge_node = merge_node_param(min_n_signatures = 6568),
method = "UMAP", top_value_method = "ATC", top_n = 10000, scale_rows = TRUE)
par(mfrow = c(1, 2))
dimension_reduction(res_rh, merge_node = merge_node_param(min_n_signatures = 6714),
method = "UMAP", top_value_method = "SD", top_n = 10000, scale_rows = FALSE)
dimension_reduction(res_rh, merge_node = merge_node_param(min_n_signatures = 6714),
method = "UMAP", top_value_method = "ATC", top_n = 10000, scale_rows = TRUE)
par(mfrow = c(1, 2))
dimension_reduction(res_rh, merge_node = merge_node_param(min_n_signatures = 8006),
method = "UMAP", top_value_method = "SD", top_n = 10000, scale_rows = FALSE)
dimension_reduction(res_rh, merge_node = merge_node_param(min_n_signatures = 8006),
method = "UMAP", top_value_method = "ATC", top_n = 10000, scale_rows = TRUE)
par(mfrow = c(1, 2))
dimension_reduction(res_rh, merge_node = merge_node_param(min_n_signatures = 8102),
method = "UMAP", top_value_method = "SD", top_n = 10000, scale_rows = FALSE)
dimension_reduction(res_rh, merge_node = merge_node_param(min_n_signatures = 8102),
method = "UMAP", top_value_method = "ATC", top_n = 10000, scale_rows = TRUE)
par(mfrow = c(1, 2))
dimension_reduction(res_rh, merge_node = merge_node_param(min_n_signatures = 9402),
method = "UMAP", top_value_method = "SD", top_n = 10000, scale_rows = FALSE)
dimension_reduction(res_rh, merge_node = merge_node_param(min_n_signatures = 9402),
method = "UMAP", top_value_method = "ATC", top_n = 10000, scale_rows = TRUE)
par(mfrow = c(1, 2))
dimension_reduction(res_rh, merge_node = merge_node_param(min_n_signatures = 9604),
method = "UMAP", top_value_method = "SD", top_n = 10000, scale_rows = FALSE)
dimension_reduction(res_rh, merge_node = merge_node_param(min_n_signatures = 9604),
method = "UMAP", top_value_method = "ATC", top_n = 10000, scale_rows = TRUE)
par(mfrow = c(1, 2))
dimension_reduction(res_rh, merge_node = merge_node_param(min_n_signatures = 10355),
method = "UMAP", top_value_method = "SD", top_n = 10000, scale_rows = FALSE)
dimension_reduction(res_rh, merge_node = merge_node_param(min_n_signatures = 10355),
method = "UMAP", top_value_method = "ATC", top_n = 10000, scale_rows = TRUE)
par(mfrow = c(1, 2))
dimension_reduction(res_rh, merge_node = merge_node_param(min_n_signatures = 10449),
method = "UMAP", top_value_method = "SD", top_n = 10000, scale_rows = FALSE)
dimension_reduction(res_rh, merge_node = merge_node_param(min_n_signatures = 10449),
method = "UMAP", top_value_method = "ATC", top_n = 10000, scale_rows = TRUE)
par(mfrow = c(1, 2))
dimension_reduction(res_rh, merge_node = merge_node_param(min_n_signatures = 13746),
method = "UMAP", top_value_method = "SD", top_n = 10000, scale_rows = FALSE)
dimension_reduction(res_rh, merge_node = merge_node_param(min_n_signatures = 13746),
method = "UMAP", top_value_method = "ATC", top_n = 10000, scale_rows = TRUE)
par(mfrow = c(1, 2))
dimension_reduction(res_rh, merge_node = merge_node_param(min_n_signatures = 14079),
method = "UMAP", top_value_method = "SD", top_n = 10000, scale_rows = FALSE)
dimension_reduction(res_rh, merge_node = merge_node_param(min_n_signatures = 14079),
method = "UMAP", top_value_method = "ATC", top_n = 10000, scale_rows = TRUE)
par(mfrow = c(1, 2))
dimension_reduction(res_rh, merge_node = merge_node_param(min_n_signatures = 14095),
method = "UMAP", top_value_method = "SD", top_n = 10000, scale_rows = FALSE)
dimension_reduction(res_rh, merge_node = merge_node_param(min_n_signatures = 14095),
method = "UMAP", top_value_method = "ATC", top_n = 10000, scale_rows = TRUE)
par(mfrow = c(1, 2))
dimension_reduction(res_rh, merge_node = merge_node_param(min_n_signatures = 16386),
method = "UMAP", top_value_method = "SD", top_n = 10000, scale_rows = FALSE)
dimension_reduction(res_rh, merge_node = merge_node_param(min_n_signatures = 16386),
method = "UMAP", top_value_method = "ATC", top_n = 10000, scale_rows = TRUE)
par(mfrow = c(1, 2))
dimension_reduction(res_rh, merge_node = merge_node_param(min_n_signatures = 16502),
method = "UMAP", top_value_method = "SD", top_n = 10000, scale_rows = FALSE)
dimension_reduction(res_rh, merge_node = merge_node_param(min_n_signatures = 16502),
method = "UMAP", top_value_method = "ATC", top_n = 10000, scale_rows = TRUE)
par(mfrow = c(1, 2))
dimension_reduction(res_rh, merge_node = merge_node_param(min_n_signatures = 17404),
method = "UMAP", top_value_method = "SD", top_n = 10000, scale_rows = FALSE)
dimension_reduction(res_rh, merge_node = merge_node_param(min_n_signatures = 17404),
method = "UMAP", top_value_method = "ATC", top_n = 10000, scale_rows = TRUE)
par(mfrow = c(1, 2))
dimension_reduction(res_rh, merge_node = merge_node_param(min_n_signatures = 17619),
method = "UMAP", top_value_method = "SD", top_n = 10000, scale_rows = FALSE)
dimension_reduction(res_rh, merge_node = merge_node_param(min_n_signatures = 17619),
method = "UMAP", top_value_method = "ATC", top_n = 10000, scale_rows = TRUE)
par(mfrow = c(1, 2))
dimension_reduction(res_rh, merge_node = merge_node_param(min_n_signatures = 17963),
method = "UMAP", top_value_method = "SD", top_n = 10000, scale_rows = FALSE)
dimension_reduction(res_rh, merge_node = merge_node_param(min_n_signatures = 17963),
method = "UMAP", top_value_method = "ATC", top_n = 10000, scale_rows = TRUE)
par(mfrow = c(1, 2))
dimension_reduction(res_rh, merge_node = merge_node_param(min_n_signatures = 21976),
method = "UMAP", top_value_method = "SD", top_n = 10000, scale_rows = FALSE)
dimension_reduction(res_rh, merge_node = merge_node_param(min_n_signatures = 21976),
method = "UMAP", top_value_method = "ATC", top_n = 10000, scale_rows = TRUE)
par(mfrow = c(1, 2))
dimension_reduction(res_rh, merge_node = merge_node_param(min_n_signatures = 22866),
method = "UMAP", top_value_method = "SD", top_n = 10000, scale_rows = FALSE)
dimension_reduction(res_rh, merge_node = merge_node_param(min_n_signatures = 22866),
method = "UMAP", top_value_method = "ATC", top_n = 10000, scale_rows = TRUE)
par(mfrow = c(1, 2))
dimension_reduction(res_rh, merge_node = merge_node_param(min_n_signatures = 28616),
method = "UMAP", top_value_method = "SD", top_n = 10000, scale_rows = FALSE)
dimension_reduction(res_rh, merge_node = merge_node_param(min_n_signatures = 28616),
method = "UMAP", top_value_method = "ATC", top_n = 10000, scale_rows = TRUE)
par(mfrow = c(1, 2))
dimension_reduction(res_rh, merge_node = merge_node_param(min_n_signatures = 29692),
method = "UMAP", top_value_method = "SD", top_n = 10000, scale_rows = FALSE)
dimension_reduction(res_rh, merge_node = merge_node_param(min_n_signatures = 29692),
method = "UMAP", top_value_method = "ATC", top_n = 10000, scale_rows = TRUE)
par(mfrow = c(1, 2))
dimension_reduction(res_rh, merge_node = merge_node_param(min_n_signatures = 33591),
method = "UMAP", top_value_method = "SD", top_n = 10000, scale_rows = FALSE)
dimension_reduction(res_rh, merge_node = merge_node_param(min_n_signatures = 33591),
method = "UMAP", top_value_method = "ATC", top_n = 10000, scale_rows = TRUE)
Signatures on the heatmap are the union of all signatures found on every node on the hierarchy. The number of k-means on rows are automatically selected by the function.
get_signatures(res_rh, merge_node = merge_node_param(min_n_signatures = 1318))
get_signatures(res_rh, merge_node = merge_node_param(min_n_signatures = 1359))
get_signatures(res_rh, merge_node = merge_node_param(min_n_signatures = 2579))
get_signatures(res_rh, merge_node = merge_node_param(min_n_signatures = 3382))
get_signatures(res_rh, merge_node = merge_node_param(min_n_signatures = 5485))
get_signatures(res_rh, merge_node = merge_node_param(min_n_signatures = 6568))
get_signatures(res_rh, merge_node = merge_node_param(min_n_signatures = 6714))
get_signatures(res_rh, merge_node = merge_node_param(min_n_signatures = 8006))
#> Error in lt[[hierarchy[i, 1]]]$AddChildNode({: attempt to apply non-function
get_signatures(res_rh, merge_node = merge_node_param(min_n_signatures = 8102))
#> Error in lt[[hierarchy[i, 1]]]$AddChildNode({: attempt to apply non-function
get_signatures(res_rh, merge_node = merge_node_param(min_n_signatures = 9402))
#> Error in lt[[hierarchy[i, 1]]]$AddChildNode({: attempt to apply non-function
get_signatures(res_rh, merge_node = merge_node_param(min_n_signatures = 9604))
#> Error in lt[[hierarchy[i, 1]]]$AddChildNode({: attempt to apply non-function
get_signatures(res_rh, merge_node = merge_node_param(min_n_signatures = 10355))
#> Error in lt[[hierarchy[i, 1]]]$AddChildNode({: attempt to apply non-function
get_signatures(res_rh, merge_node = merge_node_param(min_n_signatures = 10449))
#> Error in lt[[hierarchy[i, 1]]]$AddChildNode({: attempt to apply non-function
get_signatures(res_rh, merge_node = merge_node_param(min_n_signatures = 13746))
#> Error in lt[[hierarchy[i, 1]]]$AddChildNode({: attempt to apply non-function
get_signatures(res_rh, merge_node = merge_node_param(min_n_signatures = 14079))
#> Error in lt[[hierarchy[i, 1]]]$AddChildNode({: attempt to apply non-function
get_signatures(res_rh, merge_node = merge_node_param(min_n_signatures = 14095))
#> Error in lt[[hierarchy[i, 1]]]$AddChildNode({: attempt to apply non-function
get_signatures(res_rh, merge_node = merge_node_param(min_n_signatures = 16386))
#> Error in lt[[hierarchy[i, 1]]]$AddChildNode({: attempt to apply non-function
get_signatures(res_rh, merge_node = merge_node_param(min_n_signatures = 16502))
#> Error in lt[[hierarchy[i, 1]]]$AddChildNode({: attempt to apply non-function
get_signatures(res_rh, merge_node = merge_node_param(min_n_signatures = 17404))
#> Error in lt[[hierarchy[i, 1]]]$AddChildNode({: attempt to apply non-function
get_signatures(res_rh, merge_node = merge_node_param(min_n_signatures = 17619))
#> Error in lt[[hierarchy[i, 1]]]$AddChildNode({: attempt to apply non-function
get_signatures(res_rh, merge_node = merge_node_param(min_n_signatures = 17963))
#> Error in lt[[hierarchy[i, 1]]]$AddChildNode({: attempt to apply non-function
get_signatures(res_rh, merge_node = merge_node_param(min_n_signatures = 21976))
#> Error in lt[[hierarchy[i, 1]]]$AddChildNode({: attempt to apply non-function
get_signatures(res_rh, merge_node = merge_node_param(min_n_signatures = 22866))
#> Error in names(x) <- value: 'names' attribute [1] must be the same length as the vector [0]
get_signatures(res_rh, merge_node = merge_node_param(min_n_signatures = 28616))
#> Error in names(x) <- value: 'names' attribute [1] must be the same length as the vector [0]
get_signatures(res_rh, merge_node = merge_node_param(min_n_signatures = 29692))
#> Error in names(x) <- value: 'names' attribute [1] must be the same length as the vector [0]
get_signatures(res_rh, merge_node = merge_node_param(min_n_signatures = 33591))
#> Error in names(x) <- value: 'names' attribute [1] must be the same length as the vector [0]
Compare signatures from different nodes:
compare_signatures(res_rh, verbose = FALSE)
If there are too many signatures, top_signatures = ... can be set to only show the
signatures with the highest FDRs. Note it only works on every node and the final signatures
are the union of all signatures of all nodes.
# code only for demonstration
# e.g. to show the top 500 most significant rows on each node.
tb = get_signature(res_rh, top_signatures = 500)
Test correlation between subgroups and known annotations. If the known annotation is numeric, one-way ANOVA test is applied, and if the known annotation is discrete, chi-squared contingency table test is applied.
test_to_known_factors(res_rh, merge_node = merge_node_param(min_n_signatures = 1318))
#> meth_class tumor_type
#> class 0 0
test_to_known_factors(res_rh, merge_node = merge_node_param(min_n_signatures = 1359))
#> meth_class tumor_type
#> class 0 0
test_to_known_factors(res_rh, merge_node = merge_node_param(min_n_signatures = 2579))
#> meth_class tumor_type
#> class 0 0
test_to_known_factors(res_rh, merge_node = merge_node_param(min_n_signatures = 3382))
#> meth_class tumor_type
#> class 0 0
test_to_known_factors(res_rh, merge_node = merge_node_param(min_n_signatures = 5485))
#> meth_class tumor_type
#> class 0 0
test_to_known_factors(res_rh, merge_node = merge_node_param(min_n_signatures = 6568))
#> meth_class tumor_type
#> class 0 0
test_to_known_factors(res_rh, merge_node = merge_node_param(min_n_signatures = 6714))
#> meth_class tumor_type
#> class 0 0
test_to_known_factors(res_rh, merge_node = merge_node_param(min_n_signatures = 8006))
#> meth_class tumor_type
#> class 0 0
test_to_known_factors(res_rh, merge_node = merge_node_param(min_n_signatures = 8102))
#> meth_class tumor_type
#> class 0 0
test_to_known_factors(res_rh, merge_node = merge_node_param(min_n_signatures = 9402))
#> meth_class tumor_type
#> class 0 0
test_to_known_factors(res_rh, merge_node = merge_node_param(min_n_signatures = 9604))
#> meth_class tumor_type
#> class 0 0
test_to_known_factors(res_rh, merge_node = merge_node_param(min_n_signatures = 10355))
#> meth_class tumor_type
#> class 0 0
test_to_known_factors(res_rh, merge_node = merge_node_param(min_n_signatures = 10449))
#> meth_class tumor_type
#> class 0 0
test_to_known_factors(res_rh, merge_node = merge_node_param(min_n_signatures = 13746))
#> meth_class tumor_type
#> class 0 0
test_to_known_factors(res_rh, merge_node = merge_node_param(min_n_signatures = 14079))
#> meth_class tumor_type
#> class 0 0
test_to_known_factors(res_rh, merge_node = merge_node_param(min_n_signatures = 14095))
#> meth_class tumor_type
#> class 0 0
test_to_known_factors(res_rh, merge_node = merge_node_param(min_n_signatures = 16386))
#> meth_class tumor_type
#> class 0 0
test_to_known_factors(res_rh, merge_node = merge_node_param(min_n_signatures = 16502))
#> meth_class tumor_type
#> class 0 0
test_to_known_factors(res_rh, merge_node = merge_node_param(min_n_signatures = 17404))
#> meth_class tumor_type
#> class 0 1.51e-299
test_to_known_factors(res_rh, merge_node = merge_node_param(min_n_signatures = 17619))
#> meth_class tumor_type
#> class 3.64e-221 4.17e-163
test_to_known_factors(res_rh, merge_node = merge_node_param(min_n_signatures = 17963))
#> meth_class tumor_type
#> class 3.64e-221 4.17e-163
test_to_known_factors(res_rh, merge_node = merge_node_param(min_n_signatures = 21976))
#> meth_class tumor_type
#> class 5.16e-50 1.61e-23
test_to_known_factors(res_rh, merge_node = merge_node_param(min_n_signatures = 22866))
#> meth_class tumor_type
#> class NA NA
test_to_known_factors(res_rh, merge_node = merge_node_param(min_n_signatures = 28616))
#> meth_class tumor_type
#> class NA NA
test_to_known_factors(res_rh, merge_node = merge_node_param(min_n_signatures = 29692))
#> meth_class tumor_type
#> class NA NA
test_to_known_factors(res_rh, merge_node = merge_node_param(min_n_signatures = 33591))
#> meth_class tumor_type
#> class NA NA
Child nodes: Node01 , Node02 , Node03 .
The object with results only for a single top-value method and a single partitioning method can be extracted as:
res = res_rh["0"]
A summary of res and all the functions that can be applied to it:
res
#> A 'DownSamplingConsensusPartition' object with k = 2, 3, 4, 5, 6, 7, 8.
#> On a matrix with 99317 rows and 500 columns, randomly sampled from 2801 columns.
#> Top rows (1000) are extracted by 'ATC' method.
#> Subgroups are detected by 'skmeans' method.
#> Performed in total 350 partitions by row resampling.
#> Best k for subgroups seems to be 3.
#>
#> Following methods can be applied to this 'DownSamplingConsensusPartition' object:
#> [1] "cola_report" "collect_classes" "collect_plots"
#> [4] "collect_stats" "colnames" "compare_partitions"
#> [7] "compare_signatures" "consensus_heatmap" "dimension_reduction"
#> [10] "functional_enrichment" "get_anno_col" "get_anno"
#> [13] "get_classes" "get_consensus" "get_matrix"
#> [16] "get_membership" "get_param" "get_signatures"
#> [19] "get_stats" "is_best_k" "is_stable_k"
#> [22] "membership_heatmap" "ncol" "nrow"
#> [25] "plot_ecdf" "predict_classes" "rownames"
#> [28] "select_partition_number" "show" "suggest_best_k"
#> [31] "test_to_known_factors" "top_rows_heatmap"
collect_plots() function collects all the plots made from res for all k (number of subgroups)
into one single page to provide an easy and fast comparison between different k.
collect_plots(res)
The plots are:
k and the heatmap of
predicted classes for each k.k.k.k.All the plots in panels can be made by individual functions and they are plotted later in this section.
select_partition_number() produces several plots showing different
statistics for choosing “optimized” k. There are following statistics:
k;k, the area increased is defined as \(A_k - A_{k-1}\).The detailed explanations of these statistics can be found in the cola vignette.
Generally speaking, higher 1-PAC score, higher mean silhouette score or higher
concordance corresponds to better partition. Rand index and Jaccard index
measure how similar the current partition is compared to partition with k-1.
If they are too similar, we won't accept k is better than k-1.
select_partition_number(res)
The numeric values for all these statistics can be obtained by get_stats().
get_stats(res)
#> k 1-PAC mean_silhouette concordance area_increased Rand Jaccard
#> 2 2 0.787 0.874 0.951 0.3156 0.723 0.723
#> 3 3 1.000 0.974 0.992 0.3376 0.847 0.788
#> 4 4 0.683 0.670 0.782 0.2849 0.953 0.922
#> 5 5 0.614 0.803 0.843 0.1492 0.722 0.534
#> 6 6 0.634 0.736 0.862 0.1297 0.968 0.906
#> 7 7 0.876 0.881 0.942 0.0708 0.903 0.706
#> 8 8 0.838 0.792 0.894 0.0337 0.981 0.925
suggest_best_k() suggests the best \(k\) based on these statistics. The rules are as follows:
suggest_best_k(res)
#> [1] 3
Following is 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 subgroup
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.
get_classes(res, k = 2)
#> class p
#> SAMPLE_1 2 0.000
#> SAMPLE_2 2 0.000
#> SAMPLE_3 2 0.000
#> SAMPLE_4 2 0.000
#> SAMPLE_5 2 0.000
#> SAMPLE_6 2 0.000
#> SAMPLE_7 2 0.000
#> SAMPLE_8 2 0.000
#> SAMPLE_9 2 0.000
#> SAMPLE_10 2 0.000
#> SAMPLE_11 2 0.000
#> SAMPLE_12 2 0.000
#> SAMPLE_13 2 0.000
#> SAMPLE_14 1 1.000
#> SAMPLE_15 1 0.751
#> SAMPLE_16 1 0.000
#> SAMPLE_17 2 0.000
#> SAMPLE_18 2 0.000
#> SAMPLE_19 2 0.000
#> SAMPLE_20 2 0.000
#> SAMPLE_21 2 1.000
#> SAMPLE_22 2 0.000
#> SAMPLE_23 2 0.000
#> SAMPLE_24 2 0.000
#> SAMPLE_25 2 1.000
#> SAMPLE_26 2 0.000
#> SAMPLE_27 2 0.000
#> SAMPLE_28 2 0.000
#> SAMPLE_29 2 0.000
#> SAMPLE_30 2 0.000
#> SAMPLE_31 2 0.000
#> SAMPLE_32 2 0.000
#> SAMPLE_33 2 0.000
#> SAMPLE_34 2 0.000
#> SAMPLE_35 2 0.000
#> SAMPLE_36 2 0.000
#> SAMPLE_37 2 0.000
#> SAMPLE_38 2 0.000
#> SAMPLE_39 2 0.000
#> SAMPLE_40 2 0.000
#> SAMPLE_41 2 0.000
#> SAMPLE_42 2 0.000
#> SAMPLE_43 2 0.000
#> SAMPLE_44 2 0.000
#> SAMPLE_45 2 0.000
#> SAMPLE_46 2 0.000
#> SAMPLE_47 2 0.000
#> SAMPLE_48 2 0.000
#> SAMPLE_49 2 0.000
#> SAMPLE_50 2 0.000
#> SAMPLE_51 2 0.000
#> SAMPLE_52 2 0.000
#> SAMPLE_53 2 0.000
#> SAMPLE_54 2 0.000
#> SAMPLE_55 2 0.000
#> SAMPLE_56 2 0.000
#> SAMPLE_57 1 0.000
#> SAMPLE_58 1 0.000
#> SAMPLE_59 1 0.000
#> SAMPLE_60 1 0.000
#> SAMPLE_61 1 0.000
#> SAMPLE_62 2 0.000
#> SAMPLE_63 2 0.000
#> SAMPLE_64 2 0.000
#> SAMPLE_65 2 0.000
#> SAMPLE_66 2 0.000
#> SAMPLE_67 2 0.000
#> SAMPLE_68 2 0.000
#> SAMPLE_69 2 0.000
#> SAMPLE_70 2 0.000
#> SAMPLE_71 2 0.000
#> SAMPLE_72 2 0.000
#> SAMPLE_73 2 0.000
#> SAMPLE_74 2 0.000
#> SAMPLE_75 2 0.000
#> SAMPLE_76 2 0.000
#> SAMPLE_77 2 0.000
#> SAMPLE_78 2 0.000
#> SAMPLE_79 2 0.000
#> SAMPLE_80 1 0.000
#> SAMPLE_81 1 0.000
#> SAMPLE_82 1 0.000
#> SAMPLE_83 1 0.000
#> SAMPLE_84 1 0.000
#> SAMPLE_85 1 0.000
#> SAMPLE_86 1 0.000
#> SAMPLE_87 1 0.000
#> SAMPLE_88 1 0.000
#> SAMPLE_89 1 0.000
#> SAMPLE_90 1 0.000
#> SAMPLE_91 1 0.000
#> SAMPLE_92 1 0.000
#> SAMPLE_93 1 0.000
#> SAMPLE_94 1 0.000
#> SAMPLE_95 1 0.000
#> SAMPLE_96 1 0.000
#> SAMPLE_97 1 0.000
#> SAMPLE_98 1 0.000
#> SAMPLE_99 1 0.000
#> SAMPLE_100 2 0.000
#> SAMPLE_101 2 0.000
#> SAMPLE_102 2 0.000
#> SAMPLE_103 2 0.000
#> SAMPLE_104 2 0.000
#> SAMPLE_105 2 0.000
#> SAMPLE_106 2 0.000
#> SAMPLE_107 2 0.000
#> SAMPLE_108 2 0.000
#> SAMPLE_109 2 0.000
#> SAMPLE_110 2 0.000
#> SAMPLE_111 2 0.000
#> SAMPLE_112 2 0.000
#> SAMPLE_113 2 0.000
#> SAMPLE_114 2 0.000
#> SAMPLE_115 2 0.000
#> SAMPLE_116 2 0.000
#> SAMPLE_117 2 0.000
#> SAMPLE_118 2 0.000
#> SAMPLE_119 2 0.000
#> SAMPLE_120 2 0.000
#> SAMPLE_121 2 0.000
#> SAMPLE_122 2 0.000
#> SAMPLE_123 2 0.000
#> SAMPLE_124 2 0.000
#> SAMPLE_125 1 0.000
#> SAMPLE_126 2 0.000
#> SAMPLE_127 2 0.000
#> SAMPLE_128 1 0.000
#> SAMPLE_129 1 0.000
#> SAMPLE_130 1 0.000
#> SAMPLE_131 1 0.000
#> SAMPLE_132 1 0.000
#> SAMPLE_133 1 0.000
#> SAMPLE_134 1 0.000
#> SAMPLE_135 1 0.000
#> SAMPLE_136 2 0.000
#> SAMPLE_137 2 0.000
#> SAMPLE_138 2 0.000
#> SAMPLE_139 2 0.000
#> SAMPLE_140 2 0.000
#> SAMPLE_141 1 0.000
#> SAMPLE_142 2 0.000
#> SAMPLE_143 2 0.000
#> SAMPLE_144 2 0.000
#> SAMPLE_145 2 0.000
#> SAMPLE_146 2 0.000
#> SAMPLE_147 2 0.000
#> SAMPLE_148 2 0.000
#> SAMPLE_149 2 0.000
#> SAMPLE_150 1 0.000
#> SAMPLE_151 1 0.000
#> SAMPLE_152 1 0.000
#> SAMPLE_153 1 0.000
#> SAMPLE_154 1 0.000
#> SAMPLE_155 1 0.000
#> SAMPLE_156 1 0.000
#> SAMPLE_157 2 0.000
#> SAMPLE_158 1 0.000
#> SAMPLE_159 1 0.000
#> SAMPLE_160 1 0.000
#> SAMPLE_161 1 0.000
#> SAMPLE_162 1 0.000
#> SAMPLE_163 1 0.000
#> SAMPLE_164 1 0.000
#> SAMPLE_165 1 0.000
#> SAMPLE_166 1 0.000
#> SAMPLE_167 1 0.000
#> SAMPLE_168 1 0.000
#> SAMPLE_169 1 0.000
#> SAMPLE_170 1 0.000
#> SAMPLE_171 1 0.000
#> SAMPLE_172 1 0.000
#> SAMPLE_173 2 0.000
#> SAMPLE_174 2 0.000
#> SAMPLE_175 2 0.000
#> SAMPLE_176 2 0.000
#> SAMPLE_177 2 0.000
#> SAMPLE_178 2 0.000
#> SAMPLE_179 1 0.000
#> SAMPLE_180 1 0.000
#> SAMPLE_181 1 0.000
#> SAMPLE_182 1 0.000
#> SAMPLE_183 1 0.000
#> SAMPLE_184 1 0.000
#> SAMPLE_185 1 0.000
#> SAMPLE_186 1 0.000
#> SAMPLE_187 1 0.000
#> SAMPLE_188 1 0.000
#> SAMPLE_189 1 0.000
#> SAMPLE_190 1 0.000
#> SAMPLE_191 1 0.000
#> SAMPLE_192 1 0.000
#> SAMPLE_193 1 0.000
#> SAMPLE_194 2 0.000
#> SAMPLE_195 2 0.000
#> SAMPLE_196 1 0.000
#> SAMPLE_197 1 0.000
#> SAMPLE_198 1 0.000
#> SAMPLE_199 1 0.000
#> SAMPLE_200 1 0.000
#> SAMPLE_201 1 0.000
#> SAMPLE_202 1 0.000
#> SAMPLE_203 1 0.000
#> SAMPLE_204 1 0.000
#> SAMPLE_205 1 0.000
#> SAMPLE_206 1 0.000
#> SAMPLE_207 1 0.000
#> SAMPLE_208 2 0.000
#> SAMPLE_209 2 0.000
#> SAMPLE_210 2 0.000
#> SAMPLE_211 2 0.000
#> SAMPLE_212 2 0.000
#> SAMPLE_213 2 0.000
#> SAMPLE_214 2 0.000
#> SAMPLE_215 2 0.000
#> SAMPLE_216 2 0.000
#> SAMPLE_217 2 0.000
#> SAMPLE_218 2 0.000
#> SAMPLE_219 2 0.000
#> SAMPLE_220 2 0.000
#> SAMPLE_221 2 0.000
#> SAMPLE_222 2 0.000
#> SAMPLE_223 2 0.000
#> SAMPLE_224 1 0.000
#> SAMPLE_225 1 0.000
#> SAMPLE_226 1 0.000
#> SAMPLE_227 1 0.000
#> SAMPLE_228 1 0.000
#> SAMPLE_229 1 0.000
#> SAMPLE_230 1 0.000
#> SAMPLE_231 2 0.000
#> SAMPLE_232 2 0.000
#> SAMPLE_233 2 0.000
#> SAMPLE_234 2 0.000
#> SAMPLE_235 2 0.000
#> SAMPLE_236 2 0.000
#> SAMPLE_237 2 0.000
#> SAMPLE_238 2 0.000
#> SAMPLE_239 2 0.000
#> SAMPLE_240 2 0.000
#> SAMPLE_241 2 0.000
#> SAMPLE_242 2 0.000
#> SAMPLE_243 2 0.000
#> SAMPLE_244 2 0.000
#> SAMPLE_245 2 0.000
#> SAMPLE_246 2 0.000
#> SAMPLE_247 2 0.000
#> SAMPLE_248 2 0.000
#> SAMPLE_249 2 0.000
#> SAMPLE_250 2 0.000
#> SAMPLE_251 2 0.000
#> SAMPLE_252 2 0.000
#> SAMPLE_253 2 0.000
#> SAMPLE_254 2 0.000
#> SAMPLE_255 2 0.000
#> SAMPLE_256 2 0.000
#> SAMPLE_257 2 0.000
#> SAMPLE_258 2 0.000
#> SAMPLE_259 2 0.000
#> SAMPLE_260 2 0.000
#> SAMPLE_261 2 0.000
#> SAMPLE_262 2 0.000
#> SAMPLE_263 2 0.000
#> SAMPLE_264 2 0.000
#> SAMPLE_265 2 0.000
#> SAMPLE_266 2 0.000
#> SAMPLE_267 2 0.000
#> SAMPLE_268 2 0.000
#> SAMPLE_269 2 0.000
#> SAMPLE_270 2 0.000
#> SAMPLE_271 2 0.000
#> SAMPLE_272 2 0.000
#> SAMPLE_273 2 0.000
#> SAMPLE_274 2 0.000
#> SAMPLE_275 2 0.000
#> SAMPLE_276 1 0.000
#> SAMPLE_277 1 0.000
#> SAMPLE_278 1 0.000
#> SAMPLE_279 1 0.000
#> SAMPLE_280 1 0.000
#> SAMPLE_281 1 0.000
#> SAMPLE_282 1 0.000
#> SAMPLE_283 1 0.000
#> SAMPLE_284 1 0.000
#> SAMPLE_285 1 0.000
#> SAMPLE_286 2 0.000
#> SAMPLE_287 2 0.000
#> SAMPLE_288 2 0.000
#> SAMPLE_289 2 0.000
#> SAMPLE_290 1 0.000
#> SAMPLE_291 1 0.000
#> SAMPLE_292 1 0.000
#> SAMPLE_293 1 0.000
#> SAMPLE_294 1 0.000
#> SAMPLE_295 1 0.000
#> SAMPLE_296 2 0.000
#> SAMPLE_297 2 0.000
#> SAMPLE_298 2 0.000
#> SAMPLE_299 2 0.000
#> SAMPLE_300 2 0.000
#> SAMPLE_301 2 0.000
#> SAMPLE_302 2 0.000
#> SAMPLE_303 2 0.000
#> SAMPLE_304 2 0.000
#> SAMPLE_305 2 0.000
#> SAMPLE_306 2 0.000
#> SAMPLE_307 2 0.000
#> SAMPLE_308 2 0.000
#> SAMPLE_309 2 0.000
#> SAMPLE_310 2 0.000
#> SAMPLE_311 2 0.000
#> SAMPLE_312 2 0.000
#> SAMPLE_313 2 0.000
#> SAMPLE_314 2 0.000
#> SAMPLE_315 2 0.000
#> SAMPLE_316 2 0.000
#> SAMPLE_317 2 0.000
#> SAMPLE_318 2 0.000
#> SAMPLE_319 2 0.000
#> SAMPLE_320 2 0.000
#> SAMPLE_321 2 0.000
#> SAMPLE_322 2 0.000
#> SAMPLE_323 2 0.000
#> SAMPLE_324 2 0.000
#> SAMPLE_325 2 0.000
#> SAMPLE_326 2 0.000
#> SAMPLE_327 2 0.000
#> SAMPLE_328 2 0.000
#> SAMPLE_329 2 0.000
#> SAMPLE_330 2 0.000
#> SAMPLE_331 2 0.000
#> SAMPLE_332 2 0.000
#> SAMPLE_333 2 0.000
#> SAMPLE_334 2 0.000
#> SAMPLE_335 2 0.000
#> SAMPLE_336 2 0.000
#> SAMPLE_337 2 0.000
#> SAMPLE_338 2 0.000
#> SAMPLE_339 2 0.000
#> SAMPLE_340 2 0.000
#> SAMPLE_341 2 0.000
#> SAMPLE_342 2 0.000
#> SAMPLE_343 2 0.000
#> SAMPLE_344 2 0.000
#> SAMPLE_345 2 0.000
#> SAMPLE_346 2 0.000
#> SAMPLE_347 2 0.000
#> SAMPLE_348 2 0.000
#> SAMPLE_349 2 0.000
#> SAMPLE_350 2 0.000
#> SAMPLE_351 2 0.000
#> SAMPLE_352 2 0.000
#> SAMPLE_353 2 0.000
#> SAMPLE_354 2 0.000
#> SAMPLE_355 2 0.000
#> SAMPLE_356 2 0.000
#> SAMPLE_357 2 0.000
#> SAMPLE_358 2 0.000
#> SAMPLE_359 2 0.000
#> SAMPLE_360 2 0.000
#> SAMPLE_361 2 0.000
#> SAMPLE_362 2 0.000
#> SAMPLE_363 2 0.000
#> SAMPLE_364 2 0.000
#> SAMPLE_365 2 0.000
#> SAMPLE_366 2 0.000
#> SAMPLE_367 2 0.000
#> SAMPLE_368 2 0.000
#> SAMPLE_369 2 0.000
#> SAMPLE_370 2 0.000
#> SAMPLE_371 2 0.000
#> SAMPLE_372 2 0.000
#> SAMPLE_373 2 0.000
#> SAMPLE_374 2 0.000
#> SAMPLE_375 2 0.000
#> SAMPLE_376 2 0.000
#> SAMPLE_377 2 0.000
#> SAMPLE_378 2 0.000
#> SAMPLE_379 2 0.000
#> SAMPLE_380 1 1.000
#> SAMPLE_381 1 1.000
#> SAMPLE_382 2 0.000
#> SAMPLE_383 2 0.000
#> SAMPLE_384 2 0.000
#> SAMPLE_385 2 0.000
#> SAMPLE_386 2 0.000
#> SAMPLE_387 2 0.000
#> SAMPLE_388 1 0.000
#> SAMPLE_389 1 0.000
#> SAMPLE_390 1 0.000
#> SAMPLE_391 1 0.000
#> SAMPLE_392 1 0.000
#> SAMPLE_393 1 0.000
#> SAMPLE_394 1 0.000
#> SAMPLE_395 1 0.000
#> SAMPLE_396 1 0.000
#> SAMPLE_397 1 0.000
#> SAMPLE_398 1 0.000
#> SAMPLE_399 1 0.000
#> SAMPLE_400 1 0.000
#> SAMPLE_401 1 0.000
#> SAMPLE_402 1 0.000
#> SAMPLE_403 1 0.000
#> SAMPLE_404 1 0.000
#> SAMPLE_405 1 0.000
#> SAMPLE_406 1 0.000
#> SAMPLE_407 1 0.000
#> SAMPLE_408 1 0.000
#> SAMPLE_409 1 0.000
#> SAMPLE_410 1 0.000
#> SAMPLE_411 1 0.000
#> SAMPLE_412 1 0.000
#> SAMPLE_413 1 0.000
#> SAMPLE_414 1 0.000
#> SAMPLE_415 1 0.000
#> SAMPLE_416 1 0.000
#> SAMPLE_417 1 0.000
#> SAMPLE_418 1 0.000
#> SAMPLE_419 1 0.000
#> SAMPLE_420 1 0.000
#> SAMPLE_421 1 0.000
#> SAMPLE_422 1 0.000
#> SAMPLE_423 1 0.000
#> SAMPLE_424 1 0.000
#> SAMPLE_425 1 0.000
#> SAMPLE_426 1 0.000
#> SAMPLE_427 1 0.000
#> SAMPLE_428 1 0.000
#> SAMPLE_429 1 0.000
#> SAMPLE_430 1 0.000
#> SAMPLE_431 1 0.000
#> SAMPLE_432 1 0.000
#> SAMPLE_433 1 0.000
#> SAMPLE_434 1 0.000
#> SAMPLE_435 1 0.000
#> SAMPLE_436 1 0.000
#> SAMPLE_437 1 0.000
#> SAMPLE_438 1 0.000
#> SAMPLE_439 1 0.000
#> SAMPLE_440 1 0.000
#> SAMPLE_441 1 0.000
#> SAMPLE_442 1 0.000
#> SAMPLE_443 1 0.000
#> SAMPLE_444 1 0.000
#> SAMPLE_445 1 0.000
#> SAMPLE_446 1 0.000
#> SAMPLE_447 1 0.000
#> SAMPLE_448 1 0.000
#> SAMPLE_449 1 0.000
#> SAMPLE_450 1 0.000
#> SAMPLE_451 1 0.000
#> SAMPLE_452 1 0.000
#> SAMPLE_453 1 0.000
#> SAMPLE_454 1 0.000
#> SAMPLE_455 1 0.000
#> SAMPLE_456 1 0.000
#> SAMPLE_457 1 0.000
#> SAMPLE_458 1 0.000
#> SAMPLE_459 1 0.000
#> SAMPLE_460 1 0.000
#> SAMPLE_461 1 0.000
#> SAMPLE_462 1 0.000
#> SAMPLE_463 1 0.000
#> SAMPLE_464 1 0.000
#> SAMPLE_465 1 0.000
#> SAMPLE_466 1 0.000
#> SAMPLE_467 1 0.000
#> SAMPLE_468 1 0.000
#> SAMPLE_469 1 0.000
#> SAMPLE_470 2 0.000
#> SAMPLE_471 2 0.000
#> SAMPLE_472 1 0.000
#> SAMPLE_473 1 0.000
#> SAMPLE_474 1 0.000
#> SAMPLE_475 1 0.000
#> SAMPLE_476 1 0.000
#> SAMPLE_477 1 0.000
#> SAMPLE_478 1 0.000
#> SAMPLE_479 1 0.000
#> SAMPLE_480 1 0.000
#> SAMPLE_481 1 0.000
#> SAMPLE_482 1 0.000
#> SAMPLE_483 1 0.000
#> SAMPLE_484 1 0.000
#> SAMPLE_485 1 0.000
#> SAMPLE_486 1 0.000
#> SAMPLE_487 1 0.000
#> SAMPLE_488 1 0.000
#> SAMPLE_489 1 0.000
#> SAMPLE_490 1 0.000
#> SAMPLE_491 1 0.000
#> SAMPLE_492 1 0.000
#> SAMPLE_493 1 0.000
#> SAMPLE_494 1 0.000
#> SAMPLE_495 1 0.000
#> SAMPLE_496 1 0.000
#> SAMPLE_497 1 0.000
#> SAMPLE_498 1 0.000
#> SAMPLE_499 1 0.000
#> SAMPLE_500 1 0.000
#> SAMPLE_501 1 0.000
#> SAMPLE_502 1 0.000
#> SAMPLE_503 1 0.000
#> SAMPLE_504 1 0.000
#> SAMPLE_505 1 0.000
#> SAMPLE_506 1 0.000
#> SAMPLE_507 1 0.000
#> SAMPLE_508 1 0.000
#> SAMPLE_509 1 0.000
#> SAMPLE_510 1 0.000
#> SAMPLE_511 1 0.000
#> SAMPLE_512 1 0.000
#> SAMPLE_513 1 0.000
#> SAMPLE_514 1 0.000
#> SAMPLE_515 1 0.000
#> SAMPLE_516 1 0.000
#> SAMPLE_517 1 0.000
#> SAMPLE_518 1 0.000
#> SAMPLE_519 1 0.000
#> SAMPLE_520 1 0.000
#> SAMPLE_521 1 0.000
#> SAMPLE_522 1 0.000
#> SAMPLE_523 1 0.000
#> SAMPLE_524 1 0.000
#> SAMPLE_525 1 0.000
#> SAMPLE_526 1 0.000
#> SAMPLE_527 1 0.000
#> SAMPLE_528 1 0.000
#> SAMPLE_529 1 0.000
#> SAMPLE_530 1 0.000
#> SAMPLE_531 1 0.000
#> SAMPLE_532 1 0.000
#> SAMPLE_533 1 0.000
#> SAMPLE_534 1 0.000
#> SAMPLE_535 1 0.000
#> SAMPLE_536 1 0.000
#> SAMPLE_537 1 0.000
#> SAMPLE_538 1 0.000
#> SAMPLE_539 1 0.000
#> SAMPLE_540 1 0.000
#> SAMPLE_541 1 0.000
#> SAMPLE_542 1 0.000
#> SAMPLE_543 1 0.000
#> SAMPLE_544 1 0.000
#> SAMPLE_545 1 0.000
#> SAMPLE_546 1 0.000
#> SAMPLE_547 1 0.000
#> SAMPLE_548 1 0.000
#> SAMPLE_549 1 0.000
#> SAMPLE_550 1 0.000
#> SAMPLE_551 1 0.000
#> SAMPLE_552 1 0.000
#> SAMPLE_553 2 0.000
#> SAMPLE_554 1 0.000
#> SAMPLE_555 1 0.000
#> SAMPLE_556 1 0.000
#> SAMPLE_557 1 0.000
#> SAMPLE_558 1 0.000
#> SAMPLE_559 1 0.000
#> SAMPLE_560 1 0.000
#> SAMPLE_561 1 0.000
#> SAMPLE_562 1 0.000
#> SAMPLE_563 1 0.000
#> SAMPLE_564 1 0.000
#> SAMPLE_565 1 0.000
#> SAMPLE_566 1 0.000
#> SAMPLE_567 1 0.000
#> SAMPLE_568 2 0.000
#> SAMPLE_569 2 0.000
#> SAMPLE_570 2 0.000
#> SAMPLE_571 2 0.000
#> SAMPLE_572 2 0.000
#> SAMPLE_573 1 0.000
#> SAMPLE_574 1 0.000
#> SAMPLE_575 1 0.000
#> SAMPLE_576 1 0.000
#> SAMPLE_577 1 0.000
#> SAMPLE_578 1 0.000
#> SAMPLE_579 1 0.000
#> SAMPLE_580 1 0.000
#> SAMPLE_581 1 0.000
#> SAMPLE_582 1 0.000
#> SAMPLE_583 1 0.000
#> SAMPLE_584 1 0.000
#> SAMPLE_585 1 0.000
#> SAMPLE_586 1 0.000
#> SAMPLE_587 1 0.000
#> SAMPLE_588 1 0.000
#> SAMPLE_589 2 0.000
#> SAMPLE_590 2 0.000
#> SAMPLE_591 2 0.000
#> SAMPLE_592 2 0.000
#> SAMPLE_593 2 0.000
#> SAMPLE_594 2 0.000
#> SAMPLE_595 2 0.000
#> SAMPLE_596 2 0.000
#> SAMPLE_597 2 0.000
#> SAMPLE_598 2 0.000
#> SAMPLE_599 2 0.000
#> SAMPLE_600 2 0.000
#> SAMPLE_601 2 0.000
#> SAMPLE_602 2 0.000
#> SAMPLE_603 2 0.000
#> SAMPLE_604 2 0.000
#> SAMPLE_605 2 0.000
#> SAMPLE_606 2 0.000
#> SAMPLE_607 2 0.000
#> SAMPLE_608 2 0.000
#> SAMPLE_609 2 0.000
#> SAMPLE_610 2 0.000
#> SAMPLE_611 1 0.000
#> SAMPLE_612 1 0.000
#> SAMPLE_613 1 0.000
#> SAMPLE_614 2 0.000
#> SAMPLE_615 1 0.000
#> SAMPLE_616 1 0.000
#> SAMPLE_617 1 0.000
#> SAMPLE_618 2 0.000
#> SAMPLE_619 2 0.000
#> SAMPLE_620 2 0.000
#> SAMPLE_621 2 0.000
#> SAMPLE_622 2 0.000
#> SAMPLE_623 2 0.000
#> SAMPLE_624 2 0.000
#> SAMPLE_625 2 0.000
#> SAMPLE_626 2 0.000
#> SAMPLE_627 2 0.000
#> SAMPLE_628 2 0.000
#> SAMPLE_629 2 0.000
#> SAMPLE_630 2 0.000
#> SAMPLE_631 2 0.000
#> SAMPLE_632 2 0.000
#> SAMPLE_633 2 0.000
#> SAMPLE_634 2 0.000
#> SAMPLE_635 2 0.000
#> SAMPLE_636 2 0.000
#> SAMPLE_637 2 0.000
#> SAMPLE_638 2 0.000
#> SAMPLE_639 2 0.000
#> SAMPLE_640 2 0.000
#> SAMPLE_641 2 0.000
#> SAMPLE_642 1 0.000
#> SAMPLE_643 2 0.000
#> SAMPLE_644 2 0.000
#> SAMPLE_645 2 0.000
#> SAMPLE_646 2 0.000
#> SAMPLE_647 2 0.000
#> SAMPLE_648 2 0.000
#> SAMPLE_649 2 0.000
#> SAMPLE_650 2 0.000
#> SAMPLE_651 2 0.000
#> SAMPLE_652 2 0.000
#> SAMPLE_653 2 0.000
#> SAMPLE_654 2 0.000
#> SAMPLE_655 2 0.000
#> SAMPLE_656 2 0.000
#> SAMPLE_657 2 0.000
#> SAMPLE_658 2 0.000
#> SAMPLE_659 2 0.000
#> SAMPLE_660 2 0.000
#> SAMPLE_661 2 0.000
#> SAMPLE_662 2 0.000
#> SAMPLE_663 2 0.000
#> SAMPLE_664 2 0.000
#> SAMPLE_665 2 0.000
#> SAMPLE_666 2 0.000
#> SAMPLE_667 2 0.000
#> SAMPLE_668 2 0.000
#> SAMPLE_669 2 0.000
#> SAMPLE_670 1 0.000
#> SAMPLE_671 1 0.000
#> SAMPLE_672 2 0.000
#> SAMPLE_673 2 0.000
#> SAMPLE_674 2 0.000
#> SAMPLE_675 2 0.000
#> SAMPLE_676 2 0.000
#> SAMPLE_677 2 0.000
#> SAMPLE_678 2 0.000
#> SAMPLE_679 2 0.000
#> SAMPLE_680 2 0.000
#> SAMPLE_681 2 0.000
#> SAMPLE_682 2 0.000
#> SAMPLE_683 2 0.000
#> SAMPLE_684 2 0.000
#> SAMPLE_685 2 0.000
#> SAMPLE_686 2 0.000
#> SAMPLE_687 2 0.000
#> SAMPLE_688 2 0.000
#> SAMPLE_689 2 0.000
#> SAMPLE_690 2 0.000
#> SAMPLE_691 2 0.000
#> SAMPLE_692 2 0.000
#> SAMPLE_693 2 0.000
#> SAMPLE_694 2 0.000
#> SAMPLE_695 2 0.000
#> SAMPLE_696 2 0.000
#> SAMPLE_697 2 0.000
#> SAMPLE_698 2 0.000
#> SAMPLE_699 2 0.000
#> SAMPLE_700 2 0.000
#> SAMPLE_701 2 0.000
#> SAMPLE_702 2 0.000
#> SAMPLE_703 2 0.000
#> SAMPLE_704 2 0.000
#> SAMPLE_705 2 0.000
#> SAMPLE_706 2 0.000
#> SAMPLE_707 2 0.000
#> SAMPLE_708 2 0.000
#> SAMPLE_709 2 0.000
#> SAMPLE_710 2 0.000
#> SAMPLE_711 2 0.000
#> SAMPLE_712 2 0.000
#> SAMPLE_713 2 0.000
#> SAMPLE_714 2 0.000
#> SAMPLE_715 2 0.000
#> SAMPLE_716 2 0.000
#> SAMPLE_717 2 0.000
#> SAMPLE_718 2 0.000
#> SAMPLE_719 2 0.000
#> SAMPLE_720 2 0.000
#> SAMPLE_721 2 0.000
#> SAMPLE_722 2 0.000
#> SAMPLE_723 2 0.000
#> SAMPLE_724 2 0.000
#> SAMPLE_725 2 0.000
#> SAMPLE_726 2 0.000
#> SAMPLE_727 2 0.000
#> SAMPLE_728 2 0.000
#> SAMPLE_729 2 0.000
#> SAMPLE_730 2 0.000
#> SAMPLE_731 1 0.000
#> SAMPLE_732 2 0.000
#> SAMPLE_733 2 0.000
#> SAMPLE_734 2 0.000
#> SAMPLE_735 2 0.000
#> SAMPLE_736 2 0.000
#> SAMPLE_737 2 0.000
#> SAMPLE_738 2 0.000
#> SAMPLE_739 2 0.000
#> SAMPLE_740 2 0.000
#> SAMPLE_741 2 0.000
#> SAMPLE_742 2 0.000
#> SAMPLE_743 2 0.000
#> SAMPLE_744 2 0.000
#> SAMPLE_745 2 0.000
#> SAMPLE_746 2 0.000
#> SAMPLE_747 2 0.000
#> SAMPLE_748 2 0.000
#> SAMPLE_749 1 0.000
#> SAMPLE_750 1 0.000
#> SAMPLE_751 2 0.000
#> SAMPLE_752 2 0.000
#> SAMPLE_753 2 0.000
#> SAMPLE_754 2 0.000
#> SAMPLE_755 2 0.000
#> SAMPLE_756 2 0.000
#> SAMPLE_757 2 0.000
#> SAMPLE_758 2 0.000
#> SAMPLE_759 2 0.000
#> SAMPLE_760 2 0.000
#> SAMPLE_761 2 0.000
#> SAMPLE_762 2 0.000
#> SAMPLE_763 2 0.000
#> SAMPLE_764 2 0.000
#> SAMPLE_765 1 0.000
#> SAMPLE_766 2 0.000
#> SAMPLE_767 2 0.000
#> SAMPLE_768 2 0.000
#> SAMPLE_769 1 0.000
#> SAMPLE_770 1 0.000
#> SAMPLE_771 2 0.000
#> SAMPLE_772 2 0.000
#> SAMPLE_773 2 0.000
#> SAMPLE_774 2 0.000
#> SAMPLE_775 2 0.000
#> SAMPLE_776 2 0.000
#> SAMPLE_777 2 0.000
#> SAMPLE_778 2 0.000
#> SAMPLE_779 2 0.000
#> SAMPLE_780 2 0.000
#> SAMPLE_781 2 0.000
#> SAMPLE_782 2 0.000
#> SAMPLE_783 2 0.000
#> SAMPLE_784 2 0.000
#> SAMPLE_785 2 0.000
#> SAMPLE_786 2 0.000
#> SAMPLE_787 2 0.000
#> SAMPLE_788 2 0.000
#> SAMPLE_789 2 0.000
#> SAMPLE_790 2 0.000
#> SAMPLE_791 2 0.000
#> SAMPLE_792 2 0.000
#> SAMPLE_793 1 0.000
#> SAMPLE_794 2 0.000
#> SAMPLE_795 2 0.000
#> SAMPLE_796 2 0.000
#> SAMPLE_797 2 0.000
#> SAMPLE_798 2 0.000
#> SAMPLE_799 2 0.000
#> SAMPLE_800 2 0.000
#> SAMPLE_801 2 0.000
#> SAMPLE_802 2 0.000
#> SAMPLE_803 2 0.000
#> SAMPLE_804 2 0.000
#> SAMPLE_805 2 0.000
#> SAMPLE_806 2 0.000
#> SAMPLE_807 2 0.000
#> SAMPLE_808 2 0.000
#> SAMPLE_809 2 0.000
#> SAMPLE_810 2 0.000
#> SAMPLE_811 2 0.000
#> SAMPLE_812 2 0.000
#> SAMPLE_813 2 0.000
#> SAMPLE_814 2 0.000
#> SAMPLE_815 2 0.000
#> SAMPLE_816 2 0.000
#> SAMPLE_817 2 0.000
#> SAMPLE_818 2 0.000
#> SAMPLE_819 2 0.000
#> SAMPLE_820 2 0.000
#> SAMPLE_821 2 0.000
#> SAMPLE_822 2 0.000
#> SAMPLE_823 2 0.000
#> SAMPLE_824 2 0.000
#> SAMPLE_825 2 0.000
#> SAMPLE_826 2 0.000
#> SAMPLE_827 2 0.000
#> SAMPLE_828 2 0.000
#> SAMPLE_829 2 0.000
#> SAMPLE_830 2 0.000
#> SAMPLE_831 2 0.000
#> SAMPLE_832 2 0.000
#> SAMPLE_833 2 0.000
#> SAMPLE_834 2 0.000
#> SAMPLE_835 2 0.000
#> SAMPLE_836 2 0.000
#> SAMPLE_837 2 0.000
#> SAMPLE_838 2 0.000
#> SAMPLE_839 1 0.000
#> SAMPLE_840 2 0.000
#> SAMPLE_841 2 0.000
#> SAMPLE_842 2 0.000
#> SAMPLE_843 2 0.000
#> SAMPLE_844 2 0.000
#> SAMPLE_845 1 0.000
#> SAMPLE_846 2 0.000
#> SAMPLE_847 1 0.000
#> SAMPLE_848 2 0.000
#> SAMPLE_849 2 0.000
#> SAMPLE_850 2 0.000
#> SAMPLE_851 2 0.000
#> SAMPLE_852 2 0.000
#> SAMPLE_853 2 0.000
#> SAMPLE_854 2 0.000
#> SAMPLE_855 2 0.000
#> SAMPLE_856 2 0.000
#> SAMPLE_857 1 0.000
#> SAMPLE_858 1 0.000
#> SAMPLE_859 2 0.000
#> SAMPLE_860 2 0.000
#> SAMPLE_861 2 0.000
#> SAMPLE_862 2 0.000
#> SAMPLE_863 2 0.000
#> SAMPLE_864 2 0.000
#> SAMPLE_865 2 0.000
#> SAMPLE_866 2 0.000
#> SAMPLE_867 2 0.000
#> SAMPLE_868 2 0.000
#> SAMPLE_869 2 0.000
#> SAMPLE_870 1 0.000
#> SAMPLE_871 2 0.000
#> SAMPLE_872 2 0.000
#> SAMPLE_873 2 0.000
#> SAMPLE_874 2 0.000
#> SAMPLE_875 2 0.000
#> SAMPLE_876 2 0.000
#> SAMPLE_877 2 0.000
#> SAMPLE_878 1 1.000
#> SAMPLE_879 2 0.000
#> SAMPLE_880 2 0.000
#> SAMPLE_881 2 0.000
#> SAMPLE_882 2 0.000
#> SAMPLE_883 2 0.000
#> SAMPLE_884 2 0.000
#> SAMPLE_885 2 0.000
#> SAMPLE_886 2 0.000
#> SAMPLE_887 2 0.000
#> SAMPLE_888 2 0.000
#> SAMPLE_889 2 1.000
#> SAMPLE_890 2 0.000
#> SAMPLE_891 1 0.000
#> SAMPLE_892 2 0.000
#> SAMPLE_893 1 0.000
#> SAMPLE_894 2 0.000
#> SAMPLE_895 2 0.000
#> SAMPLE_896 2 0.000
#> SAMPLE_897 2 0.000
#> SAMPLE_898 2 0.000
#> SAMPLE_899 2 0.000
#> SAMPLE_900 2 0.000
#> SAMPLE_901 2 0.000
#> SAMPLE_902 2 0.000
#> SAMPLE_903 2 0.000
#> SAMPLE_904 2 0.000
#> SAMPLE_905 2 0.000
#> SAMPLE_906 2 0.000
#> SAMPLE_907 2 0.000
#> SAMPLE_908 2 0.000
#> SAMPLE_909 2 0.000
#> SAMPLE_910 2 0.000
#> SAMPLE_911 2 0.000
#> SAMPLE_912 2 0.000
#> SAMPLE_913 2 0.000
#> SAMPLE_914 2 0.000
#> SAMPLE_915 2 0.000
#> SAMPLE_916 2 0.000
#> SAMPLE_917 2 0.000
#> SAMPLE_918 2 0.000
#> SAMPLE_919 2 0.000
#> SAMPLE_920 2 0.000
#> SAMPLE_921 2 0.000
#> SAMPLE_922 2 0.000
#> SAMPLE_923 2 0.000
#> SAMPLE_924 2 0.000
#> SAMPLE_925 2 0.000
#> SAMPLE_926 2 0.000
#> SAMPLE_927 2 0.000
#> SAMPLE_928 2 0.000
#> SAMPLE_929 2 0.000
#> SAMPLE_930 2 0.000
#> SAMPLE_931 2 0.000
#> SAMPLE_932 2 0.000
#> SAMPLE_933 2 0.000
#> SAMPLE_934 2 0.000
#> SAMPLE_935 2 0.000
#> SAMPLE_936 2 0.000
#> SAMPLE_937 2 0.000
#> SAMPLE_938 2 0.000
#> SAMPLE_939 2 0.000
#> SAMPLE_940 2 0.000
#> SAMPLE_941 2 0.000
#> SAMPLE_942 2 0.000
#> SAMPLE_943 2 0.000
#> SAMPLE_944 2 0.000
#> SAMPLE_945 2 0.000
#> SAMPLE_946 2 0.000
#> SAMPLE_947 2 0.000
#> SAMPLE_948 2 0.000
#> SAMPLE_949 2 0.000
#> SAMPLE_950 2 0.000
#> SAMPLE_951 2 0.000
#> SAMPLE_952 2 0.000
#> SAMPLE_953 2 0.000
#> SAMPLE_954 2 0.000
#> SAMPLE_955 2 0.000
#> SAMPLE_956 2 0.000
#> SAMPLE_957 2 0.000
#> SAMPLE_958 2 0.000
#> SAMPLE_959 2 0.000
#> SAMPLE_960 2 0.000
#> SAMPLE_961 2 0.000
#> SAMPLE_962 2 0.000
#> SAMPLE_963 2 0.000
#> SAMPLE_964 2 0.000
#> SAMPLE_965 2 0.000
#> SAMPLE_966 2 0.000
#> SAMPLE_967 2 0.000
#> SAMPLE_968 2 0.000
#> SAMPLE_969 2 0.000
#> SAMPLE_970 2 0.000
#> SAMPLE_971 2 0.000
#> SAMPLE_972 2 0.000
#> SAMPLE_973 2 0.000
#> SAMPLE_974 2 0.000
#> SAMPLE_975 2 0.000
#> SAMPLE_976 1 0.000
#> SAMPLE_977 1 0.000
#> SAMPLE_978 1 0.000
#> SAMPLE_979 1 0.000
#> SAMPLE_980 2 0.000
#> SAMPLE_981 2 0.000
#> SAMPLE_982 2 0.000
#> SAMPLE_983 1 0.000
#> SAMPLE_984 1 0.000
#> SAMPLE_985 1 0.000
#> SAMPLE_986 1 1.000
#> SAMPLE_987 2 0.000
#> SAMPLE_988 2 0.000
#> SAMPLE_989 2 0.000
#> SAMPLE_990 2 0.000
#> SAMPLE_991 1 0.000
#> SAMPLE_992 1 0.000
#> SAMPLE_993 2 0.000
#> SAMPLE_994 2 0.000
#> SAMPLE_995 2 0.000
#> SAMPLE_996 2 0.000
#> SAMPLE_997 2 0.000
#> SAMPLE_998 2 0.000
#> SAMPLE_999 2 0.000
#> SAMPLE_1000 2 0.000
#> SAMPLE_1001 2 0.000
#> SAMPLE_1002 2 0.000
#> SAMPLE_1003 2 0.000
#> SAMPLE_1004 2 0.000
#> SAMPLE_1005 2 0.000
#> SAMPLE_1006 2 0.000
#> SAMPLE_1007 2 0.000
#> SAMPLE_1008 2 0.000
#> SAMPLE_1009 2 0.000
#> SAMPLE_1010 2 0.000
#> SAMPLE_1011 2 0.000
#> SAMPLE_1012 2 0.000
#> SAMPLE_1013 2 0.000
#> SAMPLE_1014 2 0.000
#> SAMPLE_1015 2 0.000
#> SAMPLE_1016 2 0.000
#> SAMPLE_1017 2 0.000
#> SAMPLE_1018 2 0.000
#> SAMPLE_1019 2 0.000
#> SAMPLE_1020 2 0.000
#> SAMPLE_1021 2 0.000
#> SAMPLE_1022 2 0.000
#> SAMPLE_1023 2 0.000
#> SAMPLE_1024 2 0.000
#> SAMPLE_1025 2 0.000
#> SAMPLE_1026 2 0.000
#> SAMPLE_1027 2 0.000
#> SAMPLE_1028 2 0.000
#> SAMPLE_1029 2 0.000
#> SAMPLE_1030 2 0.000
#> SAMPLE_1031 2 0.000
#> SAMPLE_1032 2 0.000
#> SAMPLE_1033 2 0.000
#> SAMPLE_1034 2 0.000
#> SAMPLE_1035 2 0.000
#> SAMPLE_1036 2 0.000
#> SAMPLE_1037 2 0.000
#> SAMPLE_1038 1 1.000
#> SAMPLE_1039 1 0.000
#> SAMPLE_1040 2 0.000
#> SAMPLE_1041 2 0.498
#> SAMPLE_1042 2 0.000
#> SAMPLE_1043 2 0.000
#> SAMPLE_1044 2 0.000
#> SAMPLE_1045 2 0.000
#> SAMPLE_1046 2 0.000
#> SAMPLE_1047 2 0.000
#> SAMPLE_1048 2 0.000
#> SAMPLE_1049 2 0.000
#> SAMPLE_1050 2 0.000
#> SAMPLE_1051 2 0.000
#> SAMPLE_1052 2 0.000
#> SAMPLE_1053 2 0.000
#> SAMPLE_1054 2 0.000
#> SAMPLE_1055 2 0.000
#> SAMPLE_1056 2 0.000
#> SAMPLE_1057 2 0.000
#> SAMPLE_1058 2 0.000
#> SAMPLE_1059 2 0.000
#> SAMPLE_1060 2 0.000
#> SAMPLE_1061 2 0.000
#> SAMPLE_1062 2 0.000
#> SAMPLE_1063 2 0.000
#> SAMPLE_1064 1 0.000
#> SAMPLE_1065 1 0.000
#> SAMPLE_1066 1 0.000
#> SAMPLE_1067 2 0.000
#> SAMPLE_1068 2 0.000
#> SAMPLE_1069 2 0.000
#> SAMPLE_1070 2 0.000
#> SAMPLE_1071 2 0.000
#> SAMPLE_1072 2 0.000
#> SAMPLE_1073 2 0.000
#> SAMPLE_1074 2 0.000
#> SAMPLE_1075 2 0.000
#> SAMPLE_1076 2 0.000
#> SAMPLE_1077 2 0.000
#> SAMPLE_1078 2 0.000
#> SAMPLE_1079 2 0.000
#> SAMPLE_1080 2 0.000
#> SAMPLE_1081 2 0.000
#> SAMPLE_1082 2 0.000
#> SAMPLE_1083 2 0.000
#> SAMPLE_1084 2 0.000
#> SAMPLE_1085 2 0.000
#> SAMPLE_1086 2 0.000
#> SAMPLE_1087 2 0.000
#> SAMPLE_1088 2 0.000
#> SAMPLE_1089 2 0.000
#> SAMPLE_1090 2 0.000
#> SAMPLE_1091 2 0.000
#> SAMPLE_1092 2 0.000
#> SAMPLE_1093 2 0.000
#> SAMPLE_1094 2 0.000
#> SAMPLE_1095 2 0.000
#> SAMPLE_1096 2 0.000
#> SAMPLE_1097 2 0.000
#> SAMPLE_1098 2 0.000
#> SAMPLE_1099 2 0.000
#> SAMPLE_1100 2 0.000
#> SAMPLE_1101 2 0.000
#> SAMPLE_1102 2 0.000
#> SAMPLE_1103 2 0.000
#> SAMPLE_1104 2 0.000
#> SAMPLE_1105 2 0.000
#> SAMPLE_1106 2 0.000
#> SAMPLE_1107 2 0.000
#> SAMPLE_1108 2 0.000
#> SAMPLE_1109 2 0.000
#> SAMPLE_1110 2 0.000
#> SAMPLE_1111 1 0.000
#> SAMPLE_1112 2 0.000
#> SAMPLE_1113 2 0.000
#> SAMPLE_1114 2 0.000
#> SAMPLE_1115 2 0.000
#> SAMPLE_1116 1 0.000
#> SAMPLE_1117 2 0.000
#> SAMPLE_1118 2 0.000
#> SAMPLE_1119 2 0.000
#> SAMPLE_1120 2 0.000
#> SAMPLE_1121 2 0.000
#> SAMPLE_1122 2 0.000
#> SAMPLE_1123 2 0.000
#> SAMPLE_1124 2 0.000
#> SAMPLE_1125 2 0.000
#> SAMPLE_1126 2 0.000
#> SAMPLE_1127 2 0.000
#> SAMPLE_1128 2 0.000
#> SAMPLE_1129 2 0.000
#> SAMPLE_1130 2 0.000
#> SAMPLE_1131 2 0.000
#> SAMPLE_1132 2 0.000
#> SAMPLE_1133 2 0.000
#> SAMPLE_1134 2 0.000
#> SAMPLE_1135 2 0.000
#> SAMPLE_1136 2 0.000
#> SAMPLE_1137 2 0.000
#> SAMPLE_1138 2 0.000
#> SAMPLE_1139 2 0.000
#> SAMPLE_1140 2 0.000
#> SAMPLE_1141 2 0.000
#> SAMPLE_1142 2 0.000
#> SAMPLE_1143 2 0.000
#> SAMPLE_1144 2 0.000
#> SAMPLE_1145 2 0.000
#> SAMPLE_1146 2 0.000
#> SAMPLE_1147 2 0.000
#> SAMPLE_1148 2 0.000
#> SAMPLE_1149 1 0.000
#> SAMPLE_1150 2 0.000
#> SAMPLE_1151 2 0.000
#> SAMPLE_1152 2 0.000
#> SAMPLE_1153 2 0.000
#> SAMPLE_1154 2 0.000
#> SAMPLE_1155 2 0.000
#> SAMPLE_1156 2 0.000
#> SAMPLE_1157 2 0.000
#> SAMPLE_1158 2 0.000
#> SAMPLE_1159 1 0.000
#> SAMPLE_1160 1 0.000
#> SAMPLE_1161 1 0.000
#> SAMPLE_1162 2 0.000
#> SAMPLE_1163 2 0.000
#> SAMPLE_1164 2 0.000
#> SAMPLE_1165 2 0.000
#> SAMPLE_1166 2 0.000
#> SAMPLE_1167 2 0.000
#> SAMPLE_1168 1 0.000
#> SAMPLE_1169 1 0.000
#> SAMPLE_1170 2 0.000
#> SAMPLE_1171 2 0.000
#> SAMPLE_1172 2 0.000
#> SAMPLE_1173 2 0.000
#> SAMPLE_1174 2 0.000
#> SAMPLE_1175 2 0.000
#> SAMPLE_1176 2 0.000
#> SAMPLE_1177 2 0.000
#> SAMPLE_1178 2 0.000
#> SAMPLE_1179 2 0.000
#> SAMPLE_1180 2 0.000
#> SAMPLE_1181 2 0.000
#> SAMPLE_1182 2 0.000
#> SAMPLE_1183 2 0.000
#> SAMPLE_1184 2 0.000
#> SAMPLE_1185 2 0.000
#> SAMPLE_1186 2 0.000
#> SAMPLE_1187 2 0.000
#> SAMPLE_1188 2 0.000
#> SAMPLE_1189 2 0.000
#> SAMPLE_1190 2 0.000
#> SAMPLE_1191 2 0.000
#> SAMPLE_1192 1 0.000
#> SAMPLE_1193 2 0.000
#> SAMPLE_1194 2 0.000
#> SAMPLE_1195 2 0.000
#> SAMPLE_1196 2 0.000
#> SAMPLE_1197 2 0.000
#> SAMPLE_1198 2 0.000
#> SAMPLE_1199 2 0.000
#> SAMPLE_1200 2 0.000
#> SAMPLE_1201 2 0.000
#> SAMPLE_1202 2 0.000
#> SAMPLE_1203 2 0.000
#> SAMPLE_1204 2 0.000
#> SAMPLE_1205 2 0.000
#> SAMPLE_1206 2 0.000
#> SAMPLE_1207 2 0.000
#> SAMPLE_1208 2 0.000
#> SAMPLE_1209 2 0.000
#> SAMPLE_1210 2 0.000
#> SAMPLE_1211 1 0.000
#> SAMPLE_1212 1 0.000
#> SAMPLE_1213 1 0.000
#> SAMPLE_1214 2 0.000
#> SAMPLE_1215 2 0.000
#> SAMPLE_1216 2 0.000
#> SAMPLE_1217 2 0.000
#> SAMPLE_1218 2 0.000
#> SAMPLE_1219 2 0.000
#> SAMPLE_1220 2 0.000
#> SAMPLE_1221 2 0.000
#> SAMPLE_1222 2 0.000
#> SAMPLE_1223 2 0.000
#> SAMPLE_1224 2 0.000
#> SAMPLE_1225 2 0.000
#> SAMPLE_1226 2 0.000
#> SAMPLE_1227 2 0.000
#> SAMPLE_1228 2 0.000
#> SAMPLE_1229 2 0.000
#> SAMPLE_1230 2 0.000
#> SAMPLE_1231 2 0.000
#> SAMPLE_1232 2 0.000
#> SAMPLE_1233 2 0.000
#> SAMPLE_1234 2 0.000
#> SAMPLE_1235 2 0.000
#> SAMPLE_1236 2 0.000
#> SAMPLE_1237 2 0.000
#> SAMPLE_1238 2 0.000
#> SAMPLE_1239 2 0.000
#> SAMPLE_1240 2 0.000
#> SAMPLE_1241 1 0.000
#> SAMPLE_1242 1 0.000
#> SAMPLE_1243 1 0.000
#> SAMPLE_1244 2 0.000
#> SAMPLE_1245 2 0.000
#> SAMPLE_1246 2 0.000
#> SAMPLE_1247 2 0.000
#> SAMPLE_1248 2 0.000
#> SAMPLE_1249 2 0.000
#> SAMPLE_1250 2 0.000
#> SAMPLE_1251 2 0.000
#> SAMPLE_1252 2 0.000
#> SAMPLE_1253 2 0.000
#> SAMPLE_1254 2 0.000
#> SAMPLE_1255 2 0.000
#> SAMPLE_1256 2 0.000
#> SAMPLE_1257 2 0.000
#> SAMPLE_1258 2 0.000
#> SAMPLE_1259 2 0.000
#> SAMPLE_1260 2 0.000
#> SAMPLE_1261 2 1.000
#> SAMPLE_1262 2 0.000
#> SAMPLE_1263 2 0.000
#> SAMPLE_1264 2 0.000
#> SAMPLE_1265 2 0.000
#> SAMPLE_1266 2 0.000
#> SAMPLE_1267 2 0.000
#> SAMPLE_1268 1 0.000
#> SAMPLE_1269 2 0.000
#> SAMPLE_1270 2 0.000
#> SAMPLE_1271 2 0.000
#> SAMPLE_1272 2 0.000
#> SAMPLE_1273 2 0.000
#> SAMPLE_1274 2 0.000
#> SAMPLE_1275 2 0.000
#> SAMPLE_1276 2 0.000
#> SAMPLE_1277 2 0.000
#> SAMPLE_1278 2 0.000
#> SAMPLE_1279 2 0.000
#> SAMPLE_1280 2 0.000
#> SAMPLE_1281 2 0.000
#> SAMPLE_1282 2 0.000
#> SAMPLE_1283 2 0.000
#> SAMPLE_1284 2 0.000
#> SAMPLE_1285 2 0.000
#> SAMPLE_1286 2 0.000
#> SAMPLE_1287 2 0.000
#> SAMPLE_1288 2 0.000
#> SAMPLE_1289 2 0.000
#> SAMPLE_1290 2 0.000
#> SAMPLE_1291 2 0.000
#> SAMPLE_1292 2 0.000
#> SAMPLE_1293 2 0.000
#> SAMPLE_1294 2 0.000
#> SAMPLE_1295 2 0.000
#> SAMPLE_1296 2 0.000
#> SAMPLE_1297 2 0.000
#> SAMPLE_1298 2 0.000
#> SAMPLE_1299 2 0.000
#> SAMPLE_1300 2 0.000
#> SAMPLE_1301 2 0.000
#> SAMPLE_1302 2 0.000
#> SAMPLE_1303 2 0.000
#> SAMPLE_1304 2 0.000
#> SAMPLE_1305 2 0.000
#> SAMPLE_1306 2 0.000
#> SAMPLE_1307 2 0.000
#> SAMPLE_1308 2 0.000
#> SAMPLE_1309 2 0.000
#> SAMPLE_1310 2 0.000
#> SAMPLE_1311 2 0.000
#> SAMPLE_1312 2 0.000
#> SAMPLE_1313 2 0.000
#> SAMPLE_1314 2 0.000
#> SAMPLE_1315 2 0.000
#> SAMPLE_1316 2 0.000
#> SAMPLE_1317 2 0.000
#> SAMPLE_1318 2 0.000
#> SAMPLE_1319 2 0.000
#> SAMPLE_1320 2 0.000
#> SAMPLE_1321 2 0.000
#> SAMPLE_1322 2 0.000
#> SAMPLE_1323 2 0.000
#> SAMPLE_1324 2 0.000
#> SAMPLE_1325 2 0.000
#> SAMPLE_1326 2 0.000
#> SAMPLE_1327 2 0.000
#> SAMPLE_1328 2 0.000
#> SAMPLE_1329 2 0.000
#> SAMPLE_1330 2 0.000
#> SAMPLE_1331 2 0.000
#> SAMPLE_1332 2 0.000
#> SAMPLE_1333 2 0.000
#> SAMPLE_1334 2 0.000
#> SAMPLE_1335 2 0.000
#> SAMPLE_1336 1 1.000
#> SAMPLE_1337 2 0.000
#> SAMPLE_1338 2 0.000
#> SAMPLE_1339 2 0.000
#> SAMPLE_1340 2 0.000
#> SAMPLE_1341 2 0.000
#> SAMPLE_1342 2 0.000
#> SAMPLE_1343 2 0.000
#> SAMPLE_1344 2 0.000
#> SAMPLE_1345 2 0.000
#> SAMPLE_1346 2 0.000
#> SAMPLE_1347 2 0.000
#> SAMPLE_1348 2 0.000
#> SAMPLE_1349 2 0.000
#> SAMPLE_1350 2 0.000
#> SAMPLE_1351 2 0.000
#> SAMPLE_1352 2 0.000
#> SAMPLE_1353 2 0.000
#> SAMPLE_1354 2 0.000
#> SAMPLE_1355 2 0.000
#> SAMPLE_1356 2 0.000
#> SAMPLE_1357 2 0.000
#> SAMPLE_1358 2 0.000
#> SAMPLE_1359 2 0.000
#> SAMPLE_1360 2 0.000
#> SAMPLE_1361 2 0.000
#> SAMPLE_1362 2 0.000
#> SAMPLE_1363 2 0.000
#> SAMPLE_1364 2 0.000
#> SAMPLE_1365 2 0.000
#> SAMPLE_1366 2 0.000
#> SAMPLE_1367 2 0.000
#> SAMPLE_1368 2 0.000
#> SAMPLE_1369 2 0.000
#> SAMPLE_1370 2 0.000
#> SAMPLE_1371 2 0.000
#> SAMPLE_1372 2 0.000
#> SAMPLE_1373 2 0.000
#> SAMPLE_1374 2 0.000
#> SAMPLE_1375 2 0.000
#> SAMPLE_1376 2 0.000
#> SAMPLE_1377 2 0.000
#> SAMPLE_1378 2 0.000
#> SAMPLE_1379 2 0.000
#> SAMPLE_1380 2 0.000
#> SAMPLE_1381 2 0.000
#> SAMPLE_1382 2 0.000
#> SAMPLE_1383 2 0.000
#> SAMPLE_1384 2 0.000
#> SAMPLE_1385 2 0.000
#> SAMPLE_1386 2 0.000
#> SAMPLE_1387 2 0.000
#> SAMPLE_1388 2 0.000
#> SAMPLE_1389 2 0.000
#> SAMPLE_1390 2 0.000
#> SAMPLE_1391 2 0.000
#> SAMPLE_1392 2 0.000
#> SAMPLE_1393 2 0.000
#> SAMPLE_1394 2 0.000
#> SAMPLE_1395 2 0.000
#> SAMPLE_1396 2 0.000
#> SAMPLE_1397 2 0.000
#> SAMPLE_1398 2 0.000
#> SAMPLE_1399 2 0.000
#> SAMPLE_1400 2 0.000
#> SAMPLE_1401 2 0.000
#> SAMPLE_1402 2 0.000
#> SAMPLE_1403 2 0.249
#> SAMPLE_1404 2 0.000
#> SAMPLE_1405 2 0.000
#> SAMPLE_1406 2 0.000
#> SAMPLE_1407 2 0.000
#> SAMPLE_1408 2 0.000
#> SAMPLE_1409 2 0.000
#> SAMPLE_1410 2 0.000
#> SAMPLE_1411 2 0.000
#> SAMPLE_1412 2 0.000
#> SAMPLE_1413 1 0.000
#> SAMPLE_1414 1 0.000
#> SAMPLE_1415 1 0.000
#> SAMPLE_1416 1 0.000
#> SAMPLE_1417 1 0.000
#> SAMPLE_1418 1 0.000
#> SAMPLE_1419 2 0.000
#> SAMPLE_1420 2 0.000
#> SAMPLE_1421 2 0.000
#> SAMPLE_1422 2 0.000
#> SAMPLE_1423 2 0.000
#> SAMPLE_1424 2 0.000
#> SAMPLE_1425 2 0.000
#> SAMPLE_1426 2 0.000
#> SAMPLE_1427 1 0.000
#> SAMPLE_1428 2 0.000
#> SAMPLE_1429 2 0.000
#> SAMPLE_1430 2 0.000
#> SAMPLE_1431 2 0.000
#> SAMPLE_1432 2 0.000
#> SAMPLE_1433 2 0.000
#> SAMPLE_1434 2 0.000
#> SAMPLE_1435 2 0.000
#> SAMPLE_1436 2 0.000
#> SAMPLE_1437 2 0.000
#> SAMPLE_1438 2 0.000
#> SAMPLE_1439 2 0.000
#> SAMPLE_1440 1 0.000
#> SAMPLE_1441 2 0.000
#> SAMPLE_1442 2 0.000
#> SAMPLE_1443 2 0.000
#> SAMPLE_1444 2 0.000
#> SAMPLE_1445 2 0.000
#> SAMPLE_1446 2 0.000
#> SAMPLE_1447 1 0.000
#> SAMPLE_1448 1 0.000
#> SAMPLE_1449 2 0.000
#> SAMPLE_1450 2 0.000
#> SAMPLE_1451 2 0.000
#> SAMPLE_1452 2 0.000
#> SAMPLE_1453 2 0.000
#> SAMPLE_1454 2 0.000
#> SAMPLE_1455 2 0.000
#> SAMPLE_1456 2 0.000
#> SAMPLE_1457 2 0.000
#> SAMPLE_1458 2 0.000
#> SAMPLE_1459 2 0.000
#> SAMPLE_1460 2 0.000
#> SAMPLE_1461 2 0.000
#> SAMPLE_1462 2 0.000
#> SAMPLE_1463 2 0.000
#> SAMPLE_1464 2 0.000
#> SAMPLE_1465 2 0.000
#> SAMPLE_1466 2 0.000
#> SAMPLE_1467 2 0.000
#> SAMPLE_1468 2 0.000
#> SAMPLE_1469 2 0.000
#> SAMPLE_1470 2 0.000
#> SAMPLE_1471 2 0.000
#> SAMPLE_1472 2 0.000
#> SAMPLE_1473 2 0.000
#> SAMPLE_1474 2 0.000
#> SAMPLE_1475 2 0.000
#> SAMPLE_1476 2 0.000
#> SAMPLE_1477 2 0.000
#> SAMPLE_1478 2 0.000
#> SAMPLE_1479 2 0.000
#> SAMPLE_1480 2 0.000
#> SAMPLE_1481 2 0.000
#> SAMPLE_1482 2 0.000
#> SAMPLE_1483 2 0.000
#> SAMPLE_1484 2 0.000
#> SAMPLE_1485 2 0.000
#> SAMPLE_1486 2 0.000
#> SAMPLE_1487 2 0.000
#> SAMPLE_1488 2 0.000
#> SAMPLE_1489 2 0.000
#> SAMPLE_1490 2 0.000
#> SAMPLE_1491 2 0.000
#> SAMPLE_1492 2 0.000
#> SAMPLE_1493 2 0.000
#> SAMPLE_1494 2 0.000
#> SAMPLE_1495 2 0.000
#> SAMPLE_1496 2 0.000
#> SAMPLE_1497 2 0.000
#> SAMPLE_1498 2 0.000
#> SAMPLE_1499 2 0.000
#> SAMPLE_1500 2 0.000
#> SAMPLE_1501 2 0.000
#> SAMPLE_1502 2 0.000
#> SAMPLE_1503 1 1.000
#> SAMPLE_1504 2 0.000
#> SAMPLE_1505 2 0.000
#> SAMPLE_1506 2 0.000
#> SAMPLE_1507 2 0.000
#> SAMPLE_1508 2 0.000
#> SAMPLE_1509 2 0.000
#> SAMPLE_1510 2 0.000
#> SAMPLE_1511 2 0.000
#> SAMPLE_1512 2 1.000
#> SAMPLE_1513 2 0.000
#> SAMPLE_1514 2 0.000
#> SAMPLE_1515 2 0.000
#> SAMPLE_1516 2 1.000
#> SAMPLE_1517 2 0.000
#> SAMPLE_1518 2 1.000
#> SAMPLE_1519 2 1.000
#> SAMPLE_1520 1 1.000
#> SAMPLE_1521 2 0.000
#> SAMPLE_1522 2 0.000
#> SAMPLE_1523 1 0.000
#> SAMPLE_1524 2 0.000
#> SAMPLE_1525 1 0.000
#> SAMPLE_1526 2 0.000
#> SAMPLE_1527 2 0.000
#> SAMPLE_1528 2 0.000
#> SAMPLE_1529 2 0.000
#> SAMPLE_1530 2 0.000
#> SAMPLE_1531 2 0.000
#> SAMPLE_1532 2 0.000
#> SAMPLE_1533 2 0.000
#> SAMPLE_1534 2 0.000
#> SAMPLE_1535 2 0.000
#> SAMPLE_1536 2 0.000
#> SAMPLE_1537 2 0.000
#> SAMPLE_1538 2 0.000
#> SAMPLE_1539 2 0.000
#> SAMPLE_1540 2 0.000
#> SAMPLE_1541 2 0.000
#> SAMPLE_1542 2 0.000
#> SAMPLE_1543 2 0.000
#> SAMPLE_1544 2 0.000
#> SAMPLE_1545 2 0.000
#> SAMPLE_1546 2 0.000
#> SAMPLE_1547 2 0.000
#> SAMPLE_1548 2 0.000
#> SAMPLE_1549 2 0.000
#> SAMPLE_1550 2 0.000
#> SAMPLE_1551 2 0.000
#> SAMPLE_1552 2 0.000
#> SAMPLE_1553 2 0.751
#> SAMPLE_1554 2 0.000
#> SAMPLE_1555 2 0.000
#> SAMPLE_1556 2 0.000
#> SAMPLE_1557 2 0.000
#> SAMPLE_1558 2 0.000
#> SAMPLE_1559 2 0.000
#> SAMPLE_1560 2 0.000
#> SAMPLE_1561 2 0.000
#> SAMPLE_1562 2 0.000
#> SAMPLE_1563 2 0.000
#> SAMPLE_1564 2 0.000
#> SAMPLE_1565 2 0.000
#> SAMPLE_1566 2 0.000
#> SAMPLE_1567 2 0.000
#> SAMPLE_1568 2 0.000
#> SAMPLE_1569 2 0.000
#> SAMPLE_1570 2 0.000
#> SAMPLE_1571 2 0.000
#> SAMPLE_1572 2 0.000
#> SAMPLE_1573 2 0.000
#> SAMPLE_1574 2 0.000
#> SAMPLE_1575 2 0.000
#> SAMPLE_1576 2 0.000
#> SAMPLE_1577 2 0.000
#> SAMPLE_1578 2 0.000
#> SAMPLE_1579 2 0.000
#> SAMPLE_1580 2 0.000
#> SAMPLE_1581 2 0.000
#> SAMPLE_1582 2 0.000
#> SAMPLE_1583 2 0.000
#> SAMPLE_1584 2 0.000
#> SAMPLE_1585 2 0.000
#> SAMPLE_1586 2 0.000
#> SAMPLE_1587 2 0.000
#> SAMPLE_1588 2 0.000
#> SAMPLE_1589 2 0.000
#> SAMPLE_1590 2 0.000
#> SAMPLE_1591 2 0.000
#> SAMPLE_1592 2 0.000
#> SAMPLE_1593 2 0.000
#> SAMPLE_1594 2 0.000
#> SAMPLE_1595 2 0.000
#> SAMPLE_1596 2 0.000
#> SAMPLE_1597 2 0.000
#> SAMPLE_1598 2 0.000
#> SAMPLE_1599 2 0.000
#> SAMPLE_1600 2 0.000
#> SAMPLE_1601 2 0.000
#> SAMPLE_1602 2 0.751
#> SAMPLE_1603 1 0.000
#> SAMPLE_1604 2 0.000
#> SAMPLE_1605 1 0.000
#> SAMPLE_1606 1 0.000
#> SAMPLE_1607 1 0.000
#> SAMPLE_1608 2 0.000
#> SAMPLE_1609 2 0.000
#> SAMPLE_1610 2 0.000
#> SAMPLE_1611 2 0.000
#> SAMPLE_1612 2 0.000
#> SAMPLE_1613 2 0.000
#> SAMPLE_1614 2 0.000
#> SAMPLE_1615 2 0.000
#> SAMPLE_1616 2 0.000
#> SAMPLE_1617 2 0.000
#> SAMPLE_1618 2 0.000
#> SAMPLE_1619 2 0.000
#> SAMPLE_1620 2 0.000
#> SAMPLE_1621 2 0.000
#> SAMPLE_1622 2 0.000
#> SAMPLE_1623 2 0.000
#> SAMPLE_1624 2 0.000
#> SAMPLE_1625 2 0.000
#> SAMPLE_1626 2 0.000
#> SAMPLE_1627 2 0.000
#> SAMPLE_1628 2 0.000
#> SAMPLE_1629 2 0.000
#> SAMPLE_1630 2 0.000
#> SAMPLE_1631 2 0.000
#> SAMPLE_1632 2 0.000
#> SAMPLE_1633 2 0.000
#> SAMPLE_1634 2 0.000
#> SAMPLE_1635 2 0.000
#> SAMPLE_1636 2 0.000
#> SAMPLE_1637 2 0.000
#> SAMPLE_1638 2 0.000
#> SAMPLE_1639 2 0.000
#> SAMPLE_1640 2 0.000
#> SAMPLE_1641 2 0.000
#> SAMPLE_1642 2 0.000
#> SAMPLE_1643 2 0.000
#> SAMPLE_1644 2 0.000
#> SAMPLE_1645 2 0.000
#> SAMPLE_1646 2 0.000
#> SAMPLE_1647 2 0.000
#> SAMPLE_1648 2 0.000
#> SAMPLE_1649 2 0.000
#> SAMPLE_1650 2 0.000
#> SAMPLE_1651 2 0.000
#> SAMPLE_1652 2 0.000
#> SAMPLE_1653 2 0.000
#> SAMPLE_1654 2 0.000
#> SAMPLE_1655 2 0.000
#> SAMPLE_1656 2 0.000
#> SAMPLE_1657 2 0.000
#> SAMPLE_1658 2 0.000
#> SAMPLE_1659 2 0.000
#> SAMPLE_1660 2 0.000
#> SAMPLE_1661 2 0.000
#> SAMPLE_1662 2 0.000
#> SAMPLE_1663 2 0.000
#> SAMPLE_1664 2 0.000
#> SAMPLE_1665 2 0.000
#> SAMPLE_1666 2 0.000
#> SAMPLE_1667 1 0.000
#> SAMPLE_1668 2 0.000
#> SAMPLE_1669 2 0.000
#> SAMPLE_1670 2 0.000
#> SAMPLE_1671 2 0.000
#> SAMPLE_1672 2 0.000
#> SAMPLE_1673 1 0.000
#> SAMPLE_1674 2 0.000
#> SAMPLE_1675 2 0.000
#> SAMPLE_1676 2 0.000
#> SAMPLE_1677 1 0.000
#> SAMPLE_1678 2 0.000
#> SAMPLE_1679 2 0.000
#> SAMPLE_1680 2 0.000
#> SAMPLE_1681 2 0.000
#> SAMPLE_1682 2 0.000
#> SAMPLE_1683 2 0.000
#> SAMPLE_1684 2 0.000
#> SAMPLE_1685 2 0.000
#> SAMPLE_1686 2 0.000
#> SAMPLE_1687 2 0.000
#> SAMPLE_1688 2 0.000
#> SAMPLE_1689 2 0.000
#> SAMPLE_1690 2 0.000
#> SAMPLE_1691 2 0.000
#> SAMPLE_1692 2 0.000
#> SAMPLE_1693 2 0.000
#> SAMPLE_1694 1 0.000
#> SAMPLE_1695 2 0.000
#> SAMPLE_1696 2 0.000
#> SAMPLE_1697 2 0.000
#> SAMPLE_1698 1 0.000
#> SAMPLE_1699 2 0.000
#> SAMPLE_1700 1 0.498
#> SAMPLE_1701 2 0.498
#> SAMPLE_1702 2 0.000
#> SAMPLE_1703 2 0.000
#> SAMPLE_1704 2 0.000
#> SAMPLE_1705 2 0.000
#> SAMPLE_1706 2 0.000
#> SAMPLE_1707 2 0.000
#> SAMPLE_1708 2 0.000
#> SAMPLE_1709 2 0.000
#> SAMPLE_1710 2 0.000
#> SAMPLE_1711 2 0.000
#> SAMPLE_1712 1 0.000
#> SAMPLE_1713 2 0.000
#> SAMPLE_1714 2 0.000
#> SAMPLE_1715 2 0.000
#> SAMPLE_1716 2 0.000
#> SAMPLE_1717 2 0.000
#> SAMPLE_1718 2 0.000
#> SAMPLE_1719 2 0.000
#> SAMPLE_1720 2 0.000
#> SAMPLE_1721 2 0.000
#> SAMPLE_1722 2 0.000
#> SAMPLE_1723 2 0.000
#> SAMPLE_1724 2 0.000
#> SAMPLE_1725 2 0.000
#> SAMPLE_1726 2 0.000
#> SAMPLE_1727 2 0.000
#> SAMPLE_1728 2 0.000
#> SAMPLE_1729 2 0.000
#> SAMPLE_1730 2 0.000
#> SAMPLE_1731 2 0.000
#> SAMPLE_1732 2 0.000
#> SAMPLE_1733 2 0.000
#> SAMPLE_1734 2 0.000
#> SAMPLE_1735 1 0.000
#> SAMPLE_1736 1 0.000
#> SAMPLE_1737 2 0.000
#> SAMPLE_1738 2 0.000
#> SAMPLE_1739 2 0.000
#> SAMPLE_1740 2 0.000
#> SAMPLE_1741 2 0.000
#> SAMPLE_1742 2 0.000
#> SAMPLE_1743 2 0.000
#> SAMPLE_1744 2 0.000
#> SAMPLE_1745 2 0.000
#> SAMPLE_1746 2 0.000
#> SAMPLE_1747 2 0.000
#> SAMPLE_1748 2 0.000
#> SAMPLE_1749 2 0.000
#> SAMPLE_1750 2 0.000
#> SAMPLE_1751 2 0.000
#> SAMPLE_1752 2 0.000
#> SAMPLE_1753 2 0.000
#> SAMPLE_1754 2 0.000
#> SAMPLE_1755 2 0.000
#> SAMPLE_1756 2 0.000
#> SAMPLE_1757 2 0.000
#> SAMPLE_1758 2 0.000
#> SAMPLE_1759 2 0.000
#> SAMPLE_1760 2 0.000
#> SAMPLE_1761 2 0.000
#> SAMPLE_1762 2 0.000
#> SAMPLE_1763 2 0.000
#> SAMPLE_1764 2 0.000
#> SAMPLE_1765 2 0.000
#> SAMPLE_1766 2 0.000
#> SAMPLE_1767 2 0.000
#> SAMPLE_1768 2 0.000
#> SAMPLE_1769 2 0.000
#> SAMPLE_1770 2 0.000
#> SAMPLE_1771 2 0.000
#> SAMPLE_1772 2 0.000
#> SAMPLE_1773 2 0.000
#> SAMPLE_1774 2 0.000
#> SAMPLE_1775 2 0.000
#> SAMPLE_1776 2 0.000
#> SAMPLE_1777 2 0.000
#> SAMPLE_1778 2 0.000
#> SAMPLE_1779 2 0.000
#> SAMPLE_1780 2 0.000
#> SAMPLE_1781 2 0.000
#> SAMPLE_1782 2 0.000
#> SAMPLE_1783 2 0.000
#> SAMPLE_1784 2 0.000
#> SAMPLE_1785 2 0.000
#> SAMPLE_1786 2 0.000
#> SAMPLE_1787 2 0.000
#> SAMPLE_1788 2 0.000
#> SAMPLE_1789 2 0.000
#> SAMPLE_1790 2 0.000
#> SAMPLE_1791 2 0.000
#> SAMPLE_1792 2 0.000
#> SAMPLE_1793 2 0.000
#> SAMPLE_1794 2 0.000
#> SAMPLE_1795 2 0.000
#> SAMPLE_1796 2 0.000
#> SAMPLE_1797 2 0.000
#> SAMPLE_1798 2 0.000
#> SAMPLE_1799 2 0.000
#> SAMPLE_1800 2 0.000
#> SAMPLE_1801 2 0.000
#> SAMPLE_1802 2 0.000
#> SAMPLE_1803 2 0.000
#> SAMPLE_1804 2 0.000
#> SAMPLE_1805 2 0.000
#> SAMPLE_1806 2 0.000
#> SAMPLE_1807 2 0.000
#> SAMPLE_1808 2 0.000
#> SAMPLE_1809 2 0.000
#> SAMPLE_1810 2 0.000
#> SAMPLE_1811 2 0.000
#> SAMPLE_1812 2 0.000
#> SAMPLE_1813 2 0.000
#> SAMPLE_1814 2 0.000
#> SAMPLE_1815 2 0.000
#> SAMPLE_1816 2 0.000
#> SAMPLE_1817 2 0.000
#> SAMPLE_1818 2 0.000
#> SAMPLE_1819 2 0.000
#> SAMPLE_1820 2 0.000
#> SAMPLE_1821 2 0.000
#> SAMPLE_1822 2 0.000
#> SAMPLE_1823 2 0.000
#> SAMPLE_1824 2 0.000
#> SAMPLE_1825 2 0.000
#> SAMPLE_1826 2 0.000
#> SAMPLE_1827 2 0.000
#> SAMPLE_1828 2 0.000
#> SAMPLE_1829 1 0.000
#> SAMPLE_1830 2 0.000
#> SAMPLE_1831 2 0.000
#> SAMPLE_1832 2 0.000
#> SAMPLE_1833 2 0.000
#> SAMPLE_1834 2 0.000
#> SAMPLE_1835 2 0.000
#> SAMPLE_1836 2 0.000
#> SAMPLE_1837 2 0.000
#> SAMPLE_1838 2 1.000
#> SAMPLE_1839 2 0.000
#> SAMPLE_1840 2 0.000
#> SAMPLE_1841 2 0.000
#> SAMPLE_1842 2 0.000
#> SAMPLE_1843 2 0.000
#> SAMPLE_1844 2 0.000
#> SAMPLE_1845 2 0.000
#> SAMPLE_1846 1 0.000
#> SAMPLE_1847 2 0.000
#> SAMPLE_1848 2 0.000
#> SAMPLE_1849 2 0.000
#> SAMPLE_1850 2 0.000
#> SAMPLE_1851 2 0.000
#> SAMPLE_1852 2 0.000
#> SAMPLE_1853 2 0.000
#> SAMPLE_1854 2 0.000
#> SAMPLE_1855 2 0.000
#> SAMPLE_1856 2 0.000
#> SAMPLE_1857 2 0.000
#> SAMPLE_1858 2 0.000
#> SAMPLE_1859 2 0.498
#> SAMPLE_1860 2 0.000
#> SAMPLE_1861 2 0.000
#> SAMPLE_1862 2 0.000
#> SAMPLE_1863 2 0.000
#> SAMPLE_1864 2 0.000
#> SAMPLE_1865 1 0.000
#> SAMPLE_1866 2 0.000
#> SAMPLE_1867 2 0.000
#> SAMPLE_1868 2 0.000
#> SAMPLE_1869 2 0.000
#> SAMPLE_1870 1 0.000
#> SAMPLE_1871 1 0.249
#> SAMPLE_1872 2 0.000
#> SAMPLE_1873 2 1.000
#> SAMPLE_1874 2 0.000
#> SAMPLE_1875 1 0.000
#> SAMPLE_1876 2 1.000
#> SAMPLE_1877 2 0.000
#> SAMPLE_1878 2 0.000
#> SAMPLE_1879 2 0.000
#> SAMPLE_1880 2 0.000
#> SAMPLE_1881 2 0.000
#> SAMPLE_1882 2 0.000
#> SAMPLE_1883 2 0.000
#> SAMPLE_1884 2 0.000
#> SAMPLE_1885 2 0.000
#> SAMPLE_1886 2 0.000
#> SAMPLE_1887 2 0.000
#> SAMPLE_1888 2 0.000
#> SAMPLE_1889 1 0.000
#> SAMPLE_1890 1 0.000
#> SAMPLE_1891 1 0.000
#> SAMPLE_1892 1 0.000
#> SAMPLE_1893 1 0.000
#> SAMPLE_1894 1 0.000
#> SAMPLE_1895 2 0.000
#> SAMPLE_1896 2 0.000
#> SAMPLE_1897 2 0.000
#> SAMPLE_1898 2 0.000
#> SAMPLE_1899 2 0.000
#> SAMPLE_1900 2 0.000
#> SAMPLE_1901 2 0.000
#> SAMPLE_1902 2 0.000
#> SAMPLE_1903 2 0.000
#> SAMPLE_1904 2 0.000
#> SAMPLE_1905 2 0.000
#> SAMPLE_1906 2 0.000
#> SAMPLE_1907 2 0.000
#> SAMPLE_1908 1 0.000
#> SAMPLE_1909 2 0.000
#> SAMPLE_1910 2 0.000
#> SAMPLE_1911 2 0.000
#> SAMPLE_1912 2 0.000
#> SAMPLE_1913 2 0.000
#> SAMPLE_1914 2 0.000
#> SAMPLE_1915 2 0.000
#> SAMPLE_1916 2 0.000
#> SAMPLE_1917 2 0.000
#> SAMPLE_1918 2 0.000
#> SAMPLE_1919 2 0.000
#> SAMPLE_1920 2 0.000
#> SAMPLE_1921 1 0.000
#> SAMPLE_1922 2 0.000
#> SAMPLE_1923 2 0.000
#> SAMPLE_1924 2 0.000
#> SAMPLE_1925 2 0.000
#> SAMPLE_1926 2 0.000
#> SAMPLE_1927 2 0.000
#> SAMPLE_1928 2 0.000
#> SAMPLE_1929 2 0.000
#> SAMPLE_1930 1 0.000
#> SAMPLE_1931 2 0.000
#> SAMPLE_1932 1 0.000
#> SAMPLE_1933 2 0.000
#> SAMPLE_1934 2 0.000
#> SAMPLE_1935 2 0.000
#> SAMPLE_1936 2 0.000
#> SAMPLE_1937 2 0.000
#> SAMPLE_1938 2 0.000
#> SAMPLE_1939 2 0.000
#> SAMPLE_1940 2 0.000
#> SAMPLE_1941 2 0.000
#> SAMPLE_1942 2 0.000
#> SAMPLE_1943 2 0.000
#> SAMPLE_1944 2 0.000
#> SAMPLE_1945 2 0.000
#> SAMPLE_1946 2 0.000
#> SAMPLE_1947 2 0.000
#> SAMPLE_1948 2 0.000
#> SAMPLE_1949 2 0.000
#> SAMPLE_1950 2 0.000
#> SAMPLE_1951 2 0.000
#> SAMPLE_1952 2 0.000
#> SAMPLE_1953 2 0.000
#> SAMPLE_1954 2 0.000
#> SAMPLE_1955 2 0.000
#> SAMPLE_1956 2 0.000
#> SAMPLE_1957 2 0.000
#> SAMPLE_1958 2 0.000
#> SAMPLE_1959 2 0.000
#> SAMPLE_1960 2 0.000
#> SAMPLE_1961 2 0.000
#> SAMPLE_1962 2 0.000
#> SAMPLE_1963 2 0.000
#> SAMPLE_1964 2 0.000
#> SAMPLE_1965 2 0.000
#> SAMPLE_1966 2 0.000
#> SAMPLE_1967 2 0.000
#> SAMPLE_1968 2 0.000
#> SAMPLE_1969 1 0.000
#> SAMPLE_1970 2 0.000
#> SAMPLE_1971 2 0.000
#> SAMPLE_1972 2 0.000
#> SAMPLE_1973 1 0.000
#> SAMPLE_1974 2 0.000
#> SAMPLE_1975 2 0.000
#> SAMPLE_1976 2 0.000
#> SAMPLE_1977 2 0.000
#> SAMPLE_1978 2 0.000
#> SAMPLE_1979 2 0.000
#> SAMPLE_1980 2 0.000
#> SAMPLE_1981 2 0.000
#> SAMPLE_1982 2 0.000
#> SAMPLE_1983 2 0.000
#> SAMPLE_1984 2 0.000
#> SAMPLE_1985 2 0.000
#> SAMPLE_1986 2 0.000
#> SAMPLE_1987 2 0.000
#> SAMPLE_1988 2 0.000
#> SAMPLE_1989 2 0.000
#> SAMPLE_1990 2 0.000
#> SAMPLE_1991 2 0.000
#> SAMPLE_1992 2 0.000
#> SAMPLE_1993 2 0.000
#> SAMPLE_1994 2 0.000
#> SAMPLE_1995 2 0.000
#> SAMPLE_1996 2 0.000
#> SAMPLE_1997 2 0.000
#> SAMPLE_1998 2 0.000
#> SAMPLE_1999 2 0.000
#> SAMPLE_2000 1 0.000
#> SAMPLE_2001 2 0.000
#> SAMPLE_2002 2 0.000
#> SAMPLE_2003 2 0.000
#> SAMPLE_2004 2 0.000
#> SAMPLE_2005 2 0.000
#> SAMPLE_2006 2 0.000
#> SAMPLE_2007 2 0.000
#> SAMPLE_2008 2 0.000
#> SAMPLE_2009 2 0.000
#> SAMPLE_2010 2 0.000
#> SAMPLE_2011 2 0.000
#> SAMPLE_2012 2 0.000
#> SAMPLE_2013 2 0.000
#> SAMPLE_2014 2 0.000
#> SAMPLE_2015 2 0.000
#> SAMPLE_2016 2 0.000
#> SAMPLE_2017 2 0.000
#> SAMPLE_2018 2 0.000
#> SAMPLE_2019 2 0.000
#> SAMPLE_2020 2 0.000
#> SAMPLE_2021 2 0.000
#> SAMPLE_2022 2 0.000
#> SAMPLE_2023 2 0.000
#> SAMPLE_2024 2 0.000
#> SAMPLE_2025 2 0.000
#> SAMPLE_2026 2 0.000
#> SAMPLE_2027 2 0.000
#> SAMPLE_2028 2 0.000
#> SAMPLE_2029 2 0.000
#> SAMPLE_2030 2 0.000
#> SAMPLE_2031 2 0.000
#> SAMPLE_2032 2 0.000
#> SAMPLE_2033 2 0.000
#> SAMPLE_2034 2 0.000
#> SAMPLE_2035 2 0.000
#> SAMPLE_2036 2 0.000
#> SAMPLE_2037 2 0.000
#> SAMPLE_2038 2 0.000
#> SAMPLE_2039 2 0.000
#> SAMPLE_2040 2 0.000
#> SAMPLE_2041 2 0.000
#> SAMPLE_2042 2 0.000
#> SAMPLE_2043 2 0.000
#> SAMPLE_2044 2 0.000
#> SAMPLE_2045 2 0.000
#> SAMPLE_2046 2 0.000
#> SAMPLE_2047 2 0.000
#> SAMPLE_2048 2 0.000
#> SAMPLE_2049 2 0.000
#> SAMPLE_2050 2 0.000
#> SAMPLE_2051 2 0.000
#> SAMPLE_2052 2 0.000
#> SAMPLE_2053 2 0.000
#> SAMPLE_2054 2 0.000
#> SAMPLE_2055 2 0.000
#> SAMPLE_2056 2 0.000
#> SAMPLE_2057 2 0.000
#> SAMPLE_2058 2 0.000
#> SAMPLE_2059 2 0.000
#> SAMPLE_2060 2 0.000
#> SAMPLE_2061 1 0.000
#> SAMPLE_2062 2 0.000
#> SAMPLE_2063 2 0.000
#> SAMPLE_2064 2 0.000
#> SAMPLE_2065 2 0.000
#> SAMPLE_2066 2 0.000
#> SAMPLE_2067 2 0.000
#> SAMPLE_2068 2 0.000
#> SAMPLE_2069 2 0.000
#> SAMPLE_2070 2 0.000
#> SAMPLE_2071 2 0.000
#> SAMPLE_2072 2 0.000
#> SAMPLE_2073 2 0.000
#> SAMPLE_2074 2 0.000
#> SAMPLE_2075 2 0.000
#> SAMPLE_2076 2 0.000
#> SAMPLE_2077 2 0.000
#> SAMPLE_2078 2 0.000
#> SAMPLE_2079 2 0.000
#> SAMPLE_2080 2 0.000
#> SAMPLE_2081 2 0.000
#> SAMPLE_2082 2 0.000
#> SAMPLE_2083 2 0.000
#> SAMPLE_2084 2 0.000
#> SAMPLE_2085 2 0.000
#> SAMPLE_2086 2 0.000
#> SAMPLE_2087 2 0.000
#> SAMPLE_2088 2 0.000
#> SAMPLE_2089 2 0.000
#> SAMPLE_2090 2 0.000
#> SAMPLE_2091 2 0.000
#> SAMPLE_2092 2 0.000
#> SAMPLE_2093 2 0.000
#> SAMPLE_2094 2 0.000
#> SAMPLE_2095 2 0.000
#> SAMPLE_2096 2 0.000
#> SAMPLE_2097 2 0.000
#> SAMPLE_2098 2 0.000
#> SAMPLE_2099 2 0.000
#> SAMPLE_2100 2 0.000
#> SAMPLE_2101 2 0.000
#> SAMPLE_2102 2 0.000
#> SAMPLE_2103 2 0.000
#> SAMPLE_2104 2 1.000
#> SAMPLE_2105 2 0.000
#> SAMPLE_2106 2 0.000
#> SAMPLE_2107 2 0.000
#> SAMPLE_2108 2 0.000
#> SAMPLE_2109 2 0.000
#> SAMPLE_2110 2 0.000
#> SAMPLE_2111 2 0.000
#> SAMPLE_2112 2 0.000
#> SAMPLE_2113 2 0.000
#> SAMPLE_2114 2 0.000
#> SAMPLE_2115 2 0.000
#> SAMPLE_2116 2 0.000
#> SAMPLE_2117 2 0.000
#> SAMPLE_2118 2 0.000
#> SAMPLE_2119 2 0.000
#> SAMPLE_2120 2 0.000
#> SAMPLE_2121 2 0.000
#> SAMPLE_2122 2 0.000
#> SAMPLE_2123 2 0.000
#> SAMPLE_2124 2 0.249
#> SAMPLE_2125 2 0.000
#> SAMPLE_2126 2 0.000
#> SAMPLE_2127 2 0.000
#> SAMPLE_2128 2 0.000
#> SAMPLE_2129 2 0.000
#> SAMPLE_2130 2 0.000
#> SAMPLE_2131 2 0.000
#> SAMPLE_2132 2 0.000
#> SAMPLE_2133 2 0.000
#> SAMPLE_2134 2 0.000
#> SAMPLE_2135 2 0.000
#> SAMPLE_2136 2 0.000
#> SAMPLE_2137 2 0.000
#> SAMPLE_2138 2 0.000
#> SAMPLE_2139 2 0.000
#> SAMPLE_2140 2 0.000
#> SAMPLE_2141 1 0.000
#> SAMPLE_2142 2 0.000
#> SAMPLE_2143 2 0.000
#> SAMPLE_2144 2 0.000
#> SAMPLE_2145 2 0.000
#> SAMPLE_2146 2 0.000
#> SAMPLE_2147 2 0.000
#> SAMPLE_2148 2 0.000
#> SAMPLE_2149 2 0.000
#> SAMPLE_2150 2 0.000
#> SAMPLE_2151 2 0.000
#> SAMPLE_2152 2 0.000
#> SAMPLE_2153 2 0.000
#> SAMPLE_2154 2 0.000
#> SAMPLE_2155 2 0.000
#> SAMPLE_2156 2 0.000
#> SAMPLE_2157 2 0.000
#> SAMPLE_2158 2 0.000
#> SAMPLE_2159 2 0.000
#> SAMPLE_2160 2 0.000
#> SAMPLE_2161 2 0.000
#> SAMPLE_2162 2 0.000
#> SAMPLE_2163 2 0.000
#> SAMPLE_2164 2 0.000
#> SAMPLE_2165 2 0.000
#> SAMPLE_2166 2 0.000
#> SAMPLE_2167 2 0.000
#> SAMPLE_2168 2 0.000
#> SAMPLE_2169 2 0.000
#> SAMPLE_2170 2 0.000
#> SAMPLE_2171 2 0.000
#> SAMPLE_2172 2 0.000
#> SAMPLE_2173 2 0.000
#> SAMPLE_2174 2 0.000
#> SAMPLE_2175 2 0.000
#> SAMPLE_2176 2 0.000
#> SAMPLE_2177 2 0.000
#> SAMPLE_2178 2 0.000
#> SAMPLE_2179 2 0.000
#> SAMPLE_2180 2 0.000
#> SAMPLE_2181 2 0.000
#> SAMPLE_2182 1 0.000
#> SAMPLE_2183 2 0.000
#> SAMPLE_2184 2 0.000
#> SAMPLE_2185 2 0.000
#> SAMPLE_2186 2 1.000
#> SAMPLE_2187 2 0.000
#> SAMPLE_2188 2 0.000
#> SAMPLE_2189 2 0.000
#> SAMPLE_2190 2 0.000
#> SAMPLE_2191 2 0.000
#> SAMPLE_2192 2 0.000
#> SAMPLE_2193 2 0.000
#> SAMPLE_2194 2 0.000
#> SAMPLE_2195 2 0.000
#> SAMPLE_2196 2 0.000
#> SAMPLE_2197 2 0.000
#> SAMPLE_2198 2 0.000
#> SAMPLE_2199 2 0.000
#> SAMPLE_2200 2 0.000
#> SAMPLE_2201 2 0.000
#> SAMPLE_2202 2 0.000
#> SAMPLE_2203 2 0.000
#> SAMPLE_2204 2 0.000
#> SAMPLE_2205 2 0.000
#> SAMPLE_2206 1 0.000
#> SAMPLE_2207 2 0.000
#> SAMPLE_2208 2 0.000
#> SAMPLE_2209 2 0.000
#> SAMPLE_2210 2 0.000
#> SAMPLE_2211 2 0.000
#> SAMPLE_2212 2 0.000
#> SAMPLE_2213 2 0.000
#> SAMPLE_2214 2 0.000
#> SAMPLE_2215 2 0.000
#> SAMPLE_2216 2 0.000
#> SAMPLE_2217 2 0.000
#> SAMPLE_2218 2 0.000
#> SAMPLE_2219 2 0.000
#> SAMPLE_2220 2 0.000
#> SAMPLE_2221 2 0.000
#> SAMPLE_2222 2 0.000
#> SAMPLE_2223 2 0.000
#> SAMPLE_2224 2 0.000
#> SAMPLE_2225 2 0.000
#> SAMPLE_2226 1 0.000
#> SAMPLE_2227 2 0.000
#> SAMPLE_2228 2 0.000
#> SAMPLE_2229 2 0.000
#> SAMPLE_2230 1 0.000
#> SAMPLE_2231 2 0.000
#> SAMPLE_2232 2 0.000
#> SAMPLE_2233 2 0.000
#> SAMPLE_2234 2 0.000
#> SAMPLE_2235 2 0.000
#> SAMPLE_2236 2 0.000
#> SAMPLE_2237 2 0.000
#> SAMPLE_2238 2 0.000
#> SAMPLE_2239 2 0.000
#> SAMPLE_2240 2 0.000
#> SAMPLE_2241 2 0.000
#> SAMPLE_2242 2 0.000
#> SAMPLE_2243 2 0.000
#> SAMPLE_2244 2 0.000
#> SAMPLE_2245 2 0.000
#> SAMPLE_2246 2 0.000
#> SAMPLE_2247 2 0.000
#> SAMPLE_2248 2 0.000
#> SAMPLE_2249 2 0.000
#> SAMPLE_2250 2 0.000
#> SAMPLE_2251 1 1.000
#> SAMPLE_2252 2 0.000
#> SAMPLE_2253 2 0.000
#> SAMPLE_2254 2 0.000
#> SAMPLE_2255 2 0.000
#> SAMPLE_2256 2 0.000
#> SAMPLE_2257 2 0.000
#> SAMPLE_2258 2 0.000
#> SAMPLE_2259 2 0.000
#> SAMPLE_2260 2 0.000
#> SAMPLE_2261 1 0.000
#> SAMPLE_2262 1 0.000
#> SAMPLE_2263 2 0.000
#> SAMPLE_2264 2 0.000
#> SAMPLE_2265 2 0.000
#> SAMPLE_2266 2 0.000
#> SAMPLE_2267 2 0.000
#> SAMPLE_2268 2 0.000
#> SAMPLE_2269 2 0.000
#> SAMPLE_2270 2 0.000
#> SAMPLE_2271 2 0.000
#> SAMPLE_2272 2 0.000
#> SAMPLE_2273 1 0.000
#> SAMPLE_2274 2 0.000
#> SAMPLE_2275 2 0.000
#> SAMPLE_2276 2 0.000
#> SAMPLE_2277 2 0.000
#> SAMPLE_2278 2 0.000
#> SAMPLE_2279 2 0.000
#> SAMPLE_2280 2 0.000
#> SAMPLE_2281 2 0.000
#> SAMPLE_2282 2 0.000
#> SAMPLE_2283 2 0.000
#> SAMPLE_2284 2 0.000
#> SAMPLE_2285 2 0.000
#> SAMPLE_2286 2 0.000
#> SAMPLE_2287 2 0.000
#> SAMPLE_2288 1 0.000
#> SAMPLE_2289 2 0.000
#> SAMPLE_2290 2 0.000
#> SAMPLE_2291 2 0.000
#> SAMPLE_2292 2 0.000
#> SAMPLE_2293 2 0.000
#> SAMPLE_2294 2 0.000
#> SAMPLE_2295 2 0.000
#> SAMPLE_2296 2 0.000
#> SAMPLE_2297 2 0.000
#> SAMPLE_2298 2 0.000
#> SAMPLE_2299 2 0.000
#> SAMPLE_2300 2 0.000
#> SAMPLE_2301 2 0.000
#> SAMPLE_2302 2 0.000
#> SAMPLE_2303 2 0.000
#> SAMPLE_2304 2 0.000
#> SAMPLE_2305 1 0.000
#> SAMPLE_2306 2 0.000
#> SAMPLE_2307 2 0.000
#> SAMPLE_2308 2 0.000
#> SAMPLE_2309 2 0.000
#> SAMPLE_2310 2 0.000
#> SAMPLE_2311 2 0.000
#> SAMPLE_2312 2 0.000
#> SAMPLE_2313 2 0.000
#> SAMPLE_2314 2 0.000
#> SAMPLE_2315 2 0.000
#> SAMPLE_2316 2 0.000
#> SAMPLE_2317 2 0.000
#> SAMPLE_2318 2 0.000
#> SAMPLE_2319 1 0.000
#> SAMPLE_2320 2 0.000
#> SAMPLE_2321 2 0.000
#> SAMPLE_2322 2 0.000
#> SAMPLE_2323 2 0.000
#> SAMPLE_2324 2 0.000
#> SAMPLE_2325 2 0.000
#> SAMPLE_2326 2 0.000
#> SAMPLE_2327 2 0.000
#> SAMPLE_2328 2 1.000
#> SAMPLE_2329 2 0.000
#> SAMPLE_2330 2 0.000
#> SAMPLE_2331 2 0.000
#> SAMPLE_2332 2 0.000
#> SAMPLE_2333 2 0.000
#> SAMPLE_2334 2 0.000
#> SAMPLE_2335 2 0.000
#> SAMPLE_2336 2 0.000
#> SAMPLE_2337 2 0.000
#> SAMPLE_2338 2 0.000
#> SAMPLE_2339 2 0.000
#> SAMPLE_2340 2 0.000
#> SAMPLE_2341 2 0.000
#> SAMPLE_2342 2 0.000
#> SAMPLE_2343 2 0.000
#> SAMPLE_2344 2 0.000
#> SAMPLE_2345 2 0.000
#> SAMPLE_2346 2 0.000
#> SAMPLE_2347 2 0.000
#> SAMPLE_2348 2 0.000
#> SAMPLE_2349 2 0.000
#> SAMPLE_2350 2 0.000
#> SAMPLE_2351 2 0.000
#> SAMPLE_2352 1 1.000
#> SAMPLE_2353 1 0.000
#> SAMPLE_2354 2 0.000
#> SAMPLE_2355 2 0.000
#> SAMPLE_2356 2 0.000
#> SAMPLE_2357 2 0.000
#> SAMPLE_2358 2 0.000
#> SAMPLE_2359 2 0.000
#> SAMPLE_2360 2 0.000
#> SAMPLE_2361 2 0.000
#> SAMPLE_2362 2 0.000
#> SAMPLE_2363 2 0.000
#> SAMPLE_2364 2 0.000
#> SAMPLE_2365 2 0.000
#> SAMPLE_2366 2 0.000
#> SAMPLE_2367 2 0.000
#> SAMPLE_2368 1 0.000
#> SAMPLE_2369 1 0.000
#> SAMPLE_2370 1 0.000
#> SAMPLE_2371 2 0.000
#> SAMPLE_2372 2 0.000
#> SAMPLE_2373 1 0.000
#> SAMPLE_2374 1 0.000
#> SAMPLE_2375 1 1.000
#> SAMPLE_2376 1 0.000
#> SAMPLE_2377 1 0.000
#> SAMPLE_2378 1 0.000
#> SAMPLE_2379 1 0.000
#> SAMPLE_2380 1 0.000
#> SAMPLE_2381 2 0.000
#> SAMPLE_2382 1 0.000
#> SAMPLE_2383 1 0.751
#> SAMPLE_2384 2 0.000
#> SAMPLE_2385 2 0.000
#> SAMPLE_2386 1 1.000
#> SAMPLE_2387 2 0.000
#> SAMPLE_2388 2 0.000
#> SAMPLE_2389 2 0.000
#> SAMPLE_2390 2 0.000
#> SAMPLE_2391 2 0.000
#> SAMPLE_2392 2 0.000
#> SAMPLE_2393 2 0.000
#> SAMPLE_2394 2 0.000
#> SAMPLE_2395 2 0.000
#> SAMPLE_2396 2 0.000
#> SAMPLE_2397 2 0.000
#> SAMPLE_2398 1 0.000
#> SAMPLE_2399 1 0.000
#> SAMPLE_2400 1 0.000
#> SAMPLE_2401 1 0.000
#> SAMPLE_2402 1 0.000
#> SAMPLE_2403 1 1.000
#> SAMPLE_2404 1 1.000
#> SAMPLE_2405 2 0.000
#> SAMPLE_2406 2 0.000
#> SAMPLE_2407 2 0.000
#> SAMPLE_2408 2 0.000
#> SAMPLE_2409 2 0.000
#> SAMPLE_2410 2 0.000
#> SAMPLE_2411 1 0.000
#> SAMPLE_2412 2 0.000
#> SAMPLE_2413 2 0.000
#> SAMPLE_2414 2 0.000
#> SAMPLE_2415 2 0.000
#> SAMPLE_2416 2 0.000
#> SAMPLE_2417 2 0.000
#> SAMPLE_2418 2 0.000
#> SAMPLE_2419 2 0.000
#> SAMPLE_2420 2 0.000
#> SAMPLE_2421 1 0.000
#> SAMPLE_2422 2 0.000
#> SAMPLE_2423 2 0.000
#> SAMPLE_2424 2 0.000
#> SAMPLE_2425 2 0.000
#> SAMPLE_2426 2 0.000
#> SAMPLE_2427 2 0.000
#> SAMPLE_2428 2 0.000
#> SAMPLE_2429 2 0.000
#> SAMPLE_2430 2 0.000
#> SAMPLE_2431 2 0.000
#> SAMPLE_2432 2 0.000
#> SAMPLE_2433 2 0.000
#> SAMPLE_2434 2 0.000
#> SAMPLE_2435 2 0.000
#> SAMPLE_2436 1 0.000
#> SAMPLE_2437 2 0.000
#> SAMPLE_2438 2 0.000
#> SAMPLE_2439 2 0.000
#> SAMPLE_2440 2 0.000
#> SAMPLE_2441 2 0.000
#> SAMPLE_2442 2 0.000
#> SAMPLE_2443 2 0.000
#> SAMPLE_2444 2 0.000
#> SAMPLE_2445 2 0.000
#> SAMPLE_2446 2 0.000
#> SAMPLE_2447 1 0.000
#> SAMPLE_2448 2 0.000
#> SAMPLE_2449 2 0.000
#> SAMPLE_2450 2 0.000
#> SAMPLE_2451 1 0.000
#> SAMPLE_2452 2 0.000
#> SAMPLE_2453 2 0.000
#> SAMPLE_2454 2 0.000
#> SAMPLE_2455 2 0.000
#> SAMPLE_2456 2 0.000
#> SAMPLE_2457 2 0.000
#> SAMPLE_2458 2 0.000
#> SAMPLE_2459 1 0.000
#> SAMPLE_2460 2 0.000
#> SAMPLE_2461 2 0.000
#> SAMPLE_2462 2 0.000
#> SAMPLE_2463 1 0.000
#> SAMPLE_2464 2 0.000
#> SAMPLE_2465 1 0.000
#> SAMPLE_2466 2 0.000
#> SAMPLE_2467 1 0.000
#> SAMPLE_2468 2 0.000
#> SAMPLE_2469 2 0.000
#> SAMPLE_2470 2 0.000
#> SAMPLE_2471 2 0.000
#> SAMPLE_2472 2 0.000
#> SAMPLE_2473 2 0.000
#> SAMPLE_2474 2 0.000
#> SAMPLE_2475 2 0.000
#> SAMPLE_2476 2 0.000
#> SAMPLE_2477 2 1.000
#> SAMPLE_2478 2 0.000
#> SAMPLE_2479 2 0.000
#> SAMPLE_2480 2 0.000
#> SAMPLE_2481 2 0.000
#> SAMPLE_2482 2 0.000
#> SAMPLE_2483 2 0.000
#> SAMPLE_2484 2 0.000
#> SAMPLE_2485 2 0.000
#> SAMPLE_2486 2 0.000
#> SAMPLE_2487 2 0.000
#> SAMPLE_2488 2 0.000
#> SAMPLE_2489 2 0.000
#> SAMPLE_2490 2 0.000
#> SAMPLE_2491 2 0.000
#> SAMPLE_2492 2 0.000
#> SAMPLE_2493 2 0.000
#> SAMPLE_2494 2 0.000
#> SAMPLE_2495 2 0.000
#> SAMPLE_2496 2 0.000
#> SAMPLE_2497 2 0.000
#> SAMPLE_2498 2 0.000
#> SAMPLE_2499 2 0.000
#> SAMPLE_2500 2 0.000
#> SAMPLE_2501 2 0.000
#> SAMPLE_2502 2 0.000
#> SAMPLE_2503 2 0.000
#> SAMPLE_2504 2 0.000
#> SAMPLE_2505 2 0.000
#> SAMPLE_2506 2 0.000
#> SAMPLE_2507 2 0.000
#> SAMPLE_2508 1 0.000
#> SAMPLE_2509 1 0.000
#> SAMPLE_2510 2 0.000
#> SAMPLE_2511 2 0.000
#> SAMPLE_2512 2 0.000
#> SAMPLE_2513 2 0.000
#> SAMPLE_2514 2 0.000
#> SAMPLE_2515 1 0.000
#> SAMPLE_2516 2 0.000
#> SAMPLE_2517 2 0.000
#> SAMPLE_2518 2 0.000
#> SAMPLE_2519 2 0.000
#> SAMPLE_2520 2 0.000
#> SAMPLE_2521 2 0.000
#> SAMPLE_2522 2 0.000
#> SAMPLE_2523 2 0.000
#> SAMPLE_2524 2 0.000
#> SAMPLE_2525 2 0.000
#> SAMPLE_2526 2 0.000
#> SAMPLE_2527 2 0.000
#> SAMPLE_2528 1 0.000
#> SAMPLE_2529 2 0.000
#> SAMPLE_2530 2 0.000
#> SAMPLE_2531 2 0.000
#> SAMPLE_2532 2 0.000
#> SAMPLE_2533 2 0.000
#> SAMPLE_2534 2 0.000
#> SAMPLE_2535 2 0.000
#> SAMPLE_2536 2 0.000
#> SAMPLE_2537 2 0.000
#> SAMPLE_2538 2 0.000
#> SAMPLE_2539 1 0.249
#> SAMPLE_2540 2 0.000
#> SAMPLE_2541 2 0.000
#> SAMPLE_2542 2 0.000
#> SAMPLE_2543 2 0.000
#> SAMPLE_2544 2 0.000
#> SAMPLE_2545 2 0.000
#> SAMPLE_2546 2 0.000
#> SAMPLE_2547 2 0.000
#> SAMPLE_2548 2 0.000
#> SAMPLE_2549 2 0.000
#> SAMPLE_2550 2 0.000
#> SAMPLE_2551 2 0.000
#> SAMPLE_2552 2 0.000
#> SAMPLE_2553 2 0.000
#> SAMPLE_2554 1 0.249
#> SAMPLE_2555 1 0.000
#> SAMPLE_2556 2 0.000
#> SAMPLE_2557 2 0.000
#> SAMPLE_2558 2 0.000
#> SAMPLE_2559 2 0.000
#> SAMPLE_2560 2 0.000
#> SAMPLE_2561 1 0.000
#> SAMPLE_2562 2 0.000
#> SAMPLE_2563 1 0.000
#> SAMPLE_2564 1 0.000
#> SAMPLE_2565 1 0.000
#> SAMPLE_2566 1 0.000
#> SAMPLE_2567 2 0.000
#> SAMPLE_2568 1 0.000
#> SAMPLE_2569 1 0.000
#> SAMPLE_2570 2 0.000
#> SAMPLE_2571 2 0.000
#> SAMPLE_2572 2 0.000
#> SAMPLE_2573 2 0.000
#> SAMPLE_2574 2 0.000
#> SAMPLE_2575 2 0.000
#> SAMPLE_2576 2 0.000
#> SAMPLE_2577 2 0.000
#> SAMPLE_2578 2 0.000
#> SAMPLE_2579 2 0.000
#> SAMPLE_2580 2 0.000
#> SAMPLE_2581 2 0.000
#> SAMPLE_2582 2 0.000
#> SAMPLE_2583 2 0.000
#> SAMPLE_2584 2 0.000
#> SAMPLE_2585 2 0.000
#> SAMPLE_2586 2 0.000
#> SAMPLE_2587 2 0.000
#> SAMPLE_2588 2 0.000
#> SAMPLE_2589 2 0.000
#> SAMPLE_2590 2 0.000
#> SAMPLE_2591 2 0.000
#> SAMPLE_2592 2 0.000
#> SAMPLE_2593 2 0.000
#> SAMPLE_2594 2 0.000
#> SAMPLE_2595 2 0.000
#> SAMPLE_2596 2 0.000
#> SAMPLE_2597 2 0.000
#> SAMPLE_2598 2 0.000
#> SAMPLE_2599 2 0.000
#> SAMPLE_2600 2 0.000
#> SAMPLE_2601 2 0.000
#> SAMPLE_2602 2 0.000
#> SAMPLE_2603 2 0.000
#> SAMPLE_2604 2 0.000
#> SAMPLE_2605 2 0.000
#> SAMPLE_2606 2 0.000
#> SAMPLE_2607 2 0.000
#> SAMPLE_2608 1 0.000
#> SAMPLE_2609 2 0.000
#> SAMPLE_2610 2 0.000
#> SAMPLE_2611 2 0.000
#> SAMPLE_2612 2 0.000
#> SAMPLE_2613 2 0.000
#> SAMPLE_2614 2 0.000
#> SAMPLE_2615 2 0.000
#> SAMPLE_2616 2 0.000
#> SAMPLE_2617 2 0.000
#> SAMPLE_2618 2 0.000
#> SAMPLE_2619 2 0.000
#> SAMPLE_2620 2 0.000
#> SAMPLE_2621 2 0.000
#> SAMPLE_2622 2 0.000
#> SAMPLE_2623 2 0.000
#> SAMPLE_2624 2 0.000
#> SAMPLE_2625 2 0.000
#> SAMPLE_2626 2 0.000
#> SAMPLE_2627 2 0.000
#> SAMPLE_2628 2 0.000
#> SAMPLE_2629 2 0.000
#> SAMPLE_2630 2 0.000
#> SAMPLE_2631 2 0.000
#> SAMPLE_2632 2 0.000
#> SAMPLE_2633 2 0.000
#> SAMPLE_2634 2 0.000
#> SAMPLE_2635 2 0.000
#> SAMPLE_2636 2 0.000
#> SAMPLE_2637 2 0.000
#> SAMPLE_2638 2 0.000
#> SAMPLE_2639 2 0.000
#> SAMPLE_2640 2 0.000
#> SAMPLE_2641 2 0.000
#> SAMPLE_2642 2 0.000
#> SAMPLE_2643 2 0.000
#> SAMPLE_2644 2 0.000
#> SAMPLE_2645 2 0.000
#> SAMPLE_2646 2 0.000
#> SAMPLE_2647 2 0.000
#> SAMPLE_2648 2 0.000
#> SAMPLE_2649 2 0.000
#> SAMPLE_2650 2 0.000
#> SAMPLE_2651 2 0.000
#> SAMPLE_2652 2 0.000
#> SAMPLE_2653 1 0.000
#> SAMPLE_2654 2 0.000
#> SAMPLE_2655 2 0.000
#> SAMPLE_2656 2 0.000
#> SAMPLE_2657 2 0.000
#> SAMPLE_2658 2 0.000
#> SAMPLE_2659 2 0.000
#> SAMPLE_2660 2 0.000
#> SAMPLE_2661 2 0.000
#> SAMPLE_2662 2 0.000
#> SAMPLE_2663 2 0.000
#> SAMPLE_2664 2 0.000
#> SAMPLE_2665 2 0.000
#> SAMPLE_2666 2 0.000
#> SAMPLE_2667 2 0.000
#> SAMPLE_2668 2 0.000
#> SAMPLE_2669 2 0.000
#> SAMPLE_2670 2 0.000
#> SAMPLE_2671 2 0.000
#> SAMPLE_2672 2 0.000
#> SAMPLE_2673 2 0.000
#> SAMPLE_2674 2 0.000
#> SAMPLE_2675 2 0.000
#> SAMPLE_2676 2 0.000
#> SAMPLE_2677 2 0.000
#> SAMPLE_2678 2 0.000
#> SAMPLE_2679 2 0.000
#> SAMPLE_2680 2 0.000
#> SAMPLE_2681 2 0.000
#> SAMPLE_2682 2 0.000
#> SAMPLE_2683 2 0.000
#> SAMPLE_2684 2 0.000
#> SAMPLE_2685 2 0.000
#> SAMPLE_2686 2 0.000
#> SAMPLE_2687 2 0.000
#> SAMPLE_2688 2 0.000
#> SAMPLE_2689 2 0.000
#> SAMPLE_2690 2 0.000
#> SAMPLE_2691 2 0.000
#> SAMPLE_2692 2 0.000
#> SAMPLE_2693 2 0.000
#> SAMPLE_2694 2 0.000
#> SAMPLE_2695 2 0.000
#> SAMPLE_2696 2 0.000
#> SAMPLE_2697 2 0.000
#> SAMPLE_2698 2 0.000
#> SAMPLE_2699 2 0.000
#> SAMPLE_2700 2 0.000
#> SAMPLE_2701 2 0.000
#> SAMPLE_2702 2 0.000
#> SAMPLE_2703 2 0.000
#> SAMPLE_2704 2 0.000
#> SAMPLE_2705 2 0.000
#> SAMPLE_2706 2 0.000
#> SAMPLE_2707 2 0.000
#> SAMPLE_2708 2 0.000
#> SAMPLE_2709 2 0.000
#> SAMPLE_2710 2 0.000
#> SAMPLE_2711 2 0.000
#> SAMPLE_2712 2 0.000
#> SAMPLE_2713 2 0.000
#> SAMPLE_2714 1 1.000
#> SAMPLE_2715 2 0.000
#> SAMPLE_2716 1 1.000
#> SAMPLE_2717 2 0.000
#> SAMPLE_2718 2 0.000
#> SAMPLE_2719 2 0.000
#> SAMPLE_2720 2 0.000
#> SAMPLE_2721 2 0.000
#> SAMPLE_2722 1 0.000
#> SAMPLE_2723 2 0.000
#> SAMPLE_2724 2 0.000
#> SAMPLE_2725 2 0.000
#> SAMPLE_2726 2 0.000
#> SAMPLE_2727 2 0.000
#> SAMPLE_2728 2 0.000
#> SAMPLE_2729 2 0.000
#> SAMPLE_2730 2 0.000
#> SAMPLE_2731 2 0.000
#> SAMPLE_2732 2 0.000
#> SAMPLE_2733 2 0.000
#> SAMPLE_2734 2 0.000
#> SAMPLE_2735 2 0.000
#> SAMPLE_2736 1 0.000
#> SAMPLE_2737 1 0.000
#> SAMPLE_2738 1 0.000
#> SAMPLE_2739 1 0.000
#> SAMPLE_2740 1 0.000
#> SAMPLE_2741 1 0.000
#> SAMPLE_2742 1 0.000
#> SAMPLE_2743 1 0.000
#> SAMPLE_2744 1 0.000
#> SAMPLE_2745 1 0.000
#> SAMPLE_2746 2 0.000
#> SAMPLE_2747 1 0.000
#> SAMPLE_2748 2 0.000
#> SAMPLE_2749 2 0.000
#> SAMPLE_2750 2 0.000
#> SAMPLE_2751 2 0.000
#> SAMPLE_2752 2 0.000
#> SAMPLE_2753 2 0.000
#> SAMPLE_2754 2 0.000
#> SAMPLE_2755 2 0.000
#> SAMPLE_2756 2 0.000
#> SAMPLE_2757 2 0.000
#> SAMPLE_2758 2 0.000
#> SAMPLE_2759 2 0.000
#> SAMPLE_2760 1 0.000
#> SAMPLE_2761 2 0.751
#> SAMPLE_2762 2 0.000
#> SAMPLE_2763 2 0.000
#> SAMPLE_2764 2 0.000
#> SAMPLE_2765 2 0.000
#> SAMPLE_2766 2 0.000
#> SAMPLE_2767 2 0.000
#> SAMPLE_2768 2 0.000
#> SAMPLE_2769 2 0.000
#> SAMPLE_2770 2 0.000
#> SAMPLE_2771 2 0.000
#> SAMPLE_2772 2 0.000
#> SAMPLE_2773 2 0.000
#> SAMPLE_2774 2 0.000
#> SAMPLE_2775 2 0.000
#> SAMPLE_2776 2 0.000
#> SAMPLE_2777 2 0.000
#> SAMPLE_2778 2 0.000
#> SAMPLE_2779 2 0.000
#> SAMPLE_2780 2 0.000
#> SAMPLE_2781 2 0.000
#> SAMPLE_2782 2 0.000
#> SAMPLE_2783 2 0.000
#> SAMPLE_2784 2 0.000
#> SAMPLE_2785 1 0.249
#> SAMPLE_2786 2 0.000
#> SAMPLE_2787 1 0.000
#> SAMPLE_2788 1 0.249
#> SAMPLE_2789 2 0.000
#> SAMPLE_2790 1 0.498
#> SAMPLE_2791 1 0.000
#> SAMPLE_2792 2 1.000
#> SAMPLE_2793 2 0.000
#> SAMPLE_2794 2 0.000
#> SAMPLE_2795 2 0.000
#> SAMPLE_2796 2 0.000
#> SAMPLE_2797 2 0.747
#> SAMPLE_2798 2 0.000
#> SAMPLE_2799 2 0.000
#> SAMPLE_2800 2 0.000
#> SAMPLE_2801 2 0.000
get_classes(res, k = 3)
#> class p
#> SAMPLE_1 2 0.000
#> SAMPLE_2 2 0.000
#> SAMPLE_3 2 0.000
#> SAMPLE_4 2 0.000
#> SAMPLE_5 2 0.000
#> SAMPLE_6 2 0.000
#> SAMPLE_7 2 1.000
#> SAMPLE_8 2 0.000
#> SAMPLE_9 2 0.253
#> SAMPLE_10 2 0.000
#> SAMPLE_11 2 0.000
#> SAMPLE_12 2 0.000
#> SAMPLE_13 2 0.000
#> SAMPLE_14 2 1.000
#> SAMPLE_15 1 1.000
#> SAMPLE_16 1 1.000
#> SAMPLE_17 2 0.000
#> SAMPLE_18 2 0.000
#> SAMPLE_19 1 1.000
#> SAMPLE_20 2 1.000
#> SAMPLE_21 1 1.000
#> SAMPLE_22 2 0.249
#> SAMPLE_23 2 0.000
#> SAMPLE_24 2 0.000
#> SAMPLE_25 2 1.000
#> SAMPLE_26 2 0.000
#> SAMPLE_27 2 0.000
#> SAMPLE_28 2 0.000
#> SAMPLE_29 2 0.000
#> SAMPLE_30 2 0.000
#> SAMPLE_31 2 0.000
#> SAMPLE_32 2 0.000
#> SAMPLE_33 2 0.000
#> SAMPLE_34 2 0.000
#> SAMPLE_35 2 0.000
#> SAMPLE_36 2 0.000
#> SAMPLE_37 2 0.000
#> SAMPLE_38 2 0.000
#> SAMPLE_39 2 0.000
#> SAMPLE_40 2 0.000
#> SAMPLE_41 2 0.000
#> SAMPLE_42 2 0.000
#> SAMPLE_43 2 0.000
#> SAMPLE_44 2 0.000
#> SAMPLE_45 2 0.000
#> SAMPLE_46 2 0.000
#> SAMPLE_47 2 0.000
#> SAMPLE_48 2 0.000
#> SAMPLE_49 2 0.000
#> SAMPLE_50 2 0.000
#> SAMPLE_51 2 0.000
#> SAMPLE_52 2 0.000
#> SAMPLE_53 2 0.000
#> SAMPLE_54 2 0.000
#> SAMPLE_55 2 0.000
#> SAMPLE_56 2 0.000
#> SAMPLE_57 1 0.000
#> SAMPLE_58 1 0.000
#> SAMPLE_59 1 0.000
#> SAMPLE_60 1 0.000
#> SAMPLE_61 1 0.000
#> SAMPLE_62 2 0.000
#> SAMPLE_63 2 0.000
#> SAMPLE_64 2 0.000
#> SAMPLE_65 2 0.000
#> SAMPLE_66 2 0.000
#> SAMPLE_67 2 0.000
#> SAMPLE_68 2 0.000
#> SAMPLE_69 2 0.000
#> SAMPLE_70 2 0.000
#> SAMPLE_71 2 0.000
#> SAMPLE_72 2 0.000
#> SAMPLE_73 2 0.000
#> SAMPLE_74 2 0.000
#> SAMPLE_75 2 0.000
#> SAMPLE_76 2 0.000
#> SAMPLE_77 2 0.000
#> SAMPLE_78 2 0.000
#> SAMPLE_79 2 0.000
#> SAMPLE_80 1 0.000
#> SAMPLE_81 1 0.000
#> SAMPLE_82 1 0.000
#> SAMPLE_83 1 0.000
#> SAMPLE_84 1 0.000
#> SAMPLE_85 1 0.000
#> SAMPLE_86 1 0.000
#> SAMPLE_87 1 0.000
#> SAMPLE_88 1 0.000
#> SAMPLE_89 1 0.000
#> SAMPLE_90 1 0.000
#> SAMPLE_91 1 0.000
#> SAMPLE_92 1 0.000
#> SAMPLE_93 1 0.000
#> SAMPLE_94 1 0.000
#> SAMPLE_95 1 0.000
#> SAMPLE_96 1 0.000
#> SAMPLE_97 1 0.000
#> SAMPLE_98 1 0.000
#> SAMPLE_99 1 0.000
#> SAMPLE_100 2 0.000
#> SAMPLE_101 2 0.000
#> SAMPLE_102 2 0.000
#> SAMPLE_103 2 0.000
#> SAMPLE_104 2 0.000
#> SAMPLE_105 2 0.000
#> SAMPLE_106 2 0.000
#> SAMPLE_107 2 0.000
#> SAMPLE_108 2 0.000
#> SAMPLE_109 2 0.000
#> SAMPLE_110 2 0.000
#> SAMPLE_111 2 0.000
#> SAMPLE_112 2 0.000
#> SAMPLE_113 2 0.000
#> SAMPLE_114 2 0.000
#> SAMPLE_115 2 0.000
#> SAMPLE_116 2 0.000
#> SAMPLE_117 2 0.000
#> SAMPLE_118 2 0.000
#> SAMPLE_119 2 0.000
#> SAMPLE_120 2 0.000
#> SAMPLE_121 2 0.000
#> SAMPLE_122 2 0.000
#> SAMPLE_123 2 0.000
#> SAMPLE_124 2 0.000
#> SAMPLE_125 1 1.000
#> SAMPLE_126 2 0.000
#> SAMPLE_127 2 0.000
#> SAMPLE_128 1 0.000
#> SAMPLE_129 1 0.000
#> SAMPLE_130 1 0.000
#> SAMPLE_131 1 0.000
#> SAMPLE_132 1 0.000
#> SAMPLE_133 1 0.000
#> SAMPLE_134 1 0.000
#> SAMPLE_135 1 0.000
#> SAMPLE_136 2 0.000
#> SAMPLE_137 2 0.000
#> SAMPLE_138 2 0.000
#> SAMPLE_139 2 0.000
#> SAMPLE_140 2 0.000
#> SAMPLE_141 1 0.000
#> SAMPLE_142 2 0.000
#> SAMPLE_143 2 0.000
#> SAMPLE_144 2 0.000
#> SAMPLE_145 2 0.000
#> SAMPLE_146 2 0.000
#> SAMPLE_147 2 0.000
#> SAMPLE_148 2 0.000
#> SAMPLE_149 2 0.000
#> SAMPLE_150 1 0.000
#> SAMPLE_151 1 0.000
#> SAMPLE_152 1 0.000
#> SAMPLE_153 1 0.000
#> SAMPLE_154 1 0.000
#> SAMPLE_155 1 0.000
#> SAMPLE_156 1 0.000
#> SAMPLE_157 2 0.498
#> SAMPLE_158 1 0.000
#> SAMPLE_159 1 0.000
#> SAMPLE_160 1 0.000
#> SAMPLE_161 1 0.000
#> SAMPLE_162 1 0.751
#> SAMPLE_163 1 0.000
#> SAMPLE_164 1 0.000
#> SAMPLE_165 1 0.000
#> SAMPLE_166 1 0.000
#> SAMPLE_167 1 0.000
#> SAMPLE_168 1 0.000
#> SAMPLE_169 1 0.000
#> SAMPLE_170 1 0.000
#> SAMPLE_171 1 0.000
#> SAMPLE_172 1 0.000
#> SAMPLE_173 2 0.000
#> SAMPLE_174 2 0.000
#> SAMPLE_175 2 0.000
#> SAMPLE_176 2 0.000
#> SAMPLE_177 2 0.000
#> SAMPLE_178 2 0.000
#> SAMPLE_179 1 0.000
#> SAMPLE_180 1 0.000
#> SAMPLE_181 1 0.000
#> SAMPLE_182 1 0.000
#> SAMPLE_183 1 0.000
#> SAMPLE_184 1 0.000
#> SAMPLE_185 1 0.000
#> SAMPLE_186 1 0.000
#> SAMPLE_187 1 0.000
#> SAMPLE_188 1 0.000
#> SAMPLE_189 1 0.000
#> SAMPLE_190 1 0.000
#> SAMPLE_191 1 0.000
#> SAMPLE_192 1 0.000
#> SAMPLE_193 1 0.000
#> SAMPLE_194 2 0.000
#> SAMPLE_195 2 0.000
#> SAMPLE_196 1 0.000
#> SAMPLE_197 1 0.000
#> SAMPLE_198 1 0.000
#> SAMPLE_199 1 0.000
#> SAMPLE_200 1 0.000
#> SAMPLE_201 1 0.000
#> SAMPLE_202 1 0.000
#> SAMPLE_203 1 0.000
#> SAMPLE_204 1 0.000
#> SAMPLE_205 1 0.000
#> SAMPLE_206 1 0.000
#> SAMPLE_207 1 0.000
#> SAMPLE_208 2 1.000
#> SAMPLE_209 2 0.000
#> SAMPLE_210 2 0.000
#> SAMPLE_211 2 0.000
#> SAMPLE_212 2 0.000
#> SAMPLE_213 2 0.000
#> SAMPLE_214 2 0.000
#> SAMPLE_215 2 0.000
#> SAMPLE_216 2 0.000
#> SAMPLE_217 2 0.000
#> SAMPLE_218 2 0.000
#> SAMPLE_219 2 0.000
#> SAMPLE_220 2 0.000
#> SAMPLE_221 2 0.000
#> SAMPLE_222 2 0.000
#> SAMPLE_223 2 0.000
#> SAMPLE_224 1 0.000
#> SAMPLE_225 1 0.000
#> SAMPLE_226 1 0.000
#> SAMPLE_227 1 0.000
#> SAMPLE_228 1 0.000
#> SAMPLE_229 1 0.000
#> SAMPLE_230 1 0.000
#> SAMPLE_231 2 0.000
#> SAMPLE_232 2 0.000
#> SAMPLE_233 2 0.000
#> SAMPLE_234 2 0.000
#> SAMPLE_235 2 0.000
#> SAMPLE_236 2 0.000
#> SAMPLE_237 2 0.000
#> SAMPLE_238 2 0.000
#> SAMPLE_239 2 0.000
#> SAMPLE_240 2 0.000
#> SAMPLE_241 2 0.000
#> SAMPLE_242 2 0.000
#> SAMPLE_243 2 0.000
#> SAMPLE_244 2 0.000
#> SAMPLE_245 2 0.000
#> SAMPLE_246 2 0.000
#> SAMPLE_247 2 0.000
#> SAMPLE_248 2 0.000
#> SAMPLE_249 2 0.000
#> SAMPLE_250 2 0.000
#> SAMPLE_251 2 0.000
#> SAMPLE_252 2 0.000
#> SAMPLE_253 2 0.000
#> SAMPLE_254 2 0.000
#> SAMPLE_255 2 0.000
#> SAMPLE_256 2 0.000
#> SAMPLE_257 2 0.000
#> SAMPLE_258 2 0.000
#> SAMPLE_259 2 0.000
#> SAMPLE_260 2 0.000
#> SAMPLE_261 2 0.000
#> SAMPLE_262 2 0.000
#> SAMPLE_263 2 0.000
#> SAMPLE_264 2 0.000
#> SAMPLE_265 2 0.000
#> SAMPLE_266 2 0.000
#> SAMPLE_267 2 0.000
#> SAMPLE_268 2 0.000
#> SAMPLE_269 2 0.000
#> SAMPLE_270 2 0.000
#> SAMPLE_271 2 0.000
#> SAMPLE_272 2 0.000
#> SAMPLE_273 2 0.000
#> SAMPLE_274 2 0.000
#> SAMPLE_275 2 0.000
#> SAMPLE_276 1 0.000
#> SAMPLE_277 1 0.000
#> SAMPLE_278 1 0.000
#> SAMPLE_279 1 0.000
#> SAMPLE_280 1 0.000
#> SAMPLE_281 1 0.000
#> SAMPLE_282 1 0.000
#> SAMPLE_283 1 0.000
#> SAMPLE_284 1 0.000
#> SAMPLE_285 1 0.000
#> SAMPLE_286 2 0.000
#> SAMPLE_287 2 0.000
#> SAMPLE_288 2 0.000
#> SAMPLE_289 2 0.000
#> SAMPLE_290 1 0.000
#> SAMPLE_291 1 0.000
#> SAMPLE_292 1 0.000
#> SAMPLE_293 1 0.000
#> SAMPLE_294 1 0.000
#> SAMPLE_295 1 0.000
#> SAMPLE_296 2 0.000
#> SAMPLE_297 2 0.000
#> SAMPLE_298 2 0.000
#> SAMPLE_299 2 0.000
#> SAMPLE_300 2 0.000
#> SAMPLE_301 2 0.000
#> SAMPLE_302 2 0.000
#> SAMPLE_303 2 0.000
#> SAMPLE_304 2 0.000
#> SAMPLE_305 2 0.000
#> SAMPLE_306 2 0.000
#> SAMPLE_307 2 0.000
#> SAMPLE_308 2 0.000
#> SAMPLE_309 2 0.000
#> SAMPLE_310 2 0.000
#> SAMPLE_311 2 0.000
#> SAMPLE_312 2 0.000
#> SAMPLE_313 2 0.000
#> SAMPLE_314 2 0.000
#> SAMPLE_315 2 0.000
#> SAMPLE_316 2 0.000
#> SAMPLE_317 2 0.000
#> SAMPLE_318 2 0.000
#> SAMPLE_319 2 0.000
#> SAMPLE_320 2 0.000
#> SAMPLE_321 2 0.000
#> SAMPLE_322 2 0.000
#> SAMPLE_323 2 0.000
#> SAMPLE_324 2 0.000
#> SAMPLE_325 2 0.000
#> SAMPLE_326 2 0.000
#> SAMPLE_327 2 0.000
#> SAMPLE_328 2 0.000
#> SAMPLE_329 2 0.000
#> SAMPLE_330 2 0.000
#> SAMPLE_331 2 0.000
#> SAMPLE_332 2 0.000
#> SAMPLE_333 2 0.000
#> SAMPLE_334 2 0.000
#> SAMPLE_335 2 0.000
#> SAMPLE_336 2 0.000
#> SAMPLE_337 2 0.000
#> SAMPLE_338 2 0.000
#> SAMPLE_339 2 0.000
#> SAMPLE_340 2 0.000
#> SAMPLE_341 2 0.000
#> SAMPLE_342 2 0.000
#> SAMPLE_343 2 0.000
#> SAMPLE_344 2 0.000
#> SAMPLE_345 2 0.000
#> SAMPLE_346 2 0.000
#> SAMPLE_347 2 0.000
#> SAMPLE_348 2 0.000
#> SAMPLE_349 2 0.000
#> SAMPLE_350 2 0.000
#> SAMPLE_351 2 0.000
#> SAMPLE_352 2 0.000
#> SAMPLE_353 2 0.000
#> SAMPLE_354 2 0.000
#> SAMPLE_355 2 0.000
#> SAMPLE_356 2 0.000
#> SAMPLE_357 2 0.000
#> SAMPLE_358 2 0.000
#> SAMPLE_359 2 0.000
#> SAMPLE_360 2 0.000
#> SAMPLE_361 2 0.000
#> SAMPLE_362 2 0.000
#> SAMPLE_363 2 0.000
#> SAMPLE_364 2 0.000
#> SAMPLE_365 2 0.000
#> SAMPLE_366 2 0.000
#> SAMPLE_367 2 0.000
#> SAMPLE_368 2 0.000
#> SAMPLE_369 2 0.000
#> SAMPLE_370 2 0.000
#> SAMPLE_371 2 0.000
#> SAMPLE_372 2 0.000
#> SAMPLE_373 2 0.000
#> SAMPLE_374 2 0.000
#> SAMPLE_375 2 0.000
#> SAMPLE_376 2 0.000
#> SAMPLE_377 2 0.000
#> SAMPLE_378 2 0.000
#> SAMPLE_379 2 0.000
#> SAMPLE_380 1 1.000
#> SAMPLE_381 1 1.000
#> SAMPLE_382 2 0.000
#> SAMPLE_383 2 0.000
#> SAMPLE_384 2 0.000
#> SAMPLE_385 2 0.000
#> SAMPLE_386 2 0.000
#> SAMPLE_387 2 0.000
#> SAMPLE_388 1 0.000
#> SAMPLE_389 1 0.000
#> SAMPLE_390 1 0.000
#> SAMPLE_391 1 0.000
#> SAMPLE_392 1 0.000
#> SAMPLE_393 1 0.000
#> SAMPLE_394 1 0.000
#> SAMPLE_395 1 0.000
#> SAMPLE_396 1 0.000
#> SAMPLE_397 1 0.000
#> SAMPLE_398 1 0.000
#> SAMPLE_399 1 0.000
#> SAMPLE_400 1 0.000
#> SAMPLE_401 1 0.000
#> SAMPLE_402 1 0.000
#> SAMPLE_403 1 0.000
#> SAMPLE_404 1 0.000
#> SAMPLE_405 1 0.000
#> SAMPLE_406 1 0.000
#> SAMPLE_407 1 0.000
#> SAMPLE_408 1 0.000
#> SAMPLE_409 1 0.000
#> SAMPLE_410 1 0.000
#> SAMPLE_411 1 0.000
#> SAMPLE_412 1 0.000
#> SAMPLE_413 1 0.000
#> SAMPLE_414 1 0.000
#> SAMPLE_415 1 0.000
#> SAMPLE_416 1 0.000
#> SAMPLE_417 1 0.000
#> SAMPLE_418 1 0.000
#> SAMPLE_419 1 0.000
#> SAMPLE_420 1 0.000
#> SAMPLE_421 1 0.000
#> SAMPLE_422 1 0.000
#> SAMPLE_423 1 0.000
#> SAMPLE_424 1 0.000
#> SAMPLE_425 1 0.000
#> SAMPLE_426 1 0.000
#> SAMPLE_427 1 0.000
#> SAMPLE_428 1 0.000
#> SAMPLE_429 1 0.000
#> SAMPLE_430 1 0.000
#> SAMPLE_431 1 0.000
#> SAMPLE_432 1 0.000
#> SAMPLE_433 1 0.000
#> SAMPLE_434 1 0.000
#> SAMPLE_435 1 0.000
#> SAMPLE_436 1 0.000
#> SAMPLE_437 1 0.000
#> SAMPLE_438 1 0.000
#> SAMPLE_439 1 0.000
#> SAMPLE_440 1 0.000
#> SAMPLE_441 1 0.000
#> SAMPLE_442 1 0.000
#> SAMPLE_443 1 0.000
#> SAMPLE_444 1 0.000
#> SAMPLE_445 1 0.000
#> SAMPLE_446 1 0.000
#> SAMPLE_447 1 1.000
#> SAMPLE_448 1 0.000
#> SAMPLE_449 1 0.000
#> SAMPLE_450 1 0.000
#> SAMPLE_451 1 0.000
#> SAMPLE_452 1 0.000
#> SAMPLE_453 1 0.000
#> SAMPLE_454 1 0.000
#> SAMPLE_455 1 0.000
#> SAMPLE_456 1 0.000
#> SAMPLE_457 1 0.000
#> SAMPLE_458 1 0.000
#> SAMPLE_459 1 0.000
#> SAMPLE_460 1 0.000
#> SAMPLE_461 1 0.000
#> SAMPLE_462 1 0.000
#> SAMPLE_463 1 0.000
#> SAMPLE_464 1 0.000
#> SAMPLE_465 1 0.000
#> SAMPLE_466 1 0.000
#> SAMPLE_467 1 0.000
#> SAMPLE_468 1 1.000
#> SAMPLE_469 1 0.000
#> SAMPLE_470 2 0.000
#> SAMPLE_471 2 0.000
#> SAMPLE_472 1 0.000
#> SAMPLE_473 1 0.253
#> SAMPLE_474 1 0.000
#> SAMPLE_475 1 0.000
#> SAMPLE_476 1 0.000
#> SAMPLE_477 1 0.000
#> SAMPLE_478 1 0.000
#> SAMPLE_479 1 0.000
#> SAMPLE_480 1 0.000
#> SAMPLE_481 1 0.000
#> SAMPLE_482 1 0.000
#> SAMPLE_483 1 0.000
#> SAMPLE_484 1 0.000
#> SAMPLE_485 1 0.000
#> SAMPLE_486 1 0.000
#> SAMPLE_487 1 0.000
#> SAMPLE_488 1 0.000
#> SAMPLE_489 1 1.000
#> SAMPLE_490 1 0.000
#> SAMPLE_491 1 0.000
#> SAMPLE_492 1 1.000
#> SAMPLE_493 1 0.000
#> SAMPLE_494 1 0.000
#> SAMPLE_495 1 0.000
#> SAMPLE_496 1 0.000
#> SAMPLE_497 1 0.000
#> SAMPLE_498 1 0.000
#> SAMPLE_499 1 0.000
#> SAMPLE_500 1 0.000
#> SAMPLE_501 1 0.000
#> SAMPLE_502 1 0.000
#> SAMPLE_503 1 0.000
#> SAMPLE_504 1 0.000
#> SAMPLE_505 1 0.000
#> SAMPLE_506 1 0.000
#> SAMPLE_507 1 0.000
#> SAMPLE_508 1 0.000
#> SAMPLE_509 1 1.000
#> SAMPLE_510 1 0.000
#> SAMPLE_511 1 0.000
#> SAMPLE_512 1 0.000
#> SAMPLE_513 1 0.000
#> SAMPLE_514 1 0.000
#> SAMPLE_515 1 0.000
#> SAMPLE_516 1 0.000
#> SAMPLE_517 1 0.000
#> SAMPLE_518 1 0.000
#> SAMPLE_519 1 0.000
#> SAMPLE_520 1 0.000
#> SAMPLE_521 1 0.000
#> SAMPLE_522 1 0.000
#> SAMPLE_523 1 0.000
#> SAMPLE_524 1 0.000
#> SAMPLE_525 1 0.000
#> SAMPLE_526 1 0.000
#> SAMPLE_527 1 0.000
#> SAMPLE_528 1 1.000
#> SAMPLE_529 1 0.000
#> SAMPLE_530 1 0.000
#> SAMPLE_531 1 0.000
#> SAMPLE_532 1 1.000
#> SAMPLE_533 1 0.000
#> SAMPLE_534 1 0.000
#> SAMPLE_535 1 0.000
#> SAMPLE_536 1 0.000
#> SAMPLE_537 1 0.000
#> SAMPLE_538 1 0.751
#> SAMPLE_539 1 0.000
#> SAMPLE_540 1 0.000
#> SAMPLE_541 1 0.000
#> SAMPLE_542 1 0.000
#> SAMPLE_543 1 0.000
#> SAMPLE_544 1 0.000
#> SAMPLE_545 1 0.000
#> SAMPLE_546 1 0.000
#> SAMPLE_547 1 0.000
#> SAMPLE_548 1 0.000
#> SAMPLE_549 1 0.000
#> SAMPLE_550 1 0.000
#> SAMPLE_551 1 0.000
#> SAMPLE_552 1 0.000
#> SAMPLE_553 2 1.000
#> SAMPLE_554 1 0.000
#> SAMPLE_555 1 0.000
#> SAMPLE_556 1 1.000
#> SAMPLE_557 1 1.000
#> SAMPLE_558 1 0.000
#> SAMPLE_559 1 0.000
#> SAMPLE_560 1 0.000
#> SAMPLE_561 1 0.000
#> SAMPLE_562 1 0.000
#> SAMPLE_563 1 0.000
#> SAMPLE_564 1 0.000
#> SAMPLE_565 1 0.000
#> SAMPLE_566 1 0.000
#> SAMPLE_567 1 0.502
#> SAMPLE_568 2 0.000
#> SAMPLE_569 2 0.000
#> SAMPLE_570 2 0.000
#> SAMPLE_571 2 0.000
#> SAMPLE_572 2 0.000
#> SAMPLE_573 1 1.000
#> SAMPLE_574 1 0.000
#> SAMPLE_575 1 1.000
#> SAMPLE_576 1 0.000
#> SAMPLE_577 1 0.000
#> SAMPLE_578 1 0.000
#> SAMPLE_579 1 0.000
#> SAMPLE_580 1 0.000
#> SAMPLE_581 1 0.000
#> SAMPLE_582 1 0.000
#> SAMPLE_583 1 0.000
#> SAMPLE_584 1 0.000
#> SAMPLE_585 1 0.000
#> SAMPLE_586 1 0.000
#> SAMPLE_587 1 0.000
#> SAMPLE_588 1 0.000
#> SAMPLE_589 2 0.000
#> SAMPLE_590 2 0.000
#> SAMPLE_591 2 0.000
#> SAMPLE_592 2 0.000
#> SAMPLE_593 2 0.000
#> SAMPLE_594 2 0.000
#> SAMPLE_595 2 0.000
#> SAMPLE_596 2 0.000
#> SAMPLE_597 2 0.000
#> SAMPLE_598 2 0.000
#> SAMPLE_599 2 0.000
#> SAMPLE_600 2 0.000
#> SAMPLE_601 2 0.000
#> SAMPLE_602 2 0.000
#> SAMPLE_603 2 0.000
#> SAMPLE_604 2 0.000
#> SAMPLE_605 2 0.000
#> SAMPLE_606 2 0.000
#> SAMPLE_607 2 0.000
#> SAMPLE_608 2 0.000
#> SAMPLE_609 2 0.000
#> SAMPLE_610 2 0.000
#> SAMPLE_611 1 1.000
#> SAMPLE_612 1 0.000
#> SAMPLE_613 1 0.000
#> SAMPLE_614 2 0.000
#> SAMPLE_615 1 0.000
#> SAMPLE_616 1 0.000
#> SAMPLE_617 1 0.000
#> SAMPLE_618 2 0.000
#> SAMPLE_619 2 0.000
#> SAMPLE_620 2 0.000
#> SAMPLE_621 2 0.000
#> SAMPLE_622 2 0.000
#> SAMPLE_623 2 0.000
#> SAMPLE_624 2 0.000
#> SAMPLE_625 2 0.000
#> SAMPLE_626 2 0.000
#> SAMPLE_627 2 0.000
#> SAMPLE_628 2 0.000
#> SAMPLE_629 2 0.000
#> SAMPLE_630 2 0.000
#> SAMPLE_631 2 0.000
#> SAMPLE_632 2 0.000
#> SAMPLE_633 2 0.000
#> SAMPLE_634 2 0.000
#> SAMPLE_635 2 0.000
#> SAMPLE_636 2 0.000
#> SAMPLE_637 2 0.000
#> SAMPLE_638 2 0.000
#> SAMPLE_639 2 0.000
#> SAMPLE_640 2 0.000
#> SAMPLE_641 2 0.000
#> SAMPLE_642 1 1.000
#> SAMPLE_643 2 0.000
#> SAMPLE_644 2 0.000
#> SAMPLE_645 2 0.000
#> SAMPLE_646 2 0.000
#> SAMPLE_647 2 0.000
#> SAMPLE_648 2 0.000
#> SAMPLE_649 2 0.000
#> SAMPLE_650 2 0.000
#> SAMPLE_651 2 0.000
#> SAMPLE_652 2 0.000
#> SAMPLE_653 2 0.000
#> SAMPLE_654 3 0.000
#> SAMPLE_655 2 0.000
#> SAMPLE_656 2 0.000
#> SAMPLE_657 2 0.000
#> SAMPLE_658 2 0.000
#> SAMPLE_659 2 0.000
#> SAMPLE_660 2 0.000
#> SAMPLE_661 2 0.000
#> SAMPLE_662 2 0.000
#> SAMPLE_663 3 0.000
#> SAMPLE_664 2 0.000
#> SAMPLE_665 2 0.000
#> SAMPLE_666 2 0.000
#> SAMPLE_667 2 0.000
#> SAMPLE_668 2 0.000
#> SAMPLE_669 2 0.000
#> SAMPLE_670 1 0.000
#> SAMPLE_671 1 0.000
#> SAMPLE_672 2 0.000
#> SAMPLE_673 2 0.000
#> SAMPLE_674 2 1.000
#> SAMPLE_675 2 0.000
#> SAMPLE_676 2 0.000
#> SAMPLE_677 2 0.000
#> SAMPLE_678 2 0.000
#> SAMPLE_679 2 0.000
#> SAMPLE_680 2 0.000
#> SAMPLE_681 2 0.000
#> SAMPLE_682 2 0.000
#> SAMPLE_683 2 0.000
#> SAMPLE_684 2 0.000
#> SAMPLE_685 2 0.000
#> SAMPLE_686 2 0.000
#> SAMPLE_687 2 0.000
#> SAMPLE_688 2 0.000
#> SAMPLE_689 2 0.000
#> SAMPLE_690 2 0.000
#> SAMPLE_691 2 0.000
#> SAMPLE_692 2 0.000
#> SAMPLE_693 2 0.000
#> SAMPLE_694 2 0.000
#> SAMPLE_695 2 0.000
#> SAMPLE_696 2 0.000
#> SAMPLE_697 2 0.000
#> SAMPLE_698 2 0.000
#> SAMPLE_699 2 0.000
#> SAMPLE_700 2 0.000
#> SAMPLE_701 2 0.000
#> SAMPLE_702 2 0.000
#> SAMPLE_703 2 0.000
#> SAMPLE_704 2 0.000
#> SAMPLE_705 2 0.000
#> SAMPLE_706 2 0.000
#> SAMPLE_707 2 0.000
#> SAMPLE_708 2 0.000
#> SAMPLE_709 2 0.000
#> SAMPLE_710 2 0.000
#> SAMPLE_711 2 0.000
#> SAMPLE_712 2 0.000
#> SAMPLE_713 2 0.000
#> SAMPLE_714 2 0.000
#> SAMPLE_715 2 0.000
#> SAMPLE_716 3 0.000
#> SAMPLE_717 3 0.000
#> SAMPLE_718 3 0.000
#> SAMPLE_719 3 0.000
#> SAMPLE_720 2 0.000
#> SAMPLE_721 3 0.000
#> SAMPLE_722 2 0.000
#> SAMPLE_723 2 0.000
#> SAMPLE_724 2 0.000
#> SAMPLE_725 2 0.000
#> SAMPLE_726 2 0.000
#> SAMPLE_727 2 0.000
#> SAMPLE_728 2 0.000
#> SAMPLE_729 2 0.000
#> SAMPLE_730 2 0.000
#> SAMPLE_731 1 0.000
#> SAMPLE_732 2 0.000
#> SAMPLE_733 3 0.000
#> SAMPLE_734 3 0.000
#> SAMPLE_735 3 0.000
#> SAMPLE_736 3 0.000
#> SAMPLE_737 3 0.000
#> SAMPLE_738 3 0.000
#> SAMPLE_739 2 0.000
#> SAMPLE_740 2 0.000
#> SAMPLE_741 2 0.000
#> SAMPLE_742 2 0.000
#> SAMPLE_743 2 0.000
#> SAMPLE_744 2 0.000
#> SAMPLE_745 2 0.000
#> SAMPLE_746 2 0.000
#> SAMPLE_747 2 0.000
#> SAMPLE_748 2 0.000
#> SAMPLE_749 1 0.000
#> SAMPLE_750 1 0.000
#> SAMPLE_751 2 0.000
#> SAMPLE_752 2 0.000
#> SAMPLE_753 2 0.000
#> SAMPLE_754 3 0.000
#> SAMPLE_755 3 0.000
#> SAMPLE_756 3 0.000
#> SAMPLE_757 2 0.000
#> SAMPLE_758 2 0.000
#> SAMPLE_759 2 0.000
#> SAMPLE_760 2 0.000
#> SAMPLE_761 2 0.000
#> SAMPLE_762 2 0.000
#> SAMPLE_763 3 0.000
#> SAMPLE_764 3 0.000
#> SAMPLE_765 1 0.000
#> SAMPLE_766 2 0.000
#> SAMPLE_767 2 0.000
#> SAMPLE_768 2 1.000
#> SAMPLE_769 1 0.000
#> SAMPLE_770 1 0.000
#> SAMPLE_771 2 0.000
#> SAMPLE_772 2 0.000
#> SAMPLE_773 2 0.000
#> SAMPLE_774 2 0.000
#> SAMPLE_775 2 0.000
#> SAMPLE_776 2 0.000
#> SAMPLE_777 2 0.000
#> SAMPLE_778 2 0.000
#> SAMPLE_779 2 0.000
#> SAMPLE_780 2 0.000
#> SAMPLE_781 2 0.000
#> SAMPLE_782 2 0.000
#> SAMPLE_783 2 0.000
#> SAMPLE_784 2 0.000
#> SAMPLE_785 2 0.000
#> SAMPLE_786 2 0.000
#> SAMPLE_787 2 0.000
#> SAMPLE_788 2 0.000
#> SAMPLE_789 2 0.000
#> SAMPLE_790 2 0.000
#> SAMPLE_791 2 0.000
#> SAMPLE_792 3 0.000
#> SAMPLE_793 1 1.000
#> SAMPLE_794 2 0.000
#> SAMPLE_795 2 0.000
#> SAMPLE_796 2 0.000
#> SAMPLE_797 2 0.000
#> SAMPLE_798 2 0.000
#> SAMPLE_799 2 0.000
#> SAMPLE_800 2 0.000
#> SAMPLE_801 2 0.000
#> SAMPLE_802 2 0.000
#> SAMPLE_803 2 0.000
#> SAMPLE_804 2 0.000
#> SAMPLE_805 2 0.000
#> SAMPLE_806 2 0.000
#> SAMPLE_807 2 0.000
#> SAMPLE_808 2 0.000
#> SAMPLE_809 2 0.000
#> SAMPLE_810 2 0.000
#> SAMPLE_811 2 0.000
#> SAMPLE_812 2 0.000
#> SAMPLE_813 2 0.000
#> SAMPLE_814 2 0.000
#> SAMPLE_815 2 0.000
#> SAMPLE_816 2 0.000
#> SAMPLE_817 2 0.000
#> SAMPLE_818 2 0.000
#> SAMPLE_819 2 0.000
#> SAMPLE_820 2 0.000
#> SAMPLE_821 2 0.000
#> SAMPLE_822 2 0.000
#> SAMPLE_823 2 0.000
#> SAMPLE_824 2 0.000
#> SAMPLE_825 2 0.000
#> SAMPLE_826 2 0.000
#> SAMPLE_827 2 0.000
#> SAMPLE_828 2 0.000
#> SAMPLE_829 2 0.000
#> SAMPLE_830 2 0.000
#> SAMPLE_831 2 0.000
#> SAMPLE_832 2 0.000
#> SAMPLE_833 2 0.000
#> SAMPLE_834 2 0.000
#> SAMPLE_835 2 0.000
#> SAMPLE_836 2 0.000
#> SAMPLE_837 2 0.000
#> SAMPLE_838 2 0.000
#> SAMPLE_839 1 0.000
#> SAMPLE_840 2 0.000
#> SAMPLE_841 2 0.000
#> SAMPLE_842 2 0.000
#> SAMPLE_843 2 0.000
#> SAMPLE_844 2 0.000
#> SAMPLE_845 1 0.000
#> SAMPLE_846 2 0.000
#> SAMPLE_847 1 0.000
#> SAMPLE_848 2 0.000
#> SAMPLE_849 2 0.000
#> SAMPLE_850 2 0.000
#> SAMPLE_851 2 0.000
#> SAMPLE_852 3 0.000
#> SAMPLE_853 2 0.000
#> SAMPLE_854 3 1.000
#> SAMPLE_855 2 0.000
#> SAMPLE_856 2 0.000
#> SAMPLE_857 1 1.000
#> SAMPLE_858 1 1.000
#> SAMPLE_859 2 0.000
#> SAMPLE_860 2 0.000
#> SAMPLE_861 2 0.000
#> SAMPLE_862 2 0.000
#> SAMPLE_863 2 0.000
#> SAMPLE_864 2 0.000
#> SAMPLE_865 2 0.000
#> SAMPLE_866 2 0.000
#> SAMPLE_867 2 0.000
#> SAMPLE_868 2 0.000
#> SAMPLE_869 2 0.000
#> SAMPLE_870 1 1.000
#> SAMPLE_871 2 0.000
#> SAMPLE_872 3 0.000
#> SAMPLE_873 3 0.000
#> SAMPLE_874 2 0.000
#> SAMPLE_875 3 0.000
#> SAMPLE_876 2 0.000
#> SAMPLE_877 3 0.000
#> SAMPLE_878 1 1.000
#> SAMPLE_879 2 0.000
#> SAMPLE_880 2 0.000
#> SAMPLE_881 3 0.000
#> SAMPLE_882 3 0.000
#> SAMPLE_883 3 0.000
#> SAMPLE_884 2 0.000
#> SAMPLE_885 2 0.000
#> SAMPLE_886 2 0.000
#> SAMPLE_887 2 0.000
#> SAMPLE_888 3 0.000
#> SAMPLE_889 2 1.000
#> SAMPLE_890 2 0.000
#> SAMPLE_891 1 1.000
#> SAMPLE_892 2 1.000
#> SAMPLE_893 1 1.000
#> SAMPLE_894 2 0.000
#> SAMPLE_895 2 1.000
#> SAMPLE_896 2 0.000
#> SAMPLE_897 3 0.000
#> SAMPLE_898 2 0.000
#> SAMPLE_899 2 0.000
#> SAMPLE_900 2 0.000
#> SAMPLE_901 2 0.000
#> SAMPLE_902 2 0.000
#> SAMPLE_903 2 0.000
#> SAMPLE_904 2 0.000
#> SAMPLE_905 2 0.000
#> SAMPLE_906 3 0.000
#> SAMPLE_907 2 0.000
#> SAMPLE_908 2 0.000
#> SAMPLE_909 2 0.000
#> SAMPLE_910 2 0.000
#> SAMPLE_911 2 0.000
#> SAMPLE_912 2 0.000
#> SAMPLE_913 2 0.000
#> SAMPLE_914 2 0.000
#> SAMPLE_915 2 0.000
#> SAMPLE_916 2 0.000
#> SAMPLE_917 2 0.000
#> SAMPLE_918 2 0.000
#> SAMPLE_919 2 0.000
#> SAMPLE_920 2 0.000
#> SAMPLE_921 2 0.000
#> SAMPLE_922 2 0.000
#> SAMPLE_923 2 0.000
#> SAMPLE_924 2 0.000
#> SAMPLE_925 2 0.000
#> SAMPLE_926 2 0.000
#> SAMPLE_927 2 0.000
#> SAMPLE_928 2 0.000
#> SAMPLE_929 2 0.000
#> SAMPLE_930 2 0.000
#> SAMPLE_931 2 0.000
#> SAMPLE_932 2 0.000
#> SAMPLE_933 2 0.000
#> SAMPLE_934 2 0.000
#> SAMPLE_935 2 0.000
#> SAMPLE_936 2 0.000
#> SAMPLE_937 2 0.000
#> SAMPLE_938 2 0.000
#> SAMPLE_939 2 0.000
#> SAMPLE_940 2 0.000
#> SAMPLE_941 2 0.000
#> SAMPLE_942 2 0.000
#> SAMPLE_943 2 0.000
#> SAMPLE_944 2 0.000
#> SAMPLE_945 2 0.000
#> SAMPLE_946 2 0.000
#> SAMPLE_947 2 0.000
#> SAMPLE_948 2 0.000
#> SAMPLE_949 2 0.000
#> SAMPLE_950 2 0.000
#> SAMPLE_951 2 0.000
#> SAMPLE_952 2 0.000
#> SAMPLE_953 2 0.000
#> SAMPLE_954 2 0.000
#> SAMPLE_955 2 0.000
#> SAMPLE_956 2 0.000
#> SAMPLE_957 2 0.000
#> SAMPLE_958 2 0.000
#> SAMPLE_959 2 0.000
#> SAMPLE_960 2 0.000
#> SAMPLE_961 2 0.000
#> SAMPLE_962 2 0.000
#> SAMPLE_963 2 0.000
#> SAMPLE_964 2 0.000
#> SAMPLE_965 2 0.000
#> SAMPLE_966 2 0.000
#> SAMPLE_967 2 0.000
#> SAMPLE_968 2 0.000
#> SAMPLE_969 2 0.000
#> SAMPLE_970 2 0.000
#> SAMPLE_971 2 0.000
#> SAMPLE_972 2 0.000
#> SAMPLE_973 2 0.000
#> SAMPLE_974 3 0.000
#> SAMPLE_975 2 0.000
#> SAMPLE_976 1 0.000
#> SAMPLE_977 1 1.000
#> SAMPLE_978 1 0.000
#> SAMPLE_979 1 0.000
#> SAMPLE_980 2 0.000
#> SAMPLE_981 2 0.000
#> SAMPLE_982 2 0.000
#> SAMPLE_983 1 0.000
#> SAMPLE_984 1 0.000
#> SAMPLE_985 1 0.000
#> SAMPLE_986 1 1.000
#> SAMPLE_987 2 1.000
#> SAMPLE_988 3 0.000
#> SAMPLE_989 2 0.000
#> SAMPLE_990 2 0.000
#> SAMPLE_991 1 1.000
#> SAMPLE_992 1 0.000
#> SAMPLE_993 2 0.000
#> SAMPLE_994 2 0.000
#> SAMPLE_995 2 0.000
#> SAMPLE_996 2 0.000
#> SAMPLE_997 2 0.000
#> SAMPLE_998 2 0.000
#> SAMPLE_999 2 0.000
#> SAMPLE_1000 2 0.000
#> SAMPLE_1001 2 0.000
#> SAMPLE_1002 2 0.000
#> SAMPLE_1003 2 0.000
#> SAMPLE_1004 2 0.000
#> SAMPLE_1005 2 0.000
#> SAMPLE_1006 2 0.000
#> SAMPLE_1007 2 0.000
#> SAMPLE_1008 2 0.000
#> SAMPLE_1009 2 0.000
#> SAMPLE_1010 2 0.000
#> SAMPLE_1011 2 0.000
#> SAMPLE_1012 2 0.000
#> SAMPLE_1013 2 0.000
#> SAMPLE_1014 2 0.000
#> SAMPLE_1015 2 0.000
#> SAMPLE_1016 2 0.000
#> SAMPLE_1017 2 1.000
#> SAMPLE_1018 2 0.000
#> SAMPLE_1019 2 0.000
#> SAMPLE_1020 2 0.000
#> SAMPLE_1021 2 0.000
#> SAMPLE_1022 2 0.000
#> SAMPLE_1023 2 0.000
#> SAMPLE_1024 2 0.000
#> SAMPLE_1025 2 0.000
#> SAMPLE_1026 2 0.000
#> SAMPLE_1027 2 0.000
#> SAMPLE_1028 2 0.000
#> SAMPLE_1029 2 0.000
#> SAMPLE_1030 2 0.000
#> SAMPLE_1031 2 0.000
#> SAMPLE_1032 2 0.000
#> SAMPLE_1033 2 0.000
#> SAMPLE_1034 2 0.000
#> SAMPLE_1035 2 0.000
#> SAMPLE_1036 2 0.000
#> SAMPLE_1037 2 0.000
#> SAMPLE_1038 1 1.000
#> SAMPLE_1039 1 1.000
#> SAMPLE_1040 2 0.000
#> SAMPLE_1041 2 1.000
#> SAMPLE_1042 2 0.000
#> SAMPLE_1043 2 0.000
#> SAMPLE_1044 2 0.000
#> SAMPLE_1045 2 0.000
#> SAMPLE_1046 2 0.000
#> SAMPLE_1047 2 0.000
#> SAMPLE_1048 2 0.000
#> SAMPLE_1049 2 0.000
#> SAMPLE_1050 2 0.000
#> SAMPLE_1051 2 0.000
#> SAMPLE_1052 2 0.000
#> SAMPLE_1053 2 0.000
#> SAMPLE_1054 2 0.000
#> SAMPLE_1055 2 0.000
#> SAMPLE_1056 2 0.000
#> SAMPLE_1057 2 0.000
#> SAMPLE_1058 2 0.000
#> SAMPLE_1059 2 0.000
#> SAMPLE_1060 2 0.000
#> SAMPLE_1061 2 0.000
#> SAMPLE_1062 2 0.000
#> SAMPLE_1063 2 0.000
#> SAMPLE_1064 1 0.000
#> SAMPLE_1065 1 0.000
#> SAMPLE_1066 1 0.000
#> SAMPLE_1067 2 0.000
#> SAMPLE_1068 2 0.000
#> SAMPLE_1069 2 0.000
#> SAMPLE_1070 2 0.000
#> SAMPLE_1071 2 0.000
#> SAMPLE_1072 2 0.000
#> SAMPLE_1073 2 0.000
#> SAMPLE_1074 2 0.000
#> SAMPLE_1075 2 0.000
#> SAMPLE_1076 2 0.000
#> SAMPLE_1077 2 0.000
#> SAMPLE_1078 2 0.000
#> SAMPLE_1079 2 0.000
#> SAMPLE_1080 2 0.000
#> SAMPLE_1081 2 0.000
#> SAMPLE_1082 2 0.000
#> SAMPLE_1083 2 0.000
#> SAMPLE_1084 2 0.000
#> SAMPLE_1085 2 0.000
#> SAMPLE_1086 2 0.000
#> SAMPLE_1087 2 0.000
#> SAMPLE_1088 2 0.000
#> SAMPLE_1089 2 0.000
#> SAMPLE_1090 2 0.000
#> SAMPLE_1091 2 0.000
#> SAMPLE_1092 2 0.000
#> SAMPLE_1093 2 0.000
#> SAMPLE_1094 2 0.000
#> SAMPLE_1095 2 0.000
#> SAMPLE_1096 2 0.000
#> SAMPLE_1097 2 0.000
#> SAMPLE_1098 2 0.000
#> SAMPLE_1099 3 0.000
#> SAMPLE_1100 2 0.000
#> SAMPLE_1101 2 0.000
#> SAMPLE_1102 2 0.000
#> SAMPLE_1103 2 0.000
#> SAMPLE_1104 2 0.000
#> SAMPLE_1105 2 0.000
#> SAMPLE_1106 2 0.000
#> SAMPLE_1107 2 0.000
#> SAMPLE_1108 2 0.000
#> SAMPLE_1109 2 0.000
#> SAMPLE_1110 2 0.000
#> SAMPLE_1111 1 0.000
#> SAMPLE_1112 2 0.000
#> SAMPLE_1113 2 0.000
#> SAMPLE_1114 2 0.000
#> SAMPLE_1115 2 0.000
#> SAMPLE_1116 1 0.000
#> SAMPLE_1117 2 0.000
#> SAMPLE_1118 2 0.000
#> SAMPLE_1119 2 0.000
#> SAMPLE_1120 2 0.000
#> SAMPLE_1121 2 0.000
#> SAMPLE_1122 2 0.000
#> SAMPLE_1123 2 0.000
#> SAMPLE_1124 2 0.000
#> SAMPLE_1125 2 0.000
#> SAMPLE_1126 2 0.000
#> SAMPLE_1127 2 0.000
#> SAMPLE_1128 2 0.000
#> SAMPLE_1129 2 0.000
#> SAMPLE_1130 2 0.000
#> SAMPLE_1131 2 0.000
#> SAMPLE_1132 2 0.000
#> SAMPLE_1133 2 0.000
#> SAMPLE_1134 2 0.000
#> SAMPLE_1135 2 0.000
#> SAMPLE_1136 2 0.000
#> SAMPLE_1137 2 0.000
#> SAMPLE_1138 2 0.000
#> SAMPLE_1139 2 0.000
#> SAMPLE_1140 2 0.000
#> SAMPLE_1141 2 0.000
#> SAMPLE_1142 2 0.000
#> SAMPLE_1143 2 0.000
#> SAMPLE_1144 2 0.000
#> SAMPLE_1145 2 0.000
#> SAMPLE_1146 2 0.000
#> SAMPLE_1147 2 0.000
#> SAMPLE_1148 2 0.000
#> SAMPLE_1149 1 0.000
#> SAMPLE_1150 2 0.000
#> SAMPLE_1151 2 0.000
#> SAMPLE_1152 2 0.000
#> SAMPLE_1153 2 0.000
#> SAMPLE_1154 2 0.000
#> SAMPLE_1155 2 0.000
#> SAMPLE_1156 2 0.000
#> SAMPLE_1157 2 0.000
#> SAMPLE_1158 2 0.000
#> SAMPLE_1159 1 1.000
#> SAMPLE_1160 1 1.000
#> SAMPLE_1161 1 0.000
#> SAMPLE_1162 2 0.000
#> SAMPLE_1163 2 0.000
#> SAMPLE_1164 2 0.000
#> SAMPLE_1165 2 0.000
#> SAMPLE_1166 2 0.000
#> SAMPLE_1167 2 0.000
#> SAMPLE_1168 1 0.000
#> SAMPLE_1169 1 0.000
#> SAMPLE_1170 2 0.000
#> SAMPLE_1171 2 0.000
#> SAMPLE_1172 2 0.000
#> SAMPLE_1173 2 0.000
#> SAMPLE_1174 2 0.000
#> SAMPLE_1175 2 0.000
#> SAMPLE_1176 2 0.000
#> SAMPLE_1177 2 0.000
#> SAMPLE_1178 2 0.000
#> SAMPLE_1179 2 0.000
#> SAMPLE_1180 2 0.000
#> SAMPLE_1181 2 0.000
#> SAMPLE_1182 2 0.000
#> SAMPLE_1183 2 0.000
#> SAMPLE_1184 2 0.000
#> SAMPLE_1185 2 0.000
#> SAMPLE_1186 2 0.000
#> SAMPLE_1187 2 0.000
#> SAMPLE_1188 2 0.000
#> SAMPLE_1189 2 0.000
#> SAMPLE_1190 2 0.000
#> SAMPLE_1191 2 0.000
#> SAMPLE_1192 1 0.000
#> SAMPLE_1193 2 0.000
#> SAMPLE_1194 2 0.000
#> SAMPLE_1195 2 0.000
#> SAMPLE_1196 2 0.000
#> SAMPLE_1197 2 0.000
#> SAMPLE_1198 2 0.000
#> SAMPLE_1199 2 0.000
#> SAMPLE_1200 2 0.000
#> SAMPLE_1201 2 0.000
#> SAMPLE_1202 2 0.000
#> SAMPLE_1203 2 0.000
#> SAMPLE_1204 2 0.000
#> SAMPLE_1205 2 0.253
#> SAMPLE_1206 3 0.000
#> SAMPLE_1207 2 0.000
#> SAMPLE_1208 2 0.000
#> SAMPLE_1209 3 0.000
#> SAMPLE_1210 2 0.000
#> SAMPLE_1211 1 0.000
#> SAMPLE_1212 1 0.000
#> SAMPLE_1213 1 0.000
#> SAMPLE_1214 2 0.000
#> SAMPLE_1215 2 0.000
#> SAMPLE_1216 2 0.000
#> SAMPLE_1217 2 0.000
#> SAMPLE_1218 2 0.000
#> SAMPLE_1219 2 0.000
#> SAMPLE_1220 2 0.000
#> SAMPLE_1221 2 0.000
#> SAMPLE_1222 2 0.000
#> SAMPLE_1223 2 0.000
#> SAMPLE_1224 2 0.000
#> SAMPLE_1225 2 0.000
#> SAMPLE_1226 2 0.000
#> SAMPLE_1227 2 0.000
#> SAMPLE_1228 2 0.000
#> SAMPLE_1229 2 0.000
#> SAMPLE_1230 2 0.000
#> SAMPLE_1231 2 0.000
#> SAMPLE_1232 2 0.000
#> SAMPLE_1233 2 0.000
#> SAMPLE_1234 2 0.000
#> SAMPLE_1235 2 0.000
#> SAMPLE_1236 2 0.000
#> SAMPLE_1237 2 0.000
#> SAMPLE_1238 2 0.000
#> SAMPLE_1239 2 0.000
#> SAMPLE_1240 2 0.000
#> SAMPLE_1241 1 0.000
#> SAMPLE_1242 1 0.000
#> SAMPLE_1243 1 0.000
#> SAMPLE_1244 2 0.000
#> SAMPLE_1245 2 0.000
#> SAMPLE_1246 2 0.000
#> SAMPLE_1247 2 0.000
#> SAMPLE_1248 2 0.000
#> SAMPLE_1249 2 0.000
#> SAMPLE_1250 2 0.000
#> SAMPLE_1251 2 0.000
#> SAMPLE_1252 3 0.000
#> SAMPLE_1253 3 0.000
#> SAMPLE_1254 3 0.000
#> SAMPLE_1255 3 0.000
#> SAMPLE_1256 2 0.000
#> SAMPLE_1257 2 0.000
#> SAMPLE_1258 2 0.000
#> SAMPLE_1259 2 0.000
#> SAMPLE_1260 2 0.000
#> SAMPLE_1261 2 1.000
#> SAMPLE_1262 2 0.000
#> SAMPLE_1263 2 0.000
#> SAMPLE_1264 3 0.000
#> SAMPLE_1265 2 0.000
#> SAMPLE_1266 2 0.000
#> SAMPLE_1267 2 0.000
#> SAMPLE_1268 1 1.000
#> SAMPLE_1269 2 0.000
#> SAMPLE_1270 2 0.000
#> SAMPLE_1271 2 0.000
#> SAMPLE_1272 2 0.000
#> SAMPLE_1273 2 0.000
#> SAMPLE_1274 2 0.000
#> SAMPLE_1275 2 0.000
#> SAMPLE_1276 2 0.000
#> SAMPLE_1277 2 0.000
#> SAMPLE_1278 2 0.000
#> SAMPLE_1279 2 0.000
#> SAMPLE_1280 2 0.000
#> SAMPLE_1281 3 0.000
#> SAMPLE_1282 2 0.000
#> SAMPLE_1283 2 0.000
#> SAMPLE_1284 2 0.000
#> SAMPLE_1285 2 0.000
#> SAMPLE_1286 2 0.000
#> SAMPLE_1287 3 0.000
#> SAMPLE_1288 2 0.000
#> SAMPLE_1289 2 0.000
#> SAMPLE_1290 2 0.000
#> SAMPLE_1291 2 0.000
#> SAMPLE_1292 2 0.000
#> SAMPLE_1293 2 0.000
#> SAMPLE_1294 2 0.000
#> SAMPLE_1295 2 0.000
#> SAMPLE_1296 2 0.000
#> SAMPLE_1297 2 0.000
#> SAMPLE_1298 2 0.000
#> SAMPLE_1299 2 0.000
#> SAMPLE_1300 2 0.000
#> SAMPLE_1301 2 0.000
#> SAMPLE_1302 2 0.000
#> SAMPLE_1303 2 0.000
#> SAMPLE_1304 2 0.000
#> SAMPLE_1305 2 0.000
#> SAMPLE_1306 2 0.000
#> SAMPLE_1307 2 0.000
#> SAMPLE_1308 2 0.000
#> SAMPLE_1309 2 0.000
#> SAMPLE_1310 2 0.000
#> SAMPLE_1311 2 0.000
#> SAMPLE_1312 2 0.000
#> SAMPLE_1313 2 0.000
#> SAMPLE_1314 2 0.000
#> SAMPLE_1315 2 0.000
#> SAMPLE_1316 2 0.000
#> SAMPLE_1317 2 0.000
#> SAMPLE_1318 2 0.000
#> SAMPLE_1319 2 0.000
#> SAMPLE_1320 2 0.000
#> SAMPLE_1321 2 0.000
#> SAMPLE_1322 2 0.000
#> SAMPLE_1323 2 0.000
#> SAMPLE_1324 2 0.000
#> SAMPLE_1325 2 0.000
#> SAMPLE_1326 2 0.000
#> SAMPLE_1327 2 0.000
#> SAMPLE_1328 2 0.000
#> SAMPLE_1329 2 0.000
#> SAMPLE_1330 2 0.000
#> SAMPLE_1331 2 0.000
#> SAMPLE_1332 2 0.000
#> SAMPLE_1333 2 0.000
#> SAMPLE_1334 2 0.000
#> SAMPLE_1335 2 0.000
#> SAMPLE_1336 1 1.000
#> SAMPLE_1337 2 0.000
#> SAMPLE_1338 2 0.000
#> SAMPLE_1339 2 0.000
#> SAMPLE_1340 2 0.000
#> SAMPLE_1341 2 0.000
#> SAMPLE_1342 2 0.000
#> SAMPLE_1343 2 0.000
#> SAMPLE_1344 2 0.000
#> SAMPLE_1345 2 0.000
#> SAMPLE_1346 2 0.000
#> SAMPLE_1347 2 0.000
#> SAMPLE_1348 2 1.000
#> SAMPLE_1349 2 0.000
#> SAMPLE_1350 2 0.000
#> SAMPLE_1351 2 1.000
#> SAMPLE_1352 2 0.000
#> SAMPLE_1353 3 0.000
#> SAMPLE_1354 2 0.000
#> SAMPLE_1355 2 0.000
#> SAMPLE_1356 3 0.000
#> SAMPLE_1357 3 0.000
#> SAMPLE_1358 3 0.000
#> SAMPLE_1359 3 0.000
#> SAMPLE_1360 3 0.000
#> SAMPLE_1361 3 0.000
#> SAMPLE_1362 3 0.000
#> SAMPLE_1363 3 0.000
#> SAMPLE_1364 3 0.000
#> SAMPLE_1365 3 0.000
#> SAMPLE_1366 3 0.000
#> SAMPLE_1367 3 0.000
#> SAMPLE_1368 3 0.000
#> SAMPLE_1369 3 0.000
#> SAMPLE_1370 3 0.000
#> SAMPLE_1371 3 0.000
#> SAMPLE_1372 3 0.000
#> SAMPLE_1373 3 0.000
#> SAMPLE_1374 3 0.000
#> SAMPLE_1375 3 0.000
#> SAMPLE_1376 3 0.000
#> SAMPLE_1377 3 0.000
#> SAMPLE_1378 3 0.000
#> SAMPLE_1379 3 0.000
#> SAMPLE_1380 3 0.000
#> SAMPLE_1381 3 0.000
#> SAMPLE_1382 3 0.000
#> SAMPLE_1383 3 0.000
#> SAMPLE_1384 3 0.000
#> SAMPLE_1385 3 0.000
#> SAMPLE_1386 2 0.000
#> SAMPLE_1387 2 0.000
#> SAMPLE_1388 2 0.000
#> SAMPLE_1389 2 0.000
#> SAMPLE_1390 2 0.000
#> SAMPLE_1391 2 0.000
#> SAMPLE_1392 2 0.000
#> SAMPLE_1393 2 0.000
#> SAMPLE_1394 2 0.000
#> SAMPLE_1395 2 0.000
#> SAMPLE_1396 2 0.000
#> SAMPLE_1397 2 0.000
#> SAMPLE_1398 2 0.000
#> SAMPLE_1399 2 0.000
#> SAMPLE_1400 2 0.000
#> SAMPLE_1401 2 0.000
#> SAMPLE_1402 2 0.000
#> SAMPLE_1403 2 1.000
#> SAMPLE_1404 2 0.000
#> SAMPLE_1405 2 0.000
#> SAMPLE_1406 2 0.000
#> SAMPLE_1407 2 0.000
#> SAMPLE_1408 2 0.000
#> SAMPLE_1409 2 1.000
#> SAMPLE_1410 2 0.000
#> SAMPLE_1411 2 0.000
#> SAMPLE_1412 2 0.000
#> SAMPLE_1413 1 0.000
#> SAMPLE_1414 1 0.000
#> SAMPLE_1415 1 0.000
#> SAMPLE_1416 1 0.000
#> SAMPLE_1417 1 0.000
#> SAMPLE_1418 1 0.000
#> SAMPLE_1419 2 0.000
#> SAMPLE_1420 2 0.000
#> SAMPLE_1421 2 0.000
#> SAMPLE_1422 2 0.000
#> SAMPLE_1423 2 0.000
#> SAMPLE_1424 2 0.000
#> SAMPLE_1425 2 1.000
#> SAMPLE_1426 2 1.000
#> SAMPLE_1427 1 1.000
#> SAMPLE_1428 2 1.000
#> SAMPLE_1429 2 0.502
#> SAMPLE_1430 2 0.000
#> SAMPLE_1431 2 0.000
#> SAMPLE_1432 2 0.000
#> SAMPLE_1433 3 0.000
#> SAMPLE_1434 2 0.000
#> SAMPLE_1435 2 0.000
#> SAMPLE_1436 2 0.000
#> SAMPLE_1437 2 0.000
#> SAMPLE_1438 2 0.000
#> SAMPLE_1439 2 0.000
#> SAMPLE_1440 1 1.000
#> SAMPLE_1441 2 0.000
#> SAMPLE_1442 2 0.000
#> SAMPLE_1443 2 0.000
#> SAMPLE_1444 2 0.000
#> SAMPLE_1445 2 0.000
#> SAMPLE_1446 2 0.000
#> SAMPLE_1447 1 0.000
#> SAMPLE_1448 1 0.000
#> SAMPLE_1449 2 0.000
#> SAMPLE_1450 2 0.000
#> SAMPLE_1451 2 0.000
#> SAMPLE_1452 2 0.000
#> SAMPLE_1453 2 0.000
#> SAMPLE_1454 2 0.000
#> SAMPLE_1455 2 0.000
#> SAMPLE_1456 2 0.000
#> SAMPLE_1457 2 0.000
#> SAMPLE_1458 2 0.000
#> SAMPLE_1459 2 0.000
#> SAMPLE_1460 2 0.000
#> SAMPLE_1461 2 0.000
#> SAMPLE_1462 2 0.000
#> SAMPLE_1463 2 0.000
#> SAMPLE_1464 2 0.000
#> SAMPLE_1465 2 0.000
#> SAMPLE_1466 2 0.000
#> SAMPLE_1467 2 0.000
#> SAMPLE_1468 2 0.000
#> SAMPLE_1469 2 0.000
#> SAMPLE_1470 2 0.000
#> SAMPLE_1471 2 0.000
#> SAMPLE_1472 2 0.000
#> SAMPLE_1473 2 0.000
#> SAMPLE_1474 2 0.000
#> SAMPLE_1475 2 0.000
#> SAMPLE_1476 2 0.000
#> SAMPLE_1477 2 0.000
#> SAMPLE_1478 2 0.000
#> SAMPLE_1479 2 0.000
#> SAMPLE_1480 2 0.000
#> SAMPLE_1481 2 0.000
#> SAMPLE_1482 2 0.000
#> SAMPLE_1483 2 0.000
#> SAMPLE_1484 2 0.000
#> SAMPLE_1485 2 0.000
#> SAMPLE_1486 2 0.000
#> SAMPLE_1487 2 0.000
#> SAMPLE_1488 2 0.000
#> SAMPLE_1489 3 0.000
#> SAMPLE_1490 3 0.000
#> SAMPLE_1491 2 0.000
#> SAMPLE_1492 2 0.000
#> SAMPLE_1493 2 0.000
#> SAMPLE_1494 2 0.000
#> SAMPLE_1495 2 0.000
#> SAMPLE_1496 2 0.000
#> SAMPLE_1497 2 0.000
#> SAMPLE_1498 2 0.000
#> SAMPLE_1499 2 0.000
#> SAMPLE_1500 2 0.000
#> SAMPLE_1501 2 0.000
#> SAMPLE_1502 2 0.253
#> SAMPLE_1503 2 1.000
#> SAMPLE_1504 2 0.000
#> SAMPLE_1505 2 0.000
#> SAMPLE_1506 2 1.000
#> SAMPLE_1507 2 0.000
#> SAMPLE_1508 2 0.751
#> SAMPLE_1509 2 0.000
#> SAMPLE_1510 2 0.000
#> SAMPLE_1511 2 0.000
#> SAMPLE_1512 2 1.000
#> SAMPLE_1513 2 0.000
#> SAMPLE_1514 2 0.000
#> SAMPLE_1515 2 0.000
#> SAMPLE_1516 2 1.000
#> SAMPLE_1517 2 0.000
#> SAMPLE_1518 2 1.000
#> SAMPLE_1519 2 1.000
#> SAMPLE_1520 2 1.000
#> SAMPLE_1521 2 0.000
#> SAMPLE_1522 2 0.000
#> SAMPLE_1523 1 0.000
#> SAMPLE_1524 2 0.000
#> SAMPLE_1525 1 0.000
#> SAMPLE_1526 2 0.000
#> SAMPLE_1527 2 0.000
#> SAMPLE_1528 2 0.000
#> SAMPLE_1529 2 0.000
#> SAMPLE_1530 2 0.000
#> SAMPLE_1531 2 0.000
#> SAMPLE_1532 2 0.000
#> SAMPLE_1533 2 0.000
#> SAMPLE_1534 2 0.000
#> SAMPLE_1535 2 0.000
#> SAMPLE_1536 2 0.000
#> SAMPLE_1537 2 0.000
#> SAMPLE_1538 2 0.000
#> SAMPLE_1539 2 0.000
#> SAMPLE_1540 2 0.000
#> SAMPLE_1541 2 0.000
#> SAMPLE_1542 2 0.000
#> SAMPLE_1543 2 0.000
#> SAMPLE_1544 2 0.000
#> SAMPLE_1545 2 0.000
#> SAMPLE_1546 2 0.000
#> SAMPLE_1547 2 0.000
#> SAMPLE_1548 2 0.000
#> SAMPLE_1549 2 0.000
#> SAMPLE_1550 2 0.000
#> SAMPLE_1551 2 0.000
#> SAMPLE_1552 2 0.000
#> SAMPLE_1553 2 1.000
#> SAMPLE_1554 2 0.000
#> SAMPLE_1555 2 0.000
#> SAMPLE_1556 2 0.000
#> SAMPLE_1557 2 0.000
#> SAMPLE_1558 2 0.000
#> SAMPLE_1559 2 0.000
#> SAMPLE_1560 2 0.000
#> SAMPLE_1561 2 0.000
#> SAMPLE_1562 2 0.000
#> SAMPLE_1563 2 0.000
#> SAMPLE_1564 2 0.000
#> SAMPLE_1565 2 0.000
#> SAMPLE_1566 2 0.000
#> SAMPLE_1567 2 0.000
#> SAMPLE_1568 2 0.000
#> SAMPLE_1569 2 0.000
#> SAMPLE_1570 2 1.000
#> SAMPLE_1571 2 0.000
#> SAMPLE_1572 2 0.000
#> SAMPLE_1573 2 0.000
#> SAMPLE_1574 2 0.000
#> SAMPLE_1575 2 0.000
#> SAMPLE_1576 2 0.000
#> SAMPLE_1577 2 0.000
#> SAMPLE_1578 2 0.000
#> SAMPLE_1579 3 0.000
#> SAMPLE_1580 2 0.000
#> SAMPLE_1581 2 0.000
#> SAMPLE_1582 3 0.000
#> SAMPLE_1583 2 0.000
#> SAMPLE_1584 2 0.000
#> SAMPLE_1585 2 0.000
#> SAMPLE_1586 2 0.000
#> SAMPLE_1587 2 0.000
#> SAMPLE_1588 2 0.000
#> SAMPLE_1589 2 0.000
#> SAMPLE_1590 2 0.000
#> SAMPLE_1591 2 0.000
#> SAMPLE_1592 2 0.000
#> SAMPLE_1593 2 0.000
#> SAMPLE_1594 2 0.000
#> SAMPLE_1595 2 0.000
#> SAMPLE_1596 2 0.000
#> SAMPLE_1597 2 0.000
#> SAMPLE_1598 2 1.000
#> SAMPLE_1599 2 0.000
#> SAMPLE_1600 2 0.000
#> SAMPLE_1601 2 0.000
#> SAMPLE_1602 2 1.000
#> SAMPLE_1603 1 1.000
#> SAMPLE_1604 2 0.000
#> SAMPLE_1605 1 1.000
#> SAMPLE_1606 1 1.000
#> SAMPLE_1607 1 0.502
#> SAMPLE_1608 2 0.000
#> SAMPLE_1609 2 0.000
#> SAMPLE_1610 2 0.000
#> SAMPLE_1611 2 0.000
#> SAMPLE_1612 2 0.000
#> SAMPLE_1613 2 0.000
#> SAMPLE_1614 2 0.000
#> SAMPLE_1615 2 0.000
#> SAMPLE_1616 2 0.000
#> SAMPLE_1617 2 0.000
#> SAMPLE_1618 2 0.000
#> SAMPLE_1619 2 0.000
#> SAMPLE_1620 2 0.000
#> SAMPLE_1621 2 0.000
#> SAMPLE_1622 2 0.000
#> SAMPLE_1623 2 0.000
#> SAMPLE_1624 2 0.000
#> SAMPLE_1625 2 1.000
#> SAMPLE_1626 3 0.000
#> SAMPLE_1627 2 1.000
#> SAMPLE_1628 2 0.000
#> SAMPLE_1629 2 0.000
#> SAMPLE_1630 2 0.000
#> SAMPLE_1631 2 0.000
#> SAMPLE_1632 2 0.000
#> SAMPLE_1633 2 0.000
#> SAMPLE_1634 2 0.000
#> SAMPLE_1635 2 1.000
#> SAMPLE_1636 2 0.000
#> SAMPLE_1637 2 0.000
#> SAMPLE_1638 2 0.000
#> SAMPLE_1639 2 0.000
#> SAMPLE_1640 2 0.000
#> SAMPLE_1641 2 0.000
#> SAMPLE_1642 2 0.000
#> SAMPLE_1643 2 0.000
#> SAMPLE_1644 2 0.000
#> SAMPLE_1645 2 0.000
#> SAMPLE_1646 2 0.000
#> SAMPLE_1647 2 0.000
#> SAMPLE_1648 2 0.000
#> SAMPLE_1649 2 0.000
#> SAMPLE_1650 2 0.000
#> SAMPLE_1651 2 0.000
#> SAMPLE_1652 2 0.000
#> SAMPLE_1653 2 0.000
#> SAMPLE_1654 2 0.000
#> SAMPLE_1655 2 0.000
#> SAMPLE_1656 2 0.000
#> SAMPLE_1657 2 0.000
#> SAMPLE_1658 2 1.000
#> SAMPLE_1659 2 0.000
#> SAMPLE_1660 2 0.000
#> SAMPLE_1661 2 0.000
#> SAMPLE_1662 2 0.000
#> SAMPLE_1663 2 0.000
#> SAMPLE_1664 3 0.000
#> SAMPLE_1665 2 0.000
#> SAMPLE_1666 2 0.000
#> SAMPLE_1667 1 0.000
#> SAMPLE_1668 2 0.000
#> SAMPLE_1669 2 0.000
#> SAMPLE_1670 2 0.000
#> SAMPLE_1671 2 0.000
#> SAMPLE_1672 2 0.000
#> SAMPLE_1673 1 0.000
#> SAMPLE_1674 2 0.000
#> SAMPLE_1675 2 0.000
#> SAMPLE_1676 2 0.000
#> SAMPLE_1677 1 1.000
#> SAMPLE_1678 2 0.000
#> SAMPLE_1679 2 0.000
#> SAMPLE_1680 2 0.000
#> SAMPLE_1681 2 0.000
#> SAMPLE_1682 3 0.000
#> SAMPLE_1683 2 0.000
#> SAMPLE_1684 2 0.000
#> SAMPLE_1685 2 0.000
#> SAMPLE_1686 2 0.000
#> SAMPLE_1687 2 0.000
#> SAMPLE_1688 2 0.000
#> SAMPLE_1689 2 0.000
#> SAMPLE_1690 2 0.000
#> SAMPLE_1691 2 0.000
#> SAMPLE_1692 2 0.000
#> SAMPLE_1693 2 0.000
#> SAMPLE_1694 1 1.000
#> SAMPLE_1695 2 0.000
#> SAMPLE_1696 2 0.000
#> SAMPLE_1697 2 0.000
#> SAMPLE_1698 1 1.000
#> SAMPLE_1699 2 0.000
#> SAMPLE_1700 2 1.000
#> SAMPLE_1701 2 1.000
#> SAMPLE_1702 2 0.000
#> SAMPLE_1703 2 0.000
#> SAMPLE_1704 2 0.000
#> SAMPLE_1705 2 0.000
#> SAMPLE_1706 2 0.000
#> SAMPLE_1707 2 0.000
#> SAMPLE_1708 2 1.000
#> SAMPLE_1709 3 0.000
#> SAMPLE_1710 2 0.000
#> SAMPLE_1711 2 0.000
#> SAMPLE_1712 1 1.000
#> SAMPLE_1713 2 0.000
#> SAMPLE_1714 2 0.000
#> SAMPLE_1715 2 0.000
#> SAMPLE_1716 2 0.000
#> SAMPLE_1717 2 0.000
#> SAMPLE_1718 2 0.000
#> SAMPLE_1719 2 0.000
#> SAMPLE_1720 2 0.000
#> SAMPLE_1721 2 0.000
#> SAMPLE_1722 2 0.000
#> SAMPLE_1723 2 0.000
#> SAMPLE_1724 2 0.000
#> SAMPLE_1725 2 0.000
#> SAMPLE_1726 2 0.000
#> SAMPLE_1727 2 0.000
#> SAMPLE_1728 2 0.000
#> SAMPLE_1729 2 0.000
#> SAMPLE_1730 2 0.000
#> SAMPLE_1731 2 0.000
#> SAMPLE_1732 2 0.000
#> SAMPLE_1733 3 0.000
#> SAMPLE_1734 2 0.000
#> SAMPLE_1735 1 0.000
#> SAMPLE_1736 1 1.000
#> SAMPLE_1737 2 0.000
#> SAMPLE_1738 2 0.000
#> SAMPLE_1739 2 0.000
#> SAMPLE_1740 2 0.000
#> SAMPLE_1741 2 0.000
#> SAMPLE_1742 2 0.000
#> SAMPLE_1743 2 0.000
#> SAMPLE_1744 2 0.000
#> SAMPLE_1745 2 0.000
#> SAMPLE_1746 2 0.000
#> SAMPLE_1747 2 0.000
#> SAMPLE_1748 2 0.000
#> SAMPLE_1749 2 0.000
#> SAMPLE_1750 2 0.000
#> SAMPLE_1751 2 0.000
#> SAMPLE_1752 2 0.000
#> SAMPLE_1753 2 0.000
#> SAMPLE_1754 2 0.000
#> SAMPLE_1755 2 0.000
#> SAMPLE_1756 2 0.000
#> SAMPLE_1757 2 0.000
#> SAMPLE_1758 2 1.000
#> SAMPLE_1759 2 0.000
#> SAMPLE_1760 2 0.000
#> SAMPLE_1761 2 0.000
#> SAMPLE_1762 2 0.000
#> SAMPLE_1763 2 0.000
#> SAMPLE_1764 2 0.000
#> SAMPLE_1765 2 0.000
#> SAMPLE_1766 2 0.000
#> SAMPLE_1767 2 0.000
#> SAMPLE_1768 2 0.000
#> SAMPLE_1769 2 0.000
#> SAMPLE_1770 2 0.000
#> SAMPLE_1771 2 0.000
#> SAMPLE_1772 2 0.000
#> SAMPLE_1773 2 0.000
#> SAMPLE_1774 2 0.000
#> SAMPLE_1775 2 0.000
#> SAMPLE_1776 2 0.000
#> SAMPLE_1777 2 0.000
#> SAMPLE_1778 2 0.000
#> SAMPLE_1779 2 0.000
#> SAMPLE_1780 2 0.000
#> SAMPLE_1781 2 0.000
#> SAMPLE_1782 2 0.000
#> SAMPLE_1783 2 0.000
#> SAMPLE_1784 2 0.000
#> SAMPLE_1785 2 0.000
#> SAMPLE_1786 2 0.000
#> SAMPLE_1787 2 0.000
#> SAMPLE_1788 2 0.000
#> SAMPLE_1789 2 0.000
#> SAMPLE_1790 2 0.000
#> SAMPLE_1791 2 0.000
#> SAMPLE_1792 2 0.000
#> SAMPLE_1793 2 0.000
#> SAMPLE_1794 2 0.000
#> SAMPLE_1795 2 0.000
#> SAMPLE_1796 2 1.000
#> SAMPLE_1797 3 0.000
#> SAMPLE_1798 2 0.000
#> SAMPLE_1799 2 0.000
#> SAMPLE_1800 2 0.000
#> SAMPLE_1801 2 0.000
#> SAMPLE_1802 2 0.000
#> SAMPLE_1803 2 0.000
#> SAMPLE_1804 2 0.000
#> SAMPLE_1805 2 0.000
#> SAMPLE_1806 2 0.000
#> SAMPLE_1807 2 0.000
#> SAMPLE_1808 2 0.000
#> SAMPLE_1809 2 0.000
#> SAMPLE_1810 2 0.000
#> SAMPLE_1811 2 0.000
#> SAMPLE_1812 2 0.000
#> SAMPLE_1813 2 0.000
#> SAMPLE_1814 2 0.000
#> SAMPLE_1815 2 0.000
#> SAMPLE_1816 2 0.000
#> SAMPLE_1817 2 0.000
#> SAMPLE_1818 2 0.000
#> SAMPLE_1819 2 0.000
#> SAMPLE_1820 2 0.000
#> SAMPLE_1821 2 0.000
#> SAMPLE_1822 2 0.000
#> SAMPLE_1823 2 0.000
#> SAMPLE_1824 2 0.000
#> SAMPLE_1825 2 0.000
#> SAMPLE_1826 2 0.000
#> SAMPLE_1827 3 0.000
#> SAMPLE_1828 3 0.000
#> SAMPLE_1829 1 1.000
#> SAMPLE_1830 3 0.000
#> SAMPLE_1831 3 0.000
#> SAMPLE_1832 2 0.000
#> SAMPLE_1833 2 0.000
#> SAMPLE_1834 2 0.000
#> SAMPLE_1835 3 0.000
#> SAMPLE_1836 2 0.000
#> SAMPLE_1837 2 0.000
#> SAMPLE_1838 1 1.000
#> SAMPLE_1839 2 0.000
#> SAMPLE_1840 2 0.000
#> SAMPLE_1841 2 0.000
#> SAMPLE_1842 2 1.000
#> SAMPLE_1843 2 0.000
#> SAMPLE_1844 2 0.000
#> SAMPLE_1845 3 0.000
#> SAMPLE_1846 1 0.000
#> SAMPLE_1847 3 0.000
#> SAMPLE_1848 2 0.000
#> SAMPLE_1849 2 0.000
#> SAMPLE_1850 2 0.000
#> SAMPLE_1851 2 0.000
#> SAMPLE_1852 2 0.000
#> SAMPLE_1853 2 0.000
#> SAMPLE_1854 2 0.000
#> SAMPLE_1855 2 0.000
#> SAMPLE_1856 2 0.000
#> SAMPLE_1857 2 0.000
#> SAMPLE_1858 2 0.000
#> SAMPLE_1859 1 1.000
#> SAMPLE_1860 2 0.000
#> SAMPLE_1861 2 0.000
#> SAMPLE_1862 2 0.000
#> SAMPLE_1863 2 0.000
#> SAMPLE_1864 2 0.000
#> SAMPLE_1865 1 0.000
#> SAMPLE_1866 2 1.000
#> SAMPLE_1867 2 0.000
#> SAMPLE_1868 2 0.000
#> SAMPLE_1869 2 1.000
#> SAMPLE_1870 1 1.000
#> SAMPLE_1871 1 1.000
#> SAMPLE_1872 2 1.000
#> SAMPLE_1873 2 1.000
#> SAMPLE_1874 2 1.000
#> SAMPLE_1875 1 1.000
#> SAMPLE_1876 1 1.000
#> SAMPLE_1877 1 1.000
#> SAMPLE_1878 2 1.000
#> SAMPLE_1879 2 0.000
#> SAMPLE_1880 2 0.000
#> SAMPLE_1881 2 0.000
#> SAMPLE_1882 2 0.000
#> SAMPLE_1883 2 0.000
#> SAMPLE_1884 3 0.000
#> SAMPLE_1885 2 0.000
#> SAMPLE_1886 2 0.000
#> SAMPLE_1887 2 0.000
#> SAMPLE_1888 2 0.000
#> SAMPLE_1889 1 0.000
#> SAMPLE_1890 1 0.000
#> SAMPLE_1891 1 0.000
#> SAMPLE_1892 1 0.502
#> SAMPLE_1893 1 0.000
#> SAMPLE_1894 1 0.000
#> SAMPLE_1895 3 0.000
#> SAMPLE_1896 3 0.000
#> SAMPLE_1897 3 0.000
#> SAMPLE_1898 3 0.000
#> SAMPLE_1899 3 0.000
#> SAMPLE_1900 3 0.000
#> SAMPLE_1901 3 0.000
#> SAMPLE_1902 3 0.000
#> SAMPLE_1903 3 0.000
#> SAMPLE_1904 3 0.000
#> SAMPLE_1905 2 0.000
#> SAMPLE_1906 2 0.000
#> SAMPLE_1907 2 0.000
#> SAMPLE_1908 1 0.000
#> SAMPLE_1909 2 0.000
#> SAMPLE_1910 3 0.000
#> SAMPLE_1911 3 0.000
#> SAMPLE_1912 2 0.000
#> SAMPLE_1913 2 0.000
#> SAMPLE_1914 2 0.000
#> SAMPLE_1915 2 0.000
#> SAMPLE_1916 2 0.000
#> SAMPLE_1917 2 0.000
#> SAMPLE_1918 2 0.000
#> SAMPLE_1919 2 0.000
#> SAMPLE_1920 2 0.000
#> SAMPLE_1921 1 0.000
#> SAMPLE_1922 2 0.000
#> SAMPLE_1923 2 0.000
#> SAMPLE_1924 2 0.000
#> SAMPLE_1925 2 0.000
#> SAMPLE_1926 3 0.000
#> SAMPLE_1927 2 0.000
#> SAMPLE_1928 3 0.000
#> SAMPLE_1929 2 0.000
#> SAMPLE_1930 1 1.000
#> SAMPLE_1931 2 0.000
#> SAMPLE_1932 1 0.000
#> SAMPLE_1933 2 0.000
#> SAMPLE_1934 2 0.000
#> SAMPLE_1935 2 0.000
#> SAMPLE_1936 2 0.000
#> SAMPLE_1937 3 0.000
#> SAMPLE_1938 2 0.000
#> SAMPLE_1939 2 0.000
#> SAMPLE_1940 2 0.000
#> SAMPLE_1941 2 0.000
#> SAMPLE_1942 2 0.000
#> SAMPLE_1943 2 0.000
#> SAMPLE_1944 2 0.000
#> SAMPLE_1945 2 0.000
#> SAMPLE_1946 2 0.000
#> SAMPLE_1947 2 0.000
#> SAMPLE_1948 2 0.000
#> SAMPLE_1949 2 0.000
#> SAMPLE_1950 2 0.000
#> SAMPLE_1951 2 0.000
#> SAMPLE_1952 2 0.000
#> SAMPLE_1953 2 0.000
#> SAMPLE_1954 2 0.000
#> SAMPLE_1955 2 0.000
#> SAMPLE_1956 2 0.000
#> SAMPLE_1957 2 0.000
#> SAMPLE_1958 2 0.000
#> SAMPLE_1959 2 0.000
#> SAMPLE_1960 2 0.000
#> SAMPLE_1961 2 0.000
#> SAMPLE_1962 2 0.000
#> SAMPLE_1963 2 0.000
#> SAMPLE_1964 2 0.000
#> SAMPLE_1965 2 0.000
#> SAMPLE_1966 2 1.000
#> SAMPLE_1967 2 0.000
#> SAMPLE_1968 2 0.000
#> SAMPLE_1969 1 0.000
#> SAMPLE_1970 2 0.000
#> SAMPLE_1971 2 0.000
#> SAMPLE_1972 2 0.000
#> SAMPLE_1973 1 0.000
#> SAMPLE_1974 2 0.000
#> SAMPLE_1975 2 0.000
#> SAMPLE_1976 2 0.000
#> SAMPLE_1977 2 0.000
#> SAMPLE_1978 2 0.000
#> SAMPLE_1979 2 0.000
#> SAMPLE_1980 2 0.000
#> SAMPLE_1981 2 0.000
#> SAMPLE_1982 2 0.000
#> SAMPLE_1983 2 0.000
#> SAMPLE_1984 2 0.000
#> SAMPLE_1985 2 0.000
#> SAMPLE_1986 2 0.000
#> SAMPLE_1987 2 0.000
#> SAMPLE_1988 2 0.000
#> SAMPLE_1989 2 0.000
#> SAMPLE_1990 2 0.000
#> SAMPLE_1991 2 0.000
#> SAMPLE_1992 3 0.000
#> SAMPLE_1993 2 0.000
#> SAMPLE_1994 2 0.000
#> SAMPLE_1995 2 0.000
#> SAMPLE_1996 2 0.000
#> SAMPLE_1997 2 0.000
#> SAMPLE_1998 2 0.000
#> SAMPLE_1999 2 0.000
#> SAMPLE_2000 1 0.000
#> SAMPLE_2001 2 0.000
#> SAMPLE_2002 2 0.000
#> SAMPLE_2003 2 0.000
#> SAMPLE_2004 2 0.000
#> SAMPLE_2005 2 0.000
#> SAMPLE_2006 2 0.000
#> SAMPLE_2007 2 0.000
#> SAMPLE_2008 2 0.000
#> SAMPLE_2009 2 0.000
#> SAMPLE_2010 2 0.000
#> SAMPLE_2011 2 0.000
#> SAMPLE_2012 2 0.000
#> SAMPLE_2013 2 0.000
#> SAMPLE_2014 3 0.000
#> SAMPLE_2015 2 0.000
#> SAMPLE_2016 2 0.000
#> SAMPLE_2017 2 0.000
#> SAMPLE_2018 2 0.000
#> SAMPLE_2019 2 0.751
#> SAMPLE_2020 2 0.000
#> SAMPLE_2021 2 0.000
#> SAMPLE_2022 2 1.000
#> SAMPLE_2023 2 0.000
#> SAMPLE_2024 2 0.000
#> SAMPLE_2025 3 0.000
#> SAMPLE_2026 3 0.000
#> SAMPLE_2027 2 0.000
#> SAMPLE_2028 2 0.000
#> SAMPLE_2029 2 0.000
#> SAMPLE_2030 2 0.000
#> SAMPLE_2031 3 0.000
#> SAMPLE_2032 3 0.000
#> SAMPLE_2033 3 0.000
#> SAMPLE_2034 3 0.000
#> SAMPLE_2035 3 0.000
#> SAMPLE_2036 3 0.000
#> SAMPLE_2037 2 0.000
#> SAMPLE_2038 2 0.000
#> SAMPLE_2039 2 0.000
#> SAMPLE_2040 2 0.000
#> SAMPLE_2041 2 0.000
#> SAMPLE_2042 2 0.000
#> SAMPLE_2043 2 0.000
#> SAMPLE_2044 2 0.000
#> SAMPLE_2045 2 0.000
#> SAMPLE_2046 2 0.000
#> SAMPLE_2047 2 0.000
#> SAMPLE_2048 2 0.000
#> SAMPLE_2049 2 0.000
#> SAMPLE_2050 2 0.000
#> SAMPLE_2051 2 0.000
#> SAMPLE_2052 3 0.000
#> SAMPLE_2053 3 0.000
#> SAMPLE_2054 3 0.000
#> SAMPLE_2055 2 0.000
#> SAMPLE_2056 2 0.000
#> SAMPLE_2057 2 0.000
#> SAMPLE_2058 2 0.000
#> SAMPLE_2059 3 0.000
#> SAMPLE_2060 2 0.000
#> SAMPLE_2061 1 0.000
#> SAMPLE_2062 2 0.000
#> SAMPLE_2063 2 0.000
#> SAMPLE_2064 3 0.000
#> SAMPLE_2065 2 0.000
#> SAMPLE_2066 3 0.000
#> SAMPLE_2067 2 0.000
#> SAMPLE_2068 2 0.000
#> SAMPLE_2069 2 0.000
#> SAMPLE_2070 2 0.000
#> SAMPLE_2071 2 0.000
#> SAMPLE_2072 2 0.000
#> SAMPLE_2073 2 0.000
#> SAMPLE_2074 2 0.000
#> SAMPLE_2075 2 0.000
#> SAMPLE_2076 2 0.000
#> SAMPLE_2077 2 0.000
#> SAMPLE_2078 2 0.000
#> SAMPLE_2079 2 0.000
#> SAMPLE_2080 2 0.000
#> SAMPLE_2081 2 0.000
#> SAMPLE_2082 2 0.000
#> SAMPLE_2083 2 0.000
#> SAMPLE_2084 2 0.000
#> SAMPLE_2085 2 0.000
#> SAMPLE_2086 2 0.000
#> SAMPLE_2087 2 0.000
#> SAMPLE_2088 2 0.000
#> SAMPLE_2089 2 0.000
#> SAMPLE_2090 2 0.000
#> SAMPLE_2091 2 0.000
#> SAMPLE_2092 2 0.000
#> SAMPLE_2093 2 0.000
#> SAMPLE_2094 2 0.000
#> SAMPLE_2095 2 0.000
#> SAMPLE_2096 2 0.000
#> SAMPLE_2097 2 0.000
#> SAMPLE_2098 2 0.000
#> SAMPLE_2099 2 0.000
#> SAMPLE_2100 2 0.000
#> SAMPLE_2101 2 0.000
#> SAMPLE_2102 2 0.000
#> SAMPLE_2103 2 0.000
#> SAMPLE_2104 2 1.000
#> SAMPLE_2105 2 0.000
#> SAMPLE_2106 2 0.000
#> SAMPLE_2107 2 0.000
#> SAMPLE_2108 2 0.000
#> SAMPLE_2109 2 0.000
#> SAMPLE_2110 2 0.000
#> SAMPLE_2111 2 0.000
#> SAMPLE_2112 2 0.000
#> SAMPLE_2113 2 0.000
#> SAMPLE_2114 2 0.000
#> SAMPLE_2115 2 0.000
#> SAMPLE_2116 2 0.000
#> SAMPLE_2117 2 0.000
#> SAMPLE_2118 2 0.000
#> SAMPLE_2119 2 0.000
#> SAMPLE_2120 2 0.000
#> SAMPLE_2121 2 0.000
#> SAMPLE_2122 2 0.000
#> SAMPLE_2123 2 0.000
#> SAMPLE_2124 2 1.000
#> SAMPLE_2125 2 0.000
#> SAMPLE_2126 2 0.000
#> SAMPLE_2127 2 0.000
#> SAMPLE_2128 2 0.000
#> SAMPLE_2129 2 0.000
#> SAMPLE_2130 2 0.000
#> SAMPLE_2131 2 0.000
#> SAMPLE_2132 2 0.000
#> SAMPLE_2133 2 0.000
#> SAMPLE_2134 2 0.000
#> SAMPLE_2135 2 0.000
#> SAMPLE_2136 2 0.000
#> SAMPLE_2137 2 0.000
#> SAMPLE_2138 2 0.000
#> SAMPLE_2139 2 0.000
#> SAMPLE_2140 2 0.000
#> SAMPLE_2141 1 0.000
#> SAMPLE_2142 2 0.000
#> SAMPLE_2143 2 0.000
#> SAMPLE_2144 2 0.000
#> SAMPLE_2145 2 0.000
#> SAMPLE_2146 3 0.000
#> SAMPLE_2147 2 0.000
#> SAMPLE_2148 2 0.000
#> SAMPLE_2149 2 0.000
#> SAMPLE_2150 2 0.000
#> SAMPLE_2151 2 0.000
#> SAMPLE_2152 2 0.000
#> SAMPLE_2153 2 0.000
#> SAMPLE_2154 2 0.000
#> SAMPLE_2155 2 0.000
#> SAMPLE_2156 2 0.000
#> SAMPLE_2157 2 0.000
#> SAMPLE_2158 2 0.000
#> SAMPLE_2159 2 0.000
#> SAMPLE_2160 2 0.000
#> SAMPLE_2161 2 0.000
#> SAMPLE_2162 2 0.000
#> SAMPLE_2163 2 1.000
#> SAMPLE_2164 2 0.000
#> SAMPLE_2165 2 0.000
#> SAMPLE_2166 2 0.000
#> SAMPLE_2167 2 0.000
#> SAMPLE_2168 2 0.000
#> SAMPLE_2169 2 0.000
#> SAMPLE_2170 2 0.000
#> SAMPLE_2171 2 0.000
#> SAMPLE_2172 2 0.000
#> SAMPLE_2173 3 0.000
#> SAMPLE_2174 2 0.000
#> SAMPLE_2175 2 0.000
#> SAMPLE_2176 2 0.000
#> SAMPLE_2177 2 0.000
#> SAMPLE_2178 2 0.000
#> SAMPLE_2179 3 0.000
#> SAMPLE_2180 2 0.000
#> SAMPLE_2181 2 0.000
#> SAMPLE_2182 1 1.000
#> SAMPLE_2183 2 0.000
#> SAMPLE_2184 3 0.000
#> SAMPLE_2185 3 0.000
#> SAMPLE_2186 2 1.000
#> SAMPLE_2187 2 0.000
#> SAMPLE_2188 2 0.000
#> SAMPLE_2189 2 0.000
#> SAMPLE_2190 2 0.000
#> SAMPLE_2191 2 0.000
#> SAMPLE_2192 2 0.000
#> SAMPLE_2193 2 0.000
#> SAMPLE_2194 2 0.000
#> SAMPLE_2195 2 0.000
#> SAMPLE_2196 2 0.000
#> SAMPLE_2197 2 0.000
#> SAMPLE_2198 2 0.000
#> SAMPLE_2199 2 1.000
#> SAMPLE_2200 2 0.000
#> SAMPLE_2201 3 0.000
#> SAMPLE_2202 2 0.000
#> SAMPLE_2203 2 0.000
#> SAMPLE_2204 2 0.000
#> SAMPLE_2205 2 0.000
#> SAMPLE_2206 1 0.000
#> SAMPLE_2207 2 0.000
#> SAMPLE_2208 2 0.000
#> SAMPLE_2209 2 0.000
#> SAMPLE_2210 3 0.000
#> SAMPLE_2211 2 0.000
#> SAMPLE_2212 2 0.000
#> SAMPLE_2213 2 0.000
#> SAMPLE_2214 2 0.000
#> SAMPLE_2215 2 0.000
#> SAMPLE_2216 3 0.000
#> SAMPLE_2217 2 0.000
#> SAMPLE_2218 2 0.000
#> SAMPLE_2219 2 0.000
#> SAMPLE_2220 2 0.000
#> SAMPLE_2221 2 0.000
#> SAMPLE_2222 2 0.000
#> SAMPLE_2223 2 0.000
#> SAMPLE_2224 2 0.000
#> SAMPLE_2225 2 0.000
#> SAMPLE_2226 1 0.000
#> SAMPLE_2227 2 0.000
#> SAMPLE_2228 3 0.000
#> SAMPLE_2229 2 0.000
#> SAMPLE_2230 1 1.000
#> SAMPLE_2231 2 0.000
#> SAMPLE_2232 2 0.000
#> SAMPLE_2233 3 0.000
#> SAMPLE_2234 2 0.000
#> SAMPLE_2235 3 0.000
#> SAMPLE_2236 3 0.000
#> SAMPLE_2237 2 0.000
#> SAMPLE_2238 2 0.000
#> SAMPLE_2239 2 0.000
#> SAMPLE_2240 3 0.000
#> SAMPLE_2241 3 0.000
#> SAMPLE_2242 3 0.000
#> SAMPLE_2243 3 0.000
#> SAMPLE_2244 3 0.000
#> SAMPLE_2245 3 0.000
#> SAMPLE_2246 3 0.000
#> SAMPLE_2247 2 0.000
#> SAMPLE_2248 2 0.000
#> SAMPLE_2249 3 0.000
#> SAMPLE_2250 2 0.000
#> SAMPLE_2251 1 1.000
#> SAMPLE_2252 2 0.000
#> SAMPLE_2253 3 0.000
#> SAMPLE_2254 2 0.000
#> SAMPLE_2255 2 0.000
#> SAMPLE_2256 2 0.000
#> SAMPLE_2257 2 0.000
#> SAMPLE_2258 2 0.000
#> SAMPLE_2259 2 0.000
#> SAMPLE_2260 3 0.000
#> SAMPLE_2261 1 1.000
#> SAMPLE_2262 1 0.000
#> SAMPLE_2263 2 0.000
#> SAMPLE_2264 3 0.000
#> SAMPLE_2265 2 0.000
#> SAMPLE_2266 2 0.000
#> SAMPLE_2267 2 0.000
#> SAMPLE_2268 3 0.000
#> SAMPLE_2269 2 0.000
#> SAMPLE_2270 2 0.000
#> SAMPLE_2271 2 0.000
#> SAMPLE_2272 2 0.000
#> SAMPLE_2273 1 0.000
#> SAMPLE_2274 2 0.000
#> SAMPLE_2275 2 0.000
#> SAMPLE_2276 2 0.000
#> SAMPLE_2277 2 0.000
#> SAMPLE_2278 2 0.000
#> SAMPLE_2279 2 0.000
#> SAMPLE_2280 2 0.000
#> SAMPLE_2281 2 0.000
#> SAMPLE_2282 2 0.000
#> SAMPLE_2283 2 0.000
#> SAMPLE_2284 2 0.000
#> SAMPLE_2285 2 0.000
#> SAMPLE_2286 2 0.000
#> SAMPLE_2287 2 0.000
#> SAMPLE_2288 1 0.000
#> SAMPLE_2289 2 0.000
#> SAMPLE_2290 3 0.000
#> SAMPLE_2291 3 0.000
#> SAMPLE_2292 2 0.000
#> SAMPLE_2293 2 0.000
#> SAMPLE_2294 2 0.000
#> SAMPLE_2295 2 0.000
#> SAMPLE_2296 3 0.000
#> SAMPLE_2297 2 0.000
#> SAMPLE_2298 2 0.000
#> SAMPLE_2299 3 0.000
#> SAMPLE_2300 2 0.000
#> SAMPLE_2301 2 0.000
#> SAMPLE_2302 2 0.000
#> SAMPLE_2303 2 0.253
#> SAMPLE_2304 3 0.000
#> SAMPLE_2305 1 1.000
#> SAMPLE_2306 2 0.000
#> SAMPLE_2307 2 0.000
#> SAMPLE_2308 2 0.000
#> SAMPLE_2309 2 0.000
#> SAMPLE_2310 2 0.000
#> SAMPLE_2311 2 0.000
#> SAMPLE_2312 2 0.000
#> SAMPLE_2313 2 0.000
#> SAMPLE_2314 3 0.000
#> SAMPLE_2315 3 0.000
#> SAMPLE_2316 3 0.000
#> SAMPLE_2317 3 0.000
#> SAMPLE_2318 3 0.000
#> SAMPLE_2319 1 0.000
#> SAMPLE_2320 2 0.000
#> SAMPLE_2321 2 0.000
#> SAMPLE_2322 2 0.000
#> SAMPLE_2323 2 0.000
#> SAMPLE_2324 2 0.000
#> SAMPLE_2325 2 0.000
#> SAMPLE_2326 2 0.000
#> SAMPLE_2327 2 0.000
#> SAMPLE_2328 2 1.000
#> SAMPLE_2329 2 0.000
#> SAMPLE_2330 2 0.000
#> SAMPLE_2331 2 0.000
#> SAMPLE_2332 2 0.000
#> SAMPLE_2333 2 0.000
#> SAMPLE_2334 2 0.000
#> SAMPLE_2335 2 0.000
#> SAMPLE_2336 2 0.000
#> SAMPLE_2337 2 0.000
#> SAMPLE_2338 2 0.751
#> SAMPLE_2339 3 0.000
#> SAMPLE_2340 3 0.000
#> SAMPLE_2341 3 0.000
#> SAMPLE_2342 3 0.000
#> SAMPLE_2343 3 0.000
#> SAMPLE_2344 2 0.000
#> SAMPLE_2345 2 0.000
#> SAMPLE_2346 2 0.000
#> SAMPLE_2347 2 0.000
#> SAMPLE_2348 2 0.000
#> SAMPLE_2349 3 0.000
#> SAMPLE_2350 2 0.000
#> SAMPLE_2351 3 0.000
#> SAMPLE_2352 2 1.000
#> SAMPLE_2353 1 0.000
#> SAMPLE_2354 2 0.000
#> SAMPLE_2355 2 0.000
#> SAMPLE_2356 2 0.000
#> SAMPLE_2357 2 0.000
#> SAMPLE_2358 2 0.000
#> SAMPLE_2359 2 0.000
#> SAMPLE_2360 2 0.000
#> SAMPLE_2361 2 0.000
#> SAMPLE_2362 2 0.000
#> SAMPLE_2363 3 0.000
#> SAMPLE_2364 2 0.000
#> SAMPLE_2365 2 0.000
#> SAMPLE_2366 2 0.000
#> SAMPLE_2367 2 0.000
#> SAMPLE_2368 2 1.000
#> SAMPLE_2369 1 1.000
#> SAMPLE_2370 1 1.000
#> SAMPLE_2371 2 0.000
#> SAMPLE_2372 2 0.000
#> SAMPLE_2373 1 1.000
#> SAMPLE_2374 1 1.000
#> SAMPLE_2375 2 1.000
#> SAMPLE_2376 1 1.000
#> SAMPLE_2377 1 1.000
#> SAMPLE_2378 1 1.000
#> SAMPLE_2379 2 1.000
#> SAMPLE_2380 1 1.000
#> SAMPLE_2381 2 0.000
#> SAMPLE_2382 1 1.000
#> SAMPLE_2383 2 1.000
#> SAMPLE_2384 2 0.000
#> SAMPLE_2385 2 0.000
#> SAMPLE_2386 1 1.000
#> SAMPLE_2387 2 1.000
#> SAMPLE_2388 2 1.000
#> SAMPLE_2389 2 0.000
#> SAMPLE_2390 2 0.000
#> SAMPLE_2391 2 0.000
#> SAMPLE_2392 3 0.000
#> SAMPLE_2393 3 0.000
#> SAMPLE_2394 2 0.000
#> SAMPLE_2395 2 0.000
#> SAMPLE_2396 2 0.000
#> SAMPLE_2397 3 0.000
#> SAMPLE_2398 1 1.000
#> SAMPLE_2399 1 1.000
#> SAMPLE_2400 1 1.000
#> SAMPLE_2401 1 1.000
#> SAMPLE_2402 1 1.000
#> SAMPLE_2403 1 1.000
#> SAMPLE_2404 1 1.000
#> SAMPLE_2405 2 1.000
#> SAMPLE_2406 2 1.000
#> SAMPLE_2407 2 0.000
#> SAMPLE_2408 2 1.000
#> SAMPLE_2409 2 0.000
#> SAMPLE_2410 2 0.000
#> SAMPLE_2411 1 0.000
#> SAMPLE_2412 2 0.000
#> SAMPLE_2413 2 0.000
#> SAMPLE_2414 2 0.000
#> SAMPLE_2415 2 0.000
#> SAMPLE_2416 2 0.000
#> SAMPLE_2417 2 0.000
#> SAMPLE_2418 2 0.000
#> SAMPLE_2419 2 0.000
#> SAMPLE_2420 3 0.000
#> SAMPLE_2421 1 0.000
#> SAMPLE_2422 2 0.000
#> SAMPLE_2423 3 0.000
#> SAMPLE_2424 2 0.000
#> SAMPLE_2425 2 0.000
#> SAMPLE_2426 3 0.000
#> SAMPLE_2427 2 0.000
#> SAMPLE_2428 2 0.000
#> SAMPLE_2429 2 0.000
#> SAMPLE_2430 3 0.000
#> SAMPLE_2431 3 0.000
#> SAMPLE_2432 3 0.000
#> SAMPLE_2433 2 0.000
#> SAMPLE_2434 2 0.000
#> SAMPLE_2435 3 0.000
#> SAMPLE_2436 1 0.000
#> SAMPLE_2437 2 0.000
#> SAMPLE_2438 2 0.000
#> SAMPLE_2439 2 0.000
#> SAMPLE_2440 2 0.000
#> SAMPLE_2441 2 0.000
#> SAMPLE_2442 3 0.000
#> SAMPLE_2443 3 0.000
#> SAMPLE_2444 3 0.000
#> SAMPLE_2445 2 0.000
#> SAMPLE_2446 3 0.000
#> SAMPLE_2447 1 1.000
#> SAMPLE_2448 2 0.000
#> SAMPLE_2449 3 0.000
#> SAMPLE_2450 2 0.000
#> SAMPLE_2451 1 0.000
#> SAMPLE_2452 2 0.000
#> SAMPLE_2453 2 1.000
#> SAMPLE_2454 2 0.000
#> SAMPLE_2455 2 0.000
#> SAMPLE_2456 2 0.000
#> SAMPLE_2457 2 0.000
#> SAMPLE_2458 2 0.000
#> SAMPLE_2459 1 0.000
#> SAMPLE_2460 3 0.000
#> SAMPLE_2461 2 0.000
#> SAMPLE_2462 2 0.000
#> SAMPLE_2463 1 0.000
#> SAMPLE_2464 2 0.000
#> SAMPLE_2465 1 0.000
#> SAMPLE_2466 2 0.000
#> SAMPLE_2467 1 0.000
#> SAMPLE_2468 2 0.000
#> SAMPLE_2469 2 0.000
#> SAMPLE_2470 3 0.000
#> SAMPLE_2471 3 0.000
#> SAMPLE_2472 2 0.000
#> SAMPLE_2473 2 0.000
#> SAMPLE_2474 2 0.000
#> SAMPLE_2475 2 0.000
#> SAMPLE_2476 2 0.000
#> SAMPLE_2477 2 1.000
#> SAMPLE_2478 2 0.000
#> SAMPLE_2479 2 0.000
#> SAMPLE_2480 2 0.000
#> SAMPLE_2481 2 0.000
#> SAMPLE_2482 2 0.000
#> SAMPLE_2483 2 0.000
#> SAMPLE_2484 3 0.000
#> SAMPLE_2485 2 0.000
#> SAMPLE_2486 3 0.000
#> SAMPLE_2487 2 0.000
#> SAMPLE_2488 2 0.000
#> SAMPLE_2489 2 0.000
#> SAMPLE_2490 2 0.000
#> SAMPLE_2491 2 0.000
#> SAMPLE_2492 2 0.000
#> SAMPLE_2493 2 0.000
#> SAMPLE_2494 2 0.000
#> SAMPLE_2495 2 0.000
#> SAMPLE_2496 2 0.000
#> SAMPLE_2497 2 0.000
#> SAMPLE_2498 2 0.000
#> SAMPLE_2499 2 0.000
#> SAMPLE_2500 2 0.000
#> SAMPLE_2501 2 0.000
#> SAMPLE_2502 2 0.000
#> SAMPLE_2503 2 0.000
#> SAMPLE_2504 2 0.000
#> SAMPLE_2505 2 0.000
#> SAMPLE_2506 2 0.000
#> SAMPLE_2507 2 0.000
#> SAMPLE_2508 1 1.000
#> SAMPLE_2509 1 1.000
#> SAMPLE_2510 2 0.000
#> SAMPLE_2511 2 0.000
#> SAMPLE_2512 2 0.000
#> SAMPLE_2513 2 0.000
#> SAMPLE_2514 2 0.000
#> SAMPLE_2515 1 0.000
#> SAMPLE_2516 2 0.000
#> SAMPLE_2517 2 0.000
#> SAMPLE_2518 2 0.000
#> SAMPLE_2519 2 0.000
#> SAMPLE_2520 2 0.000
#> SAMPLE_2521 2 0.000
#> SAMPLE_2522 2 0.000
#> SAMPLE_2523 2 0.000
#> SAMPLE_2524 2 0.000
#> SAMPLE_2525 3 0.000
#> SAMPLE_2526 2 0.000
#> SAMPLE_2527 2 0.000
#> SAMPLE_2528 1 0.000
#> SAMPLE_2529 3 0.000
#> SAMPLE_2530 3 0.000
#> SAMPLE_2531 2 0.000
#> SAMPLE_2532 2 0.000
#> SAMPLE_2533 3 0.000
#> SAMPLE_2534 2 0.000
#> SAMPLE_2535 2 0.000
#> SAMPLE_2536 2 0.000
#> SAMPLE_2537 2 0.000
#> SAMPLE_2538 2 0.253
#> SAMPLE_2539 1 1.000
#> SAMPLE_2540 2 0.000
#> SAMPLE_2541 2 0.000
#> SAMPLE_2542 2 0.000
#> SAMPLE_2543 2 0.000
#> SAMPLE_2544 2 0.000
#> SAMPLE_2545 2 0.000
#> SAMPLE_2546 2 0.000
#> SAMPLE_2547 2 0.000
#> SAMPLE_2548 2 1.000
#> SAMPLE_2549 2 0.000
#> SAMPLE_2550 2 0.000
#> SAMPLE_2551 2 0.000
#> SAMPLE_2552 2 0.000
#> SAMPLE_2553 2 0.000
#> SAMPLE_2554 1 1.000
#> SAMPLE_2555 1 0.000
#> SAMPLE_2556 2 0.000
#> SAMPLE_2557 2 1.000
#> SAMPLE_2558 2 0.000
#> SAMPLE_2559 2 0.000
#> SAMPLE_2560 2 0.502
#> SAMPLE_2561 1 0.000
#> SAMPLE_2562 2 0.000
#> SAMPLE_2563 1 0.000
#> SAMPLE_2564 1 0.000
#> SAMPLE_2565 1 0.253
#> SAMPLE_2566 1 0.000
#> SAMPLE_2567 2 0.000
#> SAMPLE_2568 1 1.000
#> SAMPLE_2569 1 0.000
#> SAMPLE_2570 2 0.000
#> SAMPLE_2571 2 0.000
#> SAMPLE_2572 2 0.000
#> SAMPLE_2573 2 0.000
#> SAMPLE_2574 2 0.000
#> SAMPLE_2575 2 0.000
#> SAMPLE_2576 2 0.000
#> SAMPLE_2577 2 0.000
#> SAMPLE_2578 2 0.000
#> SAMPLE_2579 2 0.000
#> SAMPLE_2580 3 0.000
#> SAMPLE_2581 2 0.000
#> SAMPLE_2582 2 0.000
#> SAMPLE_2583 2 0.000
#> SAMPLE_2584 2 0.000
#> SAMPLE_2585 2 0.000
#> SAMPLE_2586 2 0.000
#> SAMPLE_2587 2 0.000
#> SAMPLE_2588 2 0.000
#> SAMPLE_2589 2 0.000
#> SAMPLE_2590 2 0.000
#> SAMPLE_2591 3 0.000
#> SAMPLE_2592 2 0.000
#> SAMPLE_2593 2 0.000
#> SAMPLE_2594 2 0.000
#> SAMPLE_2595 2 0.000
#> SAMPLE_2596 3 0.000
#> SAMPLE_2597 2 0.000
#> SAMPLE_2598 2 0.000
#> SAMPLE_2599 2 0.000
#> SAMPLE_2600 2 0.000
#> SAMPLE_2601 2 0.000
#> SAMPLE_2602 2 0.000
#> SAMPLE_2603 2 0.000
#> SAMPLE_2604 2 0.000
#> SAMPLE_2605 2 0.000
#> SAMPLE_2606 2 0.000
#> SAMPLE_2607 2 0.000
#> SAMPLE_2608 1 0.000
#> SAMPLE_2609 2 0.000
#> SAMPLE_2610 2 0.000
#> SAMPLE_2611 2 0.000
#> SAMPLE_2612 2 0.000
#> SAMPLE_2613 2 0.000
#> SAMPLE_2614 2 0.000
#> SAMPLE_2615 2 0.000
#> SAMPLE_2616 2 0.000
#> SAMPLE_2617 2 0.000
#> SAMPLE_2618 3 0.000
#> SAMPLE_2619 2 0.000
#> SAMPLE_2620 2 0.000
#> SAMPLE_2621 2 0.000
#> SAMPLE_2622 2 0.000
#> SAMPLE_2623 2 0.000
#> SAMPLE_2624 2 0.000
#> SAMPLE_2625 2 0.000
#> SAMPLE_2626 2 0.000
#> SAMPLE_2627 2 0.000
#> SAMPLE_2628 2 0.000
#> SAMPLE_2629 2 0.000
#> SAMPLE_2630 2 0.000
#> SAMPLE_2631 2 0.000
#> SAMPLE_2632 2 0.000
#> SAMPLE_2633 2 0.000
#> SAMPLE_2634 2 0.000
#> SAMPLE_2635 2 0.000
#> SAMPLE_2636 2 0.000
#> SAMPLE_2637 2 0.000
#> SAMPLE_2638 2 0.000
#> SAMPLE_2639 2 0.000
#> SAMPLE_2640 2 0.000
#> SAMPLE_2641 3 0.000
#> SAMPLE_2642 2 0.000
#> SAMPLE_2643 2 0.000
#> SAMPLE_2644 2 0.000
#> SAMPLE_2645 2 0.000
#> SAMPLE_2646 3 0.000
#> SAMPLE_2647 2 0.000
#> SAMPLE_2648 2 0.000
#> SAMPLE_2649 2 0.000
#> SAMPLE_2650 3 0.000
#> SAMPLE_2651 2 0.000
#> SAMPLE_2652 3 0.000
#> SAMPLE_2653 3 0.000
#> SAMPLE_2654 3 0.000
#> SAMPLE_2655 3 0.000
#> SAMPLE_2656 2 0.000
#> SAMPLE_2657 2 0.000
#> SAMPLE_2658 3 0.000
#> SAMPLE_2659 3 0.000
#> SAMPLE_2660 2 0.000
#> SAMPLE_2661 3 0.000
#> SAMPLE_2662 3 0.000
#> SAMPLE_2663 3 0.000
#> SAMPLE_2664 2 0.000
#> SAMPLE_2665 2 0.000
#> SAMPLE_2666 2 0.000
#> SAMPLE_2667 2 0.000
#> SAMPLE_2668 2 0.000
#> SAMPLE_2669 2 0.000
#> SAMPLE_2670 2 0.000
#> SAMPLE_2671 2 0.000
#> SAMPLE_2672 2 0.000
#> SAMPLE_2673 2 0.000
#> SAMPLE_2674 2 0.000
#> SAMPLE_2675 2 0.000
#> SAMPLE_2676 2 0.000
#> SAMPLE_2677 2 0.000
#> SAMPLE_2678 2 0.000
#> SAMPLE_2679 2 1.000
#> SAMPLE_2680 2 0.000
#> SAMPLE_2681 2 0.000
#> SAMPLE_2682 2 0.000
#> SAMPLE_2683 2 0.000
#> SAMPLE_2684 2 0.000
#> SAMPLE_2685 2 0.000
#> SAMPLE_2686 2 0.000
#> SAMPLE_2687 2 0.000
#> SAMPLE_2688 2 0.000
#> SAMPLE_2689 2 0.000
#> SAMPLE_2690 2 0.000
#> SAMPLE_2691 2 0.000
#> SAMPLE_2692 3 0.000
#> SAMPLE_2693 2 0.000
#> SAMPLE_2694 2 0.000
#> SAMPLE_2695 2 0.000
#> SAMPLE_2696 2 0.000
#> SAMPLE_2697 2 0.000
#> SAMPLE_2698 2 0.000
#> SAMPLE_2699 2 0.000
#> SAMPLE_2700 2 0.000
#> SAMPLE_2701 2 0.000
#> SAMPLE_2702 2 0.000
#> SAMPLE_2703 2 0.000
#> SAMPLE_2704 2 0.000
#> SAMPLE_2705 2 0.000
#> SAMPLE_2706 2 0.000
#> SAMPLE_2707 2 0.000
#> SAMPLE_2708 2 0.000
#> SAMPLE_2709 2 0.000
#> SAMPLE_2710 2 0.000
#> SAMPLE_2711 2 0.000
#> SAMPLE_2712 2 0.000
#> SAMPLE_2713 2 1.000
#> SAMPLE_2714 1 1.000
#> SAMPLE_2715 2 0.000
#> SAMPLE_2716 1 1.000
#> SAMPLE_2717 2 0.000
#> SAMPLE_2718 2 0.000
#> SAMPLE_2719 2 0.000
#> SAMPLE_2720 2 0.000
#> SAMPLE_2721 2 0.000
#> SAMPLE_2722 1 0.000
#> SAMPLE_2723 2 0.000
#> SAMPLE_2724 2 0.751
#> SAMPLE_2725 2 0.000
#> SAMPLE_2726 2 0.000
#> SAMPLE_2727 2 0.000
#> SAMPLE_2728 2 0.000
#> SAMPLE_2729 2 0.000
#> SAMPLE_2730 2 0.000
#> SAMPLE_2731 2 0.000
#> SAMPLE_2732 2 0.000
#> SAMPLE_2733 2 0.000
#> SAMPLE_2734 2 0.000
#> SAMPLE_2735 2 0.000
#> SAMPLE_2736 1 1.000
#> SAMPLE_2737 1 1.000
#> SAMPLE_2738 1 0.253
#> SAMPLE_2739 1 1.000
#> SAMPLE_2740 1 0.751
#> SAMPLE_2741 1 1.000
#> SAMPLE_2742 1 1.000
#> SAMPLE_2743 1 1.000
#> SAMPLE_2744 1 0.000
#> SAMPLE_2745 1 0.253
#> SAMPLE_2746 2 0.000
#> SAMPLE_2747 1 1.000
#> SAMPLE_2748 2 0.000
#> SAMPLE_2749 2 0.000
#> SAMPLE_2750 2 0.000
#> SAMPLE_2751 2 0.000
#> SAMPLE_2752 2 0.000
#> SAMPLE_2753 2 0.000
#> SAMPLE_2754 2 0.000
#> SAMPLE_2755 2 0.000
#> SAMPLE_2756 2 0.000
#> SAMPLE_2757 2 0.000
#> SAMPLE_2758 2 0.000
#> SAMPLE_2759 2 0.000
#> SAMPLE_2760 1 1.000
#> SAMPLE_2761 2 1.000
#> SAMPLE_2762 2 0.000
#> SAMPLE_2763 2 0.000
#> SAMPLE_2764 2 1.000
#> SAMPLE_2765 2 0.000
#> SAMPLE_2766 2 0.000
#> SAMPLE_2767 2 0.000
#> SAMPLE_2768 2 0.000
#> SAMPLE_2769 2 0.000
#> SAMPLE_2770 2 0.751
#> SAMPLE_2771 2 0.000
#> SAMPLE_2772 2 0.000
#> SAMPLE_2773 2 0.000
#> SAMPLE_2774 2 0.000
#> SAMPLE_2775 2 0.000
#> SAMPLE_2776 2 0.000
#> SAMPLE_2777 2 0.000
#> SAMPLE_2778 2 0.000
#> SAMPLE_2779 2 0.000
#> SAMPLE_2780 2 0.000
#> SAMPLE_2781 2 0.000
#> SAMPLE_2782 2 0.000
#> SAMPLE_2783 2 0.000
#> SAMPLE_2784 2 0.000
#> SAMPLE_2785 1 1.000
#> SAMPLE_2786 2 0.000
#> SAMPLE_2787 1 0.000
#> SAMPLE_2788 1 1.000
#> SAMPLE_2789 2 1.000
#> SAMPLE_2790 1 1.000
#> SAMPLE_2791 1 1.000
#> SAMPLE_2792 1 1.000
#> SAMPLE_2793 2 1.000
#> SAMPLE_2794 2 1.000
#> SAMPLE_2795 3 0.000
#> SAMPLE_2796 2 0.000
#> SAMPLE_2797 2 1.000
#> SAMPLE_2798 2 0.000
#> SAMPLE_2799 2 0.000
#> SAMPLE_2800 2 0.000
#> SAMPLE_2801 2 0.000
get_classes(res, k = 4)
#> class p
#> SAMPLE_1 1 0.000
#> SAMPLE_2 1 0.000
#> SAMPLE_3 1 0.000
#> SAMPLE_4 1 0.000
#> SAMPLE_5 1 0.000
#> SAMPLE_6 1 0.000
#> SAMPLE_7 1 0.000
#> SAMPLE_8 1 0.000
#> SAMPLE_9 1 0.000
#> SAMPLE_10 1 0.000
#> SAMPLE_11 1 0.000
#> SAMPLE_12 1 0.000
#> SAMPLE_13 1 0.000
#> SAMPLE_14 1 0.000
#> SAMPLE_15 1 1.000
#> SAMPLE_16 1 1.000
#> SAMPLE_17 1 0.000
#> SAMPLE_18 1 0.000
#> SAMPLE_19 1 0.000
#> SAMPLE_20 1 0.000
#> SAMPLE_21 1 0.000
#> SAMPLE_22 1 0.000
#> SAMPLE_23 1 0.000
#> SAMPLE_24 1 0.000
#> SAMPLE_25 1 0.000
#> SAMPLE_26 1 0.000
#> SAMPLE_27 1 0.000
#> SAMPLE_28 1 0.000
#> SAMPLE_29 1 0.000
#> SAMPLE_30 1 0.000
#> SAMPLE_31 1 0.000
#> SAMPLE_32 1 0.000
#> SAMPLE_33 1 0.000
#> SAMPLE_34 1 0.000
#> SAMPLE_35 1 0.000
#> SAMPLE_36 1 0.000
#> SAMPLE_37 1 0.000
#> SAMPLE_38 1 0.000
#> SAMPLE_39 1 0.000
#> SAMPLE_40 1 0.000
#> SAMPLE_41 1 0.000
#> SAMPLE_42 1 0.000
#> SAMPLE_43 1 0.000
#> SAMPLE_44 1 0.000
#> SAMPLE_45 1 0.000
#> SAMPLE_46 1 0.000
#> SAMPLE_47 1 0.000
#> SAMPLE_48 1 0.000
#> SAMPLE_49 1 0.000
#> SAMPLE_50 1 0.000
#> SAMPLE_51 1 0.000
#> SAMPLE_52 1 0.000
#> SAMPLE_53 1 0.000
#> SAMPLE_54 1 0.000
#> SAMPLE_55 1 0.000
#> SAMPLE_56 1 0.000
#> SAMPLE_57 3 1.000
#> SAMPLE_58 3 1.000
#> SAMPLE_59 3 1.000
#> SAMPLE_60 3 1.000
#> SAMPLE_61 3 0.000
#> SAMPLE_62 1 0.000
#> SAMPLE_63 1 0.000
#> SAMPLE_64 1 0.000
#> SAMPLE_65 1 0.000
#> SAMPLE_66 1 0.000
#> SAMPLE_67 1 0.000
#> SAMPLE_68 1 0.000
#> SAMPLE_69 1 0.000
#> SAMPLE_70 1 0.000
#> SAMPLE_71 1 0.000
#> SAMPLE_72 1 0.000
#> SAMPLE_73 1 0.000
#> SAMPLE_74 1 0.000
#> SAMPLE_75 1 0.000
#> SAMPLE_76 1 0.000
#> SAMPLE_77 1 0.000
#> SAMPLE_78 1 0.000
#> SAMPLE_79 1 0.000
#> SAMPLE_80 3 1.000
#> SAMPLE_81 3 1.000
#> SAMPLE_82 3 0.253
#> SAMPLE_83 3 1.000
#> SAMPLE_84 3 1.000
#> SAMPLE_85 3 0.000
#> SAMPLE_86 3 0.000
#> SAMPLE_87 1 1.000
#> SAMPLE_88 1 1.000
#> SAMPLE_89 1 0.000
#> SAMPLE_90 3 0.000
#> SAMPLE_91 3 0.000
#> SAMPLE_92 3 0.000
#> SAMPLE_93 3 0.000
#> SAMPLE_94 3 1.000
#> SAMPLE_95 3 0.000
#> SAMPLE_96 3 0.000
#> SAMPLE_97 3 0.000
#> SAMPLE_98 3 0.000
#> SAMPLE_99 3 0.000
#> SAMPLE_100 1 0.000
#> SAMPLE_101 1 0.000
#> SAMPLE_102 1 0.000
#> SAMPLE_103 1 0.000
#> SAMPLE_104 1 0.000
#> SAMPLE_105 1 0.000
#> SAMPLE_106 1 0.000
#> SAMPLE_107 1 0.000
#> SAMPLE_108 1 0.000
#> SAMPLE_109 1 0.000
#> SAMPLE_110 1 0.000
#> SAMPLE_111 1 0.000
#> SAMPLE_112 1 0.000
#> SAMPLE_113 1 0.000
#> SAMPLE_114 1 0.000
#> SAMPLE_115 1 0.000
#> SAMPLE_116 1 0.000
#> SAMPLE_117 1 0.000
#> SAMPLE_118 1 0.000
#> SAMPLE_119 1 0.000
#> SAMPLE_120 1 0.000
#> SAMPLE_121 1 0.000
#> SAMPLE_122 1 0.000
#> SAMPLE_123 1 0.000
#> SAMPLE_124 1 0.000
#> SAMPLE_125 3 1.000
#> SAMPLE_126 1 0.000
#> SAMPLE_127 1 0.000
#> SAMPLE_128 1 0.000
#> SAMPLE_129 3 0.000
#> SAMPLE_130 3 0.000
#> SAMPLE_131 3 0.000
#> SAMPLE_132 3 0.000
#> SAMPLE_133 3 0.000
#> SAMPLE_134 3 0.000
#> SAMPLE_135 1 1.000
#> SAMPLE_136 1 0.000
#> SAMPLE_137 1 0.000
#> SAMPLE_138 1 0.000
#> SAMPLE_139 1 0.000
#> SAMPLE_140 1 0.000
#> SAMPLE_141 1 1.000
#> SAMPLE_142 1 0.000
#> SAMPLE_143 1 0.000
#> SAMPLE_144 1 0.000
#> SAMPLE_145 1 0.000
#> SAMPLE_146 1 0.000
#> SAMPLE_147 1 0.000
#> SAMPLE_148 1 0.000
#> SAMPLE_149 1 0.000
#> SAMPLE_150 3 0.502
#> SAMPLE_151 1 1.000
#> SAMPLE_152 1 1.000
#> SAMPLE_153 1 1.000
#> SAMPLE_154 3 0.000
#> SAMPLE_155 1 1.000
#> SAMPLE_156 3 1.000
#> SAMPLE_157 2 1.000
#> SAMPLE_158 1 1.000
#> SAMPLE_159 3 0.000
#> SAMPLE_160 3 0.000
#> SAMPLE_161 1 0.000
#> SAMPLE_162 1 0.000
#> SAMPLE_163 1 1.000
#> SAMPLE_164 1 0.751
#> SAMPLE_165 3 0.000
#> SAMPLE_166 3 0.000
#> SAMPLE_167 1 0.000
#> SAMPLE_168 1 1.000
#> SAMPLE_169 1 1.000
#> SAMPLE_170 3 0.000
#> SAMPLE_171 3 0.000
#> SAMPLE_172 3 0.000
#> SAMPLE_173 1 0.000
#> SAMPLE_174 1 0.000
#> SAMPLE_175 1 0.000
#> SAMPLE_176 1 0.000
#> SAMPLE_177 1 0.000
#> SAMPLE_178 1 0.000
#> SAMPLE_179 3 0.000
#> SAMPLE_180 3 0.000
#> SAMPLE_181 1 1.000
#> SAMPLE_182 1 1.000
#> SAMPLE_183 1 0.000
#> SAMPLE_184 3 1.000
#> SAMPLE_185 3 0.000
#> SAMPLE_186 3 0.000
#> SAMPLE_187 3 0.000
#> SAMPLE_188 3 0.000
#> SAMPLE_189 3 0.000
#> SAMPLE_190 1 1.000
#> SAMPLE_191 3 0.000
#> SAMPLE_192 3 0.000
#> SAMPLE_193 3 0.000
#> SAMPLE_194 1 0.000
#> SAMPLE_195 1 0.000
#> SAMPLE_196 3 0.000
#> SAMPLE_197 3 0.000
#> SAMPLE_198 3 0.000
#> SAMPLE_199 3 0.000
#> SAMPLE_200 1 0.502
#> SAMPLE_201 3 0.000
#> SAMPLE_202 3 0.000
#> SAMPLE_203 3 0.000
#> SAMPLE_204 3 0.000
#> SAMPLE_205 3 0.000
#> SAMPLE_206 3 0.000
#> SAMPLE_207 3 0.000
#> SAMPLE_208 1 0.000
#> SAMPLE_209 1 0.000
#> SAMPLE_210 1 0.000
#> SAMPLE_211 1 0.000
#> SAMPLE_212 1 0.000
#> SAMPLE_213 1 0.000
#> SAMPLE_214 1 0.000
#> SAMPLE_215 1 0.000
#> SAMPLE_216 1 0.000
#> SAMPLE_217 1 0.000
#> SAMPLE_218 1 0.000
#> SAMPLE_219 1 0.000
#> SAMPLE_220 1 0.000
#> SAMPLE_221 1 0.000
#> SAMPLE_222 1 0.000
#> SAMPLE_223 1 0.000
#> SAMPLE_224 1 1.000
#> SAMPLE_225 1 1.000
#> SAMPLE_226 1 0.000
#> SAMPLE_227 1 1.000
#> SAMPLE_228 1 1.000
#> SAMPLE_229 3 0.000
#> SAMPLE_230 3 0.000
#> SAMPLE_231 1 0.000
#> SAMPLE_232 1 0.000
#> SAMPLE_233 1 0.000
#> SAMPLE_234 1 0.000
#> SAMPLE_235 1 0.000
#> SAMPLE_236 1 0.000
#> SAMPLE_237 1 0.000
#> SAMPLE_238 1 0.000
#> SAMPLE_239 1 0.000
#> SAMPLE_240 1 0.000
#> SAMPLE_241 1 0.000
#> SAMPLE_242 1 0.000
#> SAMPLE_243 1 0.000
#> SAMPLE_244 1 0.000
#> SAMPLE_245 1 0.000
#> SAMPLE_246 1 0.000
#> SAMPLE_247 1 0.000
#> SAMPLE_248 1 0.000
#> SAMPLE_249 1 0.000
#> SAMPLE_250 1 0.000
#> SAMPLE_251 1 0.000
#> SAMPLE_252 1 0.000
#> SAMPLE_253 1 0.000
#> SAMPLE_254 1 0.000
#> SAMPLE_255 1 0.000
#> SAMPLE_256 1 0.000
#> SAMPLE_257 1 0.000
#> SAMPLE_258 1 0.000
#> SAMPLE_259 1 0.000
#> SAMPLE_260 1 0.000
#> SAMPLE_261 1 0.000
#> SAMPLE_262 1 0.000
#> SAMPLE_263 1 0.000
#> SAMPLE_264 1 0.000
#> SAMPLE_265 1 0.000
#> SAMPLE_266 1 0.000
#> SAMPLE_267 1 0.000
#> SAMPLE_268 1 0.000
#> SAMPLE_269 1 0.000
#> SAMPLE_270 1 0.000
#> SAMPLE_271 1 0.000
#> SAMPLE_272 1 0.000
#> SAMPLE_273 1 0.000
#> SAMPLE_274 1 0.000
#> SAMPLE_275 1 0.000
#> SAMPLE_276 1 1.000
#> SAMPLE_277 1 1.000
#> SAMPLE_278 3 0.000
#> SAMPLE_279 3 1.000
#> SAMPLE_280 3 0.000
#> SAMPLE_281 3 0.000
#> SAMPLE_282 3 0.000
#> SAMPLE_283 3 0.000
#> SAMPLE_284 3 0.000
#> SAMPLE_285 3 0.000
#> SAMPLE_286 1 0.000
#> SAMPLE_287 1 0.000
#> SAMPLE_288 1 0.000
#> SAMPLE_289 1 0.000
#> SAMPLE_290 3 1.000
#> SAMPLE_291 3 0.000
#> SAMPLE_292 3 0.000
#> SAMPLE_293 3 0.000
#> SAMPLE_294 3 1.000
#> SAMPLE_295 3 1.000
#> SAMPLE_296 1 0.000
#> SAMPLE_297 1 0.000
#> SAMPLE_298 1 0.000
#> SAMPLE_299 1 0.000
#> SAMPLE_300 1 0.000
#> SAMPLE_301 1 0.000
#> SAMPLE_302 1 0.000
#> SAMPLE_303 1 0.000
#> SAMPLE_304 1 0.000
#> SAMPLE_305 1 0.000
#> SAMPLE_306 1 0.000
#> SAMPLE_307 1 0.000
#> SAMPLE_308 1 0.000
#> SAMPLE_309 1 0.000
#> SAMPLE_310 1 0.000
#> SAMPLE_311 1 0.000
#> SAMPLE_312 1 0.000
#> SAMPLE_313 1 0.000
#> SAMPLE_314 1 0.000
#> SAMPLE_315 1 0.000
#> SAMPLE_316 1 0.000
#> SAMPLE_317 1 0.000
#> SAMPLE_318 1 0.000
#> SAMPLE_319 1 0.000
#> SAMPLE_320 1 0.000
#> SAMPLE_321 1 0.000
#> SAMPLE_322 1 0.000
#> SAMPLE_323 1 0.000
#> SAMPLE_324 1 0.000
#> SAMPLE_325 1 0.000
#> SAMPLE_326 1 0.000
#> SAMPLE_327 1 0.000
#> SAMPLE_328 1 0.000
#> SAMPLE_329 1 0.000
#> SAMPLE_330 1 0.000
#> SAMPLE_331 1 0.000
#> SAMPLE_332 1 0.000
#> SAMPLE_333 1 0.000
#> SAMPLE_334 1 0.000
#> SAMPLE_335 1 0.000
#> SAMPLE_336 1 0.000
#> SAMPLE_337 1 0.000
#> SAMPLE_338 1 0.000
#> SAMPLE_339 1 0.000
#> SAMPLE_340 1 0.000
#> SAMPLE_341 1 0.000
#> SAMPLE_342 1 0.000
#> SAMPLE_343 1 0.000
#> SAMPLE_344 1 0.000
#> SAMPLE_345 1 0.000
#> SAMPLE_346 1 0.000
#> SAMPLE_347 1 0.000
#> SAMPLE_348 1 0.000
#> SAMPLE_349 1 0.000
#> SAMPLE_350 1 0.000
#> SAMPLE_351 1 0.000
#> SAMPLE_352 1 0.000
#> SAMPLE_353 1 0.000
#> SAMPLE_354 1 0.000
#> SAMPLE_355 1 0.000
#> SAMPLE_356 1 0.000
#> SAMPLE_357 1 0.000
#> SAMPLE_358 1 0.000
#> SAMPLE_359 1 0.000
#> SAMPLE_360 1 0.000
#> SAMPLE_361 1 0.000
#> SAMPLE_362 1 0.000
#> SAMPLE_363 1 0.000
#> SAMPLE_364 1 0.000
#> SAMPLE_365 1 0.000
#> SAMPLE_366 1 0.000
#> SAMPLE_367 1 0.000
#> SAMPLE_368 1 0.000
#> SAMPLE_369 1 0.000
#> SAMPLE_370 1 0.000
#> SAMPLE_371 1 0.000
#> SAMPLE_372 1 0.000
#> SAMPLE_373 1 0.000
#> SAMPLE_374 1 0.000
#> SAMPLE_375 1 0.000
#> SAMPLE_376 1 0.000
#> SAMPLE_377 1 0.000
#> SAMPLE_378 1 0.000
#> SAMPLE_379 1 0.000
#> SAMPLE_380 1 0.253
#> SAMPLE_381 1 0.751
#> SAMPLE_382 1 0.000
#> SAMPLE_383 1 0.000
#> SAMPLE_384 1 0.000
#> SAMPLE_385 1 0.000
#> SAMPLE_386 1 0.000
#> SAMPLE_387 1 0.000
#> SAMPLE_388 1 1.000
#> SAMPLE_389 3 0.000
#> SAMPLE_390 3 0.000
#> SAMPLE_391 3 1.000
#> SAMPLE_392 3 0.000
#> SAMPLE_393 3 0.000
#> SAMPLE_394 3 0.000
#> SAMPLE_395 1 1.000
#> SAMPLE_396 3 1.000
#> SAMPLE_397 3 0.000
#> SAMPLE_398 1 1.000
#> SAMPLE_399 3 0.000
#> SAMPLE_400 3 0.000
#> SAMPLE_401 3 0.000
#> SAMPLE_402 1 1.000
#> SAMPLE_403 3 1.000
#> SAMPLE_404 1 1.000
#> SAMPLE_405 1 0.253
#> SAMPLE_406 1 1.000
#> SAMPLE_407 3 0.000
#> SAMPLE_408 1 1.000
#> SAMPLE_409 3 0.000
#> SAMPLE_410 3 0.000
#> SAMPLE_411 3 0.000
#> SAMPLE_412 3 0.000
#> SAMPLE_413 3 0.000
#> SAMPLE_414 3 0.000
#> SAMPLE_415 3 0.000
#> SAMPLE_416 3 0.000
#> SAMPLE_417 3 1.000
#> SAMPLE_418 1 1.000
#> SAMPLE_419 3 0.000
#> SAMPLE_420 3 0.000
#> SAMPLE_421 3 0.000
#> SAMPLE_422 3 0.000
#> SAMPLE_423 3 0.000
#> SAMPLE_424 3 0.000
#> SAMPLE_425 1 1.000
#> SAMPLE_426 3 0.000
#> SAMPLE_427 3 0.000
#> SAMPLE_428 3 0.000
#> SAMPLE_429 3 0.000
#> SAMPLE_430 3 1.000
#> SAMPLE_431 3 0.000
#> SAMPLE_432 3 0.000
#> SAMPLE_433 3 0.000
#> SAMPLE_434 3 0.000
#> SAMPLE_435 1 1.000
#> SAMPLE_436 3 0.000
#> SAMPLE_437 3 0.000
#> SAMPLE_438 3 0.000
#> SAMPLE_439 3 0.000
#> SAMPLE_440 1 1.000
#> SAMPLE_441 1 1.000
#> SAMPLE_442 3 0.000
#> SAMPLE_443 1 1.000
#> SAMPLE_444 3 0.000
#> SAMPLE_445 3 0.000
#> SAMPLE_446 3 0.000
#> SAMPLE_447 1 1.000
#> SAMPLE_448 3 0.000
#> SAMPLE_449 3 0.000
#> SAMPLE_450 3 0.000
#> SAMPLE_451 3 0.000
#> SAMPLE_452 3 0.000
#> SAMPLE_453 1 1.000
#> SAMPLE_454 1 1.000
#> SAMPLE_455 3 0.000
#> SAMPLE_456 3 0.000
#> SAMPLE_457 3 0.000
#> SAMPLE_458 3 0.000
#> SAMPLE_459 3 1.000
#> SAMPLE_460 3 0.000
#> SAMPLE_461 1 1.000
#> SAMPLE_462 3 0.000
#> SAMPLE_463 3 0.000
#> SAMPLE_464 3 0.000
#> SAMPLE_465 1 1.000
#> SAMPLE_466 3 1.000
#> SAMPLE_467 3 0.000
#> SAMPLE_468 1 0.000
#> SAMPLE_469 3 1.000
#> SAMPLE_470 1 0.000
#> SAMPLE_471 1 0.000
#> SAMPLE_472 3 0.000
#> SAMPLE_473 1 0.000
#> SAMPLE_474 3 0.000
#> SAMPLE_475 1 1.000
#> SAMPLE_476 3 0.000
#> SAMPLE_477 3 0.000
#> SAMPLE_478 1 1.000
#> SAMPLE_479 3 0.000
#> SAMPLE_480 3 0.000
#> SAMPLE_481 3 0.000
#> SAMPLE_482 3 1.000
#> SAMPLE_483 3 1.000
#> SAMPLE_484 3 1.000
#> SAMPLE_485 3 0.000
#> SAMPLE_486 1 1.000
#> SAMPLE_487 3 0.000
#> SAMPLE_488 1 1.000
#> SAMPLE_489 1 0.000
#> SAMPLE_490 3 0.000
#> SAMPLE_491 3 0.000
#> SAMPLE_492 1 0.000
#> SAMPLE_493 3 0.000
#> SAMPLE_494 3 0.000
#> SAMPLE_495 3 0.000
#> SAMPLE_496 3 1.000
#> SAMPLE_497 3 0.000
#> SAMPLE_498 3 1.000
#> SAMPLE_499 3 0.000
#> SAMPLE_500 3 0.000
#> SAMPLE_501 1 1.000
#> SAMPLE_502 3 0.000
#> SAMPLE_503 1 0.000
#> SAMPLE_504 3 1.000
#> SAMPLE_505 1 1.000
#> SAMPLE_506 3 0.000
#> SAMPLE_507 3 0.000
#> SAMPLE_508 3 0.000
#> SAMPLE_509 1 0.000
#> SAMPLE_510 3 0.000
#> SAMPLE_511 3 0.000
#> SAMPLE_512 3 1.000
#> SAMPLE_513 3 0.000
#> SAMPLE_514 3 0.000
#> SAMPLE_515 3 0.000
#> SAMPLE_516 3 0.000
#> SAMPLE_517 3 1.000
#> SAMPLE_518 3 0.000
#> SAMPLE_519 3 0.000
#> SAMPLE_520 3 0.000
#> SAMPLE_521 3 1.000
#> SAMPLE_522 1 1.000
#> SAMPLE_523 3 0.000
#> SAMPLE_524 3 0.000
#> SAMPLE_525 3 0.000
#> SAMPLE_526 3 0.000
#> SAMPLE_527 3 0.000
#> SAMPLE_528 1 0.000
#> SAMPLE_529 3 0.000
#> SAMPLE_530 1 1.000
#> SAMPLE_531 3 0.000
#> SAMPLE_532 3 1.000
#> SAMPLE_533 3 0.000
#> SAMPLE_534 3 0.000
#> SAMPLE_535 3 0.000
#> SAMPLE_536 1 0.000
#> SAMPLE_537 3 0.000
#> SAMPLE_538 3 1.000
#> SAMPLE_539 1 1.000
#> SAMPLE_540 3 0.000
#> SAMPLE_541 1 1.000
#> SAMPLE_542 3 1.000
#> SAMPLE_543 3 0.000
#> SAMPLE_544 3 0.000
#> SAMPLE_545 3 0.000
#> SAMPLE_546 3 0.000
#> SAMPLE_547 3 0.000
#> SAMPLE_548 3 0.000
#> SAMPLE_549 3 0.000
#> SAMPLE_550 3 0.000
#> SAMPLE_551 3 0.000
#> SAMPLE_552 3 0.000
#> SAMPLE_553 1 0.000
#> SAMPLE_554 1 1.000
#> SAMPLE_555 3 0.000
#> SAMPLE_556 1 0.000
#> SAMPLE_557 1 0.000
#> SAMPLE_558 3 0.000
#> SAMPLE_559 3 0.000
#> SAMPLE_560 3 0.000
#> SAMPLE_561 1 1.000
#> SAMPLE_562 1 1.000
#> SAMPLE_563 1 1.000
#> SAMPLE_564 3 0.000
#> SAMPLE_565 1 1.000
#> SAMPLE_566 1 1.000
#> SAMPLE_567 1 0.000
#> SAMPLE_568 1 0.000
#> SAMPLE_569 1 0.000
#> SAMPLE_570 1 0.000
#> SAMPLE_571 1 0.000
#> SAMPLE_572 1 0.000
#> SAMPLE_573 1 0.751
#> SAMPLE_574 1 0.000
#> SAMPLE_575 1 0.000
#> SAMPLE_576 1 1.000
#> SAMPLE_577 3 0.000
#> SAMPLE_578 3 0.000
#> SAMPLE_579 3 1.000
#> SAMPLE_580 3 0.498
#> SAMPLE_581 3 1.000
#> SAMPLE_582 3 0.000
#> SAMPLE_583 3 0.000
#> SAMPLE_584 1 1.000
#> SAMPLE_585 3 0.000
#> SAMPLE_586 3 0.000
#> SAMPLE_587 1 1.000
#> SAMPLE_588 3 0.000
#> SAMPLE_589 1 0.000
#> SAMPLE_590 1 0.000
#> SAMPLE_591 1 0.000
#> SAMPLE_592 1 0.000
#> SAMPLE_593 1 0.000
#> SAMPLE_594 1 0.000
#> SAMPLE_595 1 0.000
#> SAMPLE_596 1 0.000
#> SAMPLE_597 1 0.000
#> SAMPLE_598 1 0.000
#> SAMPLE_599 1 0.000
#> SAMPLE_600 1 0.000
#> SAMPLE_601 1 0.000
#> SAMPLE_602 1 0.000
#> SAMPLE_603 1 0.000
#> SAMPLE_604 1 0.000
#> SAMPLE_605 1 0.000
#> SAMPLE_606 1 0.000
#> SAMPLE_607 1 0.000
#> SAMPLE_608 1 0.000
#> SAMPLE_609 1 0.000
#> SAMPLE_610 1 0.000
#> SAMPLE_611 1 0.000
#> SAMPLE_612 3 0.000
#> SAMPLE_613 1 1.000
#> SAMPLE_614 1 0.000
#> SAMPLE_615 3 0.000
#> SAMPLE_616 3 0.000
#> SAMPLE_617 3 0.000
#> SAMPLE_618 1 0.000
#> SAMPLE_619 1 0.000
#> SAMPLE_620 1 0.000
#> SAMPLE_621 1 0.000
#> SAMPLE_622 1 0.000
#> SAMPLE_623 1 0.000
#> SAMPLE_624 1 0.000
#> SAMPLE_625 1 0.000
#> SAMPLE_626 1 0.000
#> SAMPLE_627 1 0.000
#> SAMPLE_628 1 0.000
#> SAMPLE_629 1 0.000
#> SAMPLE_630 1 0.000
#> SAMPLE_631 1 0.000
#> SAMPLE_632 1 0.000
#> SAMPLE_633 1 0.000
#> SAMPLE_634 1 0.000
#> SAMPLE_635 1 0.000
#> SAMPLE_636 1 0.000
#> SAMPLE_637 1 0.000
#> SAMPLE_638 1 0.000
#> SAMPLE_639 1 0.000
#> SAMPLE_640 1 0.000
#> SAMPLE_641 1 0.000
#> SAMPLE_642 1 0.000
#> SAMPLE_643 1 0.000
#> SAMPLE_644 1 0.000
#> SAMPLE_645 1 0.000
#> SAMPLE_646 1 0.000
#> SAMPLE_647 1 0.000
#> SAMPLE_648 1 0.000
#> SAMPLE_649 1 0.000
#> SAMPLE_650 1 0.000
#> SAMPLE_651 1 0.000
#> SAMPLE_652 1 0.000
#> SAMPLE_653 1 0.000
#> SAMPLE_654 2 0.000
#> SAMPLE_655 1 0.000
#> SAMPLE_656 1 0.000
#> SAMPLE_657 1 0.000
#> SAMPLE_658 1 0.000
#> SAMPLE_659 1 0.000
#> SAMPLE_660 1 0.000
#> SAMPLE_661 1 0.000
#> SAMPLE_662 1 0.000
#> SAMPLE_663 2 0.000
#> SAMPLE_664 1 0.000
#> SAMPLE_665 1 0.000
#> SAMPLE_666 1 0.000
#> SAMPLE_667 1 0.000
#> SAMPLE_668 1 0.000
#> SAMPLE_669 1 0.000
#> SAMPLE_670 1 1.000
#> SAMPLE_671 3 0.000
#> SAMPLE_672 1 0.000
#> SAMPLE_673 1 0.000
#> SAMPLE_674 1 0.000
#> SAMPLE_675 1 0.000
#> SAMPLE_676 1 0.000
#> SAMPLE_677 1 0.000
#> SAMPLE_678 1 0.000
#> SAMPLE_679 1 0.000
#> SAMPLE_680 1 0.000
#> SAMPLE_681 1 0.000
#> SAMPLE_682 1 0.000
#> SAMPLE_683 1 0.000
#> SAMPLE_684 1 0.000
#> SAMPLE_685 1 0.000
#> SAMPLE_686 1 0.000
#> SAMPLE_687 1 0.000
#> SAMPLE_688 1 0.000
#> SAMPLE_689 1 0.000
#> SAMPLE_690 1 0.000
#> SAMPLE_691 1 0.000
#> SAMPLE_692 1 0.000
#> SAMPLE_693 1 0.000
#> SAMPLE_694 1 0.000
#> SAMPLE_695 1 0.000
#> SAMPLE_696 1 0.000
#> SAMPLE_697 1 0.000
#> SAMPLE_698 1 0.000
#> SAMPLE_699 1 0.000
#> SAMPLE_700 1 0.000
#> SAMPLE_701 1 0.000
#> SAMPLE_702 1 0.000
#> SAMPLE_703 1 0.000
#> SAMPLE_704 1 0.000
#> SAMPLE_705 1 0.000
#> SAMPLE_706 1 0.000
#> SAMPLE_707 1 0.000
#> SAMPLE_708 1 0.000
#> SAMPLE_709 1 0.000
#> SAMPLE_710 1 0.000
#> SAMPLE_711 1 0.000
#> SAMPLE_712 1 0.000
#> SAMPLE_713 1 0.000
#> SAMPLE_714 1 0.000
#> SAMPLE_715 1 0.000
#> SAMPLE_716 2 0.000
#> SAMPLE_717 2 0.000
#> SAMPLE_718 2 0.000
#> SAMPLE_719 2 0.000
#> SAMPLE_720 1 0.000
#> SAMPLE_721 2 0.000
#> SAMPLE_722 1 0.000
#> SAMPLE_723 1 0.000
#> SAMPLE_724 1 0.000
#> SAMPLE_725 1 0.000
#> SAMPLE_726 1 0.000
#> SAMPLE_727 1 0.000
#> SAMPLE_728 1 0.000
#> SAMPLE_729 1 0.000
#> SAMPLE_730 1 0.000
#> SAMPLE_731 1 1.000
#> SAMPLE_732 1 0.000
#> SAMPLE_733 2 0.000
#> SAMPLE_734 2 0.000
#> SAMPLE_735 2 0.000
#> SAMPLE_736 2 0.000
#> SAMPLE_737 2 0.000
#> SAMPLE_738 2 0.000
#> SAMPLE_739 1 0.000
#> SAMPLE_740 1 0.000
#> SAMPLE_741 1 0.000
#> SAMPLE_742 1 0.000
#> SAMPLE_743 1 0.000
#> SAMPLE_744 1 0.000
#> SAMPLE_745 1 0.000
#> SAMPLE_746 1 0.000
#> SAMPLE_747 1 0.000
#> SAMPLE_748 1 0.000
#> SAMPLE_749 1 1.000
#> SAMPLE_750 3 0.000
#> SAMPLE_751 1 0.000
#> SAMPLE_752 1 0.000
#> SAMPLE_753 1 0.000
#> SAMPLE_754 2 0.000
#> SAMPLE_755 2 0.000
#> SAMPLE_756 2 0.000
#> SAMPLE_757 1 0.000
#> SAMPLE_758 1 0.000
#> SAMPLE_759 1 0.000
#> SAMPLE_760 1 0.000
#> SAMPLE_761 1 0.000
#> SAMPLE_762 1 0.000
#> SAMPLE_763 2 0.000
#> SAMPLE_764 2 0.000
#> SAMPLE_765 1 1.000
#> SAMPLE_766 1 0.000
#> SAMPLE_767 1 0.000
#> SAMPLE_768 1 0.000
#> SAMPLE_769 1 0.249
#> SAMPLE_770 1 1.000
#> SAMPLE_771 1 0.000
#> SAMPLE_772 1 0.000
#> SAMPLE_773 1 0.000
#> SAMPLE_774 1 0.000
#> SAMPLE_775 1 0.000
#> SAMPLE_776 1 0.000
#> SAMPLE_777 1 0.000
#> SAMPLE_778 1 0.000
#> SAMPLE_779 1 0.000
#> SAMPLE_780 1 0.000
#> SAMPLE_781 1 0.000
#> SAMPLE_782 1 0.000
#> SAMPLE_783 1 0.000
#> SAMPLE_784 1 0.000
#> SAMPLE_785 1 0.000
#> SAMPLE_786 1 0.000
#> SAMPLE_787 1 0.000
#> SAMPLE_788 1 0.000
#> SAMPLE_789 1 0.000
#> SAMPLE_790 1 0.000
#> SAMPLE_791 1 0.000
#> SAMPLE_792 2 0.000
#> SAMPLE_793 1 1.000
#> SAMPLE_794 1 0.000
#> SAMPLE_795 1 0.000
#> SAMPLE_796 1 0.000
#> SAMPLE_797 1 0.000
#> SAMPLE_798 1 0.000
#> SAMPLE_799 1 0.000
#> SAMPLE_800 1 0.000
#> SAMPLE_801 1 0.000
#> SAMPLE_802 1 0.000
#> SAMPLE_803 1 0.000
#> SAMPLE_804 1 0.000
#> SAMPLE_805 1 0.000
#> SAMPLE_806 1 0.000
#> SAMPLE_807 1 0.000
#> SAMPLE_808 1 0.000
#> SAMPLE_809 1 0.000
#> SAMPLE_810 1 0.000
#> SAMPLE_811 1 0.000
#> SAMPLE_812 1 0.000
#> SAMPLE_813 1 0.000
#> SAMPLE_814 1 0.000
#> SAMPLE_815 1 0.000
#> SAMPLE_816 1 0.000
#> SAMPLE_817 1 0.000
#> SAMPLE_818 1 0.000
#> SAMPLE_819 1 0.000
#> SAMPLE_820 1 0.000
#> SAMPLE_821 1 0.000
#> SAMPLE_822 1 0.000
#> SAMPLE_823 1 0.000
#> SAMPLE_824 1 0.000
#> SAMPLE_825 1 0.000
#> SAMPLE_826 1 0.000
#> SAMPLE_827 1 0.000
#> SAMPLE_828 1 0.000
#> SAMPLE_829 1 0.000
#> SAMPLE_830 1 0.000
#> SAMPLE_831 1 0.000
#> SAMPLE_832 1 0.000
#> SAMPLE_833 1 0.000
#> SAMPLE_834 1 0.000
#> SAMPLE_835 1 0.000
#> SAMPLE_836 1 0.000
#> SAMPLE_837 1 0.000
#> SAMPLE_838 1 0.000
#> SAMPLE_839 1 1.000
#> SAMPLE_840 1 0.000
#> SAMPLE_841 1 0.000
#> SAMPLE_842 1 0.000
#> SAMPLE_843 1 0.000
#> SAMPLE_844 1 0.000
#> SAMPLE_845 1 1.000
#> SAMPLE_846 1 0.000
#> SAMPLE_847 1 1.000
#> SAMPLE_848 1 0.000
#> SAMPLE_849 1 0.000
#> SAMPLE_850 1 0.000
#> SAMPLE_851 1 0.000
#> SAMPLE_852 2 0.000
#> SAMPLE_853 1 0.000
#> SAMPLE_854 2 1.000
#> SAMPLE_855 1 0.000
#> SAMPLE_856 1 0.000
#> SAMPLE_857 1 0.253
#> SAMPLE_858 1 0.751
#> SAMPLE_859 1 0.000
#> SAMPLE_860 1 0.000
#> SAMPLE_861 1 0.000
#> SAMPLE_862 1 0.000
#> SAMPLE_863 1 0.000
#> SAMPLE_864 1 0.000
#> SAMPLE_865 1 0.000
#> SAMPLE_866 1 0.000
#> SAMPLE_867 1 0.000
#> SAMPLE_868 1 0.000
#> SAMPLE_869 1 0.000
#> SAMPLE_870 1 0.000
#> SAMPLE_871 1 0.000
#> SAMPLE_872 2 0.000
#> SAMPLE_873 2 0.000
#> SAMPLE_874 1 0.000
#> SAMPLE_875 2 0.000
#> SAMPLE_876 1 0.000
#> SAMPLE_877 2 0.000
#> SAMPLE_878 1 0.751
#> SAMPLE_879 1 0.000
#> SAMPLE_880 1 0.000
#> SAMPLE_881 2 0.000
#> SAMPLE_882 2 0.000
#> SAMPLE_883 2 0.000
#> SAMPLE_884 1 0.000
#> SAMPLE_885 1 0.000
#> SAMPLE_886 1 0.000
#> SAMPLE_887 1 0.000
#> SAMPLE_888 2 0.000
#> SAMPLE_889 1 0.000
#> SAMPLE_890 1 0.000
#> SAMPLE_891 1 1.000
#> SAMPLE_892 1 0.000
#> SAMPLE_893 1 0.502
#> SAMPLE_894 1 0.000
#> SAMPLE_895 1 0.000
#> SAMPLE_896 1 0.000
#> SAMPLE_897 2 0.000
#> SAMPLE_898 1 0.000
#> SAMPLE_899 1 0.000
#> SAMPLE_900 1 0.000
#> SAMPLE_901 1 0.000
#> SAMPLE_902 1 0.000
#> SAMPLE_903 1 0.000
#> SAMPLE_904 1 0.000
#> SAMPLE_905 1 0.000
#> SAMPLE_906 2 0.000
#> SAMPLE_907 1 0.000
#> SAMPLE_908 1 0.000
#> SAMPLE_909 1 0.000
#> SAMPLE_910 1 0.000
#> SAMPLE_911 1 0.000
#> SAMPLE_912 1 0.000
#> SAMPLE_913 1 0.000
#> SAMPLE_914 1 0.000
#> SAMPLE_915 1 0.000
#> SAMPLE_916 1 0.000
#> SAMPLE_917 1 0.000
#> SAMPLE_918 1 0.000
#> SAMPLE_919 1 0.000
#> SAMPLE_920 1 0.000
#> SAMPLE_921 1 0.000
#> SAMPLE_922 1 0.000
#> SAMPLE_923 1 0.000
#> SAMPLE_924 1 0.000
#> SAMPLE_925 1 0.000
#> SAMPLE_926 1 0.000
#> SAMPLE_927 1 0.000
#> SAMPLE_928 1 0.000
#> SAMPLE_929 1 0.000
#> SAMPLE_930 1 0.000
#> SAMPLE_931 1 0.000
#> SAMPLE_932 1 0.000
#> SAMPLE_933 1 0.000
#> SAMPLE_934 1 0.000
#> SAMPLE_935 1 0.000
#> SAMPLE_936 1 0.000
#> SAMPLE_937 1 0.000
#> SAMPLE_938 1 0.000
#> SAMPLE_939 1 0.000
#> SAMPLE_940 1 0.000
#> SAMPLE_941 1 0.000
#> SAMPLE_942 1 0.000
#> SAMPLE_943 1 0.000
#> SAMPLE_944 1 0.000
#> SAMPLE_945 1 0.000
#> SAMPLE_946 1 0.000
#> SAMPLE_947 1 0.000
#> SAMPLE_948 1 0.000
#> SAMPLE_949 1 0.000
#> SAMPLE_950 1 0.000
#> SAMPLE_951 1 0.000
#> SAMPLE_952 1 0.000
#> SAMPLE_953 1 0.000
#> SAMPLE_954 1 0.000
#> SAMPLE_955 1 0.000
#> SAMPLE_956 1 0.000
#> SAMPLE_957 1 0.000
#> SAMPLE_958 1 0.000
#> SAMPLE_959 1 0.000
#> SAMPLE_960 1 0.000
#> SAMPLE_961 1 0.000
#> SAMPLE_962 1 0.000
#> SAMPLE_963 1 0.000
#> SAMPLE_964 1 0.000
#> SAMPLE_965 1 0.000
#> SAMPLE_966 1 0.000
#> SAMPLE_967 1 0.000
#> SAMPLE_968 1 0.000
#> SAMPLE_969 1 0.000
#> SAMPLE_970 1 0.000
#> SAMPLE_971 1 0.000
#> SAMPLE_972 1 0.000
#> SAMPLE_973 1 0.000
#> SAMPLE_974 2 0.000
#> SAMPLE_975 1 0.000
#> SAMPLE_976 1 0.000
#> SAMPLE_977 1 0.253
#> SAMPLE_978 1 1.000
#> SAMPLE_979 1 1.000
#> SAMPLE_980 1 0.000
#> SAMPLE_981 1 0.000
#> SAMPLE_982 1 0.000
#> SAMPLE_983 1 1.000
#> SAMPLE_984 1 1.000
#> SAMPLE_985 3 1.000
#> SAMPLE_986 1 0.000
#> SAMPLE_987 1 0.000
#> SAMPLE_988 2 0.000
#> SAMPLE_989 1 0.000
#> SAMPLE_990 1 0.000
#> SAMPLE_991 1 0.000
#> SAMPLE_992 3 0.000
#> SAMPLE_993 1 0.000
#> SAMPLE_994 1 0.000
#> SAMPLE_995 1 0.000
#> SAMPLE_996 1 0.000
#> SAMPLE_997 1 0.000
#> SAMPLE_998 1 0.000
#> SAMPLE_999 1 0.000
#> SAMPLE_1000 1 0.000
#> SAMPLE_1001 1 0.000
#> SAMPLE_1002 1 0.000
#> SAMPLE_1003 1 0.000
#> SAMPLE_1004 1 0.000
#> SAMPLE_1005 1 0.000
#> SAMPLE_1006 1 0.000
#> SAMPLE_1007 1 0.000
#> SAMPLE_1008 1 0.000
#> SAMPLE_1009 1 0.000
#> SAMPLE_1010 1 0.000
#> SAMPLE_1011 1 0.000
#> SAMPLE_1012 1 0.000
#> SAMPLE_1013 1 0.000
#> SAMPLE_1014 1 0.000
#> SAMPLE_1015 1 0.000
#> SAMPLE_1016 1 0.000
#> SAMPLE_1017 1 0.000
#> SAMPLE_1018 1 0.000
#> SAMPLE_1019 1 0.000
#> SAMPLE_1020 1 0.000
#> SAMPLE_1021 1 0.000
#> SAMPLE_1022 1 0.000
#> SAMPLE_1023 1 0.000
#> SAMPLE_1024 1 0.000
#> SAMPLE_1025 1 0.000
#> SAMPLE_1026 1 0.000
#> SAMPLE_1027 1 0.000
#> SAMPLE_1028 1 0.000
#> SAMPLE_1029 1 0.000
#> SAMPLE_1030 1 0.000
#> SAMPLE_1031 1 0.000
#> SAMPLE_1032 1 0.000
#> SAMPLE_1033 1 0.000
#> SAMPLE_1034 1 0.000
#> SAMPLE_1035 1 0.000
#> SAMPLE_1036 1 0.000
#> SAMPLE_1037 1 0.000
#> SAMPLE_1038 1 0.000
#> SAMPLE_1039 1 0.000
#> SAMPLE_1040 1 0.000
#> SAMPLE_1041 1 0.000
#> SAMPLE_1042 1 0.000
#> SAMPLE_1043 1 0.000
#> SAMPLE_1044 1 0.000
#> SAMPLE_1045 1 0.000
#> SAMPLE_1046 1 0.000
#> SAMPLE_1047 1 0.000
#> SAMPLE_1048 1 0.000
#> SAMPLE_1049 1 0.000
#> SAMPLE_1050 1 0.000
#> SAMPLE_1051 1 0.000
#> SAMPLE_1052 1 0.000
#> SAMPLE_1053 1 0.000
#> SAMPLE_1054 1 0.000
#> SAMPLE_1055 1 0.000
#> SAMPLE_1056 1 0.000
#> SAMPLE_1057 1 0.000
#> SAMPLE_1058 1 0.000
#> SAMPLE_1059 1 0.000
#> SAMPLE_1060 1 0.000
#> SAMPLE_1061 1 0.000
#> SAMPLE_1062 1 0.000
#> SAMPLE_1063 1 0.000
#> SAMPLE_1064 3 1.000
#> SAMPLE_1065 1 1.000
#> SAMPLE_1066 3 1.000
#> SAMPLE_1067 1 0.000
#> SAMPLE_1068 1 0.000
#> SAMPLE_1069 1 0.000
#> SAMPLE_1070 1 0.000
#> SAMPLE_1071 1 0.000
#> SAMPLE_1072 1 0.000
#> SAMPLE_1073 1 0.000
#> SAMPLE_1074 1 0.000
#> SAMPLE_1075 1 0.000
#> SAMPLE_1076 1 0.000
#> SAMPLE_1077 1 0.000
#> SAMPLE_1078 1 0.000
#> SAMPLE_1079 1 0.000
#> SAMPLE_1080 1 0.000
#> SAMPLE_1081 1 0.000
#> SAMPLE_1082 1 0.000
#> SAMPLE_1083 1 0.000
#> SAMPLE_1084 1 0.000
#> SAMPLE_1085 1 0.000
#> SAMPLE_1086 1 0.000
#> SAMPLE_1087 1 0.000
#> SAMPLE_1088 1 0.000
#> SAMPLE_1089 1 0.000
#> SAMPLE_1090 1 0.000
#> SAMPLE_1091 1 0.000
#> SAMPLE_1092 1 0.000
#> SAMPLE_1093 1 0.000
#> SAMPLE_1094 1 0.000
#> SAMPLE_1095 1 0.000
#> SAMPLE_1096 1 0.000
#> SAMPLE_1097 1 0.000
#> SAMPLE_1098 1 0.000
#> SAMPLE_1099 2 0.000
#> SAMPLE_1100 1 0.000
#> SAMPLE_1101 1 0.000
#> SAMPLE_1102 1 0.000
#> SAMPLE_1103 1 0.000
#> SAMPLE_1104 1 0.000
#> SAMPLE_1105 1 0.000
#> SAMPLE_1106 1 0.000
#> SAMPLE_1107 1 0.000
#> SAMPLE_1108 1 0.000
#> SAMPLE_1109 1 0.000
#> SAMPLE_1110 1 0.000
#> SAMPLE_1111 3 0.253
#> SAMPLE_1112 1 0.000
#> SAMPLE_1113 1 0.000
#> SAMPLE_1114 1 0.000
#> SAMPLE_1115 1 0.000
#> SAMPLE_1116 3 0.000
#> SAMPLE_1117 1 0.000
#> SAMPLE_1118 1 0.000
#> SAMPLE_1119 1 0.000
#> SAMPLE_1120 1 0.000
#> SAMPLE_1121 1 0.000
#> SAMPLE_1122 1 0.000
#> SAMPLE_1123 1 0.000
#> SAMPLE_1124 1 0.000
#> SAMPLE_1125 1 0.000
#> SAMPLE_1126 1 0.000
#> SAMPLE_1127 1 0.000
#> SAMPLE_1128 1 0.000
#> SAMPLE_1129 1 0.000
#> SAMPLE_1130 1 0.000
#> SAMPLE_1131 1 0.000
#> SAMPLE_1132 1 0.000
#> SAMPLE_1133 1 0.000
#> SAMPLE_1134 1 0.000
#> SAMPLE_1135 1 0.000
#> SAMPLE_1136 1 0.000
#> SAMPLE_1137 1 0.000
#> SAMPLE_1138 1 0.000
#> SAMPLE_1139 1 0.000
#> SAMPLE_1140 1 0.000
#> SAMPLE_1141 1 0.000
#> SAMPLE_1142 1 0.000
#> SAMPLE_1143 1 0.000
#> SAMPLE_1144 1 0.000
#> SAMPLE_1145 1 0.000
#> SAMPLE_1146 1 0.000
#> SAMPLE_1147 1 0.000
#> SAMPLE_1148 1 0.000
#> SAMPLE_1149 1 1.000
#> SAMPLE_1150 1 0.000
#> SAMPLE_1151 1 0.000
#> SAMPLE_1152 1 0.000
#> SAMPLE_1153 1 0.000
#> SAMPLE_1154 1 0.000
#> SAMPLE_1155 1 0.000
#> SAMPLE_1156 1 0.000
#> SAMPLE_1157 1 0.000
#> SAMPLE_1158 1 0.000
#> SAMPLE_1159 1 1.000
#> SAMPLE_1160 1 1.000
#> SAMPLE_1161 3 1.000
#> SAMPLE_1162 1 0.000
#> SAMPLE_1163 1 0.000
#> SAMPLE_1164 1 0.000
#> SAMPLE_1165 1 0.000
#> SAMPLE_1166 1 0.000
#> SAMPLE_1167 1 0.000
#> SAMPLE_1168 3 0.000
#> SAMPLE_1169 3 0.000
#> SAMPLE_1170 1 0.000
#> SAMPLE_1171 1 0.000
#> SAMPLE_1172 1 0.000
#> SAMPLE_1173 1 0.000
#> SAMPLE_1174 1 0.000
#> SAMPLE_1175 1 0.000
#> SAMPLE_1176 1 0.000
#> SAMPLE_1177 1 0.000
#> SAMPLE_1178 1 0.000
#> SAMPLE_1179 1 0.000
#> SAMPLE_1180 1 0.000
#> SAMPLE_1181 1 0.000
#> SAMPLE_1182 1 0.000
#> SAMPLE_1183 1 0.000
#> SAMPLE_1184 1 0.000
#> SAMPLE_1185 1 0.000
#> SAMPLE_1186 1 0.000
#> SAMPLE_1187 1 0.000
#> SAMPLE_1188 1 0.000
#> SAMPLE_1189 1 0.000
#> SAMPLE_1190 1 0.000
#> SAMPLE_1191 1 0.000
#> SAMPLE_1192 3 0.000
#> SAMPLE_1193 1 0.000
#> SAMPLE_1194 1 0.000
#> SAMPLE_1195 1 0.000
#> SAMPLE_1196 1 0.000
#> SAMPLE_1197 1 0.000
#> SAMPLE_1198 1 0.000
#> SAMPLE_1199 1 0.000
#> SAMPLE_1200 1 0.000
#> SAMPLE_1201 1 0.000
#> SAMPLE_1202 1 0.000
#> SAMPLE_1203 1 0.000
#> SAMPLE_1204 1 0.000
#> SAMPLE_1205 1 0.000
#> SAMPLE_1206 2 0.000
#> SAMPLE_1207 1 0.000
#> SAMPLE_1208 1 0.000
#> SAMPLE_1209 2 0.000
#> SAMPLE_1210 1 0.000
#> SAMPLE_1211 1 1.000
#> SAMPLE_1212 1 1.000
#> SAMPLE_1213 1 1.000
#> SAMPLE_1214 1 0.000
#> SAMPLE_1215 1 0.000
#> SAMPLE_1216 1 0.000
#> SAMPLE_1217 1 0.000
#> SAMPLE_1218 1 0.000
#> SAMPLE_1219 1 0.000
#> SAMPLE_1220 1 0.000
#> SAMPLE_1221 1 0.000
#> SAMPLE_1222 1 0.000
#> SAMPLE_1223 1 0.000
#> SAMPLE_1224 1 0.000
#> SAMPLE_1225 1 0.000
#> SAMPLE_1226 1 0.000
#> SAMPLE_1227 1 0.000
#> SAMPLE_1228 1 0.000
#> SAMPLE_1229 1 0.000
#> SAMPLE_1230 1 0.000
#> SAMPLE_1231 1 0.000
#> SAMPLE_1232 1 0.000
#> SAMPLE_1233 1 0.000
#> SAMPLE_1234 1 0.000
#> SAMPLE_1235 1 0.000
#> SAMPLE_1236 1 0.000
#> SAMPLE_1237 1 0.000
#> SAMPLE_1238 1 0.000
#> SAMPLE_1239 1 0.000
#> SAMPLE_1240 1 0.000
#> SAMPLE_1241 1 0.000
#> SAMPLE_1242 3 1.000
#> SAMPLE_1243 1 1.000
#> SAMPLE_1244 1 0.000
#> SAMPLE_1245 1 0.000
#> SAMPLE_1246 1 0.000
#> SAMPLE_1247 1 0.000
#> SAMPLE_1248 1 0.000
#> SAMPLE_1249 1 0.000
#> SAMPLE_1250 1 0.000
#> SAMPLE_1251 1 0.000
#> SAMPLE_1252 2 0.000
#> SAMPLE_1253 2 0.000
#> SAMPLE_1254 2 0.000
#> SAMPLE_1255 2 0.000
#> SAMPLE_1256 1 0.000
#> SAMPLE_1257 1 0.000
#> SAMPLE_1258 1 0.000
#> SAMPLE_1259 1 0.000
#> SAMPLE_1260 1 0.000
#> SAMPLE_1261 1 0.000
#> SAMPLE_1262 1 0.000
#> SAMPLE_1263 1 0.000
#> SAMPLE_1264 2 0.000
#> SAMPLE_1265 1 0.000
#> SAMPLE_1266 1 0.000
#> SAMPLE_1267 1 0.000
#> SAMPLE_1268 1 0.000
#> SAMPLE_1269 1 0.000
#> SAMPLE_1270 1 0.000
#> SAMPLE_1271 1 0.000
#> SAMPLE_1272 1 0.000
#> SAMPLE_1273 1 0.000
#> SAMPLE_1274 1 0.000
#> SAMPLE_1275 1 0.000
#> SAMPLE_1276 1 0.000
#> SAMPLE_1277 1 0.000
#> SAMPLE_1278 1 0.000
#> SAMPLE_1279 1 0.000
#> SAMPLE_1280 1 0.000
#> SAMPLE_1281 2 0.000
#> SAMPLE_1282 1 0.000
#> SAMPLE_1283 1 0.000
#> SAMPLE_1284 1 0.000
#> SAMPLE_1285 1 0.000
#> SAMPLE_1286 1 0.000
#> SAMPLE_1287 2 0.000
#> SAMPLE_1288 1 0.000
#> SAMPLE_1289 1 0.000
#> SAMPLE_1290 1 0.000
#> SAMPLE_1291 1 0.000
#> SAMPLE_1292 1 0.000
#> SAMPLE_1293 1 0.000
#> SAMPLE_1294 1 0.000
#> SAMPLE_1295 1 0.000
#> SAMPLE_1296 1 0.000
#> SAMPLE_1297 1 0.000
#> SAMPLE_1298 1 0.000
#> SAMPLE_1299 1 0.000
#> SAMPLE_1300 1 0.000
#> SAMPLE_1301 1 0.000
#> SAMPLE_1302 1 0.000
#> SAMPLE_1303 1 0.000
#> SAMPLE_1304 1 0.000
#> SAMPLE_1305 1 0.000
#> SAMPLE_1306 1 0.000
#> SAMPLE_1307 1 0.000
#> SAMPLE_1308 1 0.000
#> SAMPLE_1309 1 0.000
#> SAMPLE_1310 1 0.000
#> SAMPLE_1311 1 0.000
#> SAMPLE_1312 1 0.000
#> SAMPLE_1313 1 0.000
#> SAMPLE_1314 1 0.000
#> SAMPLE_1315 1 0.000
#> SAMPLE_1316 1 0.000
#> SAMPLE_1317 1 0.000
#> SAMPLE_1318 1 0.000
#> SAMPLE_1319 1 0.000
#> SAMPLE_1320 1 0.000
#> SAMPLE_1321 1 0.000
#> SAMPLE_1322 1 0.000
#> SAMPLE_1323 1 0.000
#> SAMPLE_1324 1 0.000
#> SAMPLE_1325 1 0.000
#> SAMPLE_1326 1 0.000
#> SAMPLE_1327 1 0.000
#> SAMPLE_1328 1 0.000
#> SAMPLE_1329 1 0.000
#> SAMPLE_1330 1 0.000
#> SAMPLE_1331 1 0.000
#> SAMPLE_1332 1 0.000
#> SAMPLE_1333 1 0.000
#> SAMPLE_1334 1 0.000
#> SAMPLE_1335 1 0.000
#> SAMPLE_1336 1 0.000
#> SAMPLE_1337 1 0.000
#> SAMPLE_1338 1 0.000
#> SAMPLE_1339 1 0.000
#> SAMPLE_1340 1 0.000
#> SAMPLE_1341 1 0.000
#> SAMPLE_1342 1 0.000
#> SAMPLE_1343 1 0.000
#> SAMPLE_1344 1 0.000
#> SAMPLE_1345 1 0.000
#> SAMPLE_1346 1 0.000
#> SAMPLE_1347 1 0.000
#> SAMPLE_1348 1 0.000
#> SAMPLE_1349 1 0.000
#> SAMPLE_1350 1 0.000
#> SAMPLE_1351 1 0.498
#> SAMPLE_1352 1 0.000
#> SAMPLE_1353 2 0.000
#> SAMPLE_1354 1 0.000
#> SAMPLE_1355 1 0.000
#> SAMPLE_1356 2 0.000
#> SAMPLE_1357 2 0.000
#> SAMPLE_1358 2 0.000
#> SAMPLE_1359 2 0.000
#> SAMPLE_1360 2 0.000
#> SAMPLE_1361 2 0.000
#> SAMPLE_1362 2 0.000
#> SAMPLE_1363 2 0.000
#> SAMPLE_1364 2 0.000
#> SAMPLE_1365 2 0.000
#> SAMPLE_1366 2 0.000
#> SAMPLE_1367 2 0.000
#> SAMPLE_1368 2 0.000
#> SAMPLE_1369 2 0.000
#> SAMPLE_1370 2 0.000
#> SAMPLE_1371 2 0.000
#> SAMPLE_1372 2 0.000
#> SAMPLE_1373 2 0.000
#> SAMPLE_1374 2 0.000
#> SAMPLE_1375 2 0.000
#> SAMPLE_1376 2 0.000
#> SAMPLE_1377 2 0.000
#> SAMPLE_1378 2 0.000
#> SAMPLE_1379 2 0.000
#> SAMPLE_1380 2 0.000
#> SAMPLE_1381 2 0.000
#> SAMPLE_1382 2 0.000
#> SAMPLE_1383 2 0.000
#> SAMPLE_1384 2 0.000
#> SAMPLE_1385 2 0.000
#> SAMPLE_1386 1 0.000
#> SAMPLE_1387 1 0.000
#> SAMPLE_1388 1 0.000
#> SAMPLE_1389 1 0.000
#> SAMPLE_1390 1 0.000
#> SAMPLE_1391 1 0.000
#> SAMPLE_1392 1 0.000
#> SAMPLE_1393 1 0.000
#> SAMPLE_1394 1 0.000
#> SAMPLE_1395 1 0.000
#> SAMPLE_1396 1 0.000
#> SAMPLE_1397 1 0.000
#> SAMPLE_1398 1 0.000
#> SAMPLE_1399 1 0.000
#> SAMPLE_1400 1 0.000
#> SAMPLE_1401 1 0.000
#> SAMPLE_1402 1 0.000
#> SAMPLE_1403 1 0.000
#> SAMPLE_1404 1 0.000
#> SAMPLE_1405 1 0.000
#> SAMPLE_1406 1 0.000
#> SAMPLE_1407 1 0.000
#> SAMPLE_1408 1 0.000
#> SAMPLE_1409 1 0.000
#> SAMPLE_1410 1 0.000
#> SAMPLE_1411 1 0.000
#> SAMPLE_1412 1 0.000
#> SAMPLE_1413 1 1.000
#> SAMPLE_1414 1 1.000
#> SAMPLE_1415 1 0.000
#> SAMPLE_1416 1 1.000
#> SAMPLE_1417 1 1.000
#> SAMPLE_1418 1 1.000
#> SAMPLE_1419 1 0.000
#> SAMPLE_1420 1 0.000
#> SAMPLE_1421 1 0.000
#> SAMPLE_1422 1 0.000
#> SAMPLE_1423 1 0.000
#> SAMPLE_1424 1 0.000
#> SAMPLE_1425 1 0.000
#> SAMPLE_1426 1 0.000
#> SAMPLE_1427 1 0.000
#> SAMPLE_1428 1 0.000
#> SAMPLE_1429 1 0.000
#> SAMPLE_1430 1 0.000
#> SAMPLE_1431 1 0.000
#> SAMPLE_1432 1 0.000
#> SAMPLE_1433 2 0.000
#> SAMPLE_1434 1 0.000
#> SAMPLE_1435 1 0.000
#> SAMPLE_1436 1 0.000
#> SAMPLE_1437 1 0.000
#> SAMPLE_1438 1 0.000
#> SAMPLE_1439 1 0.000
#> SAMPLE_1440 1 1.000
#> SAMPLE_1441 1 0.000
#> SAMPLE_1442 1 0.000
#> SAMPLE_1443 1 0.000
#> SAMPLE_1444 1 0.000
#> SAMPLE_1445 1 0.000
#> SAMPLE_1446 1 0.000
#> SAMPLE_1447 3 0.000
#> SAMPLE_1448 3 1.000
#> SAMPLE_1449 1 0.000
#> SAMPLE_1450 1 0.000
#> SAMPLE_1451 1 0.000
#> SAMPLE_1452 1 0.000
#> SAMPLE_1453 1 0.000
#> SAMPLE_1454 1 0.000
#> SAMPLE_1455 1 0.000
#> SAMPLE_1456 1 0.000
#> SAMPLE_1457 1 0.000
#> SAMPLE_1458 1 0.000
#> SAMPLE_1459 1 0.000
#> SAMPLE_1460 1 0.000
#> SAMPLE_1461 1 0.000
#> SAMPLE_1462 1 0.000
#> SAMPLE_1463 1 0.000
#> SAMPLE_1464 1 0.000
#> SAMPLE_1465 1 0.000
#> SAMPLE_1466 1 0.000
#> SAMPLE_1467 1 0.000
#> SAMPLE_1468 1 0.000
#> SAMPLE_1469 1 0.000
#> SAMPLE_1470 1 0.000
#> SAMPLE_1471 1 0.000
#> SAMPLE_1472 1 0.000
#> SAMPLE_1473 1 0.000
#> SAMPLE_1474 1 0.000
#> SAMPLE_1475 1 0.000
#> SAMPLE_1476 1 0.000
#> SAMPLE_1477 1 0.000
#> SAMPLE_1478 1 0.000
#> SAMPLE_1479 1 0.000
#> SAMPLE_1480 1 0.000
#> SAMPLE_1481 1 0.000
#> SAMPLE_1482 1 0.000
#> SAMPLE_1483 1 0.000
#> SAMPLE_1484 1 0.000
#> SAMPLE_1485 1 0.000
#> SAMPLE_1486 1 0.000
#> SAMPLE_1487 1 0.000
#> SAMPLE_1488 1 0.000
#> SAMPLE_1489 2 0.000
#> SAMPLE_1490 2 0.000
#> SAMPLE_1491 1 0.000
#> SAMPLE_1492 1 0.000
#> SAMPLE_1493 1 0.000
#> SAMPLE_1494 1 0.000
#> SAMPLE_1495 1 0.000
#> SAMPLE_1496 1 0.000
#> SAMPLE_1497 1 0.000
#> SAMPLE_1498 1 0.000
#> SAMPLE_1499 1 0.000
#> SAMPLE_1500 1 0.000
#> SAMPLE_1501 1 0.000
#> SAMPLE_1502 1 0.000
#> SAMPLE_1503 1 0.000
#> SAMPLE_1504 1 0.000
#> SAMPLE_1505 1 0.000
#> SAMPLE_1506 1 0.000
#> SAMPLE_1507 1 0.000
#> SAMPLE_1508 1 0.000
#> SAMPLE_1509 1 0.000
#> SAMPLE_1510 1 0.000
#> SAMPLE_1511 1 0.000
#> SAMPLE_1512 1 0.000
#> SAMPLE_1513 1 0.000
#> SAMPLE_1514 1 0.000
#> SAMPLE_1515 1 0.000
#> SAMPLE_1516 1 0.000
#> SAMPLE_1517 1 0.000
#> SAMPLE_1518 1 0.000
#> SAMPLE_1519 1 0.000
#> SAMPLE_1520 1 0.502
#> SAMPLE_1521 1 0.000
#> SAMPLE_1522 1 0.000
#> SAMPLE_1523 3 1.000
#> SAMPLE_1524 1 0.000
#> SAMPLE_1525 1 1.000
#> SAMPLE_1526 1 0.000
#> SAMPLE_1527 1 0.000
#> SAMPLE_1528 1 0.000
#> SAMPLE_1529 1 0.000
#> SAMPLE_1530 1 0.000
#> SAMPLE_1531 1 0.000
#> SAMPLE_1532 1 0.000
#> SAMPLE_1533 1 0.000
#> SAMPLE_1534 1 0.000
#> SAMPLE_1535 1 0.000
#> SAMPLE_1536 1 0.000
#> SAMPLE_1537 1 0.000
#> SAMPLE_1538 1 0.000
#> SAMPLE_1539 1 0.000
#> SAMPLE_1540 1 0.000
#> SAMPLE_1541 1 0.000
#> SAMPLE_1542 1 0.000
#> SAMPLE_1543 1 0.000
#> SAMPLE_1544 1 0.000
#> SAMPLE_1545 1 0.000
#> SAMPLE_1546 1 0.000
#> SAMPLE_1547 1 0.000
#> SAMPLE_1548 1 0.000
#> SAMPLE_1549 1 0.000
#> SAMPLE_1550 1 0.000
#> SAMPLE_1551 1 0.000
#> SAMPLE_1552 1 0.000
#> SAMPLE_1553 1 0.000
#> SAMPLE_1554 1 0.000
#> SAMPLE_1555 1 0.000
#> SAMPLE_1556 1 0.000
#> SAMPLE_1557 1 0.000
#> SAMPLE_1558 1 0.000
#> SAMPLE_1559 1 0.000
#> SAMPLE_1560 1 0.000
#> SAMPLE_1561 1 0.000
#> SAMPLE_1562 1 0.000
#> SAMPLE_1563 1 0.000
#> SAMPLE_1564 1 0.000
#> SAMPLE_1565 1 0.000
#> SAMPLE_1566 1 0.000
#> SAMPLE_1567 1 0.000
#> SAMPLE_1568 1 0.000
#> SAMPLE_1569 1 0.000
#> SAMPLE_1570 1 0.000
#> SAMPLE_1571 1 0.000
#> SAMPLE_1572 1 0.000
#> SAMPLE_1573 1 0.000
#> SAMPLE_1574 1 0.000
#> SAMPLE_1575 1 0.000
#> SAMPLE_1576 1 0.000
#> SAMPLE_1577 1 0.000
#> SAMPLE_1578 1 0.000
#> SAMPLE_1579 2 0.000
#> SAMPLE_1580 1 0.000
#> SAMPLE_1581 1 0.000
#> SAMPLE_1582 2 0.000
#> SAMPLE_1583 1 0.000
#> SAMPLE_1584 1 0.000
#> SAMPLE_1585 1 0.000
#> SAMPLE_1586 1 0.000
#> SAMPLE_1587 1 0.000
#> SAMPLE_1588 1 0.000
#> SAMPLE_1589 1 0.000
#> SAMPLE_1590 1 0.000
#> SAMPLE_1591 1 0.000
#> SAMPLE_1592 1 0.000
#> SAMPLE_1593 1 0.000
#> SAMPLE_1594 1 0.000
#> SAMPLE_1595 1 0.000
#> SAMPLE_1596 1 0.000
#> SAMPLE_1597 1 0.000
#> SAMPLE_1598 1 0.000
#> SAMPLE_1599 1 0.000
#> SAMPLE_1600 1 0.000
#> SAMPLE_1601 1 0.000
#> SAMPLE_1602 1 1.000
#> SAMPLE_1603 1 1.000
#> SAMPLE_1604 1 0.000
#> SAMPLE_1605 1 0.502
#> SAMPLE_1606 1 1.000
#> SAMPLE_1607 3 1.000
#> SAMPLE_1608 1 0.000
#> SAMPLE_1609 1 0.000
#> SAMPLE_1610 1 0.000
#> SAMPLE_1611 1 0.000
#> SAMPLE_1612 1 0.000
#> SAMPLE_1613 1 0.000
#> SAMPLE_1614 1 0.000
#> SAMPLE_1615 1 0.000
#> SAMPLE_1616 1 0.000
#> SAMPLE_1617 1 0.000
#> SAMPLE_1618 1 0.000
#> SAMPLE_1619 1 0.000
#> SAMPLE_1620 1 0.000
#> SAMPLE_1621 1 0.000
#> SAMPLE_1622 1 0.000
#> SAMPLE_1623 1 0.000
#> SAMPLE_1624 1 0.000
#> SAMPLE_1625 1 0.000
#> SAMPLE_1626 2 0.000
#> SAMPLE_1627 1 0.000
#> SAMPLE_1628 1 0.000
#> SAMPLE_1629 1 0.000
#> SAMPLE_1630 1 0.000
#> SAMPLE_1631 1 0.000
#> SAMPLE_1632 1 0.000
#> SAMPLE_1633 1 0.000
#> SAMPLE_1634 1 0.000
#> SAMPLE_1635 1 0.000
#> SAMPLE_1636 1 0.000
#> SAMPLE_1637 1 0.000
#> SAMPLE_1638 1 0.000
#> SAMPLE_1639 1 0.000
#> SAMPLE_1640 1 0.000
#> SAMPLE_1641 1 0.000
#> SAMPLE_1642 1 0.000
#> SAMPLE_1643 1 0.000
#> SAMPLE_1644 1 0.000
#> SAMPLE_1645 1 0.000
#> SAMPLE_1646 1 0.000
#> SAMPLE_1647 1 0.000
#> SAMPLE_1648 1 0.000
#> SAMPLE_1649 1 0.000
#> SAMPLE_1650 1 0.000
#> SAMPLE_1651 1 0.000
#> SAMPLE_1652 1 0.000
#> SAMPLE_1653 1 0.000
#> SAMPLE_1654 1 0.000
#> SAMPLE_1655 1 0.000
#> SAMPLE_1656 1 0.000
#> SAMPLE_1657 1 0.000
#> SAMPLE_1658 1 0.000
#> SAMPLE_1659 1 0.000
#> SAMPLE_1660 1 0.000
#> SAMPLE_1661 1 0.000
#> SAMPLE_1662 1 0.000
#> SAMPLE_1663 1 0.000
#> SAMPLE_1664 2 0.000
#> SAMPLE_1665 1 0.000
#> SAMPLE_1666 1 0.000
#> SAMPLE_1667 1 1.000
#> SAMPLE_1668 1 0.000
#> SAMPLE_1669 1 0.000
#> SAMPLE_1670 1 0.000
#> SAMPLE_1671 1 0.000
#> SAMPLE_1672 1 0.000
#> SAMPLE_1673 3 0.000
#> SAMPLE_1674 1 0.000
#> SAMPLE_1675 1 0.000
#> SAMPLE_1676 1 0.000
#> SAMPLE_1677 1 1.000
#> SAMPLE_1678 1 0.000
#> SAMPLE_1679 1 0.000
#> SAMPLE_1680 1 0.000
#> SAMPLE_1681 1 0.000
#> SAMPLE_1682 2 0.000
#> SAMPLE_1683 1 0.000
#> SAMPLE_1684 1 0.000
#> SAMPLE_1685 1 0.000
#> SAMPLE_1686 1 0.000
#> SAMPLE_1687 1 0.000
#> SAMPLE_1688 1 0.000
#> SAMPLE_1689 1 0.000
#> SAMPLE_1690 1 0.000
#> SAMPLE_1691 1 0.000
#> SAMPLE_1692 1 0.000
#> SAMPLE_1693 1 0.000
#> SAMPLE_1694 1 0.751
#> SAMPLE_1695 1 0.000
#> SAMPLE_1696 1 0.000
#> SAMPLE_1697 1 0.000
#> SAMPLE_1698 1 0.249
#> SAMPLE_1699 1 0.000
#> SAMPLE_1700 1 0.000
#> SAMPLE_1701 1 0.000
#> SAMPLE_1702 1 0.000
#> SAMPLE_1703 1 0.000
#> SAMPLE_1704 1 0.000
#> SAMPLE_1705 1 0.000
#> SAMPLE_1706 1 0.000
#> SAMPLE_1707 1 0.000
#> SAMPLE_1708 1 0.000
#> SAMPLE_1709 2 0.000
#> SAMPLE_1710 1 0.000
#> SAMPLE_1711 1 0.000
#> SAMPLE_1712 1 0.000
#> SAMPLE_1713 1 0.000
#> SAMPLE_1714 1 0.000
#> SAMPLE_1715 1 0.000
#> SAMPLE_1716 1 0.000
#> SAMPLE_1717 1 0.000
#> SAMPLE_1718 1 0.000
#> SAMPLE_1719 1 0.000
#> SAMPLE_1720 1 0.000
#> SAMPLE_1721 1 0.000
#> SAMPLE_1722 1 0.000
#> SAMPLE_1723 1 0.000
#> SAMPLE_1724 1 0.000
#> SAMPLE_1725 1 0.000
#> SAMPLE_1726 1 0.000
#> SAMPLE_1727 1 0.000
#> SAMPLE_1728 1 0.000
#> SAMPLE_1729 1 0.000
#> SAMPLE_1730 1 0.000
#> SAMPLE_1731 1 0.000
#> SAMPLE_1732 1 0.000
#> SAMPLE_1733 2 0.000
#> SAMPLE_1734 1 0.000
#> SAMPLE_1735 3 0.000
#> SAMPLE_1736 1 0.502
#> SAMPLE_1737 1 0.000
#> SAMPLE_1738 1 0.000
#> SAMPLE_1739 1 0.000
#> SAMPLE_1740 1 0.000
#> SAMPLE_1741 1 0.000
#> SAMPLE_1742 1 0.000
#> SAMPLE_1743 1 0.000
#> SAMPLE_1744 1 0.000
#> SAMPLE_1745 1 0.000
#> SAMPLE_1746 1 0.000
#> SAMPLE_1747 1 0.000
#> SAMPLE_1748 1 0.000
#> SAMPLE_1749 1 0.000
#> SAMPLE_1750 1 0.000
#> SAMPLE_1751 1 0.000
#> SAMPLE_1752 1 0.000
#> SAMPLE_1753 1 0.000
#> SAMPLE_1754 1 0.000
#> SAMPLE_1755 1 0.000
#> SAMPLE_1756 1 0.000
#> SAMPLE_1757 1 0.000
#> SAMPLE_1758 1 0.000
#> SAMPLE_1759 1 0.000
#> SAMPLE_1760 1 0.000
#> SAMPLE_1761 1 0.000
#> SAMPLE_1762 1 0.000
#> SAMPLE_1763 1 0.000
#> SAMPLE_1764 1 0.000
#> SAMPLE_1765 1 0.000
#> SAMPLE_1766 1 0.000
#> SAMPLE_1767 1 0.000
#> SAMPLE_1768 1 0.000
#> SAMPLE_1769 1 0.000
#> SAMPLE_1770 1 0.000
#> SAMPLE_1771 1 0.000
#> SAMPLE_1772 1 0.000
#> SAMPLE_1773 1 0.000
#> SAMPLE_1774 1 0.000
#> SAMPLE_1775 1 0.000
#> SAMPLE_1776 1 0.000
#> SAMPLE_1777 1 0.000
#> SAMPLE_1778 1 0.000
#> SAMPLE_1779 1 0.000
#> SAMPLE_1780 1 0.000
#> SAMPLE_1781 1 0.000
#> SAMPLE_1782 1 0.000
#> SAMPLE_1783 1 0.000
#> SAMPLE_1784 1 0.000
#> SAMPLE_1785 1 0.000
#> SAMPLE_1786 1 0.000
#> SAMPLE_1787 1 0.000
#> SAMPLE_1788 1 0.000
#> SAMPLE_1789 1 0.000
#> SAMPLE_1790 1 0.000
#> SAMPLE_1791 1 0.000
#> SAMPLE_1792 1 0.000
#> SAMPLE_1793 1 0.000
#> SAMPLE_1794 1 0.000
#> SAMPLE_1795 1 0.000
#> SAMPLE_1796 1 1.000
#> SAMPLE_1797 2 0.000
#> SAMPLE_1798 1 0.000
#> SAMPLE_1799 1 0.000
#> SAMPLE_1800 1 0.000
#> SAMPLE_1801 1 0.000
#> SAMPLE_1802 1 0.000
#> SAMPLE_1803 1 0.000
#> SAMPLE_1804 1 0.000
#> SAMPLE_1805 1 0.000
#> SAMPLE_1806 1 0.000
#> SAMPLE_1807 1 0.000
#> SAMPLE_1808 1 0.000
#> SAMPLE_1809 1 0.000
#> SAMPLE_1810 1 0.000
#> SAMPLE_1811 1 0.000
#> SAMPLE_1812 1 0.000
#> SAMPLE_1813 1 0.000
#> SAMPLE_1814 1 0.000
#> SAMPLE_1815 1 0.000
#> SAMPLE_1816 1 0.000
#> SAMPLE_1817 1 0.000
#> SAMPLE_1818 1 0.000
#> SAMPLE_1819 1 0.000
#> SAMPLE_1820 1 0.000
#> SAMPLE_1821 1 0.000
#> SAMPLE_1822 1 0.000
#> SAMPLE_1823 1 0.000
#> SAMPLE_1824 1 0.000
#> SAMPLE_1825 1 0.000
#> SAMPLE_1826 1 0.000
#> SAMPLE_1827 2 0.000
#> SAMPLE_1828 2 0.000
#> SAMPLE_1829 1 1.000
#> SAMPLE_1830 2 0.000
#> SAMPLE_1831 2 0.000
#> SAMPLE_1832 1 0.000
#> SAMPLE_1833 1 0.000
#> SAMPLE_1834 1 0.000
#> SAMPLE_1835 2 0.000
#> SAMPLE_1836 1 0.000
#> SAMPLE_1837 1 0.000
#> SAMPLE_1838 1 0.000
#> SAMPLE_1839 1 0.000
#> SAMPLE_1840 1 0.000
#> SAMPLE_1841 1 0.000
#> SAMPLE_1842 1 0.000
#> SAMPLE_1843 1 0.000
#> SAMPLE_1844 1 0.000
#> SAMPLE_1845 2 0.000
#> SAMPLE_1846 3 1.000
#> SAMPLE_1847 2 0.000
#> SAMPLE_1848 1 0.000
#> SAMPLE_1849 1 0.000
#> SAMPLE_1850 1 0.000
#> SAMPLE_1851 1 0.000
#> SAMPLE_1852 1 0.000
#> SAMPLE_1853 1 0.000
#> SAMPLE_1854 1 0.000
#> SAMPLE_1855 1 0.000
#> SAMPLE_1856 1 0.000
#> SAMPLE_1857 1 0.000
#> SAMPLE_1858 1 0.000
#> SAMPLE_1859 1 0.000
#> SAMPLE_1860 1 0.000
#> SAMPLE_1861 1 0.000
#> SAMPLE_1862 1 0.000
#> SAMPLE_1863 1 0.000
#> SAMPLE_1864 1 0.000
#> SAMPLE_1865 3 0.000
#> SAMPLE_1866 1 0.000
#> SAMPLE_1867 1 0.000
#> SAMPLE_1868 1 0.000
#> SAMPLE_1869 1 0.000
#> SAMPLE_1870 1 0.000
#> SAMPLE_1871 1 0.000
#> SAMPLE_1872 1 0.000
#> SAMPLE_1873 1 0.000
#> SAMPLE_1874 1 0.000
#> SAMPLE_1875 1 0.000
#> SAMPLE_1876 1 0.000
#> SAMPLE_1877 1 0.000
#> SAMPLE_1878 1 0.000
#> SAMPLE_1879 1 0.000
#> SAMPLE_1880 1 0.000
#> SAMPLE_1881 1 0.000
#> SAMPLE_1882 1 0.000
#> SAMPLE_1883 1 0.000
#> SAMPLE_1884 2 0.000
#> SAMPLE_1885 1 0.000
#> SAMPLE_1886 1 0.000
#> SAMPLE_1887 1 0.000
#> SAMPLE_1888 1 0.000
#> SAMPLE_1889 3 1.000
#> SAMPLE_1890 1 1.000
#> SAMPLE_1891 1 0.000
#> SAMPLE_1892 1 0.000
#> SAMPLE_1893 1 1.000
#> SAMPLE_1894 1 1.000
#> SAMPLE_1895 2 0.000
#> SAMPLE_1896 2 0.000
#> SAMPLE_1897 2 0.000
#> SAMPLE_1898 2 0.000
#> SAMPLE_1899 2 0.000
#> SAMPLE_1900 2 0.000
#> SAMPLE_1901 2 0.000
#> SAMPLE_1902 2 0.000
#> SAMPLE_1903 2 0.000
#> SAMPLE_1904 2 0.000
#> SAMPLE_1905 1 0.000
#> SAMPLE_1906 1 0.000
#> SAMPLE_1907 1 0.000
#> SAMPLE_1908 3 0.000
#> SAMPLE_1909 1 0.000
#> SAMPLE_1910 2 0.000
#> SAMPLE_1911 2 0.000
#> SAMPLE_1912 1 0.000
#> SAMPLE_1913 1 0.000
#> SAMPLE_1914 1 0.000
#> SAMPLE_1915 1 0.000
#> SAMPLE_1916 1 0.000
#> SAMPLE_1917 1 0.000
#> SAMPLE_1918 1 0.000
#> SAMPLE_1919 1 0.000
#> SAMPLE_1920 1 0.000
#> SAMPLE_1921 3 0.000
#> SAMPLE_1922 1 0.000
#> SAMPLE_1923 1 0.000
#> SAMPLE_1924 1 0.000
#> SAMPLE_1925 1 0.000
#> SAMPLE_1926 2 0.000
#> SAMPLE_1927 1 0.000
#> SAMPLE_1928 2 0.000
#> SAMPLE_1929 1 0.000
#> SAMPLE_1930 1 0.000
#> SAMPLE_1931 1 0.000
#> SAMPLE_1932 3 0.000
#> SAMPLE_1933 1 0.000
#> SAMPLE_1934 1 0.000
#> SAMPLE_1935 1 0.000
#> SAMPLE_1936 1 0.000
#> SAMPLE_1937 2 0.000
#> SAMPLE_1938 1 0.000
#> SAMPLE_1939 1 0.000
#> SAMPLE_1940 1 0.000
#> SAMPLE_1941 1 0.000
#> SAMPLE_1942 1 0.000
#> SAMPLE_1943 1 0.000
#> SAMPLE_1944 1 0.000
#> SAMPLE_1945 1 0.000
#> SAMPLE_1946 1 0.000
#> SAMPLE_1947 1 0.000
#> SAMPLE_1948 1 0.000
#> SAMPLE_1949 1 0.000
#> SAMPLE_1950 1 0.000
#> SAMPLE_1951 1 0.000
#> SAMPLE_1952 1 0.000
#> SAMPLE_1953 1 0.000
#> SAMPLE_1954 1 0.000
#> SAMPLE_1955 1 0.000
#> SAMPLE_1956 1 0.000
#> SAMPLE_1957 1 0.000
#> SAMPLE_1958 1 0.000
#> SAMPLE_1959 1 0.000
#> SAMPLE_1960 1 0.000
#> SAMPLE_1961 1 0.000
#> SAMPLE_1962 1 0.000
#> SAMPLE_1963 1 0.000
#> SAMPLE_1964 1 0.000
#> SAMPLE_1965 1 0.000
#> SAMPLE_1966 1 0.000
#> SAMPLE_1967 1 0.000
#> SAMPLE_1968 1 0.000
#> SAMPLE_1969 3 0.000
#> SAMPLE_1970 1 0.000
#> SAMPLE_1971 1 0.000
#> SAMPLE_1972 1 0.000
#> SAMPLE_1973 3 0.000
#> SAMPLE_1974 1 0.000
#> SAMPLE_1975 1 0.000
#> SAMPLE_1976 1 0.000
#> SAMPLE_1977 1 0.000
#> SAMPLE_1978 1 0.000
#> SAMPLE_1979 1 0.000
#> SAMPLE_1980 1 0.000
#> SAMPLE_1981 1 0.000
#> SAMPLE_1982 1 0.000
#> SAMPLE_1983 1 0.000
#> SAMPLE_1984 1 0.000
#> SAMPLE_1985 1 0.000
#> SAMPLE_1986 1 0.000
#> SAMPLE_1987 1 0.000
#> SAMPLE_1988 1 0.000
#> SAMPLE_1989 1 0.000
#> SAMPLE_1990 1 0.000
#> SAMPLE_1991 1 0.000
#> SAMPLE_1992 2 0.000
#> SAMPLE_1993 1 0.000
#> SAMPLE_1994 1 0.000
#> SAMPLE_1995 1 0.000
#> SAMPLE_1996 1 0.000
#> SAMPLE_1997 1 0.000
#> SAMPLE_1998 1 0.000
#> SAMPLE_1999 1 0.000
#> SAMPLE_2000 1 1.000
#> SAMPLE_2001 1 0.000
#> SAMPLE_2002 1 0.000
#> SAMPLE_2003 1 0.000
#> SAMPLE_2004 1 0.000
#> SAMPLE_2005 1 0.000
#> SAMPLE_2006 1 0.000
#> SAMPLE_2007 1 0.000
#> SAMPLE_2008 1 0.000
#> SAMPLE_2009 1 0.000
#> SAMPLE_2010 1 0.000
#> SAMPLE_2011 1 0.000
#> SAMPLE_2012 1 0.000
#> SAMPLE_2013 1 0.000
#> SAMPLE_2014 2 0.000
#> SAMPLE_2015 1 0.000
#> SAMPLE_2016 1 0.000
#> SAMPLE_2017 1 0.000
#> SAMPLE_2018 1 0.000
#> SAMPLE_2019 1 0.000
#> SAMPLE_2020 1 0.000
#> SAMPLE_2021 1 0.000
#> SAMPLE_2022 1 0.000
#> SAMPLE_2023 1 0.000
#> SAMPLE_2024 1 0.000
#> SAMPLE_2025 2 0.000
#> SAMPLE_2026 2 0.000
#> SAMPLE_2027 1 0.000
#> SAMPLE_2028 1 0.000
#> SAMPLE_2029 1 0.000
#> SAMPLE_2030 1 0.000
#> SAMPLE_2031 2 0.000
#> SAMPLE_2032 2 0.000
#> SAMPLE_2033 2 0.000
#> SAMPLE_2034 2 0.000
#> SAMPLE_2035 2 0.000
#> SAMPLE_2036 2 0.000
#> SAMPLE_2037 1 0.000
#> SAMPLE_2038 1 0.000
#> SAMPLE_2039 1 0.000
#> SAMPLE_2040 1 0.000
#> SAMPLE_2041 1 0.000
#> SAMPLE_2042 1 0.000
#> SAMPLE_2043 1 0.000
#> SAMPLE_2044 1 0.000
#> SAMPLE_2045 1 0.000
#> SAMPLE_2046 1 0.000
#> SAMPLE_2047 1 0.000
#> SAMPLE_2048 1 0.000
#> SAMPLE_2049 1 0.000
#> SAMPLE_2050 1 0.000
#> SAMPLE_2051 1 0.000
#> SAMPLE_2052 2 0.000
#> SAMPLE_2053 2 0.000
#> SAMPLE_2054 2 0.000
#> SAMPLE_2055 1 0.000
#> SAMPLE_2056 1 0.000
#> SAMPLE_2057 1 0.000
#> SAMPLE_2058 1 0.000
#> SAMPLE_2059 2 0.000
#> SAMPLE_2060 1 0.000
#> SAMPLE_2061 3 1.000
#> SAMPLE_2062 1 0.000
#> SAMPLE_2063 1 0.000
#> SAMPLE_2064 2 0.000
#> SAMPLE_2065 1 0.000
#> SAMPLE_2066 2 0.000
#> SAMPLE_2067 1 0.000
#> SAMPLE_2068 1 0.000
#> SAMPLE_2069 1 0.000
#> SAMPLE_2070 1 0.000
#> SAMPLE_2071 1 0.000
#> SAMPLE_2072 1 0.000
#> SAMPLE_2073 1 0.000
#> SAMPLE_2074 1 0.000
#> SAMPLE_2075 1 0.000
#> SAMPLE_2076 1 0.000
#> SAMPLE_2077 1 0.000
#> SAMPLE_2078 1 0.000
#> SAMPLE_2079 1 0.000
#> SAMPLE_2080 1 0.000
#> SAMPLE_2081 1 0.000
#> SAMPLE_2082 1 0.000
#> SAMPLE_2083 1 0.000
#> SAMPLE_2084 1 0.000
#> SAMPLE_2085 1 0.000
#> SAMPLE_2086 1 0.000
#> SAMPLE_2087 1 0.000
#> SAMPLE_2088 1 0.000
#> SAMPLE_2089 1 0.000
#> SAMPLE_2090 1 0.000
#> SAMPLE_2091 1 0.000
#> SAMPLE_2092 1 0.000
#> SAMPLE_2093 1 0.000
#> SAMPLE_2094 1 0.000
#> SAMPLE_2095 1 0.000
#> SAMPLE_2096 1 0.000
#> SAMPLE_2097 1 0.000
#> SAMPLE_2098 1 0.000
#> SAMPLE_2099 1 0.000
#> SAMPLE_2100 1 0.000
#> SAMPLE_2101 1 0.000
#> SAMPLE_2102 1 0.000
#> SAMPLE_2103 1 0.000
#> SAMPLE_2104 1 1.000
#> SAMPLE_2105 1 0.000
#> SAMPLE_2106 1 0.000
#> SAMPLE_2107 1 0.000
#> SAMPLE_2108 1 0.000
#> SAMPLE_2109 1 0.000
#> SAMPLE_2110 1 0.000
#> SAMPLE_2111 1 0.000
#> SAMPLE_2112 1 0.000
#> SAMPLE_2113 1 0.000
#> SAMPLE_2114 1 0.000
#> SAMPLE_2115 1 0.000
#> SAMPLE_2116 1 0.000
#> SAMPLE_2117 1 0.000
#> SAMPLE_2118 1 0.000
#> SAMPLE_2119 1 0.000
#> SAMPLE_2120 1 0.000
#> SAMPLE_2121 1 0.000
#> SAMPLE_2122 1 0.000
#> SAMPLE_2123 1 0.000
#> SAMPLE_2124 1 0.000
#> SAMPLE_2125 1 0.000
#> SAMPLE_2126 1 0.000
#> SAMPLE_2127 1 0.000
#> SAMPLE_2128 1 0.000
#> SAMPLE_2129 1 0.000
#> SAMPLE_2130 1 0.000
#> SAMPLE_2131 1 0.000
#> SAMPLE_2132 1 0.000
#> SAMPLE_2133 1 0.000
#> SAMPLE_2134 1 0.000
#> SAMPLE_2135 1 0.000
#> SAMPLE_2136 1 0.000
#> SAMPLE_2137 1 0.000
#> SAMPLE_2138 1 0.000
#> SAMPLE_2139 1 0.000
#> SAMPLE_2140 1 0.000
#> SAMPLE_2141 3 0.000
#> SAMPLE_2142 1 0.000
#> SAMPLE_2143 1 0.000
#> SAMPLE_2144 1 0.000
#> SAMPLE_2145 1 0.000
#> SAMPLE_2146 2 0.000
#> SAMPLE_2147 1 0.000
#> SAMPLE_2148 1 0.000
#> SAMPLE_2149 1 0.000
#> SAMPLE_2150 1 0.000
#> SAMPLE_2151 1 0.000
#> SAMPLE_2152 1 0.000
#> SAMPLE_2153 1 0.000
#> SAMPLE_2154 1 0.000
#> SAMPLE_2155 1 0.000
#> SAMPLE_2156 1 0.000
#> SAMPLE_2157 1 0.000
#> SAMPLE_2158 1 0.000
#> SAMPLE_2159 1 0.000
#> SAMPLE_2160 1 0.000
#> SAMPLE_2161 1 0.000
#> SAMPLE_2162 1 0.000
#> SAMPLE_2163 1 0.000
#> SAMPLE_2164 1 0.000
#> SAMPLE_2165 1 0.000
#> SAMPLE_2166 1 0.000
#> SAMPLE_2167 1 0.000
#> SAMPLE_2168 1 0.000
#> SAMPLE_2169 1 0.000
#> SAMPLE_2170 1 0.000
#> SAMPLE_2171 1 0.000
#> SAMPLE_2172 1 0.000
#> SAMPLE_2173 2 0.000
#> SAMPLE_2174 1 0.000
#> SAMPLE_2175 1 0.000
#> SAMPLE_2176 1 0.000
#> SAMPLE_2177 1 0.000
#> SAMPLE_2178 1 0.000
#> SAMPLE_2179 2 0.000
#> SAMPLE_2180 1 0.000
#> SAMPLE_2181 1 0.000
#> SAMPLE_2182 1 1.000
#> SAMPLE_2183 1 0.000
#> SAMPLE_2184 2 0.000
#> SAMPLE_2185 2 0.000
#> SAMPLE_2186 1 0.000
#> SAMPLE_2187 1 0.000
#> SAMPLE_2188 1 0.000
#> SAMPLE_2189 1 0.000
#> SAMPLE_2190 1 0.000
#> SAMPLE_2191 1 0.000
#> SAMPLE_2192 1 0.000
#> SAMPLE_2193 1 0.000
#> SAMPLE_2194 1 0.000
#> SAMPLE_2195 1 0.000
#> SAMPLE_2196 1 0.000
#> SAMPLE_2197 1 0.000
#> SAMPLE_2198 1 0.000
#> SAMPLE_2199 1 0.000
#> SAMPLE_2200 1 0.000
#> SAMPLE_2201 2 0.000
#> SAMPLE_2202 1 0.000
#> SAMPLE_2203 1 0.000
#> SAMPLE_2204 1 0.000
#> SAMPLE_2205 1 0.000
#> SAMPLE_2206 1 0.000
#> SAMPLE_2207 1 0.000
#> SAMPLE_2208 1 0.000
#> SAMPLE_2209 1 0.000
#> SAMPLE_2210 2 0.000
#> SAMPLE_2211 1 0.000
#> SAMPLE_2212 1 0.000
#> SAMPLE_2213 1 0.000
#> SAMPLE_2214 1 0.000
#> SAMPLE_2215 1 0.000
#> SAMPLE_2216 2 0.000
#> SAMPLE_2217 1 0.000
#> SAMPLE_2218 1 0.000
#> SAMPLE_2219 1 0.000
#> SAMPLE_2220 1 0.000
#> SAMPLE_2221 1 0.000
#> SAMPLE_2222 1 0.000
#> SAMPLE_2223 1 0.000
#> SAMPLE_2224 1 0.000
#> SAMPLE_2225 1 0.000
#> SAMPLE_2226 1 1.000
#> SAMPLE_2227 1 0.000
#> SAMPLE_2228 2 0.000
#> SAMPLE_2229 1 0.000
#> SAMPLE_2230 1 1.000
#> SAMPLE_2231 1 0.000
#> SAMPLE_2232 1 0.000
#> SAMPLE_2233 2 0.000
#> SAMPLE_2234 1 0.000
#> SAMPLE_2235 2 0.000
#> SAMPLE_2236 2 0.000
#> SAMPLE_2237 1 0.000
#> SAMPLE_2238 1 0.000
#> SAMPLE_2239 1 0.000
#> SAMPLE_2240 2 0.000
#> SAMPLE_2241 2 0.000
#> SAMPLE_2242 2 0.000
#> SAMPLE_2243 2 0.000
#> SAMPLE_2244 2 0.000
#> SAMPLE_2245 2 0.000
#> SAMPLE_2246 2 0.000
#> SAMPLE_2247 1 0.000
#> SAMPLE_2248 1 0.000
#> SAMPLE_2249 2 0.000
#> SAMPLE_2250 1 0.000
#> SAMPLE_2251 1 1.000
#> SAMPLE_2252 1 0.000
#> SAMPLE_2253 2 0.000
#> SAMPLE_2254 1 0.000
#> SAMPLE_2255 1 0.000
#> SAMPLE_2256 1 0.000
#> SAMPLE_2257 1 0.000
#> SAMPLE_2258 1 0.000
#> SAMPLE_2259 1 0.000
#> SAMPLE_2260 2 0.000
#> SAMPLE_2261 1 1.000
#> SAMPLE_2262 3 0.000
#> SAMPLE_2263 1 0.000
#> SAMPLE_2264 2 0.000
#> SAMPLE_2265 1 0.000
#> SAMPLE_2266 1 0.000
#> SAMPLE_2267 1 0.000
#> SAMPLE_2268 2 0.000
#> SAMPLE_2269 1 0.000
#> SAMPLE_2270 1 0.000
#> SAMPLE_2271 1 0.000
#> SAMPLE_2272 1 0.000
#> SAMPLE_2273 3 0.000
#> SAMPLE_2274 1 0.000
#> SAMPLE_2275 1 0.000
#> SAMPLE_2276 1 0.000
#> SAMPLE_2277 1 0.000
#> SAMPLE_2278 1 0.000
#> SAMPLE_2279 1 0.000
#> SAMPLE_2280 1 0.000
#> SAMPLE_2281 1 0.000
#> SAMPLE_2282 1 0.000
#> SAMPLE_2283 1 0.000
#> SAMPLE_2284 1 0.000
#> SAMPLE_2285 1 0.000
#> SAMPLE_2286 1 0.000
#> SAMPLE_2287 1 0.000
#> SAMPLE_2288 3 0.000
#> SAMPLE_2289 1 0.000
#> SAMPLE_2290 2 0.000
#> SAMPLE_2291 2 0.000
#> SAMPLE_2292 1 0.000
#> SAMPLE_2293 1 0.000
#> SAMPLE_2294 1 0.000
#> SAMPLE_2295 1 0.000
#> SAMPLE_2296 2 0.000
#> SAMPLE_2297 1 0.000
#> SAMPLE_2298 1 0.000
#> SAMPLE_2299 2 0.000
#> SAMPLE_2300 1 0.000
#> SAMPLE_2301 1 0.000
#> SAMPLE_2302 1 0.000
#> SAMPLE_2303 1 0.000
#> SAMPLE_2304 2 0.000
#> SAMPLE_2305 1 1.000
#> SAMPLE_2306 1 0.000
#> SAMPLE_2307 1 0.000
#> SAMPLE_2308 1 0.000
#> SAMPLE_2309 1 0.000
#> SAMPLE_2310 1 0.000
#> SAMPLE_2311 1 0.000
#> SAMPLE_2312 1 0.000
#> SAMPLE_2313 1 0.000
#> SAMPLE_2314 2 0.000
#> SAMPLE_2315 2 0.000
#> SAMPLE_2316 2 0.000
#> SAMPLE_2317 2 0.000
#> SAMPLE_2318 2 0.000
#> SAMPLE_2319 3 1.000
#> SAMPLE_2320 1 0.000
#> SAMPLE_2321 1 0.000
#> SAMPLE_2322 1 0.000
#> SAMPLE_2323 1 0.000
#> SAMPLE_2324 1 0.000
#> SAMPLE_2325 1 0.000
#> SAMPLE_2326 1 0.000
#> SAMPLE_2327 1 0.000
#> SAMPLE_2328 1 1.000
#> SAMPLE_2329 1 0.000
#> SAMPLE_2330 1 0.000
#> SAMPLE_2331 1 0.000
#> SAMPLE_2332 1 0.000
#> SAMPLE_2333 1 0.000
#> SAMPLE_2334 1 0.000
#> SAMPLE_2335 1 0.000
#> SAMPLE_2336 1 0.000
#> SAMPLE_2337 1 0.000
#> SAMPLE_2338 1 0.000
#> SAMPLE_2339 2 0.000
#> SAMPLE_2340 2 0.000
#> SAMPLE_2341 2 0.000
#> SAMPLE_2342 2 0.000
#> SAMPLE_2343 2 0.000
#> SAMPLE_2344 1 0.000
#> SAMPLE_2345 1 0.000
#> SAMPLE_2346 1 0.000
#> SAMPLE_2347 1 0.000
#> SAMPLE_2348 1 0.000
#> SAMPLE_2349 2 0.000
#> SAMPLE_2350 1 0.000
#> SAMPLE_2351 2 0.000
#> SAMPLE_2352 1 0.000
#> SAMPLE_2353 3 0.000
#> SAMPLE_2354 1 0.000
#> SAMPLE_2355 1 0.000
#> SAMPLE_2356 1 0.000
#> SAMPLE_2357 1 0.000
#> SAMPLE_2358 1 0.000
#> SAMPLE_2359 1 0.000
#> SAMPLE_2360 1 0.000
#> SAMPLE_2361 1 0.000
#> SAMPLE_2362 1 0.000
#> SAMPLE_2363 2 0.000
#> SAMPLE_2364 1 0.000
#> SAMPLE_2365 1 0.000
#> SAMPLE_2366 1 0.000
#> SAMPLE_2367 1 0.000
#> SAMPLE_2368 1 0.000
#> SAMPLE_2369 1 1.000
#> SAMPLE_2370 1 1.000
#> SAMPLE_2371 1 0.000
#> SAMPLE_2372 1 0.000
#> SAMPLE_2373 3 1.000
#> SAMPLE_2374 1 1.000
#> SAMPLE_2375 1 0.000
#> SAMPLE_2376 1 1.000
#> SAMPLE_2377 1 0.000
#> SAMPLE_2378 1 1.000
#> SAMPLE_2379 1 0.000
#> SAMPLE_2380 1 1.000
#> SAMPLE_2381 1 0.000
#> SAMPLE_2382 1 1.000
#> SAMPLE_2383 1 0.502
#> SAMPLE_2384 1 0.000
#> SAMPLE_2385 1 0.000
#> SAMPLE_2386 1 0.000
#> SAMPLE_2387 1 0.000
#> SAMPLE_2388 1 0.000
#> SAMPLE_2389 1 0.000
#> SAMPLE_2390 1 0.000
#> SAMPLE_2391 1 0.000
#> SAMPLE_2392 2 0.000
#> SAMPLE_2393 2 0.000
#> SAMPLE_2394 1 0.000
#> SAMPLE_2395 1 0.000
#> SAMPLE_2396 1 0.000
#> SAMPLE_2397 2 0.000
#> SAMPLE_2398 1 0.000
#> SAMPLE_2399 1 1.000
#> SAMPLE_2400 1 1.000
#> SAMPLE_2401 1 1.000
#> SAMPLE_2402 1 0.000
#> SAMPLE_2403 1 0.000
#> SAMPLE_2404 1 0.000
#> SAMPLE_2405 1 0.000
#> SAMPLE_2406 1 0.000
#> SAMPLE_2407 1 0.000
#> SAMPLE_2408 1 0.000
#> SAMPLE_2409 1 0.000
#> SAMPLE_2410 1 0.000
#> SAMPLE_2411 3 0.000
#> SAMPLE_2412 1 0.000
#> SAMPLE_2413 1 0.000
#> SAMPLE_2414 1 0.000
#> SAMPLE_2415 1 0.000
#> SAMPLE_2416 1 0.000
#> SAMPLE_2417 1 0.000
#> SAMPLE_2418 1 0.000
#> SAMPLE_2419 1 0.000
#> SAMPLE_2420 2 0.000
#> SAMPLE_2421 3 0.000
#> SAMPLE_2422 1 0.000
#> SAMPLE_2423 2 0.000
#> SAMPLE_2424 1 0.000
#> SAMPLE_2425 1 0.000
#> SAMPLE_2426 2 0.000
#> SAMPLE_2427 1 0.000
#> SAMPLE_2428 1 0.000
#> SAMPLE_2429 1 0.000
#> SAMPLE_2430 2 0.000
#> SAMPLE_2431 2 0.000
#> SAMPLE_2432 2 0.000
#> SAMPLE_2433 1 0.000
#> SAMPLE_2434 1 0.000
#> SAMPLE_2435 2 0.000
#> SAMPLE_2436 3 1.000
#> SAMPLE_2437 1 0.000
#> SAMPLE_2438 1 0.000
#> SAMPLE_2439 1 0.000
#> SAMPLE_2440 1 0.000
#> SAMPLE_2441 1 0.000
#> SAMPLE_2442 2 0.000
#> SAMPLE_2443 2 0.000
#> SAMPLE_2444 2 0.000
#> SAMPLE_2445 1 0.000
#> SAMPLE_2446 2 0.000
#> SAMPLE_2447 1 0.000
#> SAMPLE_2448 1 0.000
#> SAMPLE_2449 2 0.000
#> SAMPLE_2450 1 0.000
#> SAMPLE_2451 1 1.000
#> SAMPLE_2452 1 0.000
#> SAMPLE_2453 1 0.000
#> SAMPLE_2454 1 0.000
#> SAMPLE_2455 1 0.000
#> SAMPLE_2456 1 0.000
#> SAMPLE_2457 1 0.000
#> SAMPLE_2458 1 0.000
#> SAMPLE_2459 3 0.000
#> SAMPLE_2460 2 0.000
#> SAMPLE_2461 1 0.000
#> SAMPLE_2462 1 0.000
#> SAMPLE_2463 3 0.502
#> SAMPLE_2464 1 0.000
#> SAMPLE_2465 3 0.000
#> SAMPLE_2466 1 0.000
#> SAMPLE_2467 3 0.000
#> SAMPLE_2468 1 0.000
#> SAMPLE_2469 1 0.000
#> SAMPLE_2470 2 0.000
#> SAMPLE_2471 2 0.000
#> SAMPLE_2472 1 0.000
#> SAMPLE_2473 1 0.000
#> SAMPLE_2474 1 0.000
#> SAMPLE_2475 1 0.000
#> SAMPLE_2476 1 0.000
#> SAMPLE_2477 1 0.000
#> SAMPLE_2478 1 0.000
#> SAMPLE_2479 1 0.000
#> SAMPLE_2480 1 0.000
#> SAMPLE_2481 1 0.000
#> SAMPLE_2482 1 0.000
#> SAMPLE_2483 1 0.000
#> SAMPLE_2484 2 0.000
#> SAMPLE_2485 1 0.000
#> SAMPLE_2486 2 0.000
#> SAMPLE_2487 1 0.000
#> SAMPLE_2488 1 0.000
#> SAMPLE_2489 1 0.000
#> SAMPLE_2490 1 0.000
#> SAMPLE_2491 1 0.000
#> SAMPLE_2492 1 0.000
#> SAMPLE_2493 1 0.000
#> SAMPLE_2494 1 0.000
#> SAMPLE_2495 1 0.000
#> SAMPLE_2496 1 0.000
#> SAMPLE_2497 1 0.000
#> SAMPLE_2498 1 0.000
#> SAMPLE_2499 1 0.000
#> SAMPLE_2500 1 0.000
#> SAMPLE_2501 1 0.000
#> SAMPLE_2502 1 0.000
#> SAMPLE_2503 1 0.000
#> SAMPLE_2504 1 0.000
#> SAMPLE_2505 1 0.000
#> SAMPLE_2506 1 0.000
#> SAMPLE_2507 1 0.000
#> SAMPLE_2508 1 1.000
#> SAMPLE_2509 1 0.253
#> SAMPLE_2510 1 0.000
#> SAMPLE_2511 1 0.000
#> SAMPLE_2512 1 0.000
#> SAMPLE_2513 1 0.000
#> SAMPLE_2514 1 0.000
#> SAMPLE_2515 1 1.000
#> SAMPLE_2516 1 0.000
#> SAMPLE_2517 1 0.000
#> SAMPLE_2518 1 0.000
#> SAMPLE_2519 1 0.000
#> SAMPLE_2520 1 0.000
#> SAMPLE_2521 1 0.000
#> SAMPLE_2522 1 0.000
#> SAMPLE_2523 1 0.000
#> SAMPLE_2524 1 0.000
#> SAMPLE_2525 2 0.000
#> SAMPLE_2526 1 0.000
#> SAMPLE_2527 1 0.000
#> SAMPLE_2528 3 0.000
#> SAMPLE_2529 2 0.000
#> SAMPLE_2530 2 0.000
#> SAMPLE_2531 1 0.000
#> SAMPLE_2532 1 0.000
#> SAMPLE_2533 2 0.000
#> SAMPLE_2534 1 0.000
#> SAMPLE_2535 1 0.000
#> SAMPLE_2536 1 0.000
#> SAMPLE_2537 1 0.000
#> SAMPLE_2538 1 0.000
#> SAMPLE_2539 1 1.000
#> SAMPLE_2540 1 0.000
#> SAMPLE_2541 1 0.000
#> SAMPLE_2542 1 0.000
#> SAMPLE_2543 1 0.000
#> SAMPLE_2544 1 0.000
#> SAMPLE_2545 1 0.000
#> SAMPLE_2546 1 0.000
#> SAMPLE_2547 1 0.000
#> SAMPLE_2548 1 0.000
#> SAMPLE_2549 1 0.000
#> SAMPLE_2550 1 0.000
#> SAMPLE_2551 1 0.000
#> SAMPLE_2552 1 0.000
#> SAMPLE_2553 1 0.000
#> SAMPLE_2554 1 0.000
#> SAMPLE_2555 3 1.000
#> SAMPLE_2556 1 0.000
#> SAMPLE_2557 1 0.000
#> SAMPLE_2558 1 0.000
#> SAMPLE_2559 1 0.000
#> SAMPLE_2560 1 0.000
#> SAMPLE_2561 3 1.000
#> SAMPLE_2562 1 0.000
#> SAMPLE_2563 3 1.000
#> SAMPLE_2564 3 1.000
#> SAMPLE_2565 3 1.000
#> SAMPLE_2566 3 1.000
#> SAMPLE_2567 1 0.000
#> SAMPLE_2568 1 1.000
#> SAMPLE_2569 3 1.000
#> SAMPLE_2570 1 0.000
#> SAMPLE_2571 1 0.000
#> SAMPLE_2572 1 0.000
#> SAMPLE_2573 1 0.000
#> SAMPLE_2574 1 0.000
#> SAMPLE_2575 1 0.000
#> SAMPLE_2576 1 0.000
#> SAMPLE_2577 1 0.000
#> SAMPLE_2578 1 0.000
#> SAMPLE_2579 1 0.000
#> SAMPLE_2580 2 0.000
#> SAMPLE_2581 1 0.000
#> SAMPLE_2582 1 0.000
#> SAMPLE_2583 1 0.000
#> SAMPLE_2584 1 0.000
#> SAMPLE_2585 1 0.000
#> SAMPLE_2586 1 0.000
#> SAMPLE_2587 1 0.000
#> SAMPLE_2588 1 0.000
#> SAMPLE_2589 1 0.000
#> SAMPLE_2590 1 0.000
#> SAMPLE_2591 2 0.000
#> SAMPLE_2592 1 0.000
#> SAMPLE_2593 1 0.000
#> SAMPLE_2594 1 0.000
#> SAMPLE_2595 1 0.000
#> SAMPLE_2596 2 0.000
#> SAMPLE_2597 1 0.000
#> SAMPLE_2598 1 0.000
#> SAMPLE_2599 1 0.000
#> SAMPLE_2600 1 0.000
#> SAMPLE_2601 1 0.000
#> SAMPLE_2602 1 0.000
#> SAMPLE_2603 1 0.000
#> SAMPLE_2604 1 0.000
#> SAMPLE_2605 1 0.000
#> SAMPLE_2606 1 0.000
#> SAMPLE_2607 1 0.000
#> SAMPLE_2608 3 1.000
#> SAMPLE_2609 1 0.000
#> SAMPLE_2610 1 0.000
#> SAMPLE_2611 1 0.000
#> SAMPLE_2612 1 0.000
#> SAMPLE_2613 1 0.000
#> SAMPLE_2614 1 0.000
#> SAMPLE_2615 1 0.000
#> SAMPLE_2616 1 0.000
#> SAMPLE_2617 1 0.000
#> SAMPLE_2618 2 0.000
#> SAMPLE_2619 1 0.000
#> SAMPLE_2620 1 0.000
#> SAMPLE_2621 1 0.000
#> SAMPLE_2622 1 0.000
#> SAMPLE_2623 1 0.000
#> SAMPLE_2624 1 0.000
#> SAMPLE_2625 1 0.000
#> SAMPLE_2626 1 0.000
#> SAMPLE_2627 1 0.000
#> SAMPLE_2628 1 0.000
#> SAMPLE_2629 1 0.000
#> SAMPLE_2630 1 0.000
#> SAMPLE_2631 1 0.000
#> SAMPLE_2632 1 0.000
#> SAMPLE_2633 1 0.000
#> SAMPLE_2634 1 0.000
#> SAMPLE_2635 1 0.000
#> SAMPLE_2636 1 0.000
#> SAMPLE_2637 1 0.000
#> SAMPLE_2638 1 0.000
#> SAMPLE_2639 1 0.000
#> SAMPLE_2640 1 0.000
#> SAMPLE_2641 2 0.000
#> SAMPLE_2642 1 0.000
#> SAMPLE_2643 1 0.000
#> SAMPLE_2644 1 0.000
#> SAMPLE_2645 1 0.000
#> SAMPLE_2646 2 0.000
#> SAMPLE_2647 1 0.000
#> SAMPLE_2648 1 0.000
#> SAMPLE_2649 1 0.000
#> SAMPLE_2650 2 0.000
#> SAMPLE_2651 1 0.000
#> SAMPLE_2652 2 0.000
#> SAMPLE_2653 2 0.000
#> SAMPLE_2654 2 0.000
#> SAMPLE_2655 2 0.000
#> SAMPLE_2656 1 0.000
#> SAMPLE_2657 1 0.000
#> SAMPLE_2658 2 0.000
#> SAMPLE_2659 2 0.000
#> SAMPLE_2660 1 0.000
#> SAMPLE_2661 2 0.000
#> SAMPLE_2662 2 0.000
#> SAMPLE_2663 2 0.000
#> SAMPLE_2664 1 0.000
#> SAMPLE_2665 1 0.000
#> SAMPLE_2666 1 0.000
#> SAMPLE_2667 1 0.000
#> SAMPLE_2668 1 0.000
#> SAMPLE_2669 1 0.000
#> SAMPLE_2670 1 0.000
#> SAMPLE_2671 1 0.000
#> SAMPLE_2672 1 0.000
#> SAMPLE_2673 1 0.000
#> SAMPLE_2674 1 0.000
#> SAMPLE_2675 1 0.000
#> SAMPLE_2676 1 0.000
#> SAMPLE_2677 1 0.000
#> SAMPLE_2678 1 0.000
#> SAMPLE_2679 1 0.000
#> SAMPLE_2680 1 0.000
#> SAMPLE_2681 1 0.000
#> SAMPLE_2682 1 0.000
#> SAMPLE_2683 1 0.000
#> SAMPLE_2684 1 0.000
#> SAMPLE_2685 1 0.000
#> SAMPLE_2686 1 0.000
#> SAMPLE_2687 1 0.000
#> SAMPLE_2688 1 0.000
#> SAMPLE_2689 1 0.000
#> SAMPLE_2690 1 0.000
#> SAMPLE_2691 1 0.000
#> SAMPLE_2692 2 0.000
#> SAMPLE_2693 1 0.000
#> SAMPLE_2694 1 0.000
#> SAMPLE_2695 1 0.000
#> SAMPLE_2696 1 0.000
#> SAMPLE_2697 1 0.000
#> SAMPLE_2698 1 0.000
#> SAMPLE_2699 1 0.000
#> SAMPLE_2700 1 0.000
#> SAMPLE_2701 1 0.000
#> SAMPLE_2702 1 0.000
#> SAMPLE_2703 1 0.000
#> SAMPLE_2704 1 0.000
#> SAMPLE_2705 1 0.000
#> SAMPLE_2706 1 0.000
#> SAMPLE_2707 1 0.000
#> SAMPLE_2708 1 0.000
#> SAMPLE_2709 1 0.000
#> SAMPLE_2710 1 0.000
#> SAMPLE_2711 1 0.000
#> SAMPLE_2712 1 0.000
#> SAMPLE_2713 1 0.000
#> SAMPLE_2714 1 1.000
#> SAMPLE_2715 1 0.000
#> SAMPLE_2716 1 1.000
#> SAMPLE_2717 1 0.000
#> SAMPLE_2718 1 0.000
#> SAMPLE_2719 1 0.000
#> SAMPLE_2720 1 0.000
#> SAMPLE_2721 1 0.000
#> SAMPLE_2722 3 0.000
#> SAMPLE_2723 1 0.000
#> SAMPLE_2724 1 0.000
#> SAMPLE_2725 1 0.000
#> SAMPLE_2726 1 0.000
#> SAMPLE_2727 1 0.000
#> SAMPLE_2728 1 0.000
#> SAMPLE_2729 1 0.000
#> SAMPLE_2730 1 0.000
#> SAMPLE_2731 1 0.000
#> SAMPLE_2732 1 0.000
#> SAMPLE_2733 1 0.000
#> SAMPLE_2734 1 0.000
#> SAMPLE_2735 1 0.000
#> SAMPLE_2736 1 1.000
#> SAMPLE_2737 3 1.000
#> SAMPLE_2738 3 1.000
#> SAMPLE_2739 1 1.000
#> SAMPLE_2740 3 1.000
#> SAMPLE_2741 1 1.000
#> SAMPLE_2742 1 1.000
#> SAMPLE_2743 1 1.000
#> SAMPLE_2744 3 1.000
#> SAMPLE_2745 3 1.000
#> SAMPLE_2746 1 0.000
#> SAMPLE_2747 1 1.000
#> SAMPLE_2748 1 0.000
#> SAMPLE_2749 1 0.000
#> SAMPLE_2750 1 0.000
#> SAMPLE_2751 1 0.000
#> SAMPLE_2752 1 0.000
#> SAMPLE_2753 1 0.000
#> SAMPLE_2754 1 0.000
#> SAMPLE_2755 1 0.000
#> SAMPLE_2756 1 0.000
#> SAMPLE_2757 1 0.000
#> SAMPLE_2758 1 0.000
#> SAMPLE_2759 1 0.000
#> SAMPLE_2760 1 1.000
#> SAMPLE_2761 1 0.000
#> SAMPLE_2762 1 0.000
#> SAMPLE_2763 1 0.000
#> SAMPLE_2764 1 0.000
#> SAMPLE_2765 1 0.000
#> SAMPLE_2766 1 0.000
#> SAMPLE_2767 1 0.000
#> SAMPLE_2768 1 0.000
#> SAMPLE_2769 1 0.000
#> SAMPLE_2770 1 0.000
#> SAMPLE_2771 1 0.000
#> SAMPLE_2772 1 0.000
#> SAMPLE_2773 1 0.000
#> SAMPLE_2774 1 0.000
#> SAMPLE_2775 1 0.000
#> SAMPLE_2776 1 0.000
#> SAMPLE_2777 1 0.000
#> SAMPLE_2778 1 0.000
#> SAMPLE_2779 1 0.000
#> SAMPLE_2780 1 0.000
#> SAMPLE_2781 1 0.000
#> SAMPLE_2782 1 0.000
#> SAMPLE_2783 1 0.000
#> SAMPLE_2784 1 0.000
#> SAMPLE_2785 1 1.000
#> SAMPLE_2786 1 0.000
#> SAMPLE_2787 3 1.000
#> SAMPLE_2788 1 0.000
#> SAMPLE_2789 1 0.000
#> SAMPLE_2790 1 0.000
#> SAMPLE_2791 1 0.000
#> SAMPLE_2792 1 0.000
#> SAMPLE_2793 1 0.000
#> SAMPLE_2794 1 0.000
#> SAMPLE_2795 2 0.000
#> SAMPLE_2796 1 0.000
#> SAMPLE_2797 1 0.000
#> SAMPLE_2798 1 0.000
#> SAMPLE_2799 1 0.000
#> SAMPLE_2800 1 0.000
#> SAMPLE_2801 1 0.000
get_classes(res, k = 5)
#> class p
#> SAMPLE_1 5 1.000
#> SAMPLE_2 5 1.000
#> SAMPLE_3 5 1.000
#> SAMPLE_4 5 1.000
#> SAMPLE_5 5 1.000
#> SAMPLE_6 5 1.000
#> SAMPLE_7 5 1.000
#> SAMPLE_8 5 1.000
#> SAMPLE_9 5 1.000
#> SAMPLE_10 5 1.000
#> SAMPLE_11 5 1.000
#> SAMPLE_12 5 1.000
#> SAMPLE_13 5 1.000
#> SAMPLE_14 5 1.000
#> SAMPLE_15 5 1.000
#> SAMPLE_16 5 1.000
#> SAMPLE_17 5 1.000
#> SAMPLE_18 5 1.000
#> SAMPLE_19 5 1.000
#> SAMPLE_20 5 1.000
#> SAMPLE_21 5 1.000
#> SAMPLE_22 5 1.000
#> SAMPLE_23 5 1.000
#> SAMPLE_24 5 1.000
#> SAMPLE_25 5 1.000
#> SAMPLE_26 5 0.253
#> SAMPLE_27 5 1.000
#> SAMPLE_28 5 1.000
#> SAMPLE_29 5 1.000
#> SAMPLE_30 5 1.000
#> SAMPLE_31 2 1.000
#> SAMPLE_32 2 1.000
#> SAMPLE_33 2 0.000
#> SAMPLE_34 2 1.000
#> SAMPLE_35 2 0.000
#> SAMPLE_36 2 0.000
#> SAMPLE_37 2 1.000
#> SAMPLE_38 2 0.751
#> SAMPLE_39 2 0.000
#> SAMPLE_40 2 1.000
#> SAMPLE_41 2 1.000
#> SAMPLE_42 2 0.498
#> SAMPLE_43 2 0.000
#> SAMPLE_44 2 0.751
#> SAMPLE_45 2 0.000
#> SAMPLE_46 2 1.000
#> SAMPLE_47 2 1.000
#> SAMPLE_48 2 1.000
#> SAMPLE_49 2 1.000
#> SAMPLE_50 2 0.249
#> SAMPLE_51 2 1.000
#> SAMPLE_52 2 1.000
#> SAMPLE_53 2 1.000
#> SAMPLE_54 2 1.000
#> SAMPLE_55 2 1.000
#> SAMPLE_56 2 0.751
#> SAMPLE_57 1 1.000
#> SAMPLE_58 1 1.000
#> SAMPLE_59 1 1.000
#> SAMPLE_60 1 1.000
#> SAMPLE_61 4 0.000
#> SAMPLE_62 2 1.000
#> SAMPLE_63 2 1.000
#> SAMPLE_64 5 1.000
#> SAMPLE_65 2 1.000
#> SAMPLE_66 2 1.000
#> SAMPLE_67 2 1.000
#> SAMPLE_68 2 1.000
#> SAMPLE_69 2 0.249
#> SAMPLE_70 2 0.751
#> SAMPLE_71 2 1.000
#> SAMPLE_72 2 0.249
#> SAMPLE_73 2 0.249
#> SAMPLE_74 2 1.000
#> SAMPLE_75 2 0.249
#> SAMPLE_76 2 1.000
#> SAMPLE_77 2 1.000
#> SAMPLE_78 2 0.000
#> SAMPLE_79 2 1.000
#> SAMPLE_80 1 1.000
#> SAMPLE_81 1 0.000
#> SAMPLE_82 4 1.000
#> SAMPLE_83 1 1.000
#> SAMPLE_84 4 1.000
#> SAMPLE_85 4 0.000
#> SAMPLE_86 4 0.000
#> SAMPLE_87 5 1.000
#> SAMPLE_88 5 1.000
#> SAMPLE_89 5 1.000
#> SAMPLE_90 4 0.000
#> SAMPLE_91 4 0.000
#> SAMPLE_92 4 0.000
#> SAMPLE_93 4 1.000
#> SAMPLE_94 1 1.000
#> SAMPLE_95 4 0.000
#> SAMPLE_96 4 0.000
#> SAMPLE_97 4 0.000
#> SAMPLE_98 4 0.000
#> SAMPLE_99 4 1.000
#> SAMPLE_100 2 1.000
#> SAMPLE_101 2 1.000
#> SAMPLE_102 2 1.000
#> SAMPLE_103 2 1.000
#> SAMPLE_104 5 1.000
#> SAMPLE_105 2 1.000
#> SAMPLE_106 5 1.000
#> SAMPLE_107 2 1.000
#> SAMPLE_108 2 1.000
#> SAMPLE_109 2 1.000
#> SAMPLE_110 2 1.000
#> SAMPLE_111 2 0.000
#> SAMPLE_112 2 0.000
#> SAMPLE_113 2 0.000
#> SAMPLE_114 2 0.751
#> SAMPLE_115 2 1.000
#> SAMPLE_116 2 0.000
#> SAMPLE_117 2 1.000
#> SAMPLE_118 2 0.000
#> SAMPLE_119 2 0.498
#> SAMPLE_120 2 0.000
#> SAMPLE_121 2 1.000
#> SAMPLE_122 2 1.000
#> SAMPLE_123 5 1.000
#> SAMPLE_124 5 1.000
#> SAMPLE_125 1 0.000
#> SAMPLE_126 2 1.000
#> SAMPLE_127 2 1.000
#> SAMPLE_128 5 1.000
#> SAMPLE_129 4 0.000
#> SAMPLE_130 4 0.000
#> SAMPLE_131 4 1.000
#> SAMPLE_132 4 0.000
#> SAMPLE_133 4 0.000
#> SAMPLE_134 4 0.000
#> SAMPLE_135 5 1.000
#> SAMPLE_136 2 0.751
#> SAMPLE_137 2 1.000
#> SAMPLE_138 2 0.249
#> SAMPLE_139 2 0.000
#> SAMPLE_140 2 1.000
#> SAMPLE_141 5 1.000
#> SAMPLE_142 2 1.000
#> SAMPLE_143 2 0.000
#> SAMPLE_144 2 1.000
#> SAMPLE_145 2 1.000
#> SAMPLE_146 5 1.000
#> SAMPLE_147 5 1.000
#> SAMPLE_148 5 1.000
#> SAMPLE_149 5 1.000
#> SAMPLE_150 4 1.000
#> SAMPLE_151 5 1.000
#> SAMPLE_152 5 1.000
#> SAMPLE_153 5 1.000
#> SAMPLE_154 4 0.000
#> SAMPLE_155 5 1.000
#> SAMPLE_156 1 1.000
#> SAMPLE_157 5 1.000
#> SAMPLE_158 5 1.000
#> SAMPLE_159 4 0.000
#> SAMPLE_160 4 0.000
#> SAMPLE_161 5 1.000
#> SAMPLE_162 5 1.000
#> SAMPLE_163 5 1.000
#> SAMPLE_164 5 1.000
#> SAMPLE_165 4 0.000
#> SAMPLE_166 4 0.000
#> SAMPLE_167 5 1.000
#> SAMPLE_168 5 1.000
#> SAMPLE_169 5 1.000
#> SAMPLE_170 4 0.000
#> SAMPLE_171 4 0.000
#> SAMPLE_172 4 0.000
#> SAMPLE_173 2 1.000
#> SAMPLE_174 5 1.000
#> SAMPLE_175 5 1.000
#> SAMPLE_176 2 0.751
#> SAMPLE_177 2 1.000
#> SAMPLE_178 2 0.249
#> SAMPLE_179 4 0.000
#> SAMPLE_180 4 0.000
#> SAMPLE_181 5 1.000
#> SAMPLE_182 5 1.000
#> SAMPLE_183 5 1.000
#> SAMPLE_184 4 1.000
#> SAMPLE_185 4 0.000
#> SAMPLE_186 4 0.751
#> SAMPLE_187 4 0.000
#> SAMPLE_188 4 0.000
#> SAMPLE_189 4 0.000
#> SAMPLE_190 5 1.000
#> SAMPLE_191 4 0.000
#> SAMPLE_192 4 0.000
#> SAMPLE_193 4 0.000
#> SAMPLE_194 5 1.000
#> SAMPLE_195 5 1.000
#> SAMPLE_196 4 0.000
#> SAMPLE_197 4 0.000
#> SAMPLE_198 4 0.000
#> SAMPLE_199 4 0.000
#> SAMPLE_200 5 1.000
#> SAMPLE_201 4 0.000
#> SAMPLE_202 4 1.000
#> SAMPLE_203 4 0.000
#> SAMPLE_204 4 0.000
#> SAMPLE_205 4 0.000
#> SAMPLE_206 4 0.000
#> SAMPLE_207 4 0.000
#> SAMPLE_208 5 1.000
#> SAMPLE_209 5 1.000
#> SAMPLE_210 2 1.000
#> SAMPLE_211 2 1.000
#> SAMPLE_212 5 1.000
#> SAMPLE_213 5 1.000
#> SAMPLE_214 5 1.000
#> SAMPLE_215 5 1.000
#> SAMPLE_216 5 1.000
#> SAMPLE_217 2 1.000
#> SAMPLE_218 5 1.000
#> SAMPLE_219 5 1.000
#> SAMPLE_220 2 1.000
#> SAMPLE_221 5 1.000
#> SAMPLE_222 5 1.000
#> SAMPLE_223 2 1.000
#> SAMPLE_224 5 1.000
#> SAMPLE_225 5 1.000
#> SAMPLE_226 5 1.000
#> SAMPLE_227 5 1.000
#> SAMPLE_228 5 1.000
#> SAMPLE_229 4 0.000
#> SAMPLE_230 4 1.000
#> SAMPLE_231 2 1.000
#> SAMPLE_232 2 0.249
#> SAMPLE_233 2 0.498
#> SAMPLE_234 2 1.000
#> SAMPLE_235 2 1.000
#> SAMPLE_236 5 1.000
#> SAMPLE_237 5 0.502
#> SAMPLE_238 2 1.000
#> SAMPLE_239 2 1.000
#> SAMPLE_240 2 1.000
#> SAMPLE_241 5 1.000
#> SAMPLE_242 2 1.000
#> SAMPLE_243 2 1.000
#> SAMPLE_244 5 1.000
#> SAMPLE_245 5 1.000
#> SAMPLE_246 2 1.000
#> SAMPLE_247 5 1.000
#> SAMPLE_248 2 1.000
#> SAMPLE_249 5 1.000
#> SAMPLE_250 2 1.000
#> SAMPLE_251 5 1.000
#> SAMPLE_252 5 1.000
#> SAMPLE_253 2 1.000
#> SAMPLE_254 5 1.000
#> SAMPLE_255 5 1.000
#> SAMPLE_256 5 1.000
#> SAMPLE_257 5 1.000
#> SAMPLE_258 5 1.000
#> SAMPLE_259 5 1.000
#> SAMPLE_260 5 0.498
#> SAMPLE_261 5 0.502
#> SAMPLE_262 5 1.000
#> SAMPLE_263 5 1.000
#> SAMPLE_264 5 1.000
#> SAMPLE_265 5 1.000
#> SAMPLE_266 5 1.000
#> SAMPLE_267 2 1.000
#> SAMPLE_268 5 1.000
#> SAMPLE_269 5 1.000
#> SAMPLE_270 2 1.000
#> SAMPLE_271 5 1.000
#> SAMPLE_272 5 1.000
#> SAMPLE_273 5 1.000
#> SAMPLE_274 2 0.000
#> SAMPLE_275 2 1.000
#> SAMPLE_276 5 1.000
#> SAMPLE_277 5 1.000
#> SAMPLE_278 4 0.000
#> SAMPLE_279 1 1.000
#> SAMPLE_280 4 0.000
#> SAMPLE_281 4 0.000
#> SAMPLE_282 4 1.000
#> SAMPLE_283 4 1.000
#> SAMPLE_284 4 0.000
#> SAMPLE_285 4 0.000
#> SAMPLE_286 2 0.751
#> SAMPLE_287 2 0.000
#> SAMPLE_288 2 1.000
#> SAMPLE_289 2 0.000
#> SAMPLE_290 1 1.000
#> SAMPLE_291 4 0.000
#> SAMPLE_292 4 0.000
#> SAMPLE_293 4 0.000
#> SAMPLE_294 1 1.000
#> SAMPLE_295 1 1.000
#> SAMPLE_296 2 1.000
#> SAMPLE_297 2 0.498
#> SAMPLE_298 2 1.000
#> SAMPLE_299 2 0.751
#> SAMPLE_300 2 0.498
#> SAMPLE_301 2 0.751
#> SAMPLE_302 2 0.751
#> SAMPLE_303 2 1.000
#> SAMPLE_304 2 0.249
#> SAMPLE_305 2 1.000
#> SAMPLE_306 2 0.751
#> SAMPLE_307 2 1.000
#> SAMPLE_308 2 0.249
#> SAMPLE_309 2 1.000
#> SAMPLE_310 2 0.000
#> SAMPLE_311 2 0.249
#> SAMPLE_312 2 0.000
#> SAMPLE_313 2 1.000
#> SAMPLE_314 2 0.751
#> SAMPLE_315 2 0.249
#> SAMPLE_316 2 1.000
#> SAMPLE_317 2 1.000
#> SAMPLE_318 2 1.000
#> SAMPLE_319 2 1.000
#> SAMPLE_320 2 1.000
#> SAMPLE_321 2 0.249
#> SAMPLE_322 2 0.249
#> SAMPLE_323 2 0.751
#> SAMPLE_324 2 1.000
#> SAMPLE_325 2 1.000
#> SAMPLE_326 2 0.498
#> SAMPLE_327 2 1.000
#> SAMPLE_328 2 0.751
#> SAMPLE_329 2 1.000
#> SAMPLE_330 2 1.000
#> SAMPLE_331 2 1.000
#> SAMPLE_332 5 1.000
#> SAMPLE_333 5 1.000
#> SAMPLE_334 2 0.000
#> SAMPLE_335 2 1.000
#> SAMPLE_336 5 1.000
#> SAMPLE_337 5 0.000
#> SAMPLE_338 2 1.000
#> SAMPLE_339 2 1.000
#> SAMPLE_340 2 1.000
#> SAMPLE_341 5 1.000
#> SAMPLE_342 2 1.000
#> SAMPLE_343 2 0.249
#> SAMPLE_344 2 1.000
#> SAMPLE_345 2 0.498
#> SAMPLE_346 5 1.000
#> SAMPLE_347 2 1.000
#> SAMPLE_348 2 1.000
#> SAMPLE_349 2 0.000
#> SAMPLE_350 2 0.000
#> SAMPLE_351 2 1.000
#> SAMPLE_352 2 0.000
#> SAMPLE_353 2 1.000
#> SAMPLE_354 2 0.249
#> SAMPLE_355 2 1.000
#> SAMPLE_356 2 1.000
#> SAMPLE_357 5 1.000
#> SAMPLE_358 2 0.000
#> SAMPLE_359 2 1.000
#> SAMPLE_360 2 1.000
#> SAMPLE_361 2 1.000
#> SAMPLE_362 2 1.000
#> SAMPLE_363 2 1.000
#> SAMPLE_364 2 1.000
#> SAMPLE_365 2 0.751
#> SAMPLE_366 2 0.751
#> SAMPLE_367 2 0.000
#> SAMPLE_368 2 1.000
#> SAMPLE_369 2 0.000
#> SAMPLE_370 2 0.498
#> SAMPLE_371 5 1.000
#> SAMPLE_372 2 1.000
#> SAMPLE_373 2 1.000
#> SAMPLE_374 2 1.000
#> SAMPLE_375 2 1.000
#> SAMPLE_376 2 1.000
#> SAMPLE_377 2 1.000
#> SAMPLE_378 2 1.000
#> SAMPLE_379 2 0.751
#> SAMPLE_380 5 1.000
#> SAMPLE_381 5 1.000
#> SAMPLE_382 2 1.000
#> SAMPLE_383 2 1.000
#> SAMPLE_384 2 1.000
#> SAMPLE_385 2 1.000
#> SAMPLE_386 2 1.000
#> SAMPLE_387 2 1.000
#> SAMPLE_388 5 1.000
#> SAMPLE_389 4 0.000
#> SAMPLE_390 4 1.000
#> SAMPLE_391 1 1.000
#> SAMPLE_392 4 0.000
#> SAMPLE_393 4 0.000
#> SAMPLE_394 4 0.000
#> SAMPLE_395 5 1.000
#> SAMPLE_396 1 1.000
#> SAMPLE_397 4 0.000
#> SAMPLE_398 5 1.000
#> SAMPLE_399 4 0.000
#> SAMPLE_400 4 0.000
#> SAMPLE_401 4 0.000
#> SAMPLE_402 5 1.000
#> SAMPLE_403 4 1.000
#> SAMPLE_404 5 1.000
#> SAMPLE_405 5 1.000
#> SAMPLE_406 5 1.000
#> SAMPLE_407 4 0.000
#> SAMPLE_408 5 1.000
#> SAMPLE_409 4 0.000
#> SAMPLE_410 4 0.000
#> SAMPLE_411 4 0.000
#> SAMPLE_412 4 0.000
#> SAMPLE_413 4 1.000
#> SAMPLE_414 4 0.000
#> SAMPLE_415 4 0.000
#> SAMPLE_416 4 0.000
#> SAMPLE_417 4 1.000
#> SAMPLE_418 5 1.000
#> SAMPLE_419 4 0.000
#> SAMPLE_420 4 0.000
#> SAMPLE_421 4 0.000
#> SAMPLE_422 4 1.000
#> SAMPLE_423 4 0.000
#> SAMPLE_424 4 0.000
#> SAMPLE_425 5 1.000
#> SAMPLE_426 4 0.000
#> SAMPLE_427 4 0.000
#> SAMPLE_428 4 0.000
#> SAMPLE_429 4 0.000
#> SAMPLE_430 1 1.000
#> SAMPLE_431 4 0.000
#> SAMPLE_432 4 0.000
#> SAMPLE_433 4 0.000
#> SAMPLE_434 4 1.000
#> SAMPLE_435 5 1.000
#> SAMPLE_436 4 0.000
#> SAMPLE_437 4 0.000
#> SAMPLE_438 4 0.000
#> SAMPLE_439 4 0.000
#> SAMPLE_440 5 1.000
#> SAMPLE_441 5 1.000
#> SAMPLE_442 4 1.000
#> SAMPLE_443 5 1.000
#> SAMPLE_444 4 0.000
#> SAMPLE_445 4 0.249
#> SAMPLE_446 4 0.000
#> SAMPLE_447 1 1.000
#> SAMPLE_448 4 0.000
#> SAMPLE_449 1 1.000
#> SAMPLE_450 4 0.000
#> SAMPLE_451 4 0.502
#> SAMPLE_452 4 0.000
#> SAMPLE_453 5 1.000
#> SAMPLE_454 5 1.000
#> SAMPLE_455 4 0.000
#> SAMPLE_456 4 0.000
#> SAMPLE_457 4 0.000
#> SAMPLE_458 4 0.000
#> SAMPLE_459 1 1.000
#> SAMPLE_460 4 0.000
#> SAMPLE_461 5 1.000
#> SAMPLE_462 4 0.000
#> SAMPLE_463 4 0.253
#> SAMPLE_464 4 0.000
#> SAMPLE_465 5 1.000
#> SAMPLE_466 1 1.000
#> SAMPLE_467 4 0.000
#> SAMPLE_468 5 1.000
#> SAMPLE_469 1 0.000
#> SAMPLE_470 2 1.000
#> SAMPLE_471 5 1.000
#> SAMPLE_472 4 0.000
#> SAMPLE_473 5 1.000
#> SAMPLE_474 4 0.000
#> SAMPLE_475 5 1.000
#> SAMPLE_476 4 0.000
#> SAMPLE_477 4 0.000
#> SAMPLE_478 5 1.000
#> SAMPLE_479 4 0.000
#> SAMPLE_480 4 0.000
#> SAMPLE_481 4 0.751
#> SAMPLE_482 1 1.000
#> SAMPLE_483 1 1.000
#> SAMPLE_484 5 1.000
#> SAMPLE_485 4 0.000
#> SAMPLE_486 5 1.000
#> SAMPLE_487 4 0.000
#> SAMPLE_488 5 1.000
#> SAMPLE_489 5 1.000
#> SAMPLE_490 4 0.000
#> SAMPLE_491 4 0.000
#> SAMPLE_492 5 1.000
#> SAMPLE_493 4 0.000
#> SAMPLE_494 4 0.000
#> SAMPLE_495 4 0.000
#> SAMPLE_496 1 0.502
#> SAMPLE_497 4 0.000
#> SAMPLE_498 4 1.000
#> SAMPLE_499 4 0.751
#> SAMPLE_500 4 0.000
#> SAMPLE_501 5 1.000
#> SAMPLE_502 4 0.000
#> SAMPLE_503 5 1.000
#> SAMPLE_504 1 1.000
#> SAMPLE_505 5 1.000
#> SAMPLE_506 4 0.000
#> SAMPLE_507 4 0.000
#> SAMPLE_508 4 0.000
#> SAMPLE_509 5 1.000
#> SAMPLE_510 4 0.502
#> SAMPLE_511 4 0.000
#> SAMPLE_512 1 0.000
#> SAMPLE_513 4 0.000
#> SAMPLE_514 4 0.000
#> SAMPLE_515 4 0.000
#> SAMPLE_516 4 0.000
#> SAMPLE_517 1 0.502
#> SAMPLE_518 4 0.000
#> SAMPLE_519 4 0.000
#> SAMPLE_520 4 1.000
#> SAMPLE_521 1 1.000
#> SAMPLE_522 5 1.000
#> SAMPLE_523 4 0.000
#> SAMPLE_524 4 0.000
#> SAMPLE_525 4 0.000
#> SAMPLE_526 4 0.000
#> SAMPLE_527 4 0.000
#> SAMPLE_528 5 1.000
#> SAMPLE_529 1 1.000
#> SAMPLE_530 5 1.000
#> SAMPLE_531 4 0.000
#> SAMPLE_532 1 0.000
#> SAMPLE_533 4 0.000
#> SAMPLE_534 4 0.000
#> SAMPLE_535 4 0.000
#> SAMPLE_536 5 1.000
#> SAMPLE_537 4 0.000
#> SAMPLE_538 1 1.000
#> SAMPLE_539 5 1.000
#> SAMPLE_540 4 0.000
#> SAMPLE_541 5 1.000
#> SAMPLE_542 1 1.000
#> SAMPLE_543 4 0.000
#> SAMPLE_544 4 0.000
#> SAMPLE_545 4 0.000
#> SAMPLE_546 4 0.000
#> SAMPLE_547 4 0.000
#> SAMPLE_548 4 1.000
#> SAMPLE_549 4 0.000
#> SAMPLE_550 4 0.000
#> SAMPLE_551 4 0.000
#> SAMPLE_552 4 0.000
#> SAMPLE_553 5 1.000
#> SAMPLE_554 5 1.000
#> SAMPLE_555 4 1.000
#> SAMPLE_556 5 0.000
#> SAMPLE_557 5 0.502
#> SAMPLE_558 4 1.000
#> SAMPLE_559 4 0.000
#> SAMPLE_560 4 0.000
#> SAMPLE_561 5 1.000
#> SAMPLE_562 5 1.000
#> SAMPLE_563 5 1.000
#> SAMPLE_564 4 0.000
#> SAMPLE_565 5 1.000
#> SAMPLE_566 5 1.000
#> SAMPLE_567 5 1.000
#> SAMPLE_568 2 1.000
#> SAMPLE_569 2 1.000
#> SAMPLE_570 2 1.000
#> SAMPLE_571 5 1.000
#> SAMPLE_572 5 0.253
#> SAMPLE_573 5 1.000
#> SAMPLE_574 5 1.000
#> SAMPLE_575 5 0.502
#> SAMPLE_576 5 1.000
#> SAMPLE_577 4 0.000
#> SAMPLE_578 4 0.000
#> SAMPLE_579 4 1.000
#> SAMPLE_580 4 1.000
#> SAMPLE_581 4 1.000
#> SAMPLE_582 4 0.000
#> SAMPLE_583 4 0.000
#> SAMPLE_584 5 1.000
#> SAMPLE_585 4 0.000
#> SAMPLE_586 4 1.000
#> SAMPLE_587 5 1.000
#> SAMPLE_588 4 0.000
#> SAMPLE_589 2 1.000
#> SAMPLE_590 2 1.000
#> SAMPLE_591 2 0.249
#> SAMPLE_592 2 1.000
#> SAMPLE_593 2 1.000
#> SAMPLE_594 2 1.000
#> SAMPLE_595 2 1.000
#> SAMPLE_596 2 1.000
#> SAMPLE_597 2 1.000
#> SAMPLE_598 2 1.000
#> SAMPLE_599 2 1.000
#> SAMPLE_600 2 1.000
#> SAMPLE_601 2 1.000
#> SAMPLE_602 2 1.000
#> SAMPLE_603 2 1.000
#> SAMPLE_604 5 1.000
#> SAMPLE_605 2 1.000
#> SAMPLE_606 2 1.000
#> SAMPLE_607 2 1.000
#> SAMPLE_608 2 1.000
#> SAMPLE_609 5 1.000
#> SAMPLE_610 5 0.000
#> SAMPLE_611 5 0.751
#> SAMPLE_612 4 0.000
#> SAMPLE_613 5 1.000
#> SAMPLE_614 5 1.000
#> SAMPLE_615 4 1.000
#> SAMPLE_616 4 0.000
#> SAMPLE_617 4 0.000
#> SAMPLE_618 5 1.000
#> SAMPLE_619 2 1.000
#> SAMPLE_620 5 0.751
#> SAMPLE_621 5 1.000
#> SAMPLE_622 5 1.000
#> SAMPLE_623 5 1.000
#> SAMPLE_624 5 1.000
#> SAMPLE_625 5 1.000
#> SAMPLE_626 5 1.000
#> SAMPLE_627 5 1.000
#> SAMPLE_628 2 1.000
#> SAMPLE_629 5 1.000
#> SAMPLE_630 5 1.000
#> SAMPLE_631 5 1.000
#> SAMPLE_632 2 1.000
#> SAMPLE_633 5 1.000
#> SAMPLE_634 5 0.751
#> SAMPLE_635 5 1.000
#> SAMPLE_636 5 0.502
#> SAMPLE_637 5 1.000
#> SAMPLE_638 2 0.249
#> SAMPLE_639 2 1.000
#> SAMPLE_640 2 0.249
#> SAMPLE_641 2 1.000
#> SAMPLE_642 5 0.751
#> SAMPLE_643 5 0.000
#> SAMPLE_644 2 1.000
#> SAMPLE_645 5 1.000
#> SAMPLE_646 5 1.000
#> SAMPLE_647 5 0.253
#> SAMPLE_648 5 1.000
#> SAMPLE_649 2 1.000
#> SAMPLE_650 2 0.249
#> SAMPLE_651 2 1.000
#> SAMPLE_652 2 0.000
#> SAMPLE_653 2 0.000
#> SAMPLE_654 3 0.000
#> SAMPLE_655 2 1.000
#> SAMPLE_656 2 1.000
#> SAMPLE_657 2 0.000
#> SAMPLE_658 2 0.000
#> SAMPLE_659 2 1.000
#> SAMPLE_660 2 0.000
#> SAMPLE_661 2 0.000
#> SAMPLE_662 5 1.000
#> SAMPLE_663 3 0.000
#> SAMPLE_664 5 1.000
#> SAMPLE_665 5 1.000
#> SAMPLE_666 2 0.000
#> SAMPLE_667 5 1.000
#> SAMPLE_668 5 1.000
#> SAMPLE_669 5 1.000
#> SAMPLE_670 5 1.000
#> SAMPLE_671 4 0.000
#> SAMPLE_672 5 1.000
#> SAMPLE_673 5 1.000
#> SAMPLE_674 5 1.000
#> SAMPLE_675 5 1.000
#> SAMPLE_676 5 1.000
#> SAMPLE_677 2 1.000
#> SAMPLE_678 2 1.000
#> SAMPLE_679 2 1.000
#> SAMPLE_680 2 1.000
#> SAMPLE_681 2 1.000
#> SAMPLE_682 2 1.000
#> SAMPLE_683 2 0.751
#> SAMPLE_684 2 0.249
#> SAMPLE_685 2 0.751
#> SAMPLE_686 2 1.000
#> SAMPLE_687 2 1.000
#> SAMPLE_688 2 0.498
#> SAMPLE_689 2 0.000
#> SAMPLE_690 2 0.249
#> SAMPLE_691 2 1.000
#> SAMPLE_692 2 0.249
#> SAMPLE_693 2 0.000
#> SAMPLE_694 2 0.000
#> SAMPLE_695 2 1.000
#> SAMPLE_696 2 1.000
#> SAMPLE_697 2 0.249
#> SAMPLE_698 2 0.751
#> SAMPLE_699 2 0.000
#> SAMPLE_700 2 0.498
#> SAMPLE_701 2 0.249
#> SAMPLE_702 2 0.249
#> SAMPLE_703 2 0.000
#> SAMPLE_704 2 0.498
#> SAMPLE_705 2 0.249
#> SAMPLE_706 2 0.249
#> SAMPLE_707 2 0.751
#> SAMPLE_708 2 0.751
#> SAMPLE_709 2 0.751
#> SAMPLE_710 2 1.000
#> SAMPLE_711 2 0.751
#> SAMPLE_712 2 0.249
#> SAMPLE_713 2 1.000
#> SAMPLE_714 2 1.000
#> SAMPLE_715 2 1.000
#> SAMPLE_716 3 0.000
#> SAMPLE_717 3 0.000
#> SAMPLE_718 3 0.000
#> SAMPLE_719 3 0.000
#> SAMPLE_720 2 1.000
#> SAMPLE_721 3 0.000
#> SAMPLE_722 2 1.000
#> SAMPLE_723 2 0.000
#> SAMPLE_724 2 0.249
#> SAMPLE_725 2 0.000
#> SAMPLE_726 2 0.000
#> SAMPLE_727 2 0.751
#> SAMPLE_728 2 1.000
#> SAMPLE_729 2 1.000
#> SAMPLE_730 2 1.000
#> SAMPLE_731 5 1.000
#> SAMPLE_732 2 1.000
#> SAMPLE_733 3 0.000
#> SAMPLE_734 3 0.000
#> SAMPLE_735 3 0.000
#> SAMPLE_736 3 0.000
#> SAMPLE_737 3 0.000
#> SAMPLE_738 3 0.000
#> SAMPLE_739 2 0.249
#> SAMPLE_740 2 0.249
#> SAMPLE_741 2 1.000
#> SAMPLE_742 2 0.249
#> SAMPLE_743 2 0.000
#> SAMPLE_744 5 0.751
#> SAMPLE_745 5 1.000
#> SAMPLE_746 5 1.000
#> SAMPLE_747 5 1.000
#> SAMPLE_748 2 1.000
#> SAMPLE_749 5 1.000
#> SAMPLE_750 4 0.000
#> SAMPLE_751 5 1.000
#> SAMPLE_752 2 1.000
#> SAMPLE_753 2 1.000
#> SAMPLE_754 3 0.000
#> SAMPLE_755 3 0.000
#> SAMPLE_756 3 0.000
#> SAMPLE_757 2 0.000
#> SAMPLE_758 2 0.498
#> SAMPLE_759 2 0.000
#> SAMPLE_760 2 0.000
#> SAMPLE_761 2 0.000
#> SAMPLE_762 2 0.000
#> SAMPLE_763 3 0.000
#> SAMPLE_764 3 0.000
#> SAMPLE_765 5 1.000
#> SAMPLE_766 5 1.000
#> SAMPLE_767 5 1.000
#> SAMPLE_768 5 1.000
#> SAMPLE_769 5 1.000
#> SAMPLE_770 5 1.000
#> SAMPLE_771 2 0.000
#> SAMPLE_772 2 0.249
#> SAMPLE_773 2 0.249
#> SAMPLE_774 2 0.249
#> SAMPLE_775 2 0.000
#> SAMPLE_776 2 1.000
#> SAMPLE_777 2 0.000
#> SAMPLE_778 2 0.000
#> SAMPLE_779 2 1.000
#> SAMPLE_780 2 1.000
#> SAMPLE_781 2 1.000
#> SAMPLE_782 2 1.000
#> SAMPLE_783 2 1.000
#> SAMPLE_784 2 1.000
#> SAMPLE_785 2 0.000
#> SAMPLE_786 2 0.498
#> SAMPLE_787 2 0.000
#> SAMPLE_788 2 0.751
#> SAMPLE_789 2 0.000
#> SAMPLE_790 2 0.000
#> SAMPLE_791 5 1.000
#> SAMPLE_792 3 1.000
#> SAMPLE_793 1 0.000
#> SAMPLE_794 5 0.502
#> SAMPLE_795 2 1.000
#> SAMPLE_796 5 1.000
#> SAMPLE_797 5 1.000
#> SAMPLE_798 2 1.000
#> SAMPLE_799 2 0.000
#> SAMPLE_800 2 0.000
#> SAMPLE_801 2 1.000
#> SAMPLE_802 2 0.000
#> SAMPLE_803 2 0.000
#> SAMPLE_804 2 1.000
#> SAMPLE_805 2 0.000
#> SAMPLE_806 2 1.000
#> SAMPLE_807 5 0.502
#> SAMPLE_808 5 1.000
#> SAMPLE_809 5 1.000
#> SAMPLE_810 5 1.000
#> SAMPLE_811 5 1.000
#> SAMPLE_812 5 1.000
#> SAMPLE_813 5 1.000
#> SAMPLE_814 5 1.000
#> SAMPLE_815 5 1.000
#> SAMPLE_816 5 1.000
#> SAMPLE_817 2 1.000
#> SAMPLE_818 5 1.000
#> SAMPLE_819 2 1.000
#> SAMPLE_820 5 1.000
#> SAMPLE_821 5 1.000
#> SAMPLE_822 2 1.000
#> SAMPLE_823 2 1.000
#> SAMPLE_824 5 1.000
#> SAMPLE_825 2 1.000
#> SAMPLE_826 2 1.000
#> SAMPLE_827 2 1.000
#> SAMPLE_828 2 0.249
#> SAMPLE_829 5 1.000
#> SAMPLE_830 5 1.000
#> SAMPLE_831 2 1.000
#> SAMPLE_832 2 1.000
#> SAMPLE_833 2 1.000
#> SAMPLE_834 2 1.000
#> SAMPLE_835 5 1.000
#> SAMPLE_836 5 1.000
#> SAMPLE_837 5 1.000
#> SAMPLE_838 2 1.000
#> SAMPLE_839 5 1.000
#> SAMPLE_840 5 1.000
#> SAMPLE_841 2 1.000
#> SAMPLE_842 5 1.000
#> SAMPLE_843 5 1.000
#> SAMPLE_844 2 1.000
#> SAMPLE_845 5 1.000
#> SAMPLE_846 5 1.000
#> SAMPLE_847 5 1.000
#> SAMPLE_848 2 1.000
#> SAMPLE_849 5 1.000
#> SAMPLE_850 2 0.000
#> SAMPLE_851 5 1.000
#> SAMPLE_852 3 1.000
#> SAMPLE_853 5 0.502
#> SAMPLE_854 5 1.000
#> SAMPLE_855 2 0.249
#> SAMPLE_856 2 0.498
#> SAMPLE_857 1 0.000
#> SAMPLE_858 1 0.000
#> SAMPLE_859 2 1.000
#> SAMPLE_860 2 1.000
#> SAMPLE_861 2 1.000
#> SAMPLE_862 2 1.000
#> SAMPLE_863 2 1.000
#> SAMPLE_864 2 0.000
#> SAMPLE_865 5 1.000
#> SAMPLE_866 5 1.000
#> SAMPLE_867 5 1.000
#> SAMPLE_868 2 1.000
#> SAMPLE_869 2 0.000
#> SAMPLE_870 1 1.000
#> SAMPLE_871 5 1.000
#> SAMPLE_872 3 0.000
#> SAMPLE_873 3 0.000
#> SAMPLE_874 2 1.000
#> SAMPLE_875 3 0.000
#> SAMPLE_876 2 1.000
#> SAMPLE_877 3 0.000
#> SAMPLE_878 1 0.000
#> SAMPLE_879 2 1.000
#> SAMPLE_880 2 1.000
#> SAMPLE_881 3 0.000
#> SAMPLE_882 3 0.000
#> SAMPLE_883 3 0.000
#> SAMPLE_884 2 0.249
#> SAMPLE_885 2 1.000
#> SAMPLE_886 2 1.000
#> SAMPLE_887 5 1.000
#> SAMPLE_888 3 0.000
#> SAMPLE_889 1 0.000
#> SAMPLE_890 2 0.751
#> SAMPLE_891 1 0.000
#> SAMPLE_892 1 0.000
#> SAMPLE_893 1 0.000
#> SAMPLE_894 2 0.249
#> SAMPLE_895 5 1.000
#> SAMPLE_896 5 1.000
#> SAMPLE_897 3 0.747
#> SAMPLE_898 5 1.000
#> SAMPLE_899 5 0.751
#> SAMPLE_900 2 1.000
#> SAMPLE_901 5 1.000
#> SAMPLE_902 2 1.000
#> SAMPLE_903 2 0.498
#> SAMPLE_904 2 0.249
#> SAMPLE_905 2 1.000
#> SAMPLE_906 3 0.000
#> SAMPLE_907 2 0.249
#> SAMPLE_908 5 0.253
#> SAMPLE_909 5 1.000
#> SAMPLE_910 5 0.253
#> SAMPLE_911 5 1.000
#> SAMPLE_912 5 1.000
#> SAMPLE_913 2 1.000
#> SAMPLE_914 2 1.000
#> SAMPLE_915 2 1.000
#> SAMPLE_916 2 1.000
#> SAMPLE_917 2 0.751
#> SAMPLE_918 2 1.000
#> SAMPLE_919 2 1.000
#> SAMPLE_920 2 1.000
#> SAMPLE_921 2 1.000
#> SAMPLE_922 2 1.000
#> SAMPLE_923 2 1.000
#> SAMPLE_924 2 1.000
#> SAMPLE_925 2 1.000
#> SAMPLE_926 2 1.000
#> SAMPLE_927 2 1.000
#> SAMPLE_928 2 1.000
#> SAMPLE_929 5 1.000
#> SAMPLE_930 5 1.000
#> SAMPLE_931 2 1.000
#> SAMPLE_932 2 1.000
#> SAMPLE_933 2 1.000
#> SAMPLE_934 2 1.000
#> SAMPLE_935 2 1.000
#> SAMPLE_936 2 1.000
#> SAMPLE_937 2 1.000
#> SAMPLE_938 5 1.000
#> SAMPLE_939 2 1.000
#> SAMPLE_940 2 1.000
#> SAMPLE_941 2 1.000
#> SAMPLE_942 2 1.000
#> SAMPLE_943 2 1.000
#> SAMPLE_944 5 1.000
#> SAMPLE_945 2 1.000
#> SAMPLE_946 2 1.000
#> SAMPLE_947 5 1.000
#> SAMPLE_948 5 1.000
#> SAMPLE_949 5 1.000
#> SAMPLE_950 5 1.000
#> SAMPLE_951 5 1.000
#> SAMPLE_952 5 1.000
#> SAMPLE_953 2 1.000
#> SAMPLE_954 2 1.000
#> SAMPLE_955 5 1.000
#> SAMPLE_956 5 1.000
#> SAMPLE_957 5 1.000
#> SAMPLE_958 5 1.000
#> SAMPLE_959 5 1.000
#> SAMPLE_960 5 1.000
#> SAMPLE_961 2 0.498
#> SAMPLE_962 2 1.000
#> SAMPLE_963 5 1.000
#> SAMPLE_964 5 1.000
#> SAMPLE_965 5 1.000
#> SAMPLE_966 5 1.000
#> SAMPLE_967 5 1.000
#> SAMPLE_968 5 1.000
#> SAMPLE_969 5 1.000
#> SAMPLE_970 5 1.000
#> SAMPLE_971 2 1.000
#> SAMPLE_972 5 1.000
#> SAMPLE_973 5 0.502
#> SAMPLE_974 3 0.000
#> SAMPLE_975 2 0.498
#> SAMPLE_976 5 1.000
#> SAMPLE_977 5 0.000
#> SAMPLE_978 5 1.000
#> SAMPLE_979 5 1.000
#> SAMPLE_980 5 1.000
#> SAMPLE_981 2 1.000
#> SAMPLE_982 2 0.498
#> SAMPLE_983 5 1.000
#> SAMPLE_984 5 1.000
#> SAMPLE_985 4 1.000
#> SAMPLE_986 5 1.000
#> SAMPLE_987 5 1.000
#> SAMPLE_988 3 0.000
#> SAMPLE_989 2 1.000
#> SAMPLE_990 5 1.000
#> SAMPLE_991 5 1.000
#> SAMPLE_992 4 0.000
#> SAMPLE_993 2 1.000
#> SAMPLE_994 2 1.000
#> SAMPLE_995 2 1.000
#> SAMPLE_996 2 1.000
#> SAMPLE_997 2 1.000
#> SAMPLE_998 2 0.000
#> SAMPLE_999 2 1.000
#> SAMPLE_1000 2 1.000
#> SAMPLE_1001 2 0.498
#> SAMPLE_1002 5 1.000
#> SAMPLE_1003 2 1.000
#> SAMPLE_1004 5 1.000
#> SAMPLE_1005 2 1.000
#> SAMPLE_1006 2 1.000
#> SAMPLE_1007 5 1.000
#> SAMPLE_1008 2 0.249
#> SAMPLE_1009 2 1.000
#> SAMPLE_1010 2 1.000
#> SAMPLE_1011 5 1.000
#> SAMPLE_1012 5 1.000
#> SAMPLE_1013 5 1.000
#> SAMPLE_1014 2 1.000
#> SAMPLE_1015 5 1.000
#> SAMPLE_1016 5 1.000
#> SAMPLE_1017 5 1.000
#> SAMPLE_1018 5 1.000
#> SAMPLE_1019 5 1.000
#> SAMPLE_1020 2 1.000
#> SAMPLE_1021 2 1.000
#> SAMPLE_1022 5 1.000
#> SAMPLE_1023 5 1.000
#> SAMPLE_1024 5 1.000
#> SAMPLE_1025 2 1.000
#> SAMPLE_1026 5 1.000
#> SAMPLE_1027 2 1.000
#> SAMPLE_1028 5 1.000
#> SAMPLE_1029 2 1.000
#> SAMPLE_1030 2 1.000
#> SAMPLE_1031 2 1.000
#> SAMPLE_1032 5 1.000
#> SAMPLE_1033 5 1.000
#> SAMPLE_1034 2 1.000
#> SAMPLE_1035 2 1.000
#> SAMPLE_1036 5 1.000
#> SAMPLE_1037 2 1.000
#> SAMPLE_1038 5 1.000
#> SAMPLE_1039 5 1.000
#> SAMPLE_1040 2 1.000
#> SAMPLE_1041 5 1.000
#> SAMPLE_1042 5 1.000
#> SAMPLE_1043 5 1.000
#> SAMPLE_1044 2 1.000
#> SAMPLE_1045 2 0.000
#> SAMPLE_1046 2 1.000
#> SAMPLE_1047 2 1.000
#> SAMPLE_1048 2 1.000
#> SAMPLE_1049 2 1.000
#> SAMPLE_1050 2 1.000
#> SAMPLE_1051 2 0.000
#> SAMPLE_1052 2 1.000
#> SAMPLE_1053 2 1.000
#> SAMPLE_1054 2 1.000
#> SAMPLE_1055 2 0.751
#> SAMPLE_1056 2 1.000
#> SAMPLE_1057 2 1.000
#> SAMPLE_1058 2 1.000
#> SAMPLE_1059 2 1.000
#> SAMPLE_1060 2 1.000
#> SAMPLE_1061 2 1.000
#> SAMPLE_1062 2 1.000
#> SAMPLE_1063 2 1.000
#> SAMPLE_1064 5 1.000
#> SAMPLE_1065 5 1.000
#> SAMPLE_1066 4 1.000
#> SAMPLE_1067 5 1.000
#> SAMPLE_1068 2 1.000
#> SAMPLE_1069 2 1.000
#> SAMPLE_1070 5 1.000
#> SAMPLE_1071 5 1.000
#> SAMPLE_1072 2 1.000
#> SAMPLE_1073 2 1.000
#> SAMPLE_1074 2 1.000
#> SAMPLE_1075 2 1.000
#> SAMPLE_1076 2 1.000
#> SAMPLE_1077 2 1.000
#> SAMPLE_1078 2 1.000
#> SAMPLE_1079 2 1.000
#> SAMPLE_1080 5 1.000
#> SAMPLE_1081 2 1.000
#> SAMPLE_1082 2 1.000
#> SAMPLE_1083 2 1.000
#> SAMPLE_1084 2 0.751
#> SAMPLE_1085 2 1.000
#> SAMPLE_1086 2 1.000
#> SAMPLE_1087 2 1.000
#> SAMPLE_1088 5 1.000
#> SAMPLE_1089 5 1.000
#> SAMPLE_1090 2 0.000
#> SAMPLE_1091 2 1.000
#> SAMPLE_1092 2 1.000
#> SAMPLE_1093 2 1.000
#> SAMPLE_1094 2 1.000
#> SAMPLE_1095 2 1.000
#> SAMPLE_1096 2 1.000
#> SAMPLE_1097 2 1.000
#> SAMPLE_1098 2 0.751
#> SAMPLE_1099 3 0.000
#> SAMPLE_1100 2 1.000
#> SAMPLE_1101 2 1.000
#> SAMPLE_1102 2 1.000
#> SAMPLE_1103 2 0.000
#> SAMPLE_1104 2 1.000
#> SAMPLE_1105 2 1.000
#> SAMPLE_1106 5 1.000
#> SAMPLE_1107 2 1.000
#> SAMPLE_1108 2 1.000
#> SAMPLE_1109 2 1.000
#> SAMPLE_1110 2 0.249
#> SAMPLE_1111 1 1.000
#> SAMPLE_1112 2 1.000
#> SAMPLE_1113 2 1.000
#> SAMPLE_1114 2 0.249
#> SAMPLE_1115 2 1.000
#> SAMPLE_1116 4 0.000
#> SAMPLE_1117 2 1.000
#> SAMPLE_1118 2 1.000
#> SAMPLE_1119 2 1.000
#> SAMPLE_1120 2 1.000
#> SAMPLE_1121 2 1.000
#> SAMPLE_1122 2 1.000
#> SAMPLE_1123 2 1.000
#> SAMPLE_1124 2 0.249
#> SAMPLE_1125 2 1.000
#> SAMPLE_1126 2 0.249
#> SAMPLE_1127 2 1.000
#> SAMPLE_1128 2 1.000
#> SAMPLE_1129 2 1.000
#> SAMPLE_1130 2 1.000
#> SAMPLE_1131 2 1.000
#> SAMPLE_1132 5 1.000
#> SAMPLE_1133 2 1.000
#> SAMPLE_1134 2 1.000
#> SAMPLE_1135 2 1.000
#> SAMPLE_1136 2 1.000
#> SAMPLE_1137 2 1.000
#> SAMPLE_1138 2 1.000
#> SAMPLE_1139 2 1.000
#> SAMPLE_1140 2 1.000
#> SAMPLE_1141 2 1.000
#> SAMPLE_1142 2 1.000
#> SAMPLE_1143 2 1.000
#> SAMPLE_1144 2 0.000
#> SAMPLE_1145 2 1.000
#> SAMPLE_1146 2 1.000
#> SAMPLE_1147 2 1.000
#> SAMPLE_1148 2 1.000
#> SAMPLE_1149 5 1.000
#> SAMPLE_1150 2 1.000
#> SAMPLE_1151 2 1.000
#> SAMPLE_1152 2 1.000
#> SAMPLE_1153 2 1.000
#> SAMPLE_1154 2 1.000
#> SAMPLE_1155 2 1.000
#> SAMPLE_1156 2 1.000
#> SAMPLE_1157 2 1.000
#> SAMPLE_1158 2 1.000
#> SAMPLE_1159 1 0.000
#> SAMPLE_1160 1 0.000
#> SAMPLE_1161 1 0.000
#> SAMPLE_1162 2 1.000
#> SAMPLE_1163 2 1.000
#> SAMPLE_1164 5 1.000
#> SAMPLE_1165 2 1.000
#> SAMPLE_1166 2 1.000
#> SAMPLE_1167 2 1.000
#> SAMPLE_1168 4 1.000
#> SAMPLE_1169 4 0.000
#> SAMPLE_1170 5 1.000
#> SAMPLE_1171 2 1.000
#> SAMPLE_1172 5 1.000
#> SAMPLE_1173 5 1.000
#> SAMPLE_1174 2 0.498
#> SAMPLE_1175 2 0.000
#> SAMPLE_1176 2 1.000
#> SAMPLE_1177 2 1.000
#> SAMPLE_1178 2 1.000
#> SAMPLE_1179 2 1.000
#> SAMPLE_1180 2 1.000
#> SAMPLE_1181 2 1.000
#> SAMPLE_1182 2 1.000
#> SAMPLE_1183 2 0.498
#> SAMPLE_1184 2 0.751
#> SAMPLE_1185 2 0.000
#> SAMPLE_1186 2 1.000
#> SAMPLE_1187 2 1.000
#> SAMPLE_1188 5 1.000
#> SAMPLE_1189 2 1.000
#> SAMPLE_1190 2 1.000
#> SAMPLE_1191 2 1.000
#> SAMPLE_1192 4 0.000
#> SAMPLE_1193 2 1.000
#> SAMPLE_1194 2 1.000
#> SAMPLE_1195 2 0.751
#> SAMPLE_1196 2 1.000
#> SAMPLE_1197 5 1.000
#> SAMPLE_1198 5 1.000
#> SAMPLE_1199 2 1.000
#> SAMPLE_1200 5 1.000
#> SAMPLE_1201 2 0.249
#> SAMPLE_1202 5 1.000
#> SAMPLE_1203 5 1.000
#> SAMPLE_1204 2 0.000
#> SAMPLE_1205 5 1.000
#> SAMPLE_1206 3 0.000
#> SAMPLE_1207 5 1.000
#> SAMPLE_1208 2 0.751
#> SAMPLE_1209 3 0.000
#> SAMPLE_1210 5 1.000
#> SAMPLE_1211 5 1.000
#> SAMPLE_1212 5 1.000
#> SAMPLE_1213 5 1.000
#> SAMPLE_1214 5 1.000
#> SAMPLE_1215 5 1.000
#> SAMPLE_1216 5 1.000
#> SAMPLE_1217 5 1.000
#> SAMPLE_1218 5 1.000
#> SAMPLE_1219 2 1.000
#> SAMPLE_1220 2 0.751
#> SAMPLE_1221 5 1.000
#> SAMPLE_1222 2 1.000
#> SAMPLE_1223 2 1.000
#> SAMPLE_1224 2 1.000
#> SAMPLE_1225 2 1.000
#> SAMPLE_1226 2 1.000
#> SAMPLE_1227 2 1.000
#> SAMPLE_1228 2 0.000
#> SAMPLE_1229 2 1.000
#> SAMPLE_1230 2 1.000
#> SAMPLE_1231 2 1.000
#> SAMPLE_1232 2 1.000
#> SAMPLE_1233 2 1.000
#> SAMPLE_1234 2 0.498
#> SAMPLE_1235 2 1.000
#> SAMPLE_1236 2 1.000
#> SAMPLE_1237 2 1.000
#> SAMPLE_1238 2 1.000
#> SAMPLE_1239 2 1.000
#> SAMPLE_1240 2 1.000
#> SAMPLE_1241 5 1.000
#> SAMPLE_1242 1 1.000
#> SAMPLE_1243 5 1.000
#> SAMPLE_1244 2 1.000
#> SAMPLE_1245 2 1.000
#> SAMPLE_1246 2 1.000
#> SAMPLE_1247 5 0.498
#> SAMPLE_1248 2 1.000
#> SAMPLE_1249 2 1.000
#> SAMPLE_1250 2 0.751
#> SAMPLE_1251 5 1.000
#> SAMPLE_1252 3 0.000
#> SAMPLE_1253 3 0.000
#> SAMPLE_1254 3 0.000
#> SAMPLE_1255 3 0.000
#> SAMPLE_1256 2 1.000
#> SAMPLE_1257 2 1.000
#> SAMPLE_1258 2 0.000
#> SAMPLE_1259 5 1.000
#> SAMPLE_1260 2 1.000
#> SAMPLE_1261 5 1.000
#> SAMPLE_1262 5 1.000
#> SAMPLE_1263 5 1.000
#> SAMPLE_1264 3 0.000
#> SAMPLE_1265 2 1.000
#> SAMPLE_1266 2 1.000
#> SAMPLE_1267 5 1.000
#> SAMPLE_1268 5 1.000
#> SAMPLE_1269 2 0.000
#> SAMPLE_1270 5 1.000
#> SAMPLE_1271 2 1.000
#> SAMPLE_1272 2 1.000
#> SAMPLE_1273 5 1.000
#> SAMPLE_1274 2 1.000
#> SAMPLE_1275 5 1.000
#> SAMPLE_1276 5 1.000
#> SAMPLE_1277 5 1.000
#> SAMPLE_1278 5 1.000
#> SAMPLE_1279 5 1.000
#> SAMPLE_1280 2 1.000
#> SAMPLE_1281 3 0.000
#> SAMPLE_1282 2 1.000
#> SAMPLE_1283 2 1.000
#> SAMPLE_1284 5 1.000
#> SAMPLE_1285 2 1.000
#> SAMPLE_1286 5 1.000
#> SAMPLE_1287 3 0.000
#> SAMPLE_1288 2 1.000
#> SAMPLE_1289 2 1.000
#> SAMPLE_1290 2 1.000
#> SAMPLE_1291 2 0.000
#> SAMPLE_1292 2 0.000
#> SAMPLE_1293 5 1.000
#> SAMPLE_1294 2 0.498
#> SAMPLE_1295 5 1.000
#> SAMPLE_1296 5 1.000
#> SAMPLE_1297 2 1.000
#> SAMPLE_1298 2 1.000
#> SAMPLE_1299 5 1.000
#> SAMPLE_1300 5 1.000
#> SAMPLE_1301 2 1.000
#> SAMPLE_1302 2 1.000
#> SAMPLE_1303 5 1.000
#> SAMPLE_1304 5 1.000
#> SAMPLE_1305 2 1.000
#> SAMPLE_1306 5 1.000
#> SAMPLE_1307 2 1.000
#> SAMPLE_1308 2 1.000
#> SAMPLE_1309 2 1.000
#> SAMPLE_1310 2 1.000
#> SAMPLE_1311 2 1.000
#> SAMPLE_1312 2 1.000
#> SAMPLE_1313 2 1.000
#> SAMPLE_1314 2 1.000
#> SAMPLE_1315 5 1.000
#> SAMPLE_1316 2 1.000
#> SAMPLE_1317 2 1.000
#> SAMPLE_1318 2 1.000
#> SAMPLE_1319 2 1.000
#> SAMPLE_1320 2 1.000
#> SAMPLE_1321 5 1.000
#> SAMPLE_1322 2 1.000
#> SAMPLE_1323 2 1.000
#> SAMPLE_1324 2 1.000
#> SAMPLE_1325 2 1.000
#> SAMPLE_1326 2 1.000
#> SAMPLE_1327 2 1.000
#> SAMPLE_1328 2 1.000
#> SAMPLE_1329 5 1.000
#> SAMPLE_1330 2 1.000
#> SAMPLE_1331 2 1.000
#> SAMPLE_1332 2 0.000
#> SAMPLE_1333 2 1.000
#> SAMPLE_1334 2 0.000
#> SAMPLE_1335 2 1.000
#> SAMPLE_1336 5 1.000
#> SAMPLE_1337 2 1.000
#> SAMPLE_1338 5 1.000
#> SAMPLE_1339 5 1.000
#> SAMPLE_1340 2 1.000
#> SAMPLE_1341 2 1.000
#> SAMPLE_1342 2 1.000
#> SAMPLE_1343 2 1.000
#> SAMPLE_1344 2 0.249
#> SAMPLE_1345 2 1.000
#> SAMPLE_1346 2 1.000
#> SAMPLE_1347 2 1.000
#> SAMPLE_1348 5 1.000
#> SAMPLE_1349 2 1.000
#> SAMPLE_1350 1 1.000
#> SAMPLE_1351 5 0.498
#> SAMPLE_1352 5 0.751
#> SAMPLE_1353 3 0.000
#> SAMPLE_1354 5 1.000
#> SAMPLE_1355 5 1.000
#> SAMPLE_1356 3 0.000
#> SAMPLE_1357 3 0.000
#> SAMPLE_1358 3 0.000
#> SAMPLE_1359 3 0.000
#> SAMPLE_1360 3 0.000
#> SAMPLE_1361 3 0.000
#> SAMPLE_1362 3 0.000
#> SAMPLE_1363 3 0.000
#> SAMPLE_1364 3 0.000
#> SAMPLE_1365 3 0.000
#> SAMPLE_1366 3 0.000
#> SAMPLE_1367 3 0.000
#> SAMPLE_1368 3 0.000
#> SAMPLE_1369 3 0.000
#> SAMPLE_1370 3 0.000
#> SAMPLE_1371 3 0.000
#> SAMPLE_1372 3 0.000
#> SAMPLE_1373 3 0.000
#> SAMPLE_1374 3 0.000
#> SAMPLE_1375 3 0.000
#> SAMPLE_1376 3 0.000
#> SAMPLE_1377 3 0.000
#> SAMPLE_1378 3 0.000
#> SAMPLE_1379 3 0.000
#> SAMPLE_1380 3 0.000
#> SAMPLE_1381 3 0.000
#> SAMPLE_1382 3 0.000
#> SAMPLE_1383 3 0.000
#> SAMPLE_1384 3 0.000
#> SAMPLE_1385 3 0.000
#> SAMPLE_1386 2 0.249
#> SAMPLE_1387 2 1.000
#> SAMPLE_1388 5 1.000
#> SAMPLE_1389 5 1.000
#> SAMPLE_1390 2 1.000
#> SAMPLE_1391 2 0.249
#> SAMPLE_1392 2 0.751
#> SAMPLE_1393 2 1.000
#> SAMPLE_1394 2 1.000
#> SAMPLE_1395 2 1.000
#> SAMPLE_1396 2 0.000
#> SAMPLE_1397 5 1.000
#> SAMPLE_1398 2 1.000
#> SAMPLE_1399 2 1.000
#> SAMPLE_1400 2 0.000
#> SAMPLE_1401 5 0.751
#> SAMPLE_1402 5 1.000
#> SAMPLE_1403 5 1.000
#> SAMPLE_1404 5 1.000
#> SAMPLE_1405 2 0.751
#> SAMPLE_1406 2 1.000
#> SAMPLE_1407 2 0.000
#> SAMPLE_1408 2 1.000
#> SAMPLE_1409 5 1.000
#> SAMPLE_1410 2 0.249
#> SAMPLE_1411 2 0.000
#> SAMPLE_1412 5 1.000
#> SAMPLE_1413 5 1.000
#> SAMPLE_1414 5 1.000
#> SAMPLE_1415 5 1.000
#> SAMPLE_1416 5 1.000
#> SAMPLE_1417 5 1.000
#> SAMPLE_1418 5 1.000
#> SAMPLE_1419 2 1.000
#> SAMPLE_1420 2 1.000
#> SAMPLE_1421 2 1.000
#> SAMPLE_1422 2 1.000
#> SAMPLE_1423 2 1.000
#> SAMPLE_1424 2 0.000
#> SAMPLE_1425 5 1.000
#> SAMPLE_1426 5 1.000
#> SAMPLE_1427 5 1.000
#> SAMPLE_1428 5 1.000
#> SAMPLE_1429 5 1.000
#> SAMPLE_1430 5 1.000
#> SAMPLE_1431 2 1.000
#> SAMPLE_1432 2 0.000
#> SAMPLE_1433 3 0.000
#> SAMPLE_1434 2 1.000
#> SAMPLE_1435 2 1.000
#> SAMPLE_1436 2 0.249
#> SAMPLE_1437 2 1.000
#> SAMPLE_1438 2 0.249
#> SAMPLE_1439 2 0.000
#> SAMPLE_1440 5 1.000
#> SAMPLE_1441 2 0.249
#> SAMPLE_1442 2 1.000
#> SAMPLE_1443 5 1.000
#> SAMPLE_1444 2 1.000
#> SAMPLE_1445 2 0.498
#> SAMPLE_1446 2 0.498
#> SAMPLE_1447 1 1.000
#> SAMPLE_1448 1 1.000
#> SAMPLE_1449 2 0.000
#> SAMPLE_1450 2 0.000
#> SAMPLE_1451 2 0.000
#> SAMPLE_1452 2 0.000
#> SAMPLE_1453 2 0.751
#> SAMPLE_1454 2 1.000
#> SAMPLE_1455 2 1.000
#> SAMPLE_1456 2 1.000
#> SAMPLE_1457 5 1.000
#> SAMPLE_1458 5 1.000
#> SAMPLE_1459 2 1.000
#> SAMPLE_1460 5 1.000
#> SAMPLE_1461 5 1.000
#> SAMPLE_1462 2 1.000
#> SAMPLE_1463 5 1.000
#> SAMPLE_1464 2 1.000
#> SAMPLE_1465 2 1.000
#> SAMPLE_1466 2 1.000
#> SAMPLE_1467 2 1.000
#> SAMPLE_1468 2 1.000
#> SAMPLE_1469 2 1.000
#> SAMPLE_1470 2 1.000
#> SAMPLE_1471 2 1.000
#> SAMPLE_1472 2 1.000
#> SAMPLE_1473 2 1.000
#> SAMPLE_1474 2 0.751
#> SAMPLE_1475 2 1.000
#> SAMPLE_1476 2 1.000
#> SAMPLE_1477 2 0.498
#> SAMPLE_1478 2 1.000
#> SAMPLE_1479 2 0.249
#> SAMPLE_1480 2 1.000
#> SAMPLE_1481 2 0.249
#> SAMPLE_1482 2 0.751
#> SAMPLE_1483 2 0.000
#> SAMPLE_1484 2 0.000
#> SAMPLE_1485 2 1.000
#> SAMPLE_1486 2 1.000
#> SAMPLE_1487 2 1.000
#> SAMPLE_1488 2 1.000
#> SAMPLE_1489 3 0.000
#> SAMPLE_1490 3 0.000
#> SAMPLE_1491 2 0.498
#> SAMPLE_1492 2 1.000
#> SAMPLE_1493 5 1.000
#> SAMPLE_1494 2 1.000
#> SAMPLE_1495 5 1.000
#> SAMPLE_1496 2 1.000
#> SAMPLE_1497 5 1.000
#> SAMPLE_1498 2 1.000
#> SAMPLE_1499 5 1.000
#> SAMPLE_1500 2 1.000
#> SAMPLE_1501 5 1.000
#> SAMPLE_1502 5 1.000
#> SAMPLE_1503 5 1.000
#> SAMPLE_1504 5 1.000
#> SAMPLE_1505 5 1.000
#> SAMPLE_1506 5 1.000
#> SAMPLE_1507 5 1.000
#> SAMPLE_1508 5 1.000
#> SAMPLE_1509 2 1.000
#> SAMPLE_1510 2 1.000
#> SAMPLE_1511 2 1.000
#> SAMPLE_1512 1 0.000
#> SAMPLE_1513 5 1.000
#> SAMPLE_1514 2 0.000
#> SAMPLE_1515 5 1.000
#> SAMPLE_1516 5 1.000
#> SAMPLE_1517 5 1.000
#> SAMPLE_1518 5 1.000
#> SAMPLE_1519 5 1.000
#> SAMPLE_1520 5 1.000
#> SAMPLE_1521 5 1.000
#> SAMPLE_1522 2 1.000
#> SAMPLE_1523 1 1.000
#> SAMPLE_1524 2 1.000
#> SAMPLE_1525 5 1.000
#> SAMPLE_1526 2 1.000
#> SAMPLE_1527 2 0.498
#> SAMPLE_1528 2 1.000
#> SAMPLE_1529 2 1.000
#> SAMPLE_1530 2 1.000
#> SAMPLE_1531 2 1.000
#> SAMPLE_1532 2 1.000
#> SAMPLE_1533 2 1.000
#> SAMPLE_1534 2 1.000
#> SAMPLE_1535 2 0.000
#> SAMPLE_1536 2 1.000
#> SAMPLE_1537 5 1.000
#> SAMPLE_1538 2 0.498
#> SAMPLE_1539 2 0.751
#> SAMPLE_1540 2 1.000
#> SAMPLE_1541 2 1.000
#> SAMPLE_1542 2 1.000
#> SAMPLE_1543 2 1.000
#> SAMPLE_1544 5 1.000
#> SAMPLE_1545 2 1.000
#> SAMPLE_1546 5 1.000
#> SAMPLE_1547 5 1.000
#> SAMPLE_1548 5 1.000
#> SAMPLE_1549 2 0.498
#> SAMPLE_1550 2 1.000
#> SAMPLE_1551 5 1.000
#> SAMPLE_1552 2 0.000
#> SAMPLE_1553 5 1.000
#> SAMPLE_1554 2 1.000
#> SAMPLE_1555 2 1.000
#> SAMPLE_1556 2 1.000
#> SAMPLE_1557 2 1.000
#> SAMPLE_1558 2 1.000
#> SAMPLE_1559 5 1.000
#> SAMPLE_1560 2 1.000
#> SAMPLE_1561 5 1.000
#> SAMPLE_1562 2 1.000
#> SAMPLE_1563 2 1.000
#> SAMPLE_1564 5 1.000
#> SAMPLE_1565 2 1.000
#> SAMPLE_1566 2 1.000
#> SAMPLE_1567 2 1.000
#> SAMPLE_1568 5 1.000
#> SAMPLE_1569 5 1.000
#> SAMPLE_1570 5 1.000
#> SAMPLE_1571 5 1.000
#> SAMPLE_1572 5 1.000
#> SAMPLE_1573 5 1.000
#> SAMPLE_1574 5 1.000
#> SAMPLE_1575 2 1.000
#> SAMPLE_1576 5 1.000
#> SAMPLE_1577 2 1.000
#> SAMPLE_1578 5 1.000
#> SAMPLE_1579 3 0.000
#> SAMPLE_1580 5 1.000
#> SAMPLE_1581 5 1.000
#> SAMPLE_1582 3 0.000
#> SAMPLE_1583 2 1.000
#> SAMPLE_1584 2 0.000
#> SAMPLE_1585 2 1.000
#> SAMPLE_1586 2 1.000
#> SAMPLE_1587 2 1.000
#> SAMPLE_1588 2 0.249
#> SAMPLE_1589 2 0.000
#> SAMPLE_1590 2 0.000
#> SAMPLE_1591 2 0.000
#> SAMPLE_1592 2 1.000
#> SAMPLE_1593 2 1.000
#> SAMPLE_1594 2 1.000
#> SAMPLE_1595 2 1.000
#> SAMPLE_1596 2 1.000
#> SAMPLE_1597 2 0.249
#> SAMPLE_1598 1 1.000
#> SAMPLE_1599 2 1.000
#> SAMPLE_1600 2 1.000
#> SAMPLE_1601 2 1.000
#> SAMPLE_1602 5 1.000
#> SAMPLE_1603 1 0.000
#> SAMPLE_1604 5 1.000
#> SAMPLE_1605 1 0.000
#> SAMPLE_1606 1 0.000
#> SAMPLE_1607 1 0.000
#> SAMPLE_1608 5 1.000
#> SAMPLE_1609 2 1.000
#> SAMPLE_1610 2 1.000
#> SAMPLE_1611 5 1.000
#> SAMPLE_1612 2 1.000
#> SAMPLE_1613 2 0.000
#> SAMPLE_1614 2 0.000
#> SAMPLE_1615 2 0.000
#> SAMPLE_1616 2 0.000
#> SAMPLE_1617 2 0.498
#> SAMPLE_1618 2 0.000
#> SAMPLE_1619 2 1.000
#> SAMPLE_1620 2 0.000
#> SAMPLE_1621 2 1.000
#> SAMPLE_1622 2 0.498
#> SAMPLE_1623 2 1.000
#> SAMPLE_1624 2 0.000
#> SAMPLE_1625 5 1.000
#> SAMPLE_1626 3 0.000
#> SAMPLE_1627 5 1.000
#> SAMPLE_1628 5 1.000
#> SAMPLE_1629 2 0.000
#> SAMPLE_1630 2 1.000
#> SAMPLE_1631 2 1.000
#> SAMPLE_1632 2 0.249
#> SAMPLE_1633 5 1.000
#> SAMPLE_1634 5 1.000
#> SAMPLE_1635 5 1.000
#> SAMPLE_1636 5 1.000
#> SAMPLE_1637 5 1.000
#> SAMPLE_1638 5 1.000
#> SAMPLE_1639 2 1.000
#> SAMPLE_1640 5 1.000
#> SAMPLE_1641 5 1.000
#> SAMPLE_1642 5 0.249
#> SAMPLE_1643 5 1.000
#> SAMPLE_1644 5 1.000
#> SAMPLE_1645 2 0.000
#> SAMPLE_1646 5 1.000
#> SAMPLE_1647 5 1.000
#> SAMPLE_1648 5 1.000
#> SAMPLE_1649 5 1.000
#> SAMPLE_1650 2 0.249
#> SAMPLE_1651 2 1.000
#> SAMPLE_1652 5 1.000
#> SAMPLE_1653 5 1.000
#> SAMPLE_1654 5 0.751
#> SAMPLE_1655 5 1.000
#> SAMPLE_1656 5 1.000
#> SAMPLE_1657 5 1.000
#> SAMPLE_1658 5 1.000
#> SAMPLE_1659 2 1.000
#> SAMPLE_1660 2 0.498
#> SAMPLE_1661 2 1.000
#> SAMPLE_1662 2 0.751
#> SAMPLE_1663 2 1.000
#> SAMPLE_1664 3 0.000
#> SAMPLE_1665 5 1.000
#> SAMPLE_1666 5 1.000
#> SAMPLE_1667 5 1.000
#> SAMPLE_1668 2 1.000
#> SAMPLE_1669 5 1.000
#> SAMPLE_1670 2 1.000
#> SAMPLE_1671 5 1.000
#> SAMPLE_1672 2 0.498
#> SAMPLE_1673 4 0.000
#> SAMPLE_1674 2 1.000
#> SAMPLE_1675 5 1.000
#> SAMPLE_1676 5 1.000
#> SAMPLE_1677 1 0.000
#> SAMPLE_1678 2 1.000
#> SAMPLE_1679 5 1.000
#> SAMPLE_1680 2 0.498
#> SAMPLE_1681 5 1.000
#> SAMPLE_1682 3 0.000
#> SAMPLE_1683 2 1.000
#> SAMPLE_1684 2 1.000
#> SAMPLE_1685 2 1.000
#> SAMPLE_1686 5 1.000
#> SAMPLE_1687 2 1.000
#> SAMPLE_1688 2 1.000
#> SAMPLE_1689 2 1.000
#> SAMPLE_1690 2 0.249
#> SAMPLE_1691 2 1.000
#> SAMPLE_1692 2 0.751
#> SAMPLE_1693 2 1.000
#> SAMPLE_1694 1 0.000
#> SAMPLE_1695 2 1.000
#> SAMPLE_1696 2 1.000
#> SAMPLE_1697 2 1.000
#> SAMPLE_1698 1 0.000
#> SAMPLE_1699 2 1.000
#> SAMPLE_1700 1 0.000
#> SAMPLE_1701 5 1.000
#> SAMPLE_1702 2 1.000
#> SAMPLE_1703 2 0.498
#> SAMPLE_1704 2 0.000
#> SAMPLE_1705 2 0.000
#> SAMPLE_1706 2 0.000
#> SAMPLE_1707 2 0.000
#> SAMPLE_1708 1 0.000
#> SAMPLE_1709 3 0.000
#> SAMPLE_1710 2 0.000
#> SAMPLE_1711 2 0.751
#> SAMPLE_1712 5 1.000
#> SAMPLE_1713 2 1.000
#> SAMPLE_1714 2 1.000
#> SAMPLE_1715 2 0.751
#> SAMPLE_1716 5 1.000
#> SAMPLE_1717 5 1.000
#> SAMPLE_1718 5 1.000
#> SAMPLE_1719 2 1.000
#> SAMPLE_1720 5 1.000
#> SAMPLE_1721 5 1.000
#> SAMPLE_1722 2 1.000
#> SAMPLE_1723 2 0.000
#> SAMPLE_1724 2 1.000
#> SAMPLE_1725 2 0.249
#> SAMPLE_1726 5 1.000
#> SAMPLE_1727 5 1.000
#> SAMPLE_1728 2 1.000
#> SAMPLE_1729 2 1.000
#> SAMPLE_1730 2 1.000
#> SAMPLE_1731 5 1.000
#> SAMPLE_1732 5 1.000
#> SAMPLE_1733 3 0.000
#> SAMPLE_1734 2 0.000
#> SAMPLE_1735 4 0.000
#> SAMPLE_1736 1 0.000
#> SAMPLE_1737 2 1.000
#> SAMPLE_1738 2 0.000
#> SAMPLE_1739 5 1.000
#> SAMPLE_1740 5 1.000
#> SAMPLE_1741 2 1.000
#> SAMPLE_1742 2 0.249
#> SAMPLE_1743 2 0.000
#> SAMPLE_1744 5 1.000
#> SAMPLE_1745 2 1.000
#> SAMPLE_1746 2 0.751
#> SAMPLE_1747 5 1.000
#> SAMPLE_1748 2 0.498
#> SAMPLE_1749 5 1.000
#> SAMPLE_1750 5 1.000
#> SAMPLE_1751 5 1.000
#> SAMPLE_1752 2 1.000
#> SAMPLE_1753 2 1.000
#> SAMPLE_1754 5 1.000
#> SAMPLE_1755 2 1.000
#> SAMPLE_1756 2 1.000
#> SAMPLE_1757 2 1.000
#> SAMPLE_1758 1 0.000
#> SAMPLE_1759 2 1.000
#> SAMPLE_1760 5 1.000
#> SAMPLE_1761 5 1.000
#> SAMPLE_1762 5 0.751
#> SAMPLE_1763 2 0.000
#> SAMPLE_1764 5 1.000
#> SAMPLE_1765 5 1.000
#> SAMPLE_1766 2 0.000
#> SAMPLE_1767 2 1.000
#> SAMPLE_1768 2 1.000
#> SAMPLE_1769 2 1.000
#> SAMPLE_1770 2 1.000
#> SAMPLE_1771 5 1.000
#> SAMPLE_1772 2 1.000
#> SAMPLE_1773 2 1.000
#> SAMPLE_1774 2 1.000
#> SAMPLE_1775 5 1.000
#> SAMPLE_1776 2 1.000
#> SAMPLE_1777 2 0.751
#> SAMPLE_1778 5 1.000
#> SAMPLE_1779 5 1.000
#> SAMPLE_1780 5 0.498
#> SAMPLE_1781 2 1.000
#> SAMPLE_1782 5 1.000
#> SAMPLE_1783 2 1.000
#> SAMPLE_1784 5 1.000
#> SAMPLE_1785 2 1.000
#> SAMPLE_1786 2 1.000
#> SAMPLE_1787 5 1.000
#> SAMPLE_1788 2 1.000
#> SAMPLE_1789 2 1.000
#> SAMPLE_1790 2 1.000
#> SAMPLE_1791 2 1.000
#> SAMPLE_1792 5 1.000
#> SAMPLE_1793 2 1.000
#> SAMPLE_1794 5 1.000
#> SAMPLE_1795 5 1.000
#> SAMPLE_1796 5 1.000
#> SAMPLE_1797 3 0.000
#> SAMPLE_1798 2 1.000
#> SAMPLE_1799 5 1.000
#> SAMPLE_1800 5 1.000
#> SAMPLE_1801 5 1.000
#> SAMPLE_1802 5 1.000
#> SAMPLE_1803 5 1.000
#> SAMPLE_1804 5 0.000
#> SAMPLE_1805 5 1.000
#> SAMPLE_1806 5 0.502
#> SAMPLE_1807 5 0.000
#> SAMPLE_1808 5 1.000
#> SAMPLE_1809 5 1.000
#> SAMPLE_1810 5 1.000
#> SAMPLE_1811 5 1.000
#> SAMPLE_1812 5 0.249
#> SAMPLE_1813 2 1.000
#> SAMPLE_1814 5 1.000
#> SAMPLE_1815 5 0.249
#> SAMPLE_1816 2 1.000
#> SAMPLE_1817 5 1.000
#> SAMPLE_1818 5 1.000
#> SAMPLE_1819 5 1.000
#> SAMPLE_1820 2 1.000
#> SAMPLE_1821 5 1.000
#> SAMPLE_1822 5 1.000
#> SAMPLE_1823 5 1.000
#> SAMPLE_1824 5 1.000
#> SAMPLE_1825 5 1.000
#> SAMPLE_1826 5 1.000
#> SAMPLE_1827 3 0.000
#> SAMPLE_1828 3 0.000
#> SAMPLE_1829 1 0.000
#> SAMPLE_1830 3 0.000
#> SAMPLE_1831 3 0.000
#> SAMPLE_1832 5 1.000
#> SAMPLE_1833 5 1.000
#> SAMPLE_1834 5 1.000
#> SAMPLE_1835 3 0.000
#> SAMPLE_1836 2 1.000
#> SAMPLE_1837 2 0.000
#> SAMPLE_1838 1 0.000
#> SAMPLE_1839 2 1.000
#> SAMPLE_1840 2 1.000
#> SAMPLE_1841 2 1.000
#> SAMPLE_1842 5 1.000
#> SAMPLE_1843 5 1.000
#> SAMPLE_1844 5 1.000
#> SAMPLE_1845 3 0.000
#> SAMPLE_1846 4 1.000
#> SAMPLE_1847 3 0.000
#> SAMPLE_1848 2 1.000
#> SAMPLE_1849 5 1.000
#> SAMPLE_1850 5 1.000
#> SAMPLE_1851 2 0.751
#> SAMPLE_1852 2 1.000
#> SAMPLE_1853 2 0.000
#> SAMPLE_1854 2 1.000
#> SAMPLE_1855 5 1.000
#> SAMPLE_1856 2 1.000
#> SAMPLE_1857 2 1.000
#> SAMPLE_1858 2 0.000
#> SAMPLE_1859 5 1.000
#> SAMPLE_1860 2 1.000
#> SAMPLE_1861 5 1.000
#> SAMPLE_1862 5 1.000
#> SAMPLE_1863 2 1.000
#> SAMPLE_1864 5 1.000
#> SAMPLE_1865 4 0.000
#> SAMPLE_1866 5 1.000
#> SAMPLE_1867 5 0.498
#> SAMPLE_1868 2 0.751
#> SAMPLE_1869 5 1.000
#> SAMPLE_1870 1 1.000
#> SAMPLE_1871 5 1.000
#> SAMPLE_1872 5 1.000
#> SAMPLE_1873 5 1.000
#> SAMPLE_1874 5 1.000
#> SAMPLE_1875 1 1.000
#> SAMPLE_1876 5 1.000
#> SAMPLE_1877 5 1.000
#> SAMPLE_1878 2 1.000
#> SAMPLE_1879 2 0.249
#> SAMPLE_1880 2 0.000
#> SAMPLE_1881 2 0.000
#> SAMPLE_1882 2 1.000
#> SAMPLE_1883 5 1.000
#> SAMPLE_1884 3 0.000
#> SAMPLE_1885 5 1.000
#> SAMPLE_1886 5 1.000
#> SAMPLE_1887 5 1.000
#> SAMPLE_1888 5 1.000
#> SAMPLE_1889 4 1.000
#> SAMPLE_1890 5 1.000
#> SAMPLE_1891 5 1.000
#> SAMPLE_1892 5 1.000
#> SAMPLE_1893 5 1.000
#> SAMPLE_1894 5 1.000
#> SAMPLE_1895 3 0.000
#> SAMPLE_1896 3 0.000
#> SAMPLE_1897 3 0.000
#> SAMPLE_1898 3 0.000
#> SAMPLE_1899 3 0.000
#> SAMPLE_1900 3 0.000
#> SAMPLE_1901 3 0.000
#> SAMPLE_1902 3 0.000
#> SAMPLE_1903 3 0.000
#> SAMPLE_1904 3 0.000
#> SAMPLE_1905 2 1.000
#> SAMPLE_1906 2 1.000
#> SAMPLE_1907 2 1.000
#> SAMPLE_1908 4 0.502
#> SAMPLE_1909 2 1.000
#> SAMPLE_1910 3 0.000
#> SAMPLE_1911 3 0.000
#> SAMPLE_1912 5 1.000
#> SAMPLE_1913 5 0.751
#> SAMPLE_1914 5 1.000
#> SAMPLE_1915 2 1.000
#> SAMPLE_1916 2 1.000
#> SAMPLE_1917 2 0.249
#> SAMPLE_1918 2 0.498
#> SAMPLE_1919 2 0.498
#> SAMPLE_1920 2 1.000
#> SAMPLE_1921 4 0.000
#> SAMPLE_1922 2 1.000
#> SAMPLE_1923 5 1.000
#> SAMPLE_1924 2 1.000
#> SAMPLE_1925 2 0.000
#> SAMPLE_1926 3 0.000
#> SAMPLE_1927 2 0.751
#> SAMPLE_1928 3 0.000
#> SAMPLE_1929 2 1.000
#> SAMPLE_1930 1 0.000
#> SAMPLE_1931 2 1.000
#> SAMPLE_1932 4 0.000
#> SAMPLE_1933 2 1.000
#> SAMPLE_1934 2 1.000
#> SAMPLE_1935 5 1.000
#> SAMPLE_1936 2 0.498
#> SAMPLE_1937 3 0.000
#> SAMPLE_1938 2 1.000
#> SAMPLE_1939 2 1.000
#> SAMPLE_1940 2 0.751
#> SAMPLE_1941 2 1.000
#> SAMPLE_1942 2 1.000
#> SAMPLE_1943 5 1.000
#> SAMPLE_1944 2 1.000
#> SAMPLE_1945 2 1.000
#> SAMPLE_1946 2 0.751
#> SAMPLE_1947 2 1.000
#> SAMPLE_1948 2 0.751
#> SAMPLE_1949 2 1.000
#> SAMPLE_1950 2 1.000
#> SAMPLE_1951 2 1.000
#> SAMPLE_1952 2 1.000
#> SAMPLE_1953 2 1.000
#> SAMPLE_1954 2 0.498
#> SAMPLE_1955 2 1.000
#> SAMPLE_1956 2 1.000
#> SAMPLE_1957 5 1.000
#> SAMPLE_1958 2 1.000
#> SAMPLE_1959 5 1.000
#> SAMPLE_1960 5 1.000
#> SAMPLE_1961 5 0.751
#> SAMPLE_1962 5 1.000
#> SAMPLE_1963 5 1.000
#> SAMPLE_1964 2 1.000
#> SAMPLE_1965 5 1.000
#> SAMPLE_1966 5 1.000
#> SAMPLE_1967 2 1.000
#> SAMPLE_1968 2 1.000
#> SAMPLE_1969 4 0.000
#> SAMPLE_1970 2 1.000
#> SAMPLE_1971 5 1.000
#> SAMPLE_1972 5 1.000
#> SAMPLE_1973 4 1.000
#> SAMPLE_1974 5 1.000
#> SAMPLE_1975 2 0.498
#> SAMPLE_1976 2 1.000
#> SAMPLE_1977 2 1.000
#> SAMPLE_1978 2 1.000
#> SAMPLE_1979 2 0.249
#> SAMPLE_1980 2 1.000
#> SAMPLE_1981 5 1.000
#> SAMPLE_1982 2 1.000
#> SAMPLE_1983 2 1.000
#> SAMPLE_1984 2 1.000
#> SAMPLE_1985 2 1.000
#> SAMPLE_1986 2 1.000
#> SAMPLE_1987 2 1.000
#> SAMPLE_1988 2 1.000
#> SAMPLE_1989 2 1.000
#> SAMPLE_1990 5 0.751
#> SAMPLE_1991 2 1.000
#> SAMPLE_1992 3 0.000
#> SAMPLE_1993 5 1.000
#> SAMPLE_1994 2 0.498
#> SAMPLE_1995 5 0.253
#> SAMPLE_1996 5 1.000
#> SAMPLE_1997 2 0.000
#> SAMPLE_1998 2 0.751
#> SAMPLE_1999 2 1.000
#> SAMPLE_2000 5 1.000
#> SAMPLE_2001 2 1.000
#> SAMPLE_2002 2 0.751
#> SAMPLE_2003 2 1.000
#> SAMPLE_2004 2 1.000
#> SAMPLE_2005 2 1.000
#> SAMPLE_2006 2 1.000
#> SAMPLE_2007 2 1.000
#> SAMPLE_2008 2 1.000
#> SAMPLE_2009 2 1.000
#> SAMPLE_2010 2 1.000
#> SAMPLE_2011 2 1.000
#> SAMPLE_2012 2 0.751
#> SAMPLE_2013 2 1.000
#> SAMPLE_2014 3 0.000
#> SAMPLE_2015 5 1.000
#> SAMPLE_2016 5 1.000
#> SAMPLE_2017 2 1.000
#> SAMPLE_2018 2 0.751
#> SAMPLE_2019 5 1.000
#> SAMPLE_2020 2 0.000
#> SAMPLE_2021 2 1.000
#> SAMPLE_2022 5 1.000
#> SAMPLE_2023 5 1.000
#> SAMPLE_2024 2 0.498
#> SAMPLE_2025 3 0.000
#> SAMPLE_2026 3 0.000
#> SAMPLE_2027 2 1.000
#> SAMPLE_2028 5 1.000
#> SAMPLE_2029 2 1.000
#> SAMPLE_2030 2 0.000
#> SAMPLE_2031 3 0.000
#> SAMPLE_2032 3 0.000
#> SAMPLE_2033 3 0.000
#> SAMPLE_2034 3 0.000
#> SAMPLE_2035 3 0.000
#> SAMPLE_2036 3 0.000
#> SAMPLE_2037 5 1.000
#> SAMPLE_2038 2 1.000
#> SAMPLE_2039 2 0.498
#> SAMPLE_2040 2 0.498
#> SAMPLE_2041 5 1.000
#> SAMPLE_2042 2 1.000
#> SAMPLE_2043 2 1.000
#> SAMPLE_2044 2 1.000
#> SAMPLE_2045 2 1.000
#> SAMPLE_2046 2 1.000
#> SAMPLE_2047 2 1.000
#> SAMPLE_2048 2 1.000
#> SAMPLE_2049 2 0.249
#> SAMPLE_2050 2 1.000
#> SAMPLE_2051 5 1.000
#> SAMPLE_2052 3 0.000
#> SAMPLE_2053 3 0.000
#> SAMPLE_2054 3 0.000
#> SAMPLE_2055 2 1.000
#> SAMPLE_2056 2 1.000
#> SAMPLE_2057 2 1.000
#> SAMPLE_2058 2 1.000
#> SAMPLE_2059 3 0.000
#> SAMPLE_2060 2 1.000
#> SAMPLE_2061 1 1.000
#> SAMPLE_2062 2 1.000
#> SAMPLE_2063 5 1.000
#> SAMPLE_2064 3 0.000
#> SAMPLE_2065 5 1.000
#> SAMPLE_2066 3 0.000
#> SAMPLE_2067 5 1.000
#> SAMPLE_2068 2 1.000
#> SAMPLE_2069 2 1.000
#> SAMPLE_2070 2 1.000
#> SAMPLE_2071 2 1.000
#> SAMPLE_2072 2 1.000
#> SAMPLE_2073 2 1.000
#> SAMPLE_2074 2 1.000
#> SAMPLE_2075 2 1.000
#> SAMPLE_2076 2 1.000
#> SAMPLE_2077 1 0.000
#> SAMPLE_2078 5 1.000
#> SAMPLE_2079 2 1.000
#> SAMPLE_2080 2 1.000
#> SAMPLE_2081 5 1.000
#> SAMPLE_2082 2 1.000
#> SAMPLE_2083 2 1.000
#> SAMPLE_2084 2 1.000
#> SAMPLE_2085 2 1.000
#> SAMPLE_2086 2 1.000
#> SAMPLE_2087 5 1.000
#> SAMPLE_2088 2 1.000
#> SAMPLE_2089 2 1.000
#> SAMPLE_2090 5 1.000
#> SAMPLE_2091 2 1.000
#> SAMPLE_2092 2 1.000
#> SAMPLE_2093 2 0.249
#> SAMPLE_2094 2 1.000
#> SAMPLE_2095 2 1.000
#> SAMPLE_2096 2 1.000
#> SAMPLE_2097 2 1.000
#> SAMPLE_2098 2 0.249
#> SAMPLE_2099 5 1.000
#> SAMPLE_2100 2 1.000
#> SAMPLE_2101 2 1.000
#> SAMPLE_2102 2 1.000
#> SAMPLE_2103 2 1.000
#> SAMPLE_2104 1 1.000
#> SAMPLE_2105 2 1.000
#> SAMPLE_2106 2 1.000
#> SAMPLE_2107 5 1.000
#> SAMPLE_2108 5 1.000
#> SAMPLE_2109 5 1.000
#> SAMPLE_2110 2 1.000
#> SAMPLE_2111 5 1.000
#> SAMPLE_2112 2 1.000
#> SAMPLE_2113 5 1.000
#> SAMPLE_2114 2 1.000
#> SAMPLE_2115 5 1.000
#> SAMPLE_2116 2 1.000
#> SAMPLE_2117 1 1.000
#> SAMPLE_2118 2 1.000
#> SAMPLE_2119 2 1.000
#> SAMPLE_2120 2 1.000
#> SAMPLE_2121 1 1.000
#> SAMPLE_2122 2 1.000
#> SAMPLE_2123 2 1.000
#> SAMPLE_2124 5 1.000
#> SAMPLE_2125 2 1.000
#> SAMPLE_2126 2 1.000
#> SAMPLE_2127 2 0.000
#> SAMPLE_2128 2 1.000
#> SAMPLE_2129 2 1.000
#> SAMPLE_2130 2 1.000
#> SAMPLE_2131 2 1.000
#> SAMPLE_2132 5 1.000
#> SAMPLE_2133 2 1.000
#> SAMPLE_2134 2 1.000
#> SAMPLE_2135 5 1.000
#> SAMPLE_2136 5 1.000
#> SAMPLE_2137 2 1.000
#> SAMPLE_2138 2 1.000
#> SAMPLE_2139 5 1.000
#> SAMPLE_2140 2 0.498
#> SAMPLE_2141 4 0.000
#> SAMPLE_2142 5 1.000
#> SAMPLE_2143 5 1.000
#> SAMPLE_2144 5 1.000
#> SAMPLE_2145 5 1.000
#> SAMPLE_2146 3 0.000
#> SAMPLE_2147 2 1.000
#> SAMPLE_2148 2 1.000
#> SAMPLE_2149 5 1.000
#> SAMPLE_2150 5 1.000
#> SAMPLE_2151 5 0.751
#> SAMPLE_2152 5 1.000
#> SAMPLE_2153 5 1.000
#> SAMPLE_2154 5 1.000
#> SAMPLE_2155 5 1.000
#> SAMPLE_2156 2 1.000
#> SAMPLE_2157 2 1.000
#> SAMPLE_2158 2 1.000
#> SAMPLE_2159 2 1.000
#> SAMPLE_2160 5 1.000
#> SAMPLE_2161 2 1.000
#> SAMPLE_2162 5 1.000
#> SAMPLE_2163 2 1.000
#> SAMPLE_2164 2 1.000
#> SAMPLE_2165 2 1.000
#> SAMPLE_2166 2 1.000
#> SAMPLE_2167 2 1.000
#> SAMPLE_2168 2 1.000
#> SAMPLE_2169 2 1.000
#> SAMPLE_2170 5 1.000
#> SAMPLE_2171 5 1.000
#> SAMPLE_2172 5 1.000
#> SAMPLE_2173 3 0.000
#> SAMPLE_2174 5 1.000
#> SAMPLE_2175 2 1.000
#> SAMPLE_2176 2 1.000
#> SAMPLE_2177 2 0.502
#> SAMPLE_2178 2 1.000
#> SAMPLE_2179 3 0.000
#> SAMPLE_2180 5 1.000
#> SAMPLE_2181 2 1.000
#> SAMPLE_2182 1 0.000
#> SAMPLE_2183 2 0.249
#> SAMPLE_2184 3 0.000
#> SAMPLE_2185 3 0.000
#> SAMPLE_2186 5 1.000
#> SAMPLE_2187 5 1.000
#> SAMPLE_2188 2 1.000
#> SAMPLE_2189 2 1.000
#> SAMPLE_2190 2 1.000
#> SAMPLE_2191 2 1.000
#> SAMPLE_2192 2 1.000
#> SAMPLE_2193 2 1.000
#> SAMPLE_2194 2 1.000
#> SAMPLE_2195 2 1.000
#> SAMPLE_2196 2 1.000
#> SAMPLE_2197 2 1.000
#> SAMPLE_2198 2 1.000
#> SAMPLE_2199 5 1.000
#> SAMPLE_2200 5 1.000
#> SAMPLE_2201 3 0.000
#> SAMPLE_2202 5 1.000
#> SAMPLE_2203 5 1.000
#> SAMPLE_2204 5 1.000
#> SAMPLE_2205 2 1.000
#> SAMPLE_2206 5 1.000
#> SAMPLE_2207 2 1.000
#> SAMPLE_2208 2 0.249
#> SAMPLE_2209 5 1.000
#> SAMPLE_2210 3 0.000
#> SAMPLE_2211 5 1.000
#> SAMPLE_2212 2 1.000
#> SAMPLE_2213 2 1.000
#> SAMPLE_2214 5 1.000
#> SAMPLE_2215 5 1.000
#> SAMPLE_2216 3 0.000
#> SAMPLE_2217 2 0.000
#> SAMPLE_2218 5 1.000
#> SAMPLE_2219 5 1.000
#> SAMPLE_2220 2 1.000
#> SAMPLE_2221 2 1.000
#> SAMPLE_2222 2 1.000
#> SAMPLE_2223 5 1.000
#> SAMPLE_2224 2 1.000
#> SAMPLE_2225 2 1.000
#> SAMPLE_2226 5 1.000
#> SAMPLE_2227 5 1.000
#> SAMPLE_2228 3 0.000
#> SAMPLE_2229 2 0.751
#> SAMPLE_2230 1 0.000
#> SAMPLE_2231 5 1.000
#> SAMPLE_2232 5 1.000
#> SAMPLE_2233 3 0.000
#> SAMPLE_2234 2 1.000
#> SAMPLE_2235 3 0.000
#> SAMPLE_2236 3 0.000
#> SAMPLE_2237 5 1.000
#> SAMPLE_2238 2 1.000
#> SAMPLE_2239 2 1.000
#> SAMPLE_2240 3 0.000
#> SAMPLE_2241 3 0.000
#> SAMPLE_2242 3 0.000
#> SAMPLE_2243 3 0.000
#> SAMPLE_2244 3 0.000
#> SAMPLE_2245 3 0.000
#> SAMPLE_2246 3 0.000
#> SAMPLE_2247 2 1.000
#> SAMPLE_2248 5 1.000
#> SAMPLE_2249 3 0.000
#> SAMPLE_2250 2 1.000
#> SAMPLE_2251 5 1.000
#> SAMPLE_2252 2 0.249
#> SAMPLE_2253 3 0.000
#> SAMPLE_2254 2 1.000
#> SAMPLE_2255 5 1.000
#> SAMPLE_2256 2 1.000
#> SAMPLE_2257 2 1.000
#> SAMPLE_2258 2 0.000
#> SAMPLE_2259 5 1.000
#> SAMPLE_2260 3 0.000
#> SAMPLE_2261 1 0.000
#> SAMPLE_2262 4 0.000
#> SAMPLE_2263 2 0.000
#> SAMPLE_2264 3 0.000
#> SAMPLE_2265 2 0.751
#> SAMPLE_2266 2 1.000
#> SAMPLE_2267 2 0.498
#> SAMPLE_2268 3 0.000
#> SAMPLE_2269 2 1.000
#> SAMPLE_2270 2 1.000
#> SAMPLE_2271 2 0.249
#> SAMPLE_2272 2 1.000
#> SAMPLE_2273 4 0.000
#> SAMPLE_2274 2 1.000
#> SAMPLE_2275 5 1.000
#> SAMPLE_2276 5 1.000
#> SAMPLE_2277 5 1.000
#> SAMPLE_2278 5 1.000
#> SAMPLE_2279 5 1.000
#> SAMPLE_2280 2 1.000
#> SAMPLE_2281 2 0.000
#> SAMPLE_2282 5 1.000
#> SAMPLE_2283 2 1.000
#> SAMPLE_2284 5 1.000
#> SAMPLE_2285 2 1.000
#> SAMPLE_2286 5 1.000
#> SAMPLE_2287 5 0.249
#> SAMPLE_2288 4 0.000
#> SAMPLE_2289 2 0.751
#> SAMPLE_2290 3 0.000
#> SAMPLE_2291 3 0.000
#> SAMPLE_2292 5 0.751
#> SAMPLE_2293 2 1.000
#> SAMPLE_2294 2 1.000
#> SAMPLE_2295 2 1.000
#> SAMPLE_2296 3 0.000
#> SAMPLE_2297 2 1.000
#> SAMPLE_2298 2 0.000
#> SAMPLE_2299 3 0.000
#> SAMPLE_2300 2 1.000
#> SAMPLE_2301 2 1.000
#> SAMPLE_2302 2 0.000
#> SAMPLE_2303 5 1.000
#> SAMPLE_2304 3 0.000
#> SAMPLE_2305 1 0.000
#> SAMPLE_2306 5 1.000
#> SAMPLE_2307 5 1.000
#> SAMPLE_2308 2 1.000
#> SAMPLE_2309 5 0.751
#> SAMPLE_2310 5 1.000
#> SAMPLE_2311 5 1.000
#> SAMPLE_2312 5 1.000
#> SAMPLE_2313 5 1.000
#> SAMPLE_2314 3 0.000
#> SAMPLE_2315 3 0.000
#> SAMPLE_2316 3 0.000
#> SAMPLE_2317 3 0.000
#> SAMPLE_2318 3 0.000
#> SAMPLE_2319 1 0.000
#> SAMPLE_2320 2 1.000
#> SAMPLE_2321 5 1.000
#> SAMPLE_2322 2 0.249
#> SAMPLE_2323 5 1.000
#> SAMPLE_2324 5 1.000
#> SAMPLE_2325 2 0.498
#> SAMPLE_2326 2 1.000
#> SAMPLE_2327 2 1.000
#> SAMPLE_2328 5 1.000
#> SAMPLE_2329 2 1.000
#> SAMPLE_2330 2 1.000
#> SAMPLE_2331 5 0.751
#> SAMPLE_2332 2 1.000
#> SAMPLE_2333 5 1.000
#> SAMPLE_2334 2 1.000
#> SAMPLE_2335 2 1.000
#> SAMPLE_2336 2 0.751
#> SAMPLE_2337 5 1.000
#> SAMPLE_2338 5 1.000
#> SAMPLE_2339 3 0.000
#> SAMPLE_2340 3 0.000
#> SAMPLE_2341 3 0.000
#> SAMPLE_2342 3 0.000
#> SAMPLE_2343 3 0.000
#> SAMPLE_2344 5 0.751
#> SAMPLE_2345 2 0.498
#> SAMPLE_2346 5 1.000
#> SAMPLE_2347 2 1.000
#> SAMPLE_2348 5 1.000
#> SAMPLE_2349 3 0.000
#> SAMPLE_2350 5 0.249
#> SAMPLE_2351 3 0.000
#> SAMPLE_2352 1 0.000
#> SAMPLE_2353 4 0.000
#> SAMPLE_2354 5 0.000
#> SAMPLE_2355 2 1.000
#> SAMPLE_2356 2 1.000
#> SAMPLE_2357 5 1.000
#> SAMPLE_2358 2 1.000
#> SAMPLE_2359 5 1.000
#> SAMPLE_2360 2 0.751
#> SAMPLE_2361 5 1.000
#> SAMPLE_2362 2 1.000
#> SAMPLE_2363 3 0.000
#> SAMPLE_2364 2 1.000
#> SAMPLE_2365 5 0.000
#> SAMPLE_2366 5 1.000
#> SAMPLE_2367 2 0.000
#> SAMPLE_2368 1 0.000
#> SAMPLE_2369 1 0.000
#> SAMPLE_2370 1 0.000
#> SAMPLE_2371 2 1.000
#> SAMPLE_2372 2 1.000
#> SAMPLE_2373 1 0.000
#> SAMPLE_2374 1 0.000
#> SAMPLE_2375 1 0.000
#> SAMPLE_2376 1 0.000
#> SAMPLE_2377 1 0.000
#> SAMPLE_2378 1 0.000
#> SAMPLE_2379 1 0.000
#> SAMPLE_2380 1 0.000
#> SAMPLE_2381 1 0.000
#> SAMPLE_2382 1 0.000
#> SAMPLE_2383 1 0.000
#> SAMPLE_2384 2 1.000
#> SAMPLE_2385 2 0.751
#> SAMPLE_2386 5 1.000
#> SAMPLE_2387 5 1.000
#> SAMPLE_2388 5 1.000
#> SAMPLE_2389 5 1.000
#> SAMPLE_2390 5 1.000
#> SAMPLE_2391 2 1.000
#> SAMPLE_2392 3 0.000
#> SAMPLE_2393 3 0.000
#> SAMPLE_2394 2 0.000
#> SAMPLE_2395 2 1.000
#> SAMPLE_2396 2 0.000
#> SAMPLE_2397 3 0.000
#> SAMPLE_2398 1 0.000
#> SAMPLE_2399 1 0.000
#> SAMPLE_2400 1 0.000
#> SAMPLE_2401 1 0.000
#> SAMPLE_2402 1 0.000
#> SAMPLE_2403 5 1.000
#> SAMPLE_2404 5 1.000
#> SAMPLE_2405 5 1.000
#> SAMPLE_2406 5 1.000
#> SAMPLE_2407 2 1.000
#> SAMPLE_2408 5 1.000
#> SAMPLE_2409 2 1.000
#> SAMPLE_2410 2 0.249
#> SAMPLE_2411 4 0.000
#> SAMPLE_2412 2 0.000
#> SAMPLE_2413 2 1.000
#> SAMPLE_2414 2 1.000
#> SAMPLE_2415 2 1.000
#> SAMPLE_2416 5 1.000
#> SAMPLE_2417 5 1.000
#> SAMPLE_2418 2 0.000
#> SAMPLE_2419 5 1.000
#> SAMPLE_2420 3 0.000
#> SAMPLE_2421 4 0.000
#> SAMPLE_2422 2 1.000
#> SAMPLE_2423 3 0.000
#> SAMPLE_2424 5 1.000
#> SAMPLE_2425 5 1.000
#> SAMPLE_2426 3 0.000
#> SAMPLE_2427 2 0.000
#> SAMPLE_2428 2 1.000
#> SAMPLE_2429 2 1.000
#> SAMPLE_2430 3 0.000
#> SAMPLE_2431 3 0.000
#> SAMPLE_2432 3 0.000
#> SAMPLE_2433 2 0.000
#> SAMPLE_2434 2 1.000
#> SAMPLE_2435 3 0.000
#> SAMPLE_2436 5 1.000
#> SAMPLE_2437 5 1.000
#> SAMPLE_2438 5 1.000
#> SAMPLE_2439 5 1.000
#> SAMPLE_2440 5 1.000
#> SAMPLE_2441 2 1.000
#> SAMPLE_2442 3 0.000
#> SAMPLE_2443 3 0.000
#> SAMPLE_2444 3 0.000
#> SAMPLE_2445 2 1.000
#> SAMPLE_2446 3 0.000
#> SAMPLE_2447 5 1.000
#> SAMPLE_2448 2 0.249
#> SAMPLE_2449 3 0.000
#> SAMPLE_2450 2 1.000
#> SAMPLE_2451 5 1.000
#> SAMPLE_2452 2 0.249
#> SAMPLE_2453 5 1.000
#> SAMPLE_2454 5 1.000
#> SAMPLE_2455 5 1.000
#> SAMPLE_2456 2 0.249
#> SAMPLE_2457 5 1.000
#> SAMPLE_2458 2 1.000
#> SAMPLE_2459 4 0.000
#> SAMPLE_2460 3 0.000
#> SAMPLE_2461 2 1.000
#> SAMPLE_2462 2 0.751
#> SAMPLE_2463 4 1.000
#> SAMPLE_2464 2 1.000
#> SAMPLE_2465 4 0.000
#> SAMPLE_2466 2 1.000
#> SAMPLE_2467 4 0.000
#> SAMPLE_2468 5 1.000
#> SAMPLE_2469 2 1.000
#> SAMPLE_2470 3 0.000
#> SAMPLE_2471 3 0.000
#> SAMPLE_2472 2 1.000
#> SAMPLE_2473 2 1.000
#> SAMPLE_2474 2 0.000
#> SAMPLE_2475 5 1.000
#> SAMPLE_2476 2 1.000
#> SAMPLE_2477 5 1.000
#> SAMPLE_2478 2 0.000
#> SAMPLE_2479 2 1.000
#> SAMPLE_2480 2 0.751
#> SAMPLE_2481 2 1.000
#> SAMPLE_2482 5 1.000
#> SAMPLE_2483 2 0.000
#> SAMPLE_2484 3 0.000
#> SAMPLE_2485 2 0.751
#> SAMPLE_2486 3 0.000
#> SAMPLE_2487 2 0.498
#> SAMPLE_2488 2 0.751
#> SAMPLE_2489 2 1.000
#> SAMPLE_2490 2 1.000
#> SAMPLE_2491 2 0.498
#> SAMPLE_2492 2 0.751
#> SAMPLE_2493 2 0.498
#> SAMPLE_2494 2 1.000
#> SAMPLE_2495 2 0.000
#> SAMPLE_2496 2 0.000
#> SAMPLE_2497 2 0.498
#> SAMPLE_2498 2 0.249
#> SAMPLE_2499 2 1.000
#> SAMPLE_2500 2 0.000
#> SAMPLE_2501 2 0.498
#> SAMPLE_2502 2 0.000
#> SAMPLE_2503 2 0.751
#> SAMPLE_2504 2 1.000
#> SAMPLE_2505 2 0.498
#> SAMPLE_2506 2 1.000
#> SAMPLE_2507 2 0.249
#> SAMPLE_2508 1 0.000
#> SAMPLE_2509 1 0.000
#> SAMPLE_2510 2 1.000
#> SAMPLE_2511 2 1.000
#> SAMPLE_2512 2 0.751
#> SAMPLE_2513 2 1.000
#> SAMPLE_2514 2 1.000
#> SAMPLE_2515 5 1.000
#> SAMPLE_2516 2 1.000
#> SAMPLE_2517 2 1.000
#> SAMPLE_2518 2 0.249
#> SAMPLE_2519 2 1.000
#> SAMPLE_2520 5 1.000
#> SAMPLE_2521 5 1.000
#> SAMPLE_2522 2 0.000
#> SAMPLE_2523 5 1.000
#> SAMPLE_2524 5 1.000
#> SAMPLE_2525 3 0.000
#> SAMPLE_2526 5 1.000
#> SAMPLE_2527 5 1.000
#> SAMPLE_2528 4 0.000
#> SAMPLE_2529 3 0.000
#> SAMPLE_2530 3 0.000
#> SAMPLE_2531 2 1.000
#> SAMPLE_2532 2 1.000
#> SAMPLE_2533 3 0.000
#> SAMPLE_2534 2 1.000
#> SAMPLE_2535 2 1.000
#> SAMPLE_2536 2 1.000
#> SAMPLE_2537 2 0.498
#> SAMPLE_2538 1 1.000
#> SAMPLE_2539 1 0.000
#> SAMPLE_2540 2 1.000
#> SAMPLE_2541 2 1.000
#> SAMPLE_2542 2 0.498
#> SAMPLE_2543 2 0.498
#> SAMPLE_2544 2 1.000
#> SAMPLE_2545 2 1.000
#> SAMPLE_2546 2 1.000
#> SAMPLE_2547 2 1.000
#> SAMPLE_2548 1 0.000
#> SAMPLE_2549 2 1.000
#> SAMPLE_2550 2 1.000
#> SAMPLE_2551 2 1.000
#> SAMPLE_2552 2 1.000
#> SAMPLE_2553 5 1.000
#> SAMPLE_2554 1 0.000
#> SAMPLE_2555 1 0.000
#> SAMPLE_2556 5 1.000
#> SAMPLE_2557 5 1.000
#> SAMPLE_2558 5 1.000
#> SAMPLE_2559 5 1.000
#> SAMPLE_2560 5 1.000
#> SAMPLE_2561 1 0.000
#> SAMPLE_2562 5 1.000
#> SAMPLE_2563 1 0.000
#> SAMPLE_2564 1 0.000
#> SAMPLE_2565 1 0.000
#> SAMPLE_2566 1 0.000
#> SAMPLE_2567 5 1.000
#> SAMPLE_2568 1 0.000
#> SAMPLE_2569 1 0.000
#> SAMPLE_2570 2 0.000
#> SAMPLE_2571 5 1.000
#> SAMPLE_2572 5 1.000
#> SAMPLE_2573 5 1.000
#> SAMPLE_2574 2 0.000
#> SAMPLE_2575 2 0.000
#> SAMPLE_2576 2 0.000
#> SAMPLE_2577 5 1.000
#> SAMPLE_2578 2 1.000
#> SAMPLE_2579 2 1.000
#> SAMPLE_2580 3 0.000
#> SAMPLE_2581 5 0.249
#> SAMPLE_2582 2 1.000
#> SAMPLE_2583 2 1.000
#> SAMPLE_2584 2 0.249
#> SAMPLE_2585 2 1.000
#> SAMPLE_2586 2 1.000
#> SAMPLE_2587 2 1.000
#> SAMPLE_2588 5 1.000
#> SAMPLE_2589 2 1.000
#> SAMPLE_2590 2 1.000
#> SAMPLE_2591 3 0.000
#> SAMPLE_2592 2 1.000
#> SAMPLE_2593 2 1.000
#> SAMPLE_2594 2 1.000
#> SAMPLE_2595 2 1.000
#> SAMPLE_2596 3 0.000
#> SAMPLE_2597 5 1.000
#> SAMPLE_2598 2 0.498
#> SAMPLE_2599 2 0.249
#> SAMPLE_2600 2 0.751
#> SAMPLE_2601 2 1.000
#> SAMPLE_2602 2 1.000
#> SAMPLE_2603 2 0.000
#> SAMPLE_2604 2 1.000
#> SAMPLE_2605 2 0.000
#> SAMPLE_2606 2 0.000
#> SAMPLE_2607 5 1.000
#> SAMPLE_2608 1 0.000
#> SAMPLE_2609 5 1.000
#> SAMPLE_2610 2 1.000
#> SAMPLE_2611 2 0.000
#> SAMPLE_2612 2 0.751
#> SAMPLE_2613 2 0.249
#> SAMPLE_2614 2 1.000
#> SAMPLE_2615 2 0.000
#> SAMPLE_2616 2 1.000
#> SAMPLE_2617 2 1.000
#> SAMPLE_2618 3 0.000
#> SAMPLE_2619 2 0.000
#> SAMPLE_2620 2 0.498
#> SAMPLE_2621 2 1.000
#> SAMPLE_2622 2 1.000
#> SAMPLE_2623 2 0.249
#> SAMPLE_2624 2 0.751
#> SAMPLE_2625 2 0.751
#> SAMPLE_2626 2 0.498
#> SAMPLE_2627 2 1.000
#> SAMPLE_2628 2 0.000
#> SAMPLE_2629 2 0.000
#> SAMPLE_2630 2 1.000
#> SAMPLE_2631 2 1.000
#> SAMPLE_2632 2 0.498
#> SAMPLE_2633 2 1.000
#> SAMPLE_2634 2 1.000
#> SAMPLE_2635 2 0.000
#> SAMPLE_2636 2 1.000
#> SAMPLE_2637 2 0.249
#> SAMPLE_2638 2 0.249
#> SAMPLE_2639 2 0.000
#> SAMPLE_2640 2 0.000
#> SAMPLE_2641 3 0.000
#> SAMPLE_2642 5 1.000
#> SAMPLE_2643 2 1.000
#> SAMPLE_2644 2 1.000
#> SAMPLE_2645 2 1.000
#> SAMPLE_2646 3 0.000
#> SAMPLE_2647 5 1.000
#> SAMPLE_2648 2 1.000
#> SAMPLE_2649 5 1.000
#> SAMPLE_2650 3 0.000
#> SAMPLE_2651 2 1.000
#> SAMPLE_2652 3 0.000
#> SAMPLE_2653 3 0.000
#> SAMPLE_2654 3 0.000
#> SAMPLE_2655 3 0.000
#> SAMPLE_2656 2 0.000
#> SAMPLE_2657 2 0.498
#> SAMPLE_2658 3 0.000
#> SAMPLE_2659 3 0.000
#> SAMPLE_2660 2 1.000
#> SAMPLE_2661 3 0.000
#> SAMPLE_2662 3 0.000
#> SAMPLE_2663 3 0.000
#> SAMPLE_2664 2 1.000
#> SAMPLE_2665 2 1.000
#> SAMPLE_2666 2 1.000
#> SAMPLE_2667 5 1.000
#> SAMPLE_2668 5 1.000
#> SAMPLE_2669 5 1.000
#> SAMPLE_2670 2 1.000
#> SAMPLE_2671 2 1.000
#> SAMPLE_2672 2 1.000
#> SAMPLE_2673 2 1.000
#> SAMPLE_2674 2 0.498
#> SAMPLE_2675 2 1.000
#> SAMPLE_2676 2 1.000
#> SAMPLE_2677 2 1.000
#> SAMPLE_2678 2 1.000
#> SAMPLE_2679 5 1.000
#> SAMPLE_2680 5 1.000
#> SAMPLE_2681 2 1.000
#> SAMPLE_2682 2 1.000
#> SAMPLE_2683 5 1.000
#> SAMPLE_2684 5 1.000
#> SAMPLE_2685 2 0.000
#> SAMPLE_2686 2 1.000
#> SAMPLE_2687 2 1.000
#> SAMPLE_2688 5 1.000
#> SAMPLE_2689 2 1.000
#> SAMPLE_2690 2 0.000
#> SAMPLE_2691 2 1.000
#> SAMPLE_2692 3 0.000
#> SAMPLE_2693 2 1.000
#> SAMPLE_2694 2 1.000
#> SAMPLE_2695 2 1.000
#> SAMPLE_2696 2 1.000
#> SAMPLE_2697 2 1.000
#> SAMPLE_2698 2 1.000
#> SAMPLE_2699 2 1.000
#> SAMPLE_2700 2 1.000
#> SAMPLE_2701 2 1.000
#> SAMPLE_2702 2 0.498
#> SAMPLE_2703 5 1.000
#> SAMPLE_2704 5 1.000
#> SAMPLE_2705 2 1.000
#> SAMPLE_2706 2 1.000
#> SAMPLE_2707 2 0.000
#> SAMPLE_2708 2 0.249
#> SAMPLE_2709 2 0.000
#> SAMPLE_2710 2 1.000
#> SAMPLE_2711 2 1.000
#> SAMPLE_2712 2 1.000
#> SAMPLE_2713 5 1.000
#> SAMPLE_2714 5 1.000
#> SAMPLE_2715 2 1.000
#> SAMPLE_2716 5 1.000
#> SAMPLE_2717 5 1.000
#> SAMPLE_2718 5 1.000
#> SAMPLE_2719 5 1.000
#> SAMPLE_2720 5 1.000
#> SAMPLE_2721 2 1.000
#> SAMPLE_2722 1 1.000
#> SAMPLE_2723 2 1.000
#> SAMPLE_2724 5 1.000
#> SAMPLE_2725 5 1.000
#> SAMPLE_2726 5 1.000
#> SAMPLE_2727 5 1.000
#> SAMPLE_2728 5 1.000
#> SAMPLE_2729 2 1.000
#> SAMPLE_2730 2 1.000
#> SAMPLE_2731 2 1.000
#> SAMPLE_2732 2 1.000
#> SAMPLE_2733 2 1.000
#> SAMPLE_2734 5 1.000
#> SAMPLE_2735 5 1.000
#> SAMPLE_2736 5 1.000
#> SAMPLE_2737 1 0.000
#> SAMPLE_2738 1 0.000
#> SAMPLE_2739 1 0.000
#> SAMPLE_2740 1 0.000
#> SAMPLE_2741 1 0.000
#> SAMPLE_2742 1 0.000
#> SAMPLE_2743 1 0.000
#> SAMPLE_2744 1 0.000
#> SAMPLE_2745 1 0.000
#> SAMPLE_2746 2 0.249
#> SAMPLE_2747 5 1.000
#> SAMPLE_2748 2 1.000
#> SAMPLE_2749 5 1.000
#> SAMPLE_2750 2 1.000
#> SAMPLE_2751 2 1.000
#> SAMPLE_2752 2 1.000
#> SAMPLE_2753 2 1.000
#> SAMPLE_2754 2 1.000
#> SAMPLE_2755 2 1.000
#> SAMPLE_2756 2 1.000
#> SAMPLE_2757 2 1.000
#> SAMPLE_2758 2 1.000
#> SAMPLE_2759 2 0.249
#> SAMPLE_2760 5 1.000
#> SAMPLE_2761 5 1.000
#> SAMPLE_2762 5 1.000
#> SAMPLE_2763 2 1.000
#> SAMPLE_2764 5 1.000
#> SAMPLE_2765 5 1.000
#> SAMPLE_2766 2 1.000
#> SAMPLE_2767 5 1.000
#> SAMPLE_2768 2 1.000
#> SAMPLE_2769 2 1.000
#> SAMPLE_2770 5 1.000
#> SAMPLE_2771 5 0.751
#> SAMPLE_2772 2 1.000
#> SAMPLE_2773 2 1.000
#> SAMPLE_2774 2 1.000
#> SAMPLE_2775 2 1.000
#> SAMPLE_2776 5 1.000
#> SAMPLE_2777 2 1.000
#> SAMPLE_2778 2 1.000
#> SAMPLE_2779 2 1.000
#> SAMPLE_2780 5 1.000
#> SAMPLE_2781 2 1.000
#> SAMPLE_2782 2 1.000
#> SAMPLE_2783 2 1.000
#> SAMPLE_2784 5 1.000
#> SAMPLE_2785 5 1.000
#> SAMPLE_2786 5 1.000
#> SAMPLE_2787 1 0.000
#> SAMPLE_2788 1 1.000
#> SAMPLE_2789 5 1.000
#> SAMPLE_2790 5 1.000
#> SAMPLE_2791 1 1.000
#> SAMPLE_2792 5 1.000
#> SAMPLE_2793 5 1.000
#> SAMPLE_2794 5 1.000
#> SAMPLE_2795 3 0.000
#> SAMPLE_2796 2 0.000
#> SAMPLE_2797 1 0.000
#> SAMPLE_2798 2 1.000
#> SAMPLE_2799 5 1.000
#> SAMPLE_2800 2 1.000
#> SAMPLE_2801 5 1.000
get_classes(res, k = 6)
#> class p
#> SAMPLE_1 5 0.000
#> SAMPLE_2 5 0.000
#> SAMPLE_3 5 0.000
#> SAMPLE_4 5 0.249
#> SAMPLE_5 5 0.000
#> SAMPLE_6 5 0.000
#> SAMPLE_7 5 0.000
#> SAMPLE_8 5 0.000
#> SAMPLE_9 5 0.000
#> SAMPLE_10 5 0.000
#> SAMPLE_11 5 0.000
#> SAMPLE_12 5 0.000
#> SAMPLE_13 2 0.000
#> SAMPLE_14 5 0.000
#> SAMPLE_15 6 0.000
#> SAMPLE_16 6 0.000
#> SAMPLE_17 5 0.000
#> SAMPLE_18 5 0.000
#> SAMPLE_19 6 0.000
#> SAMPLE_20 5 0.000
#> SAMPLE_21 6 0.000
#> SAMPLE_22 5 1.000
#> SAMPLE_23 5 0.000
#> SAMPLE_24 5 0.000
#> SAMPLE_25 5 0.000
#> SAMPLE_26 5 1.000
#> SAMPLE_27 5 0.249
#> SAMPLE_28 5 0.000
#> SAMPLE_29 5 0.000
#> SAMPLE_30 5 0.000
#> SAMPLE_31 2 0.000
#> SAMPLE_32 2 0.000
#> SAMPLE_33 2 0.000
#> SAMPLE_34 2 0.000
#> SAMPLE_35 2 0.000
#> SAMPLE_36 2 0.000
#> SAMPLE_37 2 0.000
#> SAMPLE_38 2 0.000
#> SAMPLE_39 2 0.000
#> SAMPLE_40 2 0.000
#> SAMPLE_41 2 0.000
#> SAMPLE_42 2 0.000
#> SAMPLE_43 2 0.000
#> SAMPLE_44 2 0.000
#> SAMPLE_45 2 0.000
#> SAMPLE_46 2 0.000
#> SAMPLE_47 2 0.000
#> SAMPLE_48 2 0.000
#> SAMPLE_49 2 0.000
#> SAMPLE_50 2 0.000
#> SAMPLE_51 2 0.000
#> SAMPLE_52 2 0.000
#> SAMPLE_53 2 0.000
#> SAMPLE_54 2 0.000
#> SAMPLE_55 2 0.000
#> SAMPLE_56 2 0.000
#> SAMPLE_57 1 1.000
#> SAMPLE_58 4 1.000
#> SAMPLE_59 4 1.000
#> SAMPLE_60 1 0.502
#> SAMPLE_61 4 0.000
#> SAMPLE_62 2 0.000
#> SAMPLE_63 2 0.000
#> SAMPLE_64 2 0.000
#> SAMPLE_65 2 0.000
#> SAMPLE_66 2 0.000
#> SAMPLE_67 2 0.000
#> SAMPLE_68 2 0.249
#> SAMPLE_69 2 0.000
#> SAMPLE_70 2 0.000
#> SAMPLE_71 2 0.000
#> SAMPLE_72 2 0.000
#> SAMPLE_73 2 0.000
#> SAMPLE_74 2 0.000
#> SAMPLE_75 2 0.000
#> SAMPLE_76 2 0.000
#> SAMPLE_77 2 0.000
#> SAMPLE_78 2 0.000
#> SAMPLE_79 2 1.000
#> SAMPLE_80 1 0.502
#> SAMPLE_81 1 0.000
#> SAMPLE_82 4 0.000
#> SAMPLE_83 4 0.000
#> SAMPLE_84 4 0.000
#> SAMPLE_85 4 0.000
#> SAMPLE_86 4 0.000
#> SAMPLE_87 6 0.000
#> SAMPLE_88 6 0.000
#> SAMPLE_89 6 0.000
#> SAMPLE_90 4 0.000
#> SAMPLE_91 4 0.000
#> SAMPLE_92 4 0.000
#> SAMPLE_93 4 1.000
#> SAMPLE_94 1 1.000
#> SAMPLE_95 4 0.000
#> SAMPLE_96 4 0.000
#> SAMPLE_97 4 0.000
#> SAMPLE_98 4 0.000
#> SAMPLE_99 4 0.000
#> SAMPLE_100 2 0.000
#> SAMPLE_101 2 0.000
#> SAMPLE_102 2 0.000
#> SAMPLE_103 2 0.000
#> SAMPLE_104 2 0.498
#> SAMPLE_105 2 0.000
#> SAMPLE_106 2 0.000
#> SAMPLE_107 2 0.000
#> SAMPLE_108 2 0.000
#> SAMPLE_109 2 0.000
#> SAMPLE_110 2 0.000
#> SAMPLE_111 2 0.000
#> SAMPLE_112 2 0.000
#> SAMPLE_113 2 0.000
#> SAMPLE_114 2 0.000
#> SAMPLE_115 2 0.000
#> SAMPLE_116 2 0.000
#> SAMPLE_117 2 0.000
#> SAMPLE_118 2 0.000
#> SAMPLE_119 2 0.000
#> SAMPLE_120 2 0.000
#> SAMPLE_121 2 1.000
#> SAMPLE_122 2 0.000
#> SAMPLE_123 5 0.000
#> SAMPLE_124 2 0.751
#> SAMPLE_125 1 0.000
#> SAMPLE_126 2 0.000
#> SAMPLE_127 2 0.000
#> SAMPLE_128 6 0.000
#> SAMPLE_129 4 0.000
#> SAMPLE_130 4 0.000
#> SAMPLE_131 1 1.000
#> SAMPLE_132 4 0.000
#> SAMPLE_133 4 0.000
#> SAMPLE_134 4 0.000
#> SAMPLE_135 6 0.000
#> SAMPLE_136 2 0.000
#> SAMPLE_137 1 0.000
#> SAMPLE_138 2 0.000
#> SAMPLE_139 2 0.000
#> SAMPLE_140 5 0.498
#> SAMPLE_141 6 0.000
#> SAMPLE_142 5 0.000
#> SAMPLE_143 2 0.000
#> SAMPLE_144 2 0.000
#> SAMPLE_145 2 0.000
#> SAMPLE_146 2 1.000
#> SAMPLE_147 5 0.000
#> SAMPLE_148 5 0.000
#> SAMPLE_149 5 0.000
#> SAMPLE_150 4 0.000
#> SAMPLE_151 6 0.000
#> SAMPLE_152 6 0.000
#> SAMPLE_153 6 0.000
#> SAMPLE_154 4 0.000
#> SAMPLE_155 6 0.000
#> SAMPLE_156 4 0.000
#> SAMPLE_157 5 1.000
#> SAMPLE_158 6 0.000
#> SAMPLE_159 4 0.000
#> SAMPLE_160 4 0.000
#> SAMPLE_161 6 0.000
#> SAMPLE_162 6 0.000
#> SAMPLE_163 6 0.000
#> SAMPLE_164 6 0.000
#> SAMPLE_165 4 0.000
#> SAMPLE_166 4 0.000
#> SAMPLE_167 6 0.000
#> SAMPLE_168 6 0.000
#> SAMPLE_169 6 0.000
#> SAMPLE_170 4 0.000
#> SAMPLE_171 4 0.000
#> SAMPLE_172 4 0.000
#> SAMPLE_173 2 0.000
#> SAMPLE_174 2 0.000
#> SAMPLE_175 5 0.000
#> SAMPLE_176 2 0.000
#> SAMPLE_177 2 0.000
#> SAMPLE_178 2 0.000
#> SAMPLE_179 4 0.000
#> SAMPLE_180 4 0.000
#> SAMPLE_181 6 0.000
#> SAMPLE_182 6 0.000
#> SAMPLE_183 6 0.000
#> SAMPLE_184 6 0.000
#> SAMPLE_185 4 0.000
#> SAMPLE_186 4 0.000
#> SAMPLE_187 4 0.000
#> SAMPLE_188 4 0.000
#> SAMPLE_189 4 0.000
#> SAMPLE_190 6 0.000
#> SAMPLE_191 4 0.000
#> SAMPLE_192 4 0.000
#> SAMPLE_193 4 0.000
#> SAMPLE_194 5 0.000
#> SAMPLE_195 5 0.000
#> SAMPLE_196 4 0.000
#> SAMPLE_197 4 0.000
#> SAMPLE_198 4 0.000
#> SAMPLE_199 4 0.000
#> SAMPLE_200 6 0.000
#> SAMPLE_201 4 0.000
#> SAMPLE_202 4 0.000
#> SAMPLE_203 4 0.000
#> SAMPLE_204 4 0.000
#> SAMPLE_205 4 0.000
#> SAMPLE_206 4 0.000
#> SAMPLE_207 4 0.000
#> SAMPLE_208 5 0.000
#> SAMPLE_209 5 0.000
#> SAMPLE_210 2 0.000
#> SAMPLE_211 5 0.000
#> SAMPLE_212 5 0.000
#> SAMPLE_213 5 0.000
#> SAMPLE_214 5 0.000
#> SAMPLE_215 2 0.502
#> SAMPLE_216 5 0.000
#> SAMPLE_217 2 0.000
#> SAMPLE_218 5 0.000
#> SAMPLE_219 2 0.249
#> SAMPLE_220 2 0.000
#> SAMPLE_221 2 0.502
#> SAMPLE_222 2 0.000
#> SAMPLE_223 2 0.000
#> SAMPLE_224 6 0.000
#> SAMPLE_225 6 0.000
#> SAMPLE_226 6 0.000
#> SAMPLE_227 6 0.000
#> SAMPLE_228 6 0.000
#> SAMPLE_229 4 0.000
#> SAMPLE_230 4 0.000
#> SAMPLE_231 2 0.000
#> SAMPLE_232 2 0.000
#> SAMPLE_233 2 0.000
#> SAMPLE_234 2 0.000
#> SAMPLE_235 5 0.000
#> SAMPLE_236 5 0.000
#> SAMPLE_237 5 0.000
#> SAMPLE_238 5 0.000
#> SAMPLE_239 2 0.000
#> SAMPLE_240 2 0.000
#> SAMPLE_241 2 0.000
#> SAMPLE_242 2 1.000
#> SAMPLE_243 2 0.000
#> SAMPLE_244 2 0.000
#> SAMPLE_245 5 0.000
#> SAMPLE_246 2 0.000
#> SAMPLE_247 5 0.000
#> SAMPLE_248 5 0.000
#> SAMPLE_249 2 0.249
#> SAMPLE_250 2 0.000
#> SAMPLE_251 5 0.000
#> SAMPLE_252 5 1.000
#> SAMPLE_253 2 0.000
#> SAMPLE_254 5 0.000
#> SAMPLE_255 2 0.000
#> SAMPLE_256 5 0.000
#> SAMPLE_257 5 0.000
#> SAMPLE_258 5 0.502
#> SAMPLE_259 5 0.000
#> SAMPLE_260 5 1.000
#> SAMPLE_261 5 0.000
#> SAMPLE_262 5 0.000
#> SAMPLE_263 5 0.000
#> SAMPLE_264 5 0.000
#> SAMPLE_265 5 0.000
#> SAMPLE_266 5 0.000
#> SAMPLE_267 2 0.498
#> SAMPLE_268 2 0.249
#> SAMPLE_269 5 0.751
#> SAMPLE_270 2 0.000
#> SAMPLE_271 5 0.000
#> SAMPLE_272 5 0.249
#> SAMPLE_273 5 0.000
#> SAMPLE_274 2 0.000
#> SAMPLE_275 2 0.000
#> SAMPLE_276 6 0.000
#> SAMPLE_277 6 0.000
#> SAMPLE_278 4 0.000
#> SAMPLE_279 4 0.000
#> SAMPLE_280 4 0.000
#> SAMPLE_281 4 0.000
#> SAMPLE_282 4 0.000
#> SAMPLE_283 4 0.000
#> SAMPLE_284 4 0.000
#> SAMPLE_285 4 0.000
#> SAMPLE_286 2 0.000
#> SAMPLE_287 2 0.000
#> SAMPLE_288 2 0.000
#> SAMPLE_289 2 0.000
#> SAMPLE_290 4 0.751
#> SAMPLE_291 4 0.000
#> SAMPLE_292 4 0.000
#> SAMPLE_293 4 0.000
#> SAMPLE_294 4 0.502
#> SAMPLE_295 4 0.000
#> SAMPLE_296 2 0.000
#> SAMPLE_297 2 0.000
#> SAMPLE_298 2 0.000
#> SAMPLE_299 2 0.000
#> SAMPLE_300 2 0.000
#> SAMPLE_301 2 0.000
#> SAMPLE_302 2 0.000
#> SAMPLE_303 2 0.000
#> SAMPLE_304 2 0.000
#> SAMPLE_305 2 0.000
#> SAMPLE_306 2 0.000
#> SAMPLE_307 2 0.000
#> SAMPLE_308 2 0.000
#> SAMPLE_309 2 0.000
#> SAMPLE_310 2 0.000
#> SAMPLE_311 2 0.000
#> SAMPLE_312 2 0.000
#> SAMPLE_313 5 0.249
#> SAMPLE_314 2 0.000
#> SAMPLE_315 2 0.000
#> SAMPLE_316 2 0.000
#> SAMPLE_317 2 0.000
#> SAMPLE_318 2 0.000
#> SAMPLE_319 2 0.000
#> SAMPLE_320 2 0.000
#> SAMPLE_321 2 0.000
#> SAMPLE_322 2 0.000
#> SAMPLE_323 2 0.000
#> SAMPLE_324 2 0.000
#> SAMPLE_325 2 0.249
#> SAMPLE_326 2 0.000
#> SAMPLE_327 2 0.000
#> SAMPLE_328 2 0.000
#> SAMPLE_329 2 0.000
#> SAMPLE_330 2 0.000
#> SAMPLE_331 5 0.502
#> SAMPLE_332 2 1.000
#> SAMPLE_333 5 0.000
#> SAMPLE_334 2 0.000
#> SAMPLE_335 2 0.502
#> SAMPLE_336 5 1.000
#> SAMPLE_337 5 1.000
#> SAMPLE_338 2 0.000
#> SAMPLE_339 5 0.498
#> SAMPLE_340 2 0.000
#> SAMPLE_341 2 1.000
#> SAMPLE_342 2 0.000
#> SAMPLE_343 2 0.000
#> SAMPLE_344 2 0.747
#> SAMPLE_345 2 0.000
#> SAMPLE_346 5 1.000
#> SAMPLE_347 5 0.747
#> SAMPLE_348 2 0.000
#> SAMPLE_349 2 0.000
#> SAMPLE_350 2 0.000
#> SAMPLE_351 5 0.000
#> SAMPLE_352 2 0.000
#> SAMPLE_353 2 0.000
#> SAMPLE_354 2 0.000
#> SAMPLE_355 2 0.249
#> SAMPLE_356 2 0.000
#> SAMPLE_357 5 0.000
#> SAMPLE_358 2 0.000
#> SAMPLE_359 5 0.000
#> SAMPLE_360 5 0.000
#> SAMPLE_361 5 0.747
#> SAMPLE_362 2 0.000
#> SAMPLE_363 5 0.498
#> SAMPLE_364 5 0.000
#> SAMPLE_365 2 0.000
#> SAMPLE_366 2 0.000
#> SAMPLE_367 2 0.000
#> SAMPLE_368 2 0.000
#> SAMPLE_369 2 0.000
#> SAMPLE_370 2 0.000
#> SAMPLE_371 5 0.249
#> SAMPLE_372 2 0.000
#> SAMPLE_373 5 0.751
#> SAMPLE_374 2 0.000
#> SAMPLE_375 2 0.000
#> SAMPLE_376 2 0.000
#> SAMPLE_377 2 0.498
#> SAMPLE_378 5 1.000
#> SAMPLE_379 2 0.000
#> SAMPLE_380 6 0.000
#> SAMPLE_381 6 0.000
#> SAMPLE_382 2 0.000
#> SAMPLE_383 2 0.000
#> SAMPLE_384 2 0.000
#> SAMPLE_385 2 0.000
#> SAMPLE_386 2 0.000
#> SAMPLE_387 2 0.000
#> SAMPLE_388 6 0.000
#> SAMPLE_389 4 0.000
#> SAMPLE_390 4 0.000
#> SAMPLE_391 4 1.000
#> SAMPLE_392 4 0.000
#> SAMPLE_393 4 0.000
#> SAMPLE_394 4 0.000
#> SAMPLE_395 6 0.000
#> SAMPLE_396 1 1.000
#> SAMPLE_397 4 0.000
#> SAMPLE_398 6 0.000
#> SAMPLE_399 4 0.000
#> SAMPLE_400 4 0.000
#> SAMPLE_401 4 0.000
#> SAMPLE_402 6 0.000
#> SAMPLE_403 4 0.000
#> SAMPLE_404 6 0.000
#> SAMPLE_405 6 0.000
#> SAMPLE_406 6 0.000
#> SAMPLE_407 4 0.000
#> SAMPLE_408 6 0.000
#> SAMPLE_409 4 0.000
#> SAMPLE_410 4 0.000
#> SAMPLE_411 4 0.000
#> SAMPLE_412 4 0.000
#> SAMPLE_413 4 0.751
#> SAMPLE_414 4 0.000
#> SAMPLE_415 4 0.000
#> SAMPLE_416 4 0.000
#> SAMPLE_417 4 1.000
#> SAMPLE_418 6 0.000
#> SAMPLE_419 4 0.000
#> SAMPLE_420 4 0.000
#> SAMPLE_421 4 0.000
#> SAMPLE_422 4 1.000
#> SAMPLE_423 4 0.000
#> SAMPLE_424 4 0.000
#> SAMPLE_425 6 0.000
#> SAMPLE_426 4 0.000
#> SAMPLE_427 4 0.000
#> SAMPLE_428 4 0.000
#> SAMPLE_429 4 0.000
#> SAMPLE_430 1 1.000
#> SAMPLE_431 4 0.000
#> SAMPLE_432 4 0.000
#> SAMPLE_433 4 0.000
#> SAMPLE_434 4 0.253
#> SAMPLE_435 6 0.000
#> SAMPLE_436 4 0.000
#> SAMPLE_437 4 0.000
#> SAMPLE_438 4 0.000
#> SAMPLE_439 4 0.000
#> SAMPLE_440 6 0.000
#> SAMPLE_441 6 0.000
#> SAMPLE_442 4 0.000
#> SAMPLE_443 6 0.000
#> SAMPLE_444 4 0.000
#> SAMPLE_445 4 0.000
#> SAMPLE_446 4 0.000
#> SAMPLE_447 1 0.000
#> SAMPLE_448 4 0.000
#> SAMPLE_449 1 1.000
#> SAMPLE_450 4 0.000
#> SAMPLE_451 4 0.000
#> SAMPLE_452 4 0.000
#> SAMPLE_453 6 0.000
#> SAMPLE_454 6 0.000
#> SAMPLE_455 4 0.000
#> SAMPLE_456 4 0.000
#> SAMPLE_457 4 0.000
#> SAMPLE_458 4 0.000
#> SAMPLE_459 4 0.751
#> SAMPLE_460 4 0.000
#> SAMPLE_461 6 0.000
#> SAMPLE_462 4 0.000
#> SAMPLE_463 4 0.000
#> SAMPLE_464 4 0.000
#> SAMPLE_465 6 0.000
#> SAMPLE_466 4 0.000
#> SAMPLE_467 4 0.000
#> SAMPLE_468 6 0.000
#> SAMPLE_469 1 0.000
#> SAMPLE_470 2 0.000
#> SAMPLE_471 2 1.000
#> SAMPLE_472 4 0.000
#> SAMPLE_473 6 0.000
#> SAMPLE_474 4 0.000
#> SAMPLE_475 6 0.000
#> SAMPLE_476 4 0.000
#> SAMPLE_477 4 0.000
#> SAMPLE_478 6 0.000
#> SAMPLE_479 4 0.000
#> SAMPLE_480 4 0.000
#> SAMPLE_481 4 0.000
#> SAMPLE_482 4 1.000
#> SAMPLE_483 4 0.502
#> SAMPLE_484 6 0.000
#> SAMPLE_485 4 0.000
#> SAMPLE_486 6 0.000
#> SAMPLE_487 4 0.000
#> SAMPLE_488 6 0.000
#> SAMPLE_489 6 0.000
#> SAMPLE_490 4 0.000
#> SAMPLE_491 4 0.000
#> SAMPLE_492 6 0.000
#> SAMPLE_493 4 0.000
#> SAMPLE_494 4 0.000
#> SAMPLE_495 4 0.000
#> SAMPLE_496 1 0.502
#> SAMPLE_497 4 0.000
#> SAMPLE_498 4 0.000
#> SAMPLE_499 4 0.000
#> SAMPLE_500 4 0.000
#> SAMPLE_501 6 0.000
#> SAMPLE_502 4 0.000
#> SAMPLE_503 6 0.000
#> SAMPLE_504 1 0.000
#> SAMPLE_505 6 0.000
#> SAMPLE_506 4 0.000
#> SAMPLE_507 4 0.000
#> SAMPLE_508 4 0.000
#> SAMPLE_509 6 0.000
#> SAMPLE_510 4 0.000
#> SAMPLE_511 4 0.000
#> SAMPLE_512 1 0.000
#> SAMPLE_513 4 0.000
#> SAMPLE_514 4 0.000
#> SAMPLE_515 4 0.000
#> SAMPLE_516 4 0.000
#> SAMPLE_517 1 0.000
#> SAMPLE_518 4 0.000
#> SAMPLE_519 4 0.000
#> SAMPLE_520 4 1.000
#> SAMPLE_521 4 1.000
#> SAMPLE_522 6 0.000
#> SAMPLE_523 4 0.000
#> SAMPLE_524 4 0.000
#> SAMPLE_525 4 0.000
#> SAMPLE_526 4 0.000
#> SAMPLE_527 4 0.000
#> SAMPLE_528 6 0.000
#> SAMPLE_529 1 1.000
#> SAMPLE_530 6 0.000
#> SAMPLE_531 4 0.000
#> SAMPLE_532 1 0.000
#> SAMPLE_533 4 0.000
#> SAMPLE_534 4 0.000
#> SAMPLE_535 4 0.000
#> SAMPLE_536 6 0.000
#> SAMPLE_537 4 0.000
#> SAMPLE_538 1 0.000
#> SAMPLE_539 6 0.000
#> SAMPLE_540 4 0.000
#> SAMPLE_541 6 0.000
#> SAMPLE_542 1 1.000
#> SAMPLE_543 4 0.000
#> SAMPLE_544 4 0.000
#> SAMPLE_545 4 0.000
#> SAMPLE_546 4 0.000
#> SAMPLE_547 4 0.000
#> SAMPLE_548 4 1.000
#> SAMPLE_549 4 0.000
#> SAMPLE_550 4 0.000
#> SAMPLE_551 4 0.000
#> SAMPLE_552 4 0.000
#> SAMPLE_553 6 0.000
#> SAMPLE_554 6 0.000
#> SAMPLE_555 4 1.000
#> SAMPLE_556 6 0.000
#> SAMPLE_557 6 0.000
#> SAMPLE_558 4 1.000
#> SAMPLE_559 4 0.000
#> SAMPLE_560 4 0.000
#> SAMPLE_561 6 0.000
#> SAMPLE_562 6 0.000
#> SAMPLE_563 6 0.000
#> SAMPLE_564 4 0.000
#> SAMPLE_565 6 0.000
#> SAMPLE_566 6 0.000
#> SAMPLE_567 6 0.000
#> SAMPLE_568 2 0.000
#> SAMPLE_569 2 0.000
#> SAMPLE_570 2 0.000
#> SAMPLE_571 5 0.000
#> SAMPLE_572 5 0.000
#> SAMPLE_573 6 0.000
#> SAMPLE_574 6 0.000
#> SAMPLE_575 6 0.000
#> SAMPLE_576 6 0.000
#> SAMPLE_577 4 0.000
#> SAMPLE_578 4 0.000
#> SAMPLE_579 4 0.000
#> SAMPLE_580 4 0.502
#> SAMPLE_581 6 0.000
#> SAMPLE_582 4 0.000
#> SAMPLE_583 4 0.000
#> SAMPLE_584 6 0.000
#> SAMPLE_585 4 0.000
#> SAMPLE_586 4 0.000
#> SAMPLE_587 6 0.000
#> SAMPLE_588 4 0.000
#> SAMPLE_589 2 0.000
#> SAMPLE_590 2 0.000
#> SAMPLE_591 2 0.000
#> SAMPLE_592 2 0.000
#> SAMPLE_593 2 0.000
#> SAMPLE_594 2 0.000
#> SAMPLE_595 2 0.000
#> SAMPLE_596 5 1.000
#> SAMPLE_597 2 0.000
#> SAMPLE_598 2 0.000
#> SAMPLE_599 2 0.000
#> SAMPLE_600 2 0.000
#> SAMPLE_601 2 0.000
#> SAMPLE_602 2 0.000
#> SAMPLE_603 2 0.000
#> SAMPLE_604 5 0.000
#> SAMPLE_605 2 0.000
#> SAMPLE_606 2 0.000
#> SAMPLE_607 2 0.000
#> SAMPLE_608 5 0.249
#> SAMPLE_609 5 0.249
#> SAMPLE_610 5 1.000
#> SAMPLE_611 6 0.000
#> SAMPLE_612 4 0.000
#> SAMPLE_613 6 0.000
#> SAMPLE_614 5 0.000
#> SAMPLE_615 4 1.000
#> SAMPLE_616 4 0.000
#> SAMPLE_617 4 0.000
#> SAMPLE_618 2 0.751
#> SAMPLE_619 2 0.000
#> SAMPLE_620 5 0.000
#> SAMPLE_621 2 1.000
#> SAMPLE_622 5 0.000
#> SAMPLE_623 5 0.000
#> SAMPLE_624 2 0.751
#> SAMPLE_625 5 0.000
#> SAMPLE_626 5 0.000
#> SAMPLE_627 5 0.000
#> SAMPLE_628 2 0.000
#> SAMPLE_629 2 0.751
#> SAMPLE_630 5 0.000
#> SAMPLE_631 5 0.751
#> SAMPLE_632 2 0.000
#> SAMPLE_633 2 0.249
#> SAMPLE_634 5 0.000
#> SAMPLE_635 2 0.000
#> SAMPLE_636 5 0.000
#> SAMPLE_637 5 0.000
#> SAMPLE_638 2 0.000
#> SAMPLE_639 2 0.000
#> SAMPLE_640 2 0.000
#> SAMPLE_641 2 0.000
#> SAMPLE_642 6 0.000
#> SAMPLE_643 2 1.000
#> SAMPLE_644 2 0.000
#> SAMPLE_645 5 0.000
#> SAMPLE_646 5 0.000
#> SAMPLE_647 5 1.000
#> SAMPLE_648 5 0.000
#> SAMPLE_649 2 0.000
#> SAMPLE_650 2 0.000
#> SAMPLE_651 2 0.000
#> SAMPLE_652 2 0.000
#> SAMPLE_653 2 0.000
#> SAMPLE_654 3 0.000
#> SAMPLE_655 2 0.000
#> SAMPLE_656 2 0.000
#> SAMPLE_657 2 0.000
#> SAMPLE_658 2 0.000
#> SAMPLE_659 2 0.000
#> SAMPLE_660 2 0.000
#> SAMPLE_661 2 0.000
#> SAMPLE_662 5 0.000
#> SAMPLE_663 3 0.000
#> SAMPLE_664 5 0.000
#> SAMPLE_665 5 0.000
#> SAMPLE_666 2 0.000
#> SAMPLE_667 5 0.000
#> SAMPLE_668 5 0.000
#> SAMPLE_669 5 0.000
#> SAMPLE_670 6 0.000
#> SAMPLE_671 4 0.000
#> SAMPLE_672 5 0.000
#> SAMPLE_673 5 0.000
#> SAMPLE_674 5 0.000
#> SAMPLE_675 5 0.000
#> SAMPLE_676 5 0.000
#> SAMPLE_677 2 0.000
#> SAMPLE_678 2 0.000
#> SAMPLE_679 2 0.000
#> SAMPLE_680 2 0.000
#> SAMPLE_681 2 0.000
#> SAMPLE_682 2 0.000
#> SAMPLE_683 2 0.000
#> SAMPLE_684 2 0.000
#> SAMPLE_685 2 0.000
#> SAMPLE_686 2 0.000
#> SAMPLE_687 2 0.000
#> SAMPLE_688 2 0.000
#> SAMPLE_689 2 0.000
#> SAMPLE_690 2 0.000
#> SAMPLE_691 2 0.000
#> SAMPLE_692 2 0.000
#> SAMPLE_693 2 0.000
#> SAMPLE_694 2 0.000
#> SAMPLE_695 2 0.000
#> SAMPLE_696 2 0.000
#> SAMPLE_697 2 0.000
#> SAMPLE_698 2 0.000
#> SAMPLE_699 2 0.000
#> SAMPLE_700 2 0.000
#> SAMPLE_701 2 0.000
#> SAMPLE_702 2 0.000
#> SAMPLE_703 2 0.000
#> SAMPLE_704 2 0.000
#> SAMPLE_705 2 0.000
#> SAMPLE_706 2 0.000
#> SAMPLE_707 2 0.000
#> SAMPLE_708 2 0.000
#> SAMPLE_709 2 0.000
#> SAMPLE_710 2 0.000
#> SAMPLE_711 2 0.000
#> SAMPLE_712 2 0.000
#> SAMPLE_713 2 0.000
#> SAMPLE_714 2 0.000
#> SAMPLE_715 2 0.000
#> SAMPLE_716 3 0.000
#> SAMPLE_717 3 0.000
#> SAMPLE_718 3 0.000
#> SAMPLE_719 3 0.000
#> SAMPLE_720 2 0.000
#> SAMPLE_721 3 0.000
#> SAMPLE_722 2 0.000
#> SAMPLE_723 2 0.000
#> SAMPLE_724 2 0.000
#> SAMPLE_725 2 0.000
#> SAMPLE_726 2 0.000
#> SAMPLE_727 2 0.000
#> SAMPLE_728 2 0.000
#> SAMPLE_729 2 0.000
#> SAMPLE_730 2 0.000
#> SAMPLE_731 6 0.000
#> SAMPLE_732 2 0.000
#> SAMPLE_733 3 0.000
#> SAMPLE_734 3 0.000
#> SAMPLE_735 3 0.000
#> SAMPLE_736 3 0.000
#> SAMPLE_737 3 0.000
#> SAMPLE_738 3 0.000
#> SAMPLE_739 2 0.000
#> SAMPLE_740 2 0.000
#> SAMPLE_741 2 0.000
#> SAMPLE_742 2 0.000
#> SAMPLE_743 2 0.000
#> SAMPLE_744 5 0.000
#> SAMPLE_745 5 0.000
#> SAMPLE_746 5 0.000
#> SAMPLE_747 5 0.000
#> SAMPLE_748 2 0.249
#> SAMPLE_749 6 0.000
#> SAMPLE_750 4 0.000
#> SAMPLE_751 2 1.000
#> SAMPLE_752 2 0.000
#> SAMPLE_753 5 1.000
#> SAMPLE_754 3 0.000
#> SAMPLE_755 3 0.000
#> SAMPLE_756 3 0.000
#> SAMPLE_757 2 0.000
#> SAMPLE_758 2 0.000
#> SAMPLE_759 2 0.000
#> SAMPLE_760 2 0.000
#> SAMPLE_761 2 0.000
#> SAMPLE_762 2 0.000
#> SAMPLE_763 3 0.000
#> SAMPLE_764 3 0.000
#> SAMPLE_765 6 0.000
#> SAMPLE_766 2 0.751
#> SAMPLE_767 2 0.000
#> SAMPLE_768 5 0.000
#> SAMPLE_769 6 0.000
#> SAMPLE_770 6 0.000
#> SAMPLE_771 2 0.000
#> SAMPLE_772 2 0.000
#> SAMPLE_773 2 0.000
#> SAMPLE_774 5 1.000
#> SAMPLE_775 2 0.000
#> SAMPLE_776 5 0.249
#> SAMPLE_777 2 0.000
#> SAMPLE_778 2 0.000
#> SAMPLE_779 5 0.249
#> SAMPLE_780 5 1.000
#> SAMPLE_781 5 0.000
#> SAMPLE_782 5 1.000
#> SAMPLE_783 5 1.000
#> SAMPLE_784 5 0.000
#> SAMPLE_785 2 0.000
#> SAMPLE_786 2 0.000
#> SAMPLE_787 2 0.000
#> SAMPLE_788 2 0.000
#> SAMPLE_789 2 0.000
#> SAMPLE_790 2 0.000
#> SAMPLE_791 5 0.000
#> SAMPLE_792 5 1.000
#> SAMPLE_793 1 0.000
#> SAMPLE_794 5 1.000
#> SAMPLE_795 2 0.000
#> SAMPLE_796 5 0.000
#> SAMPLE_797 2 1.000
#> SAMPLE_798 2 0.000
#> SAMPLE_799 2 0.000
#> SAMPLE_800 2 0.000
#> SAMPLE_801 2 0.000
#> SAMPLE_802 2 0.000
#> SAMPLE_803 2 0.000
#> SAMPLE_804 2 0.000
#> SAMPLE_805 2 0.000
#> SAMPLE_806 2 0.000
#> SAMPLE_807 5 0.000
#> SAMPLE_808 5 0.000
#> SAMPLE_809 5 0.751
#> SAMPLE_810 5 0.000
#> SAMPLE_811 5 0.000
#> SAMPLE_812 5 0.751
#> SAMPLE_813 5 0.000
#> SAMPLE_814 5 0.000
#> SAMPLE_815 2 0.000
#> SAMPLE_816 2 0.751
#> SAMPLE_817 2 0.000
#> SAMPLE_818 5 0.000
#> SAMPLE_819 2 0.249
#> SAMPLE_820 2 0.000
#> SAMPLE_821 5 0.000
#> SAMPLE_822 2 0.000
#> SAMPLE_823 2 0.000
#> SAMPLE_824 5 0.249
#> SAMPLE_825 2 0.000
#> SAMPLE_826 2 0.000
#> SAMPLE_827 5 0.000
#> SAMPLE_828 2 0.000
#> SAMPLE_829 5 0.000
#> SAMPLE_830 5 0.000
#> SAMPLE_831 2 0.000
#> SAMPLE_832 2 0.000
#> SAMPLE_833 2 0.000
#> SAMPLE_834 2 0.000
#> SAMPLE_835 5 0.000
#> SAMPLE_836 5 0.751
#> SAMPLE_837 5 0.000
#> SAMPLE_838 2 1.000
#> SAMPLE_839 6 0.000
#> SAMPLE_840 5 0.000
#> SAMPLE_841 2 1.000
#> SAMPLE_842 5 0.000
#> SAMPLE_843 5 0.000
#> SAMPLE_844 2 0.000
#> SAMPLE_845 6 0.000
#> SAMPLE_846 5 0.000
#> SAMPLE_847 6 0.000
#> SAMPLE_848 2 0.000
#> SAMPLE_849 5 0.000
#> SAMPLE_850 2 0.000
#> SAMPLE_851 1 1.000
#> SAMPLE_852 5 1.000
#> SAMPLE_853 5 0.751
#> SAMPLE_854 5 1.000
#> SAMPLE_855 2 0.000
#> SAMPLE_856 2 0.000
#> SAMPLE_857 1 0.000
#> SAMPLE_858 1 0.000
#> SAMPLE_859 2 0.000
#> SAMPLE_860 2 0.000
#> SAMPLE_861 2 0.000
#> SAMPLE_862 2 0.000
#> SAMPLE_863 2 0.000
#> SAMPLE_864 2 0.000
#> SAMPLE_865 2 0.000
#> SAMPLE_866 5 1.000
#> SAMPLE_867 5 0.000
#> SAMPLE_868 2 0.000
#> SAMPLE_869 2 0.000
#> SAMPLE_870 1 0.000
#> SAMPLE_871 5 0.000
#> SAMPLE_872 3 0.000
#> SAMPLE_873 3 0.000
#> SAMPLE_874 2 0.000
#> SAMPLE_875 3 0.000
#> SAMPLE_876 2 1.000
#> SAMPLE_877 3 0.000
#> SAMPLE_878 1 0.000
#> SAMPLE_879 2 0.000
#> SAMPLE_880 2 0.498
#> SAMPLE_881 3 0.000
#> SAMPLE_882 3 0.000
#> SAMPLE_883 3 0.000
#> SAMPLE_884 2 0.000
#> SAMPLE_885 2 0.000
#> SAMPLE_886 2 0.000
#> SAMPLE_887 5 0.000
#> SAMPLE_888 3 0.000
#> SAMPLE_889 1 0.000
#> SAMPLE_890 2 0.000
#> SAMPLE_891 1 0.000
#> SAMPLE_892 1 0.000
#> SAMPLE_893 1 0.000
#> SAMPLE_894 2 0.000
#> SAMPLE_895 5 0.000
#> SAMPLE_896 5 0.000
#> SAMPLE_897 5 1.000
#> SAMPLE_898 5 0.751
#> SAMPLE_899 5 1.000
#> SAMPLE_900 2 0.000
#> SAMPLE_901 5 0.502
#> SAMPLE_902 2 0.000
#> SAMPLE_903 2 0.000
#> SAMPLE_904 2 0.000
#> SAMPLE_905 2 0.000
#> SAMPLE_906 3 0.000
#> SAMPLE_907 2 0.000
#> SAMPLE_908 5 1.000
#> SAMPLE_909 5 0.000
#> SAMPLE_910 5 0.751
#> SAMPLE_911 5 0.000
#> SAMPLE_912 5 0.000
#> SAMPLE_913 2 0.000
#> SAMPLE_914 2 0.000
#> SAMPLE_915 5 0.000
#> SAMPLE_916 5 0.249
#> SAMPLE_917 2 1.000
#> SAMPLE_918 5 0.000
#> SAMPLE_919 5 0.000
#> SAMPLE_920 5 1.000
#> SAMPLE_921 5 0.000
#> SAMPLE_922 5 1.000
#> SAMPLE_923 2 0.000
#> SAMPLE_924 2 0.000
#> SAMPLE_925 2 0.000
#> SAMPLE_926 2 0.000
#> SAMPLE_927 2 0.000
#> SAMPLE_928 5 0.000
#> SAMPLE_929 5 0.000
#> SAMPLE_930 5 0.000
#> SAMPLE_931 2 0.000
#> SAMPLE_932 2 0.000
#> SAMPLE_933 2 0.000
#> SAMPLE_934 2 0.000
#> SAMPLE_935 2 0.000
#> SAMPLE_936 2 0.000
#> SAMPLE_937 2 0.000
#> SAMPLE_938 5 0.000
#> SAMPLE_939 5 0.249
#> SAMPLE_940 5 0.000
#> SAMPLE_941 2 0.000
#> SAMPLE_942 5 0.000
#> SAMPLE_943 5 0.000
#> SAMPLE_944 5 0.000
#> SAMPLE_945 2 0.000
#> SAMPLE_946 2 0.000
#> SAMPLE_947 5 0.502
#> SAMPLE_948 5 0.000
#> SAMPLE_949 5 0.000
#> SAMPLE_950 5 0.000
#> SAMPLE_951 5 0.000
#> SAMPLE_952 5 0.249
#> SAMPLE_953 5 0.000
#> SAMPLE_954 2 1.000
#> SAMPLE_955 5 0.000
#> SAMPLE_956 5 0.000
#> SAMPLE_957 5 0.000
#> SAMPLE_958 5 0.000
#> SAMPLE_959 5 0.751
#> SAMPLE_960 5 0.000
#> SAMPLE_961 2 0.000
#> SAMPLE_962 2 0.000
#> SAMPLE_963 5 0.000
#> SAMPLE_964 5 0.000
#> SAMPLE_965 5 0.000
#> SAMPLE_966 5 0.000
#> SAMPLE_967 5 0.000
#> SAMPLE_968 5 0.000
#> SAMPLE_969 5 0.000
#> SAMPLE_970 5 0.000
#> SAMPLE_971 2 0.000
#> SAMPLE_972 5 0.000
#> SAMPLE_973 5 0.000
#> SAMPLE_974 3 0.000
#> SAMPLE_975 2 0.000
#> SAMPLE_976 6 0.000
#> SAMPLE_977 6 0.000
#> SAMPLE_978 6 0.000
#> SAMPLE_979 6 0.000
#> SAMPLE_980 5 0.000
#> SAMPLE_981 2 0.000
#> SAMPLE_982 2 0.000
#> SAMPLE_983 6 0.000
#> SAMPLE_984 6 0.000
#> SAMPLE_985 6 0.000
#> SAMPLE_986 1 0.000
#> SAMPLE_987 5 0.000
#> SAMPLE_988 3 0.000
#> SAMPLE_989 2 0.000
#> SAMPLE_990 5 0.000
#> SAMPLE_991 6 0.000
#> SAMPLE_992 4 0.000
#> SAMPLE_993 2 0.000
#> SAMPLE_994 2 0.000
#> SAMPLE_995 2 0.000
#> SAMPLE_996 2 0.000
#> SAMPLE_997 2 0.000
#> SAMPLE_998 2 0.000
#> SAMPLE_999 2 0.000
#> SAMPLE_1000 5 0.000
#> SAMPLE_1001 2 0.000
#> SAMPLE_1002 5 0.000
#> SAMPLE_1003 5 1.000
#> SAMPLE_1004 5 0.000
#> SAMPLE_1005 2 1.000
#> SAMPLE_1006 5 0.000
#> SAMPLE_1007 5 0.000
#> SAMPLE_1008 2 0.000
#> SAMPLE_1009 5 0.000
#> SAMPLE_1010 5 1.000
#> SAMPLE_1011 5 0.000
#> SAMPLE_1012 5 0.000
#> SAMPLE_1013 5 0.000
#> SAMPLE_1014 2 0.000
#> SAMPLE_1015 5 0.000
#> SAMPLE_1016 5 0.000
#> SAMPLE_1017 6 0.000
#> SAMPLE_1018 5 0.000
#> SAMPLE_1019 5 0.000
#> SAMPLE_1020 5 0.000
#> SAMPLE_1021 5 0.000
#> SAMPLE_1022 5 0.000
#> SAMPLE_1023 5 0.000
#> SAMPLE_1024 5 0.000
#> SAMPLE_1025 5 0.000
#> SAMPLE_1026 5 0.000
#> SAMPLE_1027 5 0.751
#> SAMPLE_1028 5 0.000
#> SAMPLE_1029 5 0.751
#> SAMPLE_1030 5 0.000
#> SAMPLE_1031 5 0.000
#> SAMPLE_1032 5 0.000
#> SAMPLE_1033 5 0.000
#> SAMPLE_1034 5 0.000
#> SAMPLE_1035 5 0.000
#> SAMPLE_1036 5 0.000
#> SAMPLE_1037 5 0.000
#> SAMPLE_1038 6 0.000
#> SAMPLE_1039 6 0.000
#> SAMPLE_1040 2 0.000
#> SAMPLE_1041 5 0.000
#> SAMPLE_1042 5 0.000
#> SAMPLE_1043 5 0.249
#> SAMPLE_1044 2 0.000
#> SAMPLE_1045 2 0.000
#> SAMPLE_1046 2 0.000
#> SAMPLE_1047 2 0.000
#> SAMPLE_1048 2 0.000
#> SAMPLE_1049 2 0.000
#> SAMPLE_1050 2 0.000
#> SAMPLE_1051 2 0.000
#> SAMPLE_1052 2 0.000
#> SAMPLE_1053 2 0.000
#> SAMPLE_1054 2 0.000
#> SAMPLE_1055 2 0.000
#> SAMPLE_1056 2 0.000
#> SAMPLE_1057 2 0.000
#> SAMPLE_1058 2 1.000
#> SAMPLE_1059 2 0.000
#> SAMPLE_1060 2 0.000
#> SAMPLE_1061 2 0.000
#> SAMPLE_1062 2 0.000
#> SAMPLE_1063 2 0.000
#> SAMPLE_1064 6 0.000
#> SAMPLE_1065 6 0.000
#> SAMPLE_1066 6 0.000
#> SAMPLE_1067 1 0.000
#> SAMPLE_1068 2 0.751
#> SAMPLE_1069 1 0.000
#> SAMPLE_1070 1 0.000
#> SAMPLE_1071 1 0.000
#> SAMPLE_1072 2 1.000
#> SAMPLE_1073 2 1.000
#> SAMPLE_1074 1 0.000
#> SAMPLE_1075 1 0.000
#> SAMPLE_1076 1 1.000
#> SAMPLE_1077 1 0.249
#> SAMPLE_1078 1 0.000
#> SAMPLE_1079 1 1.000
#> SAMPLE_1080 1 0.000
#> SAMPLE_1081 2 1.000
#> SAMPLE_1082 2 0.000
#> SAMPLE_1083 5 1.000
#> SAMPLE_1084 2 0.000
#> SAMPLE_1085 2 0.000
#> SAMPLE_1086 2 0.000
#> SAMPLE_1087 5 0.000
#> SAMPLE_1088 5 0.000
#> SAMPLE_1089 5 0.000
#> SAMPLE_1090 2 0.000
#> SAMPLE_1091 2 0.000
#> SAMPLE_1092 2 0.000
#> SAMPLE_1093 2 0.000
#> SAMPLE_1094 2 0.000
#> SAMPLE_1095 5 1.000
#> SAMPLE_1096 2 0.000
#> SAMPLE_1097 5 1.000
#> SAMPLE_1098 2 0.000
#> SAMPLE_1099 3 0.000
#> SAMPLE_1100 2 0.000
#> SAMPLE_1101 2 0.000
#> SAMPLE_1102 2 0.000
#> SAMPLE_1103 2 0.000
#> SAMPLE_1104 2 0.000
#> SAMPLE_1105 2 0.000
#> SAMPLE_1106 2 0.000
#> SAMPLE_1107 2 0.000
#> SAMPLE_1108 2 0.000
#> SAMPLE_1109 2 0.000
#> SAMPLE_1110 2 0.000
#> SAMPLE_1111 4 1.000
#> SAMPLE_1112 2 0.000
#> SAMPLE_1113 5 0.502
#> SAMPLE_1114 2 0.000
#> SAMPLE_1115 2 0.000
#> SAMPLE_1116 4 0.000
#> SAMPLE_1117 2 0.000
#> SAMPLE_1118 2 0.000
#> SAMPLE_1119 5 0.249
#> SAMPLE_1120 2 0.000
#> SAMPLE_1121 5 0.000
#> SAMPLE_1122 2 0.498
#> SAMPLE_1123 5 1.000
#> SAMPLE_1124 2 0.000
#> SAMPLE_1125 5 0.498
#> SAMPLE_1126 2 0.000
#> SAMPLE_1127 2 0.000
#> SAMPLE_1128 5 1.000
#> SAMPLE_1129 2 0.000
#> SAMPLE_1130 2 0.000
#> SAMPLE_1131 5 1.000
#> SAMPLE_1132 5 0.000
#> SAMPLE_1133 5 0.000
#> SAMPLE_1134 5 0.000
#> SAMPLE_1135 5 0.000
#> SAMPLE_1136 2 0.000
#> SAMPLE_1137 2 0.000
#> SAMPLE_1138 2 1.000
#> SAMPLE_1139 2 0.000
#> SAMPLE_1140 2 0.000
#> SAMPLE_1141 2 0.000
#> SAMPLE_1142 2 0.000
#> SAMPLE_1143 2 0.000
#> SAMPLE_1144 2 0.000
#> SAMPLE_1145 2 0.000
#> SAMPLE_1146 2 0.000
#> SAMPLE_1147 2 0.000
#> SAMPLE_1148 2 0.000
#> SAMPLE_1149 6 0.000
#> SAMPLE_1150 2 0.000
#> SAMPLE_1151 2 0.000
#> SAMPLE_1152 2 0.000
#> SAMPLE_1153 2 0.000
#> SAMPLE_1154 2 0.000
#> SAMPLE_1155 2 0.000
#> SAMPLE_1156 2 0.000
#> SAMPLE_1157 2 0.000
#> SAMPLE_1158 1 0.000
#> SAMPLE_1159 1 0.000
#> SAMPLE_1160 1 0.000
#> SAMPLE_1161 1 0.000
#> SAMPLE_1162 2 1.000
#> SAMPLE_1163 2 0.000
#> SAMPLE_1164 5 0.000
#> SAMPLE_1165 2 0.751
#> SAMPLE_1166 2 1.000
#> SAMPLE_1167 2 0.000
#> SAMPLE_1168 4 0.000
#> SAMPLE_1169 4 0.000
#> SAMPLE_1170 5 0.000
#> SAMPLE_1171 2 0.000
#> SAMPLE_1172 5 0.000
#> SAMPLE_1173 2 0.751
#> SAMPLE_1174 2 0.000
#> SAMPLE_1175 2 0.000
#> SAMPLE_1176 2 0.000
#> SAMPLE_1177 2 0.000
#> SAMPLE_1178 2 1.000
#> SAMPLE_1179 2 0.000
#> SAMPLE_1180 2 0.000
#> SAMPLE_1181 2 0.000
#> SAMPLE_1182 5 0.000
#> SAMPLE_1183 2 0.000
#> SAMPLE_1184 2 0.000
#> SAMPLE_1185 2 0.000
#> SAMPLE_1186 2 0.000
#> SAMPLE_1187 2 0.000
#> SAMPLE_1188 5 1.000
#> SAMPLE_1189 2 0.000
#> SAMPLE_1190 2 0.000
#> SAMPLE_1191 2 0.000
#> SAMPLE_1192 4 0.000
#> SAMPLE_1193 2 0.000
#> SAMPLE_1194 2 0.000
#> SAMPLE_1195 2 0.000
#> SAMPLE_1196 2 0.000
#> SAMPLE_1197 5 1.000
#> SAMPLE_1198 5 0.000
#> SAMPLE_1199 2 0.000
#> SAMPLE_1200 5 0.000
#> SAMPLE_1201 2 0.000
#> SAMPLE_1202 5 0.751
#> SAMPLE_1203 5 0.000
#> SAMPLE_1204 2 0.000
#> SAMPLE_1205 1 0.000
#> SAMPLE_1206 3 0.000
#> SAMPLE_1207 5 0.000
#> SAMPLE_1208 2 0.000
#> SAMPLE_1209 3 0.000
#> SAMPLE_1210 5 0.000
#> SAMPLE_1211 6 0.000
#> SAMPLE_1212 6 0.000
#> SAMPLE_1213 6 0.000
#> SAMPLE_1214 5 0.000
#> SAMPLE_1215 5 0.000
#> SAMPLE_1216 5 0.253
#> SAMPLE_1217 5 0.000
#> SAMPLE_1218 5 0.000
#> SAMPLE_1219 5 0.000
#> SAMPLE_1220 5 1.000
#> SAMPLE_1221 5 1.000
#> SAMPLE_1222 2 0.000
#> SAMPLE_1223 2 0.000
#> SAMPLE_1224 2 0.000
#> SAMPLE_1225 2 1.000
#> SAMPLE_1226 5 0.249
#> SAMPLE_1227 2 0.000
#> SAMPLE_1228 2 0.000
#> SAMPLE_1229 2 0.000
#> SAMPLE_1230 2 0.000
#> SAMPLE_1231 2 0.000
#> SAMPLE_1232 2 0.000
#> SAMPLE_1233 2 0.000
#> SAMPLE_1234 2 0.000
#> SAMPLE_1235 2 0.000
#> SAMPLE_1236 2 0.000
#> SAMPLE_1237 2 0.000
#> SAMPLE_1238 2 0.000
#> SAMPLE_1239 2 0.000
#> SAMPLE_1240 2 0.000
#> SAMPLE_1241 6 0.000
#> SAMPLE_1242 1 1.000
#> SAMPLE_1243 6 0.000
#> SAMPLE_1244 2 0.000
#> SAMPLE_1245 2 0.000
#> SAMPLE_1246 2 0.000
#> SAMPLE_1247 2 1.000
#> SAMPLE_1248 2 0.249
#> SAMPLE_1249 2 0.000
#> SAMPLE_1250 2 0.000
#> SAMPLE_1251 5 0.000
#> SAMPLE_1252 3 0.000
#> SAMPLE_1253 3 0.000
#> SAMPLE_1254 3 0.000
#> SAMPLE_1255 3 0.000
#> SAMPLE_1256 2 0.000
#> SAMPLE_1257 2 0.000
#> SAMPLE_1258 2 0.000
#> SAMPLE_1259 5 0.000
#> SAMPLE_1260 5 0.249
#> SAMPLE_1261 1 1.000
#> SAMPLE_1262 5 0.000
#> SAMPLE_1263 5 0.000
#> SAMPLE_1264 3 0.000
#> SAMPLE_1265 2 0.249
#> SAMPLE_1266 2 0.000
#> SAMPLE_1267 5 0.751
#> SAMPLE_1268 6 0.000
#> SAMPLE_1269 2 0.000
#> SAMPLE_1270 5 0.498
#> SAMPLE_1271 2 0.000
#> SAMPLE_1272 2 0.000
#> SAMPLE_1273 2 0.000
#> SAMPLE_1274 2 0.000
#> SAMPLE_1275 2 0.751
#> SAMPLE_1276 5 0.000
#> SAMPLE_1277 5 0.000
#> SAMPLE_1278 5 0.000
#> SAMPLE_1279 5 0.000
#> SAMPLE_1280 2 0.000
#> SAMPLE_1281 3 0.000
#> SAMPLE_1282 2 0.751
#> SAMPLE_1283 5 0.751
#> SAMPLE_1284 5 0.000
#> SAMPLE_1285 5 0.751
#> SAMPLE_1286 5 0.249
#> SAMPLE_1287 3 0.000
#> SAMPLE_1288 2 0.751
#> SAMPLE_1289 5 1.000
#> SAMPLE_1290 2 1.000
#> SAMPLE_1291 2 0.000
#> SAMPLE_1292 2 0.000
#> SAMPLE_1293 2 0.249
#> SAMPLE_1294 2 0.000
#> SAMPLE_1295 2 0.751
#> SAMPLE_1296 5 0.249
#> SAMPLE_1297 2 0.000
#> SAMPLE_1298 2 0.000
#> SAMPLE_1299 2 0.000
#> SAMPLE_1300 2 0.000
#> SAMPLE_1301 2 0.000
#> SAMPLE_1302 2 0.000
#> SAMPLE_1303 2 0.000
#> SAMPLE_1304 2 0.000
#> SAMPLE_1305 2 0.000
#> SAMPLE_1306 5 0.000
#> SAMPLE_1307 2 0.000
#> SAMPLE_1308 2 0.000
#> SAMPLE_1309 2 0.000
#> SAMPLE_1310 2 0.000
#> SAMPLE_1311 2 0.000
#> SAMPLE_1312 2 0.000
#> SAMPLE_1313 2 0.000
#> SAMPLE_1314 2 0.000
#> SAMPLE_1315 2 1.000
#> SAMPLE_1316 2 0.000
#> SAMPLE_1317 2 1.000
#> SAMPLE_1318 2 1.000
#> SAMPLE_1319 2 0.000
#> SAMPLE_1320 2 1.000
#> SAMPLE_1321 5 0.747
#> SAMPLE_1322 2 0.000
#> SAMPLE_1323 2 0.249
#> SAMPLE_1324 2 0.249
#> SAMPLE_1325 5 0.000
#> SAMPLE_1326 2 1.000
#> SAMPLE_1327 5 1.000
#> SAMPLE_1328 5 0.000
#> SAMPLE_1329 5 0.000
#> SAMPLE_1330 2 0.751
#> SAMPLE_1331 2 0.000
#> SAMPLE_1332 2 0.000
#> SAMPLE_1333 2 0.498
#> SAMPLE_1334 2 0.000
#> SAMPLE_1335 2 0.000
#> SAMPLE_1336 6 0.000
#> SAMPLE_1337 2 0.000
#> SAMPLE_1338 1 0.000
#> SAMPLE_1339 1 0.000
#> SAMPLE_1340 2 0.000
#> SAMPLE_1341 2 0.000
#> SAMPLE_1342 2 0.000
#> SAMPLE_1343 2 0.000
#> SAMPLE_1344 2 0.000
#> SAMPLE_1345 2 1.000
#> SAMPLE_1346 2 0.000
#> SAMPLE_1347 2 0.000
#> SAMPLE_1348 5 0.751
#> SAMPLE_1349 2 0.000
#> SAMPLE_1350 1 0.000
#> SAMPLE_1351 5 1.000
#> SAMPLE_1352 5 0.000
#> SAMPLE_1353 3 0.000
#> SAMPLE_1354 5 0.000
#> SAMPLE_1355 5 0.000
#> SAMPLE_1356 3 0.000
#> SAMPLE_1357 3 0.000
#> SAMPLE_1358 3 0.000
#> SAMPLE_1359 3 0.000
#> SAMPLE_1360 3 0.000
#> SAMPLE_1361 3 0.000
#> SAMPLE_1362 3 0.000
#> SAMPLE_1363 3 0.000
#> SAMPLE_1364 3 0.000
#> SAMPLE_1365 3 0.000
#> SAMPLE_1366 3 0.000
#> SAMPLE_1367 3 0.000
#> SAMPLE_1368 3 0.000
#> SAMPLE_1369 3 0.000
#> SAMPLE_1370 3 0.000
#> SAMPLE_1371 3 0.000
#> SAMPLE_1372 3 0.000
#> SAMPLE_1373 3 0.000
#> SAMPLE_1374 3 0.000
#> SAMPLE_1375 3 0.000
#> SAMPLE_1376 3 0.000
#> SAMPLE_1377 3 0.000
#> SAMPLE_1378 3 0.000
#> SAMPLE_1379 3 0.000
#> SAMPLE_1380 3 0.000
#> SAMPLE_1381 3 0.000
#> SAMPLE_1382 3 0.000
#> SAMPLE_1383 3 0.000
#> SAMPLE_1384 3 0.000
#> SAMPLE_1385 3 0.000
#> SAMPLE_1386 2 0.000
#> SAMPLE_1387 2 0.000
#> SAMPLE_1388 5 0.751
#> SAMPLE_1389 5 0.502
#> SAMPLE_1390 2 0.000
#> SAMPLE_1391 2 0.000
#> SAMPLE_1392 2 0.000
#> SAMPLE_1393 2 0.000
#> SAMPLE_1394 2 0.000
#> SAMPLE_1395 2 0.000
#> SAMPLE_1396 2 0.000
#> SAMPLE_1397 2 0.000
#> SAMPLE_1398 2 1.000
#> SAMPLE_1399 2 0.000
#> SAMPLE_1400 2 0.000
#> SAMPLE_1401 5 1.000
#> SAMPLE_1402 5 0.000
#> SAMPLE_1403 5 0.000
#> SAMPLE_1404 5 0.000
#> SAMPLE_1405 2 0.000
#> SAMPLE_1406 2 0.000
#> SAMPLE_1407 2 0.000
#> SAMPLE_1408 2 0.000
#> SAMPLE_1409 5 1.000
#> SAMPLE_1410 2 0.000
#> SAMPLE_1411 2 0.000
#> SAMPLE_1412 5 0.000
#> SAMPLE_1413 6 0.000
#> SAMPLE_1414 6 0.000
#> SAMPLE_1415 6 0.000
#> SAMPLE_1416 6 0.000
#> SAMPLE_1417 6 0.000
#> SAMPLE_1418 6 0.000
#> SAMPLE_1419 2 0.751
#> SAMPLE_1420 2 0.000
#> SAMPLE_1421 2 0.000
#> SAMPLE_1422 2 0.000
#> SAMPLE_1423 2 0.000
#> SAMPLE_1424 2 0.000
#> SAMPLE_1425 5 0.000
#> SAMPLE_1426 5 0.000
#> SAMPLE_1427 1 0.000
#> SAMPLE_1428 5 1.000
#> SAMPLE_1429 5 0.000
#> SAMPLE_1430 5 0.498
#> SAMPLE_1431 2 0.000
#> SAMPLE_1432 2 0.000
#> SAMPLE_1433 3 0.000
#> SAMPLE_1434 2 0.000
#> SAMPLE_1435 2 0.000
#> SAMPLE_1436 2 0.000
#> SAMPLE_1437 2 0.000
#> SAMPLE_1438 2 0.000
#> SAMPLE_1439 2 0.000
#> SAMPLE_1440 6 0.000
#> SAMPLE_1441 2 0.000
#> SAMPLE_1442 5 1.000
#> SAMPLE_1443 5 0.000
#> SAMPLE_1444 2 0.249
#> SAMPLE_1445 2 0.000
#> SAMPLE_1446 2 0.000
#> SAMPLE_1447 1 1.000
#> SAMPLE_1448 4 1.000
#> SAMPLE_1449 2 0.000
#> SAMPLE_1450 2 0.000
#> SAMPLE_1451 2 0.000
#> SAMPLE_1452 2 0.000
#> SAMPLE_1453 2 0.000
#> SAMPLE_1454 2 0.000
#> SAMPLE_1455 5 0.498
#> SAMPLE_1456 2 1.000
#> SAMPLE_1457 5 0.000
#> SAMPLE_1458 5 0.000
#> SAMPLE_1459 5 0.000
#> SAMPLE_1460 5 0.000
#> SAMPLE_1461 5 0.000
#> SAMPLE_1462 2 0.000
#> SAMPLE_1463 5 0.000
#> SAMPLE_1464 2 0.000
#> SAMPLE_1465 2 0.000
#> SAMPLE_1466 2 0.000
#> SAMPLE_1467 2 0.000
#> SAMPLE_1468 2 0.000
#> SAMPLE_1469 2 0.000
#> SAMPLE_1470 2 0.000
#> SAMPLE_1471 2 0.000
#> SAMPLE_1472 2 0.000
#> SAMPLE_1473 2 0.000
#> SAMPLE_1474 2 0.000
#> SAMPLE_1475 2 0.000
#> SAMPLE_1476 2 0.000
#> SAMPLE_1477 2 0.000
#> SAMPLE_1478 2 0.000
#> SAMPLE_1479 2 0.000
#> SAMPLE_1480 2 0.000
#> SAMPLE_1481 2 0.000
#> SAMPLE_1482 2 0.000
#> SAMPLE_1483 2 0.000
#> SAMPLE_1484 2 0.000
#> SAMPLE_1485 2 0.000
#> SAMPLE_1486 2 0.000
#> SAMPLE_1487 2 0.000
#> SAMPLE_1488 2 0.000
#> SAMPLE_1489 3 0.000
#> SAMPLE_1490 3 0.000
#> SAMPLE_1491 2 0.000
#> SAMPLE_1492 5 1.000
#> SAMPLE_1493 5 0.751
#> SAMPLE_1494 5 0.751
#> SAMPLE_1495 5 0.253
#> SAMPLE_1496 2 1.000
#> SAMPLE_1497 5 0.000
#> SAMPLE_1498 5 1.000
#> SAMPLE_1499 5 0.253
#> SAMPLE_1500 5 0.253
#> SAMPLE_1501 5 1.000
#> SAMPLE_1502 5 0.253
#> SAMPLE_1503 1 1.000
#> SAMPLE_1504 5 1.000
#> SAMPLE_1505 5 1.000
#> SAMPLE_1506 5 0.000
#> SAMPLE_1507 5 0.000
#> SAMPLE_1508 5 1.000
#> SAMPLE_1509 5 1.000
#> SAMPLE_1510 5 1.000
#> SAMPLE_1511 5 1.000
#> SAMPLE_1512 1 0.000
#> SAMPLE_1513 5 0.000
#> SAMPLE_1514 2 0.000
#> SAMPLE_1515 5 0.000
#> SAMPLE_1516 1 0.747
#> SAMPLE_1517 5 0.751
#> SAMPLE_1518 1 1.000
#> SAMPLE_1519 1 1.000
#> SAMPLE_1520 1 0.751
#> SAMPLE_1521 5 0.253
#> SAMPLE_1522 5 1.000
#> SAMPLE_1523 1 1.000
#> SAMPLE_1524 2 1.000
#> SAMPLE_1525 6 0.000
#> SAMPLE_1526 2 0.751
#> SAMPLE_1527 2 0.000
#> SAMPLE_1528 2 0.000
#> SAMPLE_1529 2 0.000
#> SAMPLE_1530 2 0.000
#> SAMPLE_1531 2 0.000
#> SAMPLE_1532 2 0.000
#> SAMPLE_1533 2 0.000
#> SAMPLE_1534 2 0.000
#> SAMPLE_1535 2 0.000
#> SAMPLE_1536 5 0.249
#> SAMPLE_1537 5 0.000
#> SAMPLE_1538 2 0.000
#> SAMPLE_1539 2 0.000
#> SAMPLE_1540 2 0.000
#> SAMPLE_1541 2 0.498
#> SAMPLE_1542 2 0.000
#> SAMPLE_1543 2 0.000
#> SAMPLE_1544 5 0.000
#> SAMPLE_1545 5 0.000
#> SAMPLE_1546 5 0.000
#> SAMPLE_1547 5 0.000
#> SAMPLE_1548 5 0.000
#> SAMPLE_1549 2 0.000
#> SAMPLE_1550 5 1.000
#> SAMPLE_1551 5 0.000
#> SAMPLE_1552 2 0.000
#> SAMPLE_1553 5 1.000
#> SAMPLE_1554 2 0.000
#> SAMPLE_1555 2 1.000
#> SAMPLE_1556 2 0.000
#> SAMPLE_1557 2 1.000
#> SAMPLE_1558 5 1.000
#> SAMPLE_1559 5 0.000
#> SAMPLE_1560 2 0.751
#> SAMPLE_1561 5 0.000
#> SAMPLE_1562 2 0.498
#> SAMPLE_1563 2 1.000
#> SAMPLE_1564 5 1.000
#> SAMPLE_1565 2 0.000
#> SAMPLE_1566 5 1.000
#> SAMPLE_1567 5 1.000
#> SAMPLE_1568 5 1.000
#> SAMPLE_1569 5 0.000
#> SAMPLE_1570 5 0.000
#> SAMPLE_1571 5 0.000
#> SAMPLE_1572 5 0.000
#> SAMPLE_1573 5 0.253
#> SAMPLE_1574 5 0.000
#> SAMPLE_1575 2 0.000
#> SAMPLE_1576 5 0.000
#> SAMPLE_1577 2 0.000
#> SAMPLE_1578 5 0.249
#> SAMPLE_1579 3 0.000
#> SAMPLE_1580 2 0.751
#> SAMPLE_1581 5 0.751
#> SAMPLE_1582 3 0.000
#> SAMPLE_1583 2 0.000
#> SAMPLE_1584 2 0.000
#> SAMPLE_1585 2 0.000
#> SAMPLE_1586 2 0.000
#> SAMPLE_1587 2 1.000
#> SAMPLE_1588 2 0.000
#> SAMPLE_1589 2 0.000
#> SAMPLE_1590 2 0.000
#> SAMPLE_1591 2 0.000
#> SAMPLE_1592 2 0.000
#> SAMPLE_1593 2 0.000
#> SAMPLE_1594 2 0.000
#> SAMPLE_1595 2 0.000
#> SAMPLE_1596 2 0.000
#> SAMPLE_1597 2 0.000
#> SAMPLE_1598 1 0.000
#> SAMPLE_1599 5 1.000
#> SAMPLE_1600 5 0.751
#> SAMPLE_1601 5 1.000
#> SAMPLE_1602 5 0.502
#> SAMPLE_1603 1 0.000
#> SAMPLE_1604 5 0.502
#> SAMPLE_1605 1 0.000
#> SAMPLE_1606 1 0.000
#> SAMPLE_1607 1 0.000
#> SAMPLE_1608 5 0.249
#> SAMPLE_1609 2 0.000
#> SAMPLE_1610 2 0.000
#> SAMPLE_1611 5 0.000
#> SAMPLE_1612 2 0.000
#> SAMPLE_1613 2 0.000
#> SAMPLE_1614 2 0.000
#> SAMPLE_1615 2 0.000
#> SAMPLE_1616 2 0.000
#> SAMPLE_1617 2 0.000
#> SAMPLE_1618 2 0.000
#> SAMPLE_1619 2 0.000
#> SAMPLE_1620 2 0.000
#> SAMPLE_1621 2 0.000
#> SAMPLE_1622 2 0.000
#> SAMPLE_1623 2 0.000
#> SAMPLE_1624 2 0.000
#> SAMPLE_1625 5 0.000
#> SAMPLE_1626 3 0.000
#> SAMPLE_1627 5 0.000
#> SAMPLE_1628 5 0.000
#> SAMPLE_1629 2 0.000
#> SAMPLE_1630 2 0.000
#> SAMPLE_1631 2 1.000
#> SAMPLE_1632 2 0.000
#> SAMPLE_1633 5 0.000
#> SAMPLE_1634 5 0.000
#> SAMPLE_1635 5 0.000
#> SAMPLE_1636 5 0.000
#> SAMPLE_1637 2 1.000
#> SAMPLE_1638 5 0.000
#> SAMPLE_1639 2 0.000
#> SAMPLE_1640 5 0.000
#> SAMPLE_1641 5 1.000
#> SAMPLE_1642 5 1.000
#> SAMPLE_1643 5 0.000
#> SAMPLE_1644 5 0.000
#> SAMPLE_1645 2 0.000
#> SAMPLE_1646 5 0.000
#> SAMPLE_1647 5 0.000
#> SAMPLE_1648 5 0.000
#> SAMPLE_1649 5 0.000
#> SAMPLE_1650 2 0.000
#> SAMPLE_1651 2 0.000
#> SAMPLE_1652 5 0.000
#> SAMPLE_1653 5 0.000
#> SAMPLE_1654 5 0.000
#> SAMPLE_1655 5 0.000
#> SAMPLE_1656 5 0.000
#> SAMPLE_1657 5 0.000
#> SAMPLE_1658 5 0.000
#> SAMPLE_1659 2 0.000
#> SAMPLE_1660 2 0.000
#> SAMPLE_1661 2 0.000
#> SAMPLE_1662 2 0.000
#> SAMPLE_1663 2 0.000
#> SAMPLE_1664 3 0.000
#> SAMPLE_1665 5 0.000
#> SAMPLE_1666 2 0.000
#> SAMPLE_1667 6 0.000
#> SAMPLE_1668 2 0.000
#> SAMPLE_1669 1 0.000
#> SAMPLE_1670 2 0.000
#> SAMPLE_1671 5 0.000
#> SAMPLE_1672 2 0.000
#> SAMPLE_1673 4 0.000
#> SAMPLE_1674 2 0.000
#> SAMPLE_1675 2 0.249
#> SAMPLE_1676 5 0.000
#> SAMPLE_1677 1 0.000
#> SAMPLE_1678 2 0.000
#> SAMPLE_1679 1 0.000
#> SAMPLE_1680 2 0.000
#> SAMPLE_1681 5 0.000
#> SAMPLE_1682 3 0.000
#> SAMPLE_1683 2 0.000
#> SAMPLE_1684 2 0.000
#> SAMPLE_1685 2 0.000
#> SAMPLE_1686 5 0.000
#> SAMPLE_1687 2 0.000
#> SAMPLE_1688 2 0.249
#> SAMPLE_1689 2 0.000
#> SAMPLE_1690 2 0.000
#> SAMPLE_1691 2 0.000
#> SAMPLE_1692 2 0.000
#> SAMPLE_1693 2 0.000
#> SAMPLE_1694 1 0.000
#> SAMPLE_1695 2 1.000
#> SAMPLE_1696 2 0.000
#> SAMPLE_1697 2 0.000
#> SAMPLE_1698 1 0.000
#> SAMPLE_1699 2 0.000
#> SAMPLE_1700 1 0.000
#> SAMPLE_1701 6 0.000
#> SAMPLE_1702 2 1.000
#> SAMPLE_1703 2 0.000
#> SAMPLE_1704 2 0.000
#> SAMPLE_1705 2 0.000
#> SAMPLE_1706 2 0.000
#> SAMPLE_1707 2 0.000
#> SAMPLE_1708 1 0.000
#> SAMPLE_1709 3 0.000
#> SAMPLE_1710 2 0.000
#> SAMPLE_1711 2 0.000
#> SAMPLE_1712 6 0.000
#> SAMPLE_1713 2 0.000
#> SAMPLE_1714 2 0.000
#> SAMPLE_1715 2 0.000
#> SAMPLE_1716 2 0.751
#> SAMPLE_1717 5 0.000
#> SAMPLE_1718 5 0.000
#> SAMPLE_1719 2 0.000
#> SAMPLE_1720 5 0.000
#> SAMPLE_1721 5 0.000
#> SAMPLE_1722 2 0.000
#> SAMPLE_1723 2 0.000
#> SAMPLE_1724 2 0.000
#> SAMPLE_1725 2 0.000
#> SAMPLE_1726 5 0.000
#> SAMPLE_1727 5 0.000
#> SAMPLE_1728 2 0.000
#> SAMPLE_1729 2 0.000
#> SAMPLE_1730 2 0.000
#> SAMPLE_1731 5 0.000
#> SAMPLE_1732 5 0.000
#> SAMPLE_1733 3 0.000
#> SAMPLE_1734 2 0.000
#> SAMPLE_1735 4 0.000
#> SAMPLE_1736 1 0.000
#> SAMPLE_1737 2 0.000
#> SAMPLE_1738 2 0.000
#> SAMPLE_1739 2 0.751
#> SAMPLE_1740 5 0.000
#> SAMPLE_1741 2 0.000
#> SAMPLE_1742 2 0.000
#> SAMPLE_1743 2 0.000
#> SAMPLE_1744 5 0.000
#> SAMPLE_1745 2 0.000
#> SAMPLE_1746 2 0.000
#> SAMPLE_1747 5 0.000
#> SAMPLE_1748 2 0.000
#> SAMPLE_1749 5 0.000
#> SAMPLE_1750 5 0.000
#> SAMPLE_1751 2 0.000
#> SAMPLE_1752 2 0.000
#> SAMPLE_1753 2 0.747
#> SAMPLE_1754 2 0.000
#> SAMPLE_1755 2 0.000
#> SAMPLE_1756 2 0.000
#> SAMPLE_1757 2 0.000
#> SAMPLE_1758 1 0.000
#> SAMPLE_1759 2 0.000
#> SAMPLE_1760 5 0.000
#> SAMPLE_1761 5 0.000
#> SAMPLE_1762 5 0.000
#> SAMPLE_1763 2 0.000
#> SAMPLE_1764 5 0.000
#> SAMPLE_1765 5 0.000
#> SAMPLE_1766 2 0.000
#> SAMPLE_1767 2 0.249
#> SAMPLE_1768 2 0.000
#> SAMPLE_1769 2 0.000
#> SAMPLE_1770 2 0.249
#> SAMPLE_1771 1 0.000
#> SAMPLE_1772 2 0.000
#> SAMPLE_1773 2 0.000
#> SAMPLE_1774 2 0.751
#> SAMPLE_1775 5 0.000
#> SAMPLE_1776 5 1.000
#> SAMPLE_1777 2 0.000
#> SAMPLE_1778 5 0.000
#> SAMPLE_1779 5 0.000
#> SAMPLE_1780 5 0.000
#> SAMPLE_1781 2 0.000
#> SAMPLE_1782 2 0.751
#> SAMPLE_1783 2 0.000
#> SAMPLE_1784 5 0.000
#> SAMPLE_1785 2 0.000
#> SAMPLE_1786 2 0.000
#> SAMPLE_1787 5 0.000
#> SAMPLE_1788 2 0.000
#> SAMPLE_1789 5 0.000
#> SAMPLE_1790 2 0.000
#> SAMPLE_1791 2 0.000
#> SAMPLE_1792 5 0.751
#> SAMPLE_1793 2 0.000
#> SAMPLE_1794 5 0.000
#> SAMPLE_1795 5 0.000
#> SAMPLE_1796 5 0.751
#> SAMPLE_1797 3 0.000
#> SAMPLE_1798 5 0.751
#> SAMPLE_1799 5 0.000
#> SAMPLE_1800 5 0.000
#> SAMPLE_1801 5 0.000
#> SAMPLE_1802 5 0.000
#> SAMPLE_1803 5 0.000
#> SAMPLE_1804 5 0.000
#> SAMPLE_1805 5 0.000
#> SAMPLE_1806 5 0.000
#> SAMPLE_1807 5 0.751
#> SAMPLE_1808 5 0.000
#> SAMPLE_1809 5 0.000
#> SAMPLE_1810 5 0.000
#> SAMPLE_1811 5 0.000
#> SAMPLE_1812 5 0.000
#> SAMPLE_1813 5 0.000
#> SAMPLE_1814 5 0.000
#> SAMPLE_1815 5 0.000
#> SAMPLE_1816 2 0.000
#> SAMPLE_1817 2 1.000
#> SAMPLE_1818 5 0.000
#> SAMPLE_1819 5 0.000
#> SAMPLE_1820 2 0.000
#> SAMPLE_1821 5 0.000
#> SAMPLE_1822 5 0.000
#> SAMPLE_1823 5 0.000
#> SAMPLE_1824 5 0.000
#> SAMPLE_1825 5 0.000
#> SAMPLE_1826 5 0.000
#> SAMPLE_1827 3 0.000
#> SAMPLE_1828 3 0.000
#> SAMPLE_1829 1 0.000
#> SAMPLE_1830 3 0.000
#> SAMPLE_1831 3 0.000
#> SAMPLE_1832 5 0.000
#> SAMPLE_1833 5 0.000
#> SAMPLE_1834 2 0.000
#> SAMPLE_1835 3 0.000
#> SAMPLE_1836 2 0.000
#> SAMPLE_1837 2 0.000
#> SAMPLE_1838 1 0.000
#> SAMPLE_1839 2 0.000
#> SAMPLE_1840 2 0.000
#> SAMPLE_1841 2 0.000
#> SAMPLE_1842 5 0.000
#> SAMPLE_1843 5 0.000
#> SAMPLE_1844 5 0.000
#> SAMPLE_1845 3 0.000
#> SAMPLE_1846 4 0.000
#> SAMPLE_1847 3 0.000
#> SAMPLE_1848 5 0.000
#> SAMPLE_1849 5 0.000
#> SAMPLE_1850 5 0.000
#> SAMPLE_1851 2 0.000
#> SAMPLE_1852 2 0.000
#> SAMPLE_1853 2 0.000
#> SAMPLE_1854 2 0.000
#> SAMPLE_1855 5 0.000
#> SAMPLE_1856 2 0.000
#> SAMPLE_1857 2 0.000
#> SAMPLE_1858 2 0.000
#> SAMPLE_1859 5 0.000
#> SAMPLE_1860 2 0.000
#> SAMPLE_1861 5 0.249
#> SAMPLE_1862 5 0.000
#> SAMPLE_1863 5 0.000
#> SAMPLE_1864 5 0.000
#> SAMPLE_1865 4 0.000
#> SAMPLE_1866 5 0.000
#> SAMPLE_1867 5 1.000
#> SAMPLE_1868 2 0.000
#> SAMPLE_1869 5 0.000
#> SAMPLE_1870 1 0.751
#> SAMPLE_1871 6 0.000
#> SAMPLE_1872 5 0.000
#> SAMPLE_1873 1 1.000
#> SAMPLE_1874 5 0.000
#> SAMPLE_1875 1 0.000
#> SAMPLE_1876 5 1.000
#> SAMPLE_1877 5 0.000
#> SAMPLE_1878 5 1.000
#> SAMPLE_1879 2 0.000
#> SAMPLE_1880 2 0.000
#> SAMPLE_1881 2 0.000
#> SAMPLE_1882 2 0.000
#> SAMPLE_1883 5 0.000
#> SAMPLE_1884 3 0.000
#> SAMPLE_1885 5 0.000
#> SAMPLE_1886 5 0.000
#> SAMPLE_1887 5 0.000
#> SAMPLE_1888 5 1.000
#> SAMPLE_1889 6 0.000
#> SAMPLE_1890 6 0.000
#> SAMPLE_1891 6 0.000
#> SAMPLE_1892 6 0.000
#> SAMPLE_1893 6 0.000
#> SAMPLE_1894 6 0.000
#> SAMPLE_1895 3 0.000
#> SAMPLE_1896 3 0.000
#> SAMPLE_1897 3 0.000
#> SAMPLE_1898 3 0.000
#> SAMPLE_1899 3 0.000
#> SAMPLE_1900 3 0.000
#> SAMPLE_1901 3 0.000
#> SAMPLE_1902 3 0.000
#> SAMPLE_1903 3 0.000
#> SAMPLE_1904 3 0.000
#> SAMPLE_1905 2 0.249
#> SAMPLE_1906 2 0.000
#> SAMPLE_1907 2 0.000
#> SAMPLE_1908 4 0.000
#> SAMPLE_1909 2 1.000
#> SAMPLE_1910 3 0.000
#> SAMPLE_1911 3 0.000
#> SAMPLE_1912 2 1.000
#> SAMPLE_1913 5 0.000
#> SAMPLE_1914 5 0.000
#> SAMPLE_1915 2 0.000
#> SAMPLE_1916 2 0.000
#> SAMPLE_1917 2 0.000
#> SAMPLE_1918 2 0.000
#> SAMPLE_1919 2 0.000
#> SAMPLE_1920 5 0.498
#> SAMPLE_1921 4 0.000
#> SAMPLE_1922 2 0.000
#> SAMPLE_1923 2 0.751
#> SAMPLE_1924 2 0.000
#> SAMPLE_1925 2 0.000
#> SAMPLE_1926 3 0.000
#> SAMPLE_1927 2 0.000
#> SAMPLE_1928 3 0.000
#> SAMPLE_1929 5 0.000
#> SAMPLE_1930 1 0.000
#> SAMPLE_1931 5 1.000
#> SAMPLE_1932 4 0.000
#> SAMPLE_1933 2 0.000
#> SAMPLE_1934 2 0.000
#> SAMPLE_1935 5 0.000
#> SAMPLE_1936 2 0.000
#> SAMPLE_1937 3 0.000
#> SAMPLE_1938 2 0.000
#> SAMPLE_1939 2 0.000
#> SAMPLE_1940 2 0.000
#> SAMPLE_1941 2 0.000
#> SAMPLE_1942 2 0.000
#> SAMPLE_1943 2 0.751
#> SAMPLE_1944 2 0.000
#> SAMPLE_1945 2 0.000
#> SAMPLE_1946 2 0.000
#> SAMPLE_1947 2 0.000
#> SAMPLE_1948 2 0.000
#> SAMPLE_1949 2 0.000
#> SAMPLE_1950 2 0.000
#> SAMPLE_1951 2 0.000
#> SAMPLE_1952 2 0.000
#> SAMPLE_1953 2 0.000
#> SAMPLE_1954 2 0.000
#> SAMPLE_1955 2 0.000
#> SAMPLE_1956 2 0.000
#> SAMPLE_1957 5 0.000
#> SAMPLE_1958 2 0.000
#> SAMPLE_1959 5 0.000
#> SAMPLE_1960 5 0.000
#> SAMPLE_1961 5 0.000
#> SAMPLE_1962 5 0.000
#> SAMPLE_1963 5 0.000
#> SAMPLE_1964 2 0.000
#> SAMPLE_1965 2 0.751
#> SAMPLE_1966 1 1.000
#> SAMPLE_1967 2 0.000
#> SAMPLE_1968 2 0.000
#> SAMPLE_1969 4 0.000
#> SAMPLE_1970 2 0.000
#> SAMPLE_1971 5 0.000
#> SAMPLE_1972 5 0.000
#> SAMPLE_1973 4 1.000
#> SAMPLE_1974 5 0.000
#> SAMPLE_1975 2 0.000
#> SAMPLE_1976 2 0.000
#> SAMPLE_1977 2 0.000
#> SAMPLE_1978 2 0.000
#> SAMPLE_1979 2 0.000
#> SAMPLE_1980 2 0.000
#> SAMPLE_1981 2 0.000
#> SAMPLE_1982 2 0.000
#> SAMPLE_1983 2 0.000
#> SAMPLE_1984 2 0.000
#> SAMPLE_1985 2 0.000
#> SAMPLE_1986 2 0.000
#> SAMPLE_1987 2 0.000
#> SAMPLE_1988 2 0.000
#> SAMPLE_1989 5 0.000
#> SAMPLE_1990 2 1.000
#> SAMPLE_1991 2 0.000
#> SAMPLE_1992 3 0.000
#> SAMPLE_1993 5 0.000
#> SAMPLE_1994 2 0.000
#> SAMPLE_1995 5 0.000
#> SAMPLE_1996 5 0.000
#> SAMPLE_1997 2 0.000
#> SAMPLE_1998 2 0.000
#> SAMPLE_1999 2 1.000
#> SAMPLE_2000 6 0.000
#> SAMPLE_2001 2 0.000
#> SAMPLE_2002 2 0.000
#> SAMPLE_2003 2 0.000
#> SAMPLE_2004 5 1.000
#> SAMPLE_2005 5 0.000
#> SAMPLE_2006 2 0.000
#> SAMPLE_2007 2 0.000
#> SAMPLE_2008 2 0.000
#> SAMPLE_2009 2 0.000
#> SAMPLE_2010 2 0.000
#> SAMPLE_2011 2 0.751
#> SAMPLE_2012 2 0.000
#> SAMPLE_2013 2 0.000
#> SAMPLE_2014 3 0.000
#> SAMPLE_2015 2 0.000
#> SAMPLE_2016 5 0.000
#> SAMPLE_2017 5 1.000
#> SAMPLE_2018 2 0.000
#> SAMPLE_2019 5 0.000
#> SAMPLE_2020 2 0.000
#> SAMPLE_2021 5 0.000
#> SAMPLE_2022 6 0.747
#> SAMPLE_2023 5 0.000
#> SAMPLE_2024 2 0.000
#> SAMPLE_2025 3 0.000
#> SAMPLE_2026 3 0.000
#> SAMPLE_2027 2 0.000
#> SAMPLE_2028 5 1.000
#> SAMPLE_2029 2 0.000
#> SAMPLE_2030 2 0.000
#> SAMPLE_2031 3 0.000
#> SAMPLE_2032 3 0.000
#> SAMPLE_2033 3 0.000
#> SAMPLE_2034 3 0.000
#> SAMPLE_2035 3 0.000
#> SAMPLE_2036 3 0.000
#> SAMPLE_2037 5 0.000
#> SAMPLE_2038 5 0.000
#> SAMPLE_2039 2 0.000
#> SAMPLE_2040 2 0.000
#> SAMPLE_2041 5 0.249
#> SAMPLE_2042 2 0.000
#> SAMPLE_2043 2 0.000
#> SAMPLE_2044 2 0.000
#> SAMPLE_2045 2 0.000
#> SAMPLE_2046 2 0.000
#> SAMPLE_2047 2 0.000
#> SAMPLE_2048 2 0.000
#> SAMPLE_2049 2 0.000
#> SAMPLE_2050 2 0.249
#> SAMPLE_2051 5 0.000
#> SAMPLE_2052 3 0.000
#> SAMPLE_2053 3 0.000
#> SAMPLE_2054 3 0.000
#> SAMPLE_2055 2 0.000
#> SAMPLE_2056 2 0.000
#> SAMPLE_2057 2 0.751
#> SAMPLE_2058 2 0.000
#> SAMPLE_2059 3 0.000
#> SAMPLE_2060 2 0.000
#> SAMPLE_2061 4 1.000
#> SAMPLE_2062 2 0.000
#> SAMPLE_2063 5 0.000
#> SAMPLE_2064 3 0.000
#> SAMPLE_2065 5 0.000
#> SAMPLE_2066 3 0.000
#> SAMPLE_2067 5 0.000
#> SAMPLE_2068 2 0.000
#> SAMPLE_2069 2 0.000
#> SAMPLE_2070 2 0.000
#> SAMPLE_2071 2 0.000
#> SAMPLE_2072 2 0.000
#> SAMPLE_2073 2 0.000
#> SAMPLE_2074 2 0.000
#> SAMPLE_2075 2 0.000
#> SAMPLE_2076 2 0.000
#> SAMPLE_2077 1 0.000
#> SAMPLE_2078 1 0.000
#> SAMPLE_2079 1 0.000
#> SAMPLE_2080 2 1.000
#> SAMPLE_2081 1 1.000
#> SAMPLE_2082 2 0.000
#> SAMPLE_2083 1 0.000
#> SAMPLE_2084 2 0.000
#> SAMPLE_2085 5 0.498
#> SAMPLE_2086 2 0.000
#> SAMPLE_2087 1 0.000
#> SAMPLE_2088 2 0.000
#> SAMPLE_2089 2 0.747
#> SAMPLE_2090 5 0.000
#> SAMPLE_2091 2 1.000
#> SAMPLE_2092 1 0.000
#> SAMPLE_2093 2 0.000
#> SAMPLE_2094 2 0.000
#> SAMPLE_2095 2 0.000
#> SAMPLE_2096 2 0.000
#> SAMPLE_2097 1 0.000
#> SAMPLE_2098 2 0.000
#> SAMPLE_2099 5 0.747
#> SAMPLE_2100 2 0.751
#> SAMPLE_2101 2 0.498
#> SAMPLE_2102 2 0.249
#> SAMPLE_2103 2 0.000
#> SAMPLE_2104 1 0.000
#> SAMPLE_2105 2 0.000
#> SAMPLE_2106 2 0.498
#> SAMPLE_2107 5 0.751
#> SAMPLE_2108 1 0.000
#> SAMPLE_2109 1 0.000
#> SAMPLE_2110 2 0.000
#> SAMPLE_2111 1 0.000
#> SAMPLE_2112 2 0.000
#> SAMPLE_2113 5 0.000
#> SAMPLE_2114 2 0.000
#> SAMPLE_2115 2 1.000
#> SAMPLE_2116 2 1.000
#> SAMPLE_2117 1 0.000
#> SAMPLE_2118 1 1.000
#> SAMPLE_2119 2 0.000
#> SAMPLE_2120 2 0.000
#> SAMPLE_2121 1 0.000
#> SAMPLE_2122 1 0.000
#> SAMPLE_2123 2 0.000
#> SAMPLE_2124 1 0.000
#> SAMPLE_2125 1 0.000
#> SAMPLE_2126 2 0.000
#> SAMPLE_2127 2 0.000
#> SAMPLE_2128 2 1.000
#> SAMPLE_2129 2 0.000
#> SAMPLE_2130 1 0.000
#> SAMPLE_2131 2 0.000
#> SAMPLE_2132 5 0.000
#> SAMPLE_2133 2 0.000
#> SAMPLE_2134 2 0.000
#> SAMPLE_2135 1 0.000
#> SAMPLE_2136 5 0.249
#> SAMPLE_2137 1 0.000
#> SAMPLE_2138 1 0.000
#> SAMPLE_2139 5 0.000
#> SAMPLE_2140 2 0.000
#> SAMPLE_2141 4 0.000
#> SAMPLE_2142 5 0.000
#> SAMPLE_2143 5 0.000
#> SAMPLE_2144 5 0.000
#> SAMPLE_2145 5 0.000
#> SAMPLE_2146 3 0.000
#> SAMPLE_2147 2 0.000
#> SAMPLE_2148 2 0.000
#> SAMPLE_2149 5 0.000
#> SAMPLE_2150 5 0.000
#> SAMPLE_2151 5 0.000
#> SAMPLE_2152 5 0.000
#> SAMPLE_2153 5 0.000
#> SAMPLE_2154 2 0.000
#> SAMPLE_2155 2 0.000
#> SAMPLE_2156 2 0.000
#> SAMPLE_2157 2 0.000
#> SAMPLE_2158 2 0.000
#> SAMPLE_2159 2 0.000
#> SAMPLE_2160 2 0.000
#> SAMPLE_2161 2 0.000
#> SAMPLE_2162 5 0.751
#> SAMPLE_2163 1 0.000
#> SAMPLE_2164 1 0.000
#> SAMPLE_2165 5 0.000
#> SAMPLE_2166 2 0.000
#> SAMPLE_2167 5 0.000
#> SAMPLE_2168 2 0.000
#> SAMPLE_2169 2 0.000
#> SAMPLE_2170 5 0.000
#> SAMPLE_2171 5 0.000
#> SAMPLE_2172 5 0.000
#> SAMPLE_2173 3 0.000
#> SAMPLE_2174 2 0.751
#> SAMPLE_2175 5 0.249
#> SAMPLE_2176 2 0.000
#> SAMPLE_2177 2 0.000
#> SAMPLE_2178 2 0.000
#> SAMPLE_2179 3 0.000
#> SAMPLE_2180 5 0.000
#> SAMPLE_2181 2 0.000
#> SAMPLE_2182 1 0.000
#> SAMPLE_2183 2 0.000
#> SAMPLE_2184 3 0.000
#> SAMPLE_2185 3 0.000
#> SAMPLE_2186 5 0.000
#> SAMPLE_2187 2 0.000
#> SAMPLE_2188 2 0.000
#> SAMPLE_2189 2 0.000
#> SAMPLE_2190 2 0.000
#> SAMPLE_2191 2 0.000
#> SAMPLE_2192 2 0.000
#> SAMPLE_2193 2 0.000
#> SAMPLE_2194 2 0.000
#> SAMPLE_2195 2 0.747
#> SAMPLE_2196 2 0.000
#> SAMPLE_2197 2 0.000
#> SAMPLE_2198 2 0.000
#> SAMPLE_2199 5 0.000
#> SAMPLE_2200 5 0.502
#> SAMPLE_2201 3 0.000
#> SAMPLE_2202 5 0.000
#> SAMPLE_2203 5 0.502
#> SAMPLE_2204 5 0.751
#> SAMPLE_2205 2 0.000
#> SAMPLE_2206 6 0.000
#> SAMPLE_2207 5 0.000
#> SAMPLE_2208 2 0.000
#> SAMPLE_2209 5 0.000
#> SAMPLE_2210 3 0.000
#> SAMPLE_2211 5 1.000
#> SAMPLE_2212 2 0.000
#> SAMPLE_2213 2 0.000
#> SAMPLE_2214 2 1.000
#> SAMPLE_2215 5 0.000
#> SAMPLE_2216 3 0.000
#> SAMPLE_2217 2 0.000
#> SAMPLE_2218 5 0.000
#> SAMPLE_2219 5 0.000
#> SAMPLE_2220 2 0.000
#> SAMPLE_2221 2 0.000
#> SAMPLE_2222 5 0.000
#> SAMPLE_2223 5 0.000
#> SAMPLE_2224 5 0.000
#> SAMPLE_2225 2 0.000
#> SAMPLE_2226 6 0.000
#> SAMPLE_2227 1 0.000
#> SAMPLE_2228 3 0.000
#> SAMPLE_2229 2 0.000
#> SAMPLE_2230 1 0.000
#> SAMPLE_2231 5 0.000
#> SAMPLE_2232 5 0.000
#> SAMPLE_2233 3 0.000
#> SAMPLE_2234 2 0.000
#> SAMPLE_2235 3 0.000
#> SAMPLE_2236 3 0.000
#> SAMPLE_2237 5 0.751
#> SAMPLE_2238 2 0.000
#> SAMPLE_2239 2 0.000
#> SAMPLE_2240 3 0.000
#> SAMPLE_2241 3 0.000
#> SAMPLE_2242 3 0.000
#> SAMPLE_2243 3 0.000
#> SAMPLE_2244 3 0.000
#> SAMPLE_2245 3 0.000
#> SAMPLE_2246 3 0.000
#> SAMPLE_2247 2 0.000
#> SAMPLE_2248 5 0.000
#> SAMPLE_2249 3 0.000
#> SAMPLE_2250 2 1.000
#> SAMPLE_2251 1 1.000
#> SAMPLE_2252 2 0.000
#> SAMPLE_2253 3 0.000
#> SAMPLE_2254 2 0.000
#> SAMPLE_2255 5 0.000
#> SAMPLE_2256 2 0.000
#> SAMPLE_2257 5 0.502
#> SAMPLE_2258 2 0.000
#> SAMPLE_2259 5 0.000
#> SAMPLE_2260 3 0.000
#> SAMPLE_2261 1 0.000
#> SAMPLE_2262 4 0.000
#> SAMPLE_2263 2 0.000
#> SAMPLE_2264 3 0.000
#> SAMPLE_2265 2 0.000
#> SAMPLE_2266 2 0.000
#> SAMPLE_2267 2 0.000
#> SAMPLE_2268 3 0.000
#> SAMPLE_2269 2 0.000
#> SAMPLE_2270 2 0.000
#> SAMPLE_2271 2 0.000
#> SAMPLE_2272 2 0.000
#> SAMPLE_2273 4 0.000
#> SAMPLE_2274 2 0.000
#> SAMPLE_2275 5 0.000
#> SAMPLE_2276 5 0.000
#> SAMPLE_2277 5 0.000
#> SAMPLE_2278 2 0.000
#> SAMPLE_2279 5 0.000
#> SAMPLE_2280 5 1.000
#> SAMPLE_2281 2 0.000
#> SAMPLE_2282 2 1.000
#> SAMPLE_2283 2 0.000
#> SAMPLE_2284 2 1.000
#> SAMPLE_2285 2 0.000
#> SAMPLE_2286 5 0.249
#> SAMPLE_2287 5 0.000
#> SAMPLE_2288 4 0.000
#> SAMPLE_2289 2 0.000
#> SAMPLE_2290 3 0.000
#> SAMPLE_2291 3 0.000
#> SAMPLE_2292 5 0.000
#> SAMPLE_2293 5 0.000
#> SAMPLE_2294 5 0.000
#> SAMPLE_2295 5 0.000
#> SAMPLE_2296 3 0.000
#> SAMPLE_2297 2 0.000
#> SAMPLE_2298 2 0.000
#> SAMPLE_2299 3 0.000
#> SAMPLE_2300 5 0.751
#> SAMPLE_2301 5 0.249
#> SAMPLE_2302 2 0.000
#> SAMPLE_2303 5 0.000
#> SAMPLE_2304 3 0.000
#> SAMPLE_2305 1 0.000
#> SAMPLE_2306 5 0.000
#> SAMPLE_2307 2 1.000
#> SAMPLE_2308 2 0.000
#> SAMPLE_2309 5 0.000
#> SAMPLE_2310 5 0.000
#> SAMPLE_2311 5 0.000
#> SAMPLE_2312 5 0.751
#> SAMPLE_2313 2 1.000
#> SAMPLE_2314 3 0.000
#> SAMPLE_2315 3 0.000
#> SAMPLE_2316 3 0.000
#> SAMPLE_2317 3 0.000
#> SAMPLE_2318 3 0.000
#> SAMPLE_2319 1 0.000
#> SAMPLE_2320 2 1.000
#> SAMPLE_2321 5 0.000
#> SAMPLE_2322 2 0.000
#> SAMPLE_2323 5 0.000
#> SAMPLE_2324 5 0.000
#> SAMPLE_2325 2 0.000
#> SAMPLE_2326 2 0.000
#> SAMPLE_2327 2 0.000
#> SAMPLE_2328 5 0.751
#> SAMPLE_2329 2 0.751
#> SAMPLE_2330 2 0.000
#> SAMPLE_2331 5 0.000
#> SAMPLE_2332 5 0.000
#> SAMPLE_2333 5 0.000
#> SAMPLE_2334 2 0.000
#> SAMPLE_2335 2 0.000
#> SAMPLE_2336 2 0.000
#> SAMPLE_2337 5 0.000
#> SAMPLE_2338 5 0.000
#> SAMPLE_2339 3 0.000
#> SAMPLE_2340 3 0.000
#> SAMPLE_2341 3 0.000
#> SAMPLE_2342 3 0.000
#> SAMPLE_2343 3 0.000
#> SAMPLE_2344 5 0.000
#> SAMPLE_2345 2 0.000
#> SAMPLE_2346 5 0.000
#> SAMPLE_2347 2 0.000
#> SAMPLE_2348 5 1.000
#> SAMPLE_2349 3 0.000
#> SAMPLE_2350 5 1.000
#> SAMPLE_2351 3 0.000
#> SAMPLE_2352 1 0.000
#> SAMPLE_2353 4 0.000
#> SAMPLE_2354 2 1.000
#> SAMPLE_2355 2 0.000
#> SAMPLE_2356 2 0.000
#> SAMPLE_2357 5 0.000
#> SAMPLE_2358 2 0.000
#> SAMPLE_2359 5 0.000
#> SAMPLE_2360 2 0.000
#> SAMPLE_2361 5 0.000
#> SAMPLE_2362 2 0.000
#> SAMPLE_2363 3 0.000
#> SAMPLE_2364 2 0.000
#> SAMPLE_2365 5 1.000
#> SAMPLE_2366 5 0.000
#> SAMPLE_2367 2 0.000
#> SAMPLE_2368 1 0.000
#> SAMPLE_2369 1 0.000
#> SAMPLE_2370 1 0.000
#> SAMPLE_2371 2 0.000
#> SAMPLE_2372 2 0.000
#> SAMPLE_2373 1 0.000
#> SAMPLE_2374 1 0.000
#> SAMPLE_2375 1 0.000
#> SAMPLE_2376 1 0.000
#> SAMPLE_2377 1 0.000
#> SAMPLE_2378 1 0.000
#> SAMPLE_2379 1 0.000
#> SAMPLE_2380 1 0.000
#> SAMPLE_2381 1 0.000
#> SAMPLE_2382 1 0.000
#> SAMPLE_2383 1 0.000
#> SAMPLE_2384 2 0.000
#> SAMPLE_2385 2 0.000
#> SAMPLE_2386 1 0.000
#> SAMPLE_2387 5 0.253
#> SAMPLE_2388 5 0.000
#> SAMPLE_2389 5 0.000
#> SAMPLE_2390 5 0.000
#> SAMPLE_2391 2 0.000
#> SAMPLE_2392 3 0.000
#> SAMPLE_2393 3 0.000
#> SAMPLE_2394 2 0.000
#> SAMPLE_2395 2 0.249
#> SAMPLE_2396 2 0.000
#> SAMPLE_2397 3 0.000
#> SAMPLE_2398 1 0.000
#> SAMPLE_2399 1 0.000
#> SAMPLE_2400 1 0.000
#> SAMPLE_2401 1 0.000
#> SAMPLE_2402 1 0.000
#> SAMPLE_2403 1 0.000
#> SAMPLE_2404 1 0.000
#> SAMPLE_2405 5 0.000
#> SAMPLE_2406 5 0.000
#> SAMPLE_2407 5 0.000
#> SAMPLE_2408 5 0.000
#> SAMPLE_2409 2 0.000
#> SAMPLE_2410 2 0.000
#> SAMPLE_2411 4 0.000
#> SAMPLE_2412 2 0.000
#> SAMPLE_2413 2 0.000
#> SAMPLE_2414 2 0.000
#> SAMPLE_2415 5 1.000
#> SAMPLE_2416 2 0.751
#> SAMPLE_2417 5 0.000
#> SAMPLE_2418 2 0.000
#> SAMPLE_2419 5 1.000
#> SAMPLE_2420 3 0.000
#> SAMPLE_2421 4 0.000
#> SAMPLE_2422 2 0.000
#> SAMPLE_2423 3 1.000
#> SAMPLE_2424 5 0.000
#> SAMPLE_2425 5 0.000
#> SAMPLE_2426 3 0.000
#> SAMPLE_2427 2 0.000
#> SAMPLE_2428 2 0.000
#> SAMPLE_2429 2 0.000
#> SAMPLE_2430 3 0.000
#> SAMPLE_2431 3 0.000
#> SAMPLE_2432 3 0.000
#> SAMPLE_2433 2 0.000
#> SAMPLE_2434 2 0.000
#> SAMPLE_2435 3 0.000
#> SAMPLE_2436 6 0.000
#> SAMPLE_2437 5 0.000
#> SAMPLE_2438 5 0.000
#> SAMPLE_2439 5 0.000
#> SAMPLE_2440 5 0.000
#> SAMPLE_2441 2 1.000
#> SAMPLE_2442 3 0.000
#> SAMPLE_2443 3 0.000
#> SAMPLE_2444 3 0.000
#> SAMPLE_2445 2 0.000
#> SAMPLE_2446 3 1.000
#> SAMPLE_2447 6 0.000
#> SAMPLE_2448 2 0.000
#> SAMPLE_2449 3 0.000
#> SAMPLE_2450 2 0.000
#> SAMPLE_2451 6 0.000
#> SAMPLE_2452 2 0.000
#> SAMPLE_2453 5 0.000
#> SAMPLE_2454 5 0.000
#> SAMPLE_2455 5 0.000
#> SAMPLE_2456 2 0.000
#> SAMPLE_2457 5 0.000
#> SAMPLE_2458 2 0.751
#> SAMPLE_2459 4 0.000
#> SAMPLE_2460 3 0.000
#> SAMPLE_2461 2 0.000
#> SAMPLE_2462 2 0.000
#> SAMPLE_2463 4 0.000
#> SAMPLE_2464 5 0.000
#> SAMPLE_2465 4 0.000
#> SAMPLE_2466 2 0.000
#> SAMPLE_2467 4 0.000
#> SAMPLE_2468 5 0.498
#> SAMPLE_2469 2 0.249
#> SAMPLE_2470 3 1.000
#> SAMPLE_2471 3 0.000
#> SAMPLE_2472 2 0.000
#> SAMPLE_2473 2 0.000
#> SAMPLE_2474 2 0.000
#> SAMPLE_2475 5 0.000
#> SAMPLE_2476 2 0.000
#> SAMPLE_2477 5 0.000
#> SAMPLE_2478 2 0.000
#> SAMPLE_2479 2 0.000
#> SAMPLE_2480 2 0.000
#> SAMPLE_2481 2 0.000
#> SAMPLE_2482 5 0.000
#> SAMPLE_2483 2 0.000
#> SAMPLE_2484 3 0.000
#> SAMPLE_2485 2 0.000
#> SAMPLE_2486 3 0.000
#> SAMPLE_2487 2 0.000
#> SAMPLE_2488 2 0.000
#> SAMPLE_2489 2 0.000
#> SAMPLE_2490 2 0.000
#> SAMPLE_2491 2 0.000
#> SAMPLE_2492 2 0.000
#> SAMPLE_2493 2 0.000
#> SAMPLE_2494 2 0.000
#> SAMPLE_2495 2 0.000
#> SAMPLE_2496 2 0.000
#> SAMPLE_2497 2 0.000
#> SAMPLE_2498 2 0.000
#> SAMPLE_2499 2 0.000
#> SAMPLE_2500 2 0.000
#> SAMPLE_2501 2 0.000
#> SAMPLE_2502 2 0.000
#> SAMPLE_2503 2 0.000
#> SAMPLE_2504 2 0.000
#> SAMPLE_2505 2 0.000
#> SAMPLE_2506 2 0.000
#> SAMPLE_2507 2 0.000
#> SAMPLE_2508 1 0.000
#> SAMPLE_2509 1 0.000
#> SAMPLE_2510 1 0.000
#> SAMPLE_2511 1 0.000
#> SAMPLE_2512 2 0.000
#> SAMPLE_2513 2 0.000
#> SAMPLE_2514 2 0.249
#> SAMPLE_2515 6 0.000
#> SAMPLE_2516 2 0.000
#> SAMPLE_2517 5 0.249
#> SAMPLE_2518 2 0.000
#> SAMPLE_2519 5 0.000
#> SAMPLE_2520 5 0.000
#> SAMPLE_2521 5 0.000
#> SAMPLE_2522 2 0.000
#> SAMPLE_2523 5 0.000
#> SAMPLE_2524 5 0.000
#> SAMPLE_2525 3 0.000
#> SAMPLE_2526 5 0.000
#> SAMPLE_2527 5 0.000
#> SAMPLE_2528 4 0.000
#> SAMPLE_2529 3 0.000
#> SAMPLE_2530 3 0.000
#> SAMPLE_2531 2 0.000
#> SAMPLE_2532 2 0.751
#> SAMPLE_2533 3 0.000
#> SAMPLE_2534 2 1.000
#> SAMPLE_2535 2 0.000
#> SAMPLE_2536 2 0.000
#> SAMPLE_2537 2 0.000
#> SAMPLE_2538 1 0.000
#> SAMPLE_2539 1 0.000
#> SAMPLE_2540 2 0.000
#> SAMPLE_2541 2 0.000
#> SAMPLE_2542 2 0.000
#> SAMPLE_2543 2 0.000
#> SAMPLE_2544 2 0.000
#> SAMPLE_2545 2 0.000
#> SAMPLE_2546 2 0.000
#> SAMPLE_2547 2 0.000
#> SAMPLE_2548 1 0.000
#> SAMPLE_2549 2 0.000
#> SAMPLE_2550 2 0.000
#> SAMPLE_2551 2 0.000
#> SAMPLE_2552 2 1.000
#> SAMPLE_2553 5 0.000
#> SAMPLE_2554 1 0.000
#> SAMPLE_2555 1 0.000
#> SAMPLE_2556 5 0.000
#> SAMPLE_2557 5 0.000
#> SAMPLE_2558 5 0.000
#> SAMPLE_2559 5 0.000
#> SAMPLE_2560 5 0.000
#> SAMPLE_2561 1 0.000
#> SAMPLE_2562 5 0.000
#> SAMPLE_2563 1 0.000
#> SAMPLE_2564 1 0.000
#> SAMPLE_2565 1 0.000
#> SAMPLE_2566 1 0.000
#> SAMPLE_2567 5 0.000
#> SAMPLE_2568 1 0.000
#> SAMPLE_2569 1 0.000
#> SAMPLE_2570 2 0.000
#> SAMPLE_2571 5 0.000
#> SAMPLE_2572 5 0.000
#> SAMPLE_2573 5 0.000
#> SAMPLE_2574 2 0.000
#> SAMPLE_2575 2 0.000
#> SAMPLE_2576 2 0.000
#> SAMPLE_2577 5 0.000
#> SAMPLE_2578 2 0.000
#> SAMPLE_2579 2 0.000
#> SAMPLE_2580 3 0.000
#> SAMPLE_2581 5 0.000
#> SAMPLE_2582 2 0.000
#> SAMPLE_2583 2 0.000
#> SAMPLE_2584 2 0.000
#> SAMPLE_2585 2 0.000
#> SAMPLE_2586 2 0.000
#> SAMPLE_2587 5 0.000
#> SAMPLE_2588 5 0.000
#> SAMPLE_2589 2 0.000
#> SAMPLE_2590 5 0.000
#> SAMPLE_2591 3 0.000
#> SAMPLE_2592 2 0.000
#> SAMPLE_2593 2 0.000
#> SAMPLE_2594 2 0.000
#> SAMPLE_2595 2 0.000
#> SAMPLE_2596 3 1.000
#> SAMPLE_2597 5 0.000
#> SAMPLE_2598 2 0.000
#> SAMPLE_2599 2 0.000
#> SAMPLE_2600 2 0.000
#> SAMPLE_2601 2 0.000
#> SAMPLE_2602 2 0.000
#> SAMPLE_2603 2 0.000
#> SAMPLE_2604 2 0.000
#> SAMPLE_2605 2 0.000
#> SAMPLE_2606 2 0.000
#> SAMPLE_2607 5 0.000
#> SAMPLE_2608 1 0.000
#> SAMPLE_2609 5 0.498
#> SAMPLE_2610 5 0.502
#> SAMPLE_2611 2 0.000
#> SAMPLE_2612 2 0.000
#> SAMPLE_2613 2 0.000
#> SAMPLE_2614 2 0.000
#> SAMPLE_2615 2 0.000
#> SAMPLE_2616 2 0.000
#> SAMPLE_2617 5 0.000
#> SAMPLE_2618 3 0.000
#> SAMPLE_2619 2 0.000
#> SAMPLE_2620 2 0.000
#> SAMPLE_2621 2 0.000
#> SAMPLE_2622 2 0.000
#> SAMPLE_2623 2 0.000
#> SAMPLE_2624 2 0.000
#> SAMPLE_2625 2 0.000
#> SAMPLE_2626 2 0.000
#> SAMPLE_2627 2 0.000
#> SAMPLE_2628 2 0.000
#> SAMPLE_2629 2 0.000
#> SAMPLE_2630 2 0.000
#> SAMPLE_2631 2 0.000
#> SAMPLE_2632 2 0.000
#> SAMPLE_2633 5 0.000
#> SAMPLE_2634 2 0.249
#> SAMPLE_2635 2 0.000
#> SAMPLE_2636 2 0.000
#> SAMPLE_2637 2 0.000
#> SAMPLE_2638 2 0.000
#> SAMPLE_2639 2 0.000
#> SAMPLE_2640 2 0.000
#> SAMPLE_2641 3 0.000
#> SAMPLE_2642 5 0.000
#> SAMPLE_2643 5 0.000
#> SAMPLE_2644 2 0.000
#> SAMPLE_2645 2 0.000
#> SAMPLE_2646 3 0.000
#> SAMPLE_2647 5 0.000
#> SAMPLE_2648 2 0.000
#> SAMPLE_2649 5 0.000
#> SAMPLE_2650 3 0.000
#> SAMPLE_2651 2 0.000
#> SAMPLE_2652 3 0.000
#> SAMPLE_2653 3 0.000
#> SAMPLE_2654 3 0.000
#> SAMPLE_2655 3 0.000
#> SAMPLE_2656 2 0.000
#> SAMPLE_2657 2 0.000
#> SAMPLE_2658 3 0.000
#> SAMPLE_2659 3 0.000
#> SAMPLE_2660 2 1.000
#> SAMPLE_2661 3 0.000
#> SAMPLE_2662 3 0.000
#> SAMPLE_2663 3 0.000
#> SAMPLE_2664 2 0.000
#> SAMPLE_2665 2 0.000
#> SAMPLE_2666 2 0.000
#> SAMPLE_2667 5 0.000
#> SAMPLE_2668 5 0.000
#> SAMPLE_2669 5 0.000
#> SAMPLE_2670 2 0.000
#> SAMPLE_2671 2 0.000
#> SAMPLE_2672 2 0.000
#> SAMPLE_2673 2 0.000
#> SAMPLE_2674 2 0.000
#> SAMPLE_2675 2 0.000
#> SAMPLE_2676 2 0.000
#> SAMPLE_2677 2 0.000
#> SAMPLE_2678 1 0.253
#> SAMPLE_2679 5 0.000
#> SAMPLE_2680 5 0.000
#> SAMPLE_2681 2 0.000
#> SAMPLE_2682 2 0.000
#> SAMPLE_2683 2 1.000
#> SAMPLE_2684 2 0.000
#> SAMPLE_2685 2 0.000
#> SAMPLE_2686 2 0.000
#> SAMPLE_2687 2 0.000
#> SAMPLE_2688 5 0.000
#> SAMPLE_2689 5 1.000
#> SAMPLE_2690 2 0.000
#> SAMPLE_2691 2 0.000
#> SAMPLE_2692 3 0.000
#> SAMPLE_2693 2 0.249
#> SAMPLE_2694 2 1.000
#> SAMPLE_2695 2 0.000
#> SAMPLE_2696 5 1.000
#> SAMPLE_2697 2 0.000
#> SAMPLE_2698 2 0.000
#> SAMPLE_2699 5 1.000
#> SAMPLE_2700 5 0.498
#> SAMPLE_2701 5 0.751
#> SAMPLE_2702 2 0.000
#> SAMPLE_2703 5 0.498
#> SAMPLE_2704 5 0.000
#> SAMPLE_2705 2 0.000
#> SAMPLE_2706 2 0.000
#> SAMPLE_2707 2 0.000
#> SAMPLE_2708 2 0.000
#> SAMPLE_2709 2 0.000
#> SAMPLE_2710 5 0.751
#> SAMPLE_2711 2 0.253
#> SAMPLE_2712 2 0.751
#> SAMPLE_2713 5 0.000
#> SAMPLE_2714 1 0.000
#> SAMPLE_2715 5 1.000
#> SAMPLE_2716 1 0.000
#> SAMPLE_2717 5 0.249
#> SAMPLE_2718 5 0.000
#> SAMPLE_2719 2 0.000
#> SAMPLE_2720 2 0.000
#> SAMPLE_2721 2 0.000
#> SAMPLE_2722 1 1.000
#> SAMPLE_2723 2 0.000
#> SAMPLE_2724 5 0.000
#> SAMPLE_2725 5 0.000
#> SAMPLE_2726 5 0.000
#> SAMPLE_2727 5 0.000
#> SAMPLE_2728 5 0.000
#> SAMPLE_2729 2 0.751
#> SAMPLE_2730 2 0.000
#> SAMPLE_2731 5 0.751
#> SAMPLE_2732 2 0.747
#> SAMPLE_2733 2 1.000
#> SAMPLE_2734 5 0.000
#> SAMPLE_2735 5 0.000
#> SAMPLE_2736 6 0.000
#> SAMPLE_2737 1 0.000
#> SAMPLE_2738 1 0.000
#> SAMPLE_2739 1 0.000
#> SAMPLE_2740 1 0.000
#> SAMPLE_2741 1 0.000
#> SAMPLE_2742 1 0.000
#> SAMPLE_2743 1 0.000
#> SAMPLE_2744 1 0.000
#> SAMPLE_2745 1 0.000
#> SAMPLE_2746 2 0.000
#> SAMPLE_2747 6 0.000
#> SAMPLE_2748 2 0.000
#> SAMPLE_2749 2 0.502
#> SAMPLE_2750 2 0.000
#> SAMPLE_2751 2 0.000
#> SAMPLE_2752 2 0.000
#> SAMPLE_2753 2 0.000
#> SAMPLE_2754 2 0.000
#> SAMPLE_2755 2 0.000
#> SAMPLE_2756 2 0.000
#> SAMPLE_2757 2 0.000
#> SAMPLE_2758 2 0.000
#> SAMPLE_2759 2 0.000
#> SAMPLE_2760 6 0.000
#> SAMPLE_2761 1 1.000
#> SAMPLE_2762 5 0.000
#> SAMPLE_2763 5 1.000
#> SAMPLE_2764 5 1.000
#> SAMPLE_2765 5 1.000
#> SAMPLE_2766 5 0.502
#> SAMPLE_2767 5 0.000
#> SAMPLE_2768 5 1.000
#> SAMPLE_2769 5 0.502
#> SAMPLE_2770 5 1.000
#> SAMPLE_2771 5 0.751
#> SAMPLE_2772 2 0.000
#> SAMPLE_2773 2 0.000
#> SAMPLE_2774 2 0.000
#> SAMPLE_2775 2 0.000
#> SAMPLE_2776 5 0.502
#> SAMPLE_2777 2 0.000
#> SAMPLE_2778 2 0.502
#> SAMPLE_2779 2 0.000
#> SAMPLE_2780 5 0.000
#> SAMPLE_2781 2 0.000
#> SAMPLE_2782 2 0.000
#> SAMPLE_2783 2 0.000
#> SAMPLE_2784 2 0.751
#> SAMPLE_2785 6 0.000
#> SAMPLE_2786 5 0.000
#> SAMPLE_2787 1 0.000
#> SAMPLE_2788 1 0.000
#> SAMPLE_2789 1 0.751
#> SAMPLE_2790 5 1.000
#> SAMPLE_2791 1 0.000
#> SAMPLE_2792 5 0.000
#> SAMPLE_2793 5 0.000
#> SAMPLE_2794 5 0.000
#> SAMPLE_2795 3 0.000
#> SAMPLE_2796 2 0.000
#> SAMPLE_2797 1 0.000
#> SAMPLE_2798 2 0.000
#> SAMPLE_2799 2 0.249
#> SAMPLE_2800 2 0.000
#> SAMPLE_2801 5 0.000
get_classes(res, k = 7)
#> class p
#> SAMPLE_1 5 0.000
#> SAMPLE_2 5 1.000
#> SAMPLE_3 5 0.000
#> SAMPLE_4 5 1.000
#> SAMPLE_5 5 0.000
#> SAMPLE_6 5 0.000
#> SAMPLE_7 5 0.000
#> SAMPLE_8 5 0.000
#> SAMPLE_9 5 0.000
#> SAMPLE_10 5 0.249
#> SAMPLE_11 5 0.000
#> SAMPLE_12 5 0.000
#> SAMPLE_13 2 1.000
#> SAMPLE_14 5 1.000
#> SAMPLE_15 6 0.000
#> SAMPLE_16 6 0.000
#> SAMPLE_17 5 1.000
#> SAMPLE_18 5 0.000
#> SAMPLE_19 6 0.000
#> SAMPLE_20 7 0.249
#> SAMPLE_21 6 0.000
#> SAMPLE_22 5 1.000
#> SAMPLE_23 5 0.000
#> SAMPLE_24 5 0.000
#> SAMPLE_25 5 1.000
#> SAMPLE_26 5 1.000
#> SAMPLE_27 5 0.502
#> SAMPLE_28 5 0.000
#> SAMPLE_29 5 0.000
#> SAMPLE_30 5 0.000
#> SAMPLE_31 2 0.000
#> SAMPLE_32 2 0.000
#> SAMPLE_33 2 0.000
#> SAMPLE_34 2 0.000
#> SAMPLE_35 2 0.000
#> SAMPLE_36 2 0.000
#> SAMPLE_37 2 0.000
#> SAMPLE_38 2 0.000
#> SAMPLE_39 2 0.000
#> SAMPLE_40 2 0.000
#> SAMPLE_41 2 0.000
#> SAMPLE_42 2 0.000
#> SAMPLE_43 2 0.000
#> SAMPLE_44 2 0.000
#> SAMPLE_45 2 0.000
#> SAMPLE_46 2 0.000
#> SAMPLE_47 2 0.000
#> SAMPLE_48 2 0.000
#> SAMPLE_49 2 0.000
#> SAMPLE_50 2 0.000
#> SAMPLE_51 2 0.000
#> SAMPLE_52 2 0.000
#> SAMPLE_53 2 0.000
#> SAMPLE_54 2 0.000
#> SAMPLE_55 2 0.000
#> SAMPLE_56 2 0.000
#> SAMPLE_57 1 0.000
#> SAMPLE_58 1 0.502
#> SAMPLE_59 1 1.000
#> SAMPLE_60 1 0.000
#> SAMPLE_61 4 0.000
#> SAMPLE_62 2 0.502
#> SAMPLE_63 2 1.000
#> SAMPLE_64 5 1.000
#> SAMPLE_65 2 0.000
#> SAMPLE_66 2 0.000
#> SAMPLE_67 2 0.000
#> SAMPLE_68 2 0.751
#> SAMPLE_69 2 0.000
#> SAMPLE_70 2 0.000
#> SAMPLE_71 2 0.000
#> SAMPLE_72 2 0.000
#> SAMPLE_73 2 0.000
#> SAMPLE_74 2 0.000
#> SAMPLE_75 2 0.000
#> SAMPLE_76 2 0.000
#> SAMPLE_77 2 0.000
#> SAMPLE_78 2 0.000
#> SAMPLE_79 2 1.000
#> SAMPLE_80 1 0.000
#> SAMPLE_81 1 0.000
#> SAMPLE_82 4 0.751
#> SAMPLE_83 1 1.000
#> SAMPLE_84 4 1.000
#> SAMPLE_85 4 0.000
#> SAMPLE_86 4 0.000
#> SAMPLE_87 6 0.000
#> SAMPLE_88 6 0.000
#> SAMPLE_89 6 0.000
#> SAMPLE_90 4 0.000
#> SAMPLE_91 4 0.000
#> SAMPLE_92 4 0.000
#> SAMPLE_93 1 1.000
#> SAMPLE_94 1 0.000
#> SAMPLE_95 4 0.000
#> SAMPLE_96 4 0.000
#> SAMPLE_97 4 0.000
#> SAMPLE_98 4 0.000
#> SAMPLE_99 4 1.000
#> SAMPLE_100 2 0.000
#> SAMPLE_101 2 0.000
#> SAMPLE_102 2 0.000
#> SAMPLE_103 2 0.000
#> SAMPLE_104 2 0.751
#> SAMPLE_105 2 0.000
#> SAMPLE_106 2 0.000
#> SAMPLE_107 2 0.000
#> SAMPLE_108 2 0.000
#> SAMPLE_109 2 0.000
#> SAMPLE_110 2 0.000
#> SAMPLE_111 2 0.000
#> SAMPLE_112 2 0.000
#> SAMPLE_113 2 0.000
#> SAMPLE_114 2 0.000
#> SAMPLE_115 2 0.000
#> SAMPLE_116 2 0.000
#> SAMPLE_117 2 0.000
#> SAMPLE_118 2 0.000
#> SAMPLE_119 2 0.000
#> SAMPLE_120 2 0.000
#> SAMPLE_121 2 1.000
#> SAMPLE_122 2 1.000
#> SAMPLE_123 7 0.000
#> SAMPLE_124 2 1.000
#> SAMPLE_125 1 0.000
#> SAMPLE_126 2 0.000
#> SAMPLE_127 7 0.249
#> SAMPLE_128 6 0.000
#> SAMPLE_129 4 0.751
#> SAMPLE_130 4 0.000
#> SAMPLE_131 1 1.000
#> SAMPLE_132 4 0.000
#> SAMPLE_133 4 0.000
#> SAMPLE_134 4 0.000
#> SAMPLE_135 6 0.000
#> SAMPLE_136 7 0.000
#> SAMPLE_137 2 1.000
#> SAMPLE_138 2 0.000
#> SAMPLE_139 2 0.000
#> SAMPLE_140 7 0.000
#> SAMPLE_141 6 0.000
#> SAMPLE_142 7 0.000
#> SAMPLE_143 2 1.000
#> SAMPLE_144 2 0.000
#> SAMPLE_145 2 0.000
#> SAMPLE_146 5 1.000
#> SAMPLE_147 5 0.000
#> SAMPLE_148 5 0.253
#> SAMPLE_149 5 0.000
#> SAMPLE_150 4 1.000
#> SAMPLE_151 6 0.000
#> SAMPLE_152 6 0.000
#> SAMPLE_153 6 0.000
#> SAMPLE_154 4 0.000
#> SAMPLE_155 6 0.000
#> SAMPLE_156 1 1.000
#> SAMPLE_157 5 1.000
#> SAMPLE_158 6 0.000
#> SAMPLE_159 4 0.000
#> SAMPLE_160 4 0.000
#> SAMPLE_161 6 0.000
#> SAMPLE_162 6 0.000
#> SAMPLE_163 6 0.000
#> SAMPLE_164 6 0.000
#> SAMPLE_165 4 0.000
#> SAMPLE_166 4 0.000
#> SAMPLE_167 6 0.000
#> SAMPLE_168 6 0.000
#> SAMPLE_169 6 0.000
#> SAMPLE_170 4 0.000
#> SAMPLE_171 4 0.000
#> SAMPLE_172 4 0.000
#> SAMPLE_173 2 0.000
#> SAMPLE_174 2 0.498
#> SAMPLE_175 5 0.000
#> SAMPLE_176 2 0.000
#> SAMPLE_177 2 0.000
#> SAMPLE_178 2 0.000
#> SAMPLE_179 4 0.000
#> SAMPLE_180 4 0.000
#> SAMPLE_181 6 0.000
#> SAMPLE_182 6 0.000
#> SAMPLE_183 6 0.000
#> SAMPLE_184 6 0.000
#> SAMPLE_185 4 0.000
#> SAMPLE_186 4 1.000
#> SAMPLE_187 4 0.000
#> SAMPLE_188 4 0.000
#> SAMPLE_189 4 0.000
#> SAMPLE_190 6 0.000
#> SAMPLE_191 4 0.000
#> SAMPLE_192 4 0.000
#> SAMPLE_193 4 0.000
#> SAMPLE_194 5 0.000
#> SAMPLE_195 5 1.000
#> SAMPLE_196 4 0.000
#> SAMPLE_197 4 0.000
#> SAMPLE_198 4 0.000
#> SAMPLE_199 4 0.000
#> SAMPLE_200 6 0.000
#> SAMPLE_201 4 0.000
#> SAMPLE_202 4 1.000
#> SAMPLE_203 4 0.000
#> SAMPLE_204 4 0.000
#> SAMPLE_205 4 1.000
#> SAMPLE_206 4 0.000
#> SAMPLE_207 4 0.000
#> SAMPLE_208 5 0.000
#> SAMPLE_209 5 0.000
#> SAMPLE_210 2 0.000
#> SAMPLE_211 7 0.000
#> SAMPLE_212 5 1.000
#> SAMPLE_213 5 0.000
#> SAMPLE_214 5 0.000
#> SAMPLE_215 2 1.000
#> SAMPLE_216 5 0.000
#> SAMPLE_217 2 0.000
#> SAMPLE_218 5 0.000
#> SAMPLE_219 2 1.000
#> SAMPLE_220 2 0.249
#> SAMPLE_221 5 0.502
#> SAMPLE_222 5 1.000
#> SAMPLE_223 2 0.000
#> SAMPLE_224 6 0.000
#> SAMPLE_225 6 0.000
#> SAMPLE_226 6 0.000
#> SAMPLE_227 6 0.000
#> SAMPLE_228 6 0.000
#> SAMPLE_229 4 0.000
#> SAMPLE_230 4 1.000
#> SAMPLE_231 2 0.000
#> SAMPLE_232 2 0.000
#> SAMPLE_233 2 0.000
#> SAMPLE_234 2 0.000
#> SAMPLE_235 5 0.000
#> SAMPLE_236 5 0.000
#> SAMPLE_237 5 0.000
#> SAMPLE_238 7 0.000
#> SAMPLE_239 2 0.000
#> SAMPLE_240 2 0.000
#> SAMPLE_241 2 1.000
#> SAMPLE_242 5 1.000
#> SAMPLE_243 2 0.000
#> SAMPLE_244 2 0.498
#> SAMPLE_245 5 0.249
#> SAMPLE_246 2 0.000
#> SAMPLE_247 5 0.249
#> SAMPLE_248 5 0.498
#> SAMPLE_249 2 0.249
#> SAMPLE_250 2 0.000
#> SAMPLE_251 5 0.000
#> SAMPLE_252 5 1.000
#> SAMPLE_253 2 0.000
#> SAMPLE_254 5 0.000
#> SAMPLE_255 5 1.000
#> SAMPLE_256 5 0.000
#> SAMPLE_257 5 0.000
#> SAMPLE_258 5 0.000
#> SAMPLE_259 5 0.000
#> SAMPLE_260 5 1.000
#> SAMPLE_261 5 0.000
#> SAMPLE_262 5 0.000
#> SAMPLE_263 5 0.000
#> SAMPLE_264 5 0.000
#> SAMPLE_265 5 0.000
#> SAMPLE_266 5 0.000
#> SAMPLE_267 2 1.000
#> SAMPLE_268 2 0.000
#> SAMPLE_269 5 0.249
#> SAMPLE_270 2 0.498
#> SAMPLE_271 5 0.000
#> SAMPLE_272 5 0.249
#> SAMPLE_273 7 0.000
#> SAMPLE_274 7 0.000
#> SAMPLE_275 7 0.000
#> SAMPLE_276 6 0.000
#> SAMPLE_277 6 0.000
#> SAMPLE_278 4 0.502
#> SAMPLE_279 1 1.000
#> SAMPLE_280 4 0.000
#> SAMPLE_281 4 0.000
#> SAMPLE_282 4 1.000
#> SAMPLE_283 4 1.000
#> SAMPLE_284 4 0.000
#> SAMPLE_285 4 0.000
#> SAMPLE_286 2 0.000
#> SAMPLE_287 2 0.000
#> SAMPLE_288 2 0.000
#> SAMPLE_289 2 0.000
#> SAMPLE_290 1 1.000
#> SAMPLE_291 4 0.000
#> SAMPLE_292 4 0.000
#> SAMPLE_293 4 0.000
#> SAMPLE_294 1 1.000
#> SAMPLE_295 1 1.000
#> SAMPLE_296 2 0.000
#> SAMPLE_297 2 0.000
#> SAMPLE_298 2 0.000
#> SAMPLE_299 2 0.000
#> SAMPLE_300 2 0.000
#> SAMPLE_301 2 0.000
#> SAMPLE_302 2 0.000
#> SAMPLE_303 2 0.000
#> SAMPLE_304 2 0.000
#> SAMPLE_305 2 0.000
#> SAMPLE_306 2 0.000
#> SAMPLE_307 2 0.000
#> SAMPLE_308 2 0.000
#> SAMPLE_309 2 0.000
#> SAMPLE_310 2 0.000
#> SAMPLE_311 2 0.000
#> SAMPLE_312 2 0.000
#> SAMPLE_313 5 1.000
#> SAMPLE_314 2 0.000
#> SAMPLE_315 2 0.000
#> SAMPLE_316 2 0.000
#> SAMPLE_317 2 0.000
#> SAMPLE_318 2 0.000
#> SAMPLE_319 2 0.000
#> SAMPLE_320 2 0.000
#> SAMPLE_321 2 0.000
#> SAMPLE_322 2 0.000
#> SAMPLE_323 2 0.000
#> SAMPLE_324 2 0.000
#> SAMPLE_325 2 1.000
#> SAMPLE_326 2 0.000
#> SAMPLE_327 2 0.000
#> SAMPLE_328 2 0.000
#> SAMPLE_329 2 0.000
#> SAMPLE_330 2 0.000
#> SAMPLE_331 7 0.000
#> SAMPLE_332 2 1.000
#> SAMPLE_333 7 0.000
#> SAMPLE_334 2 0.000
#> SAMPLE_335 7 0.000
#> SAMPLE_336 5 1.000
#> SAMPLE_337 5 1.000
#> SAMPLE_338 7 0.249
#> SAMPLE_339 7 0.000
#> SAMPLE_340 7 0.751
#> SAMPLE_341 2 1.000
#> SAMPLE_342 2 0.000
#> SAMPLE_343 2 0.000
#> SAMPLE_344 7 0.000
#> SAMPLE_345 2 0.000
#> SAMPLE_346 5 1.000
#> SAMPLE_347 7 1.000
#> SAMPLE_348 2 0.000
#> SAMPLE_349 2 0.000
#> SAMPLE_350 2 0.000
#> SAMPLE_351 7 0.000
#> SAMPLE_352 2 0.000
#> SAMPLE_353 7 0.000
#> SAMPLE_354 2 0.000
#> SAMPLE_355 7 0.000
#> SAMPLE_356 2 0.000
#> SAMPLE_357 5 1.000
#> SAMPLE_358 2 0.000
#> SAMPLE_359 7 0.000
#> SAMPLE_360 7 0.000
#> SAMPLE_361 7 0.000
#> SAMPLE_362 2 0.000
#> SAMPLE_363 7 0.000
#> SAMPLE_364 5 1.000
#> SAMPLE_365 2 0.000
#> SAMPLE_366 2 0.000
#> SAMPLE_367 2 0.000
#> SAMPLE_368 2 0.000
#> SAMPLE_369 2 0.000
#> SAMPLE_370 2 0.000
#> SAMPLE_371 2 1.000
#> SAMPLE_372 2 0.000
#> SAMPLE_373 7 0.000
#> SAMPLE_374 7 0.000
#> SAMPLE_375 7 0.000
#> SAMPLE_376 7 0.000
#> SAMPLE_377 7 0.000
#> SAMPLE_378 7 0.000
#> SAMPLE_379 7 0.000
#> SAMPLE_380 6 0.000
#> SAMPLE_381 6 0.000
#> SAMPLE_382 2 0.000
#> SAMPLE_383 2 0.000
#> SAMPLE_384 2 0.000
#> SAMPLE_385 2 0.000
#> SAMPLE_386 2 0.000
#> SAMPLE_387 2 0.000
#> SAMPLE_388 6 0.000
#> SAMPLE_389 4 0.000
#> SAMPLE_390 4 1.000
#> SAMPLE_391 1 1.000
#> SAMPLE_392 4 0.000
#> SAMPLE_393 4 0.000
#> SAMPLE_394 4 0.000
#> SAMPLE_395 6 0.000
#> SAMPLE_396 1 0.000
#> SAMPLE_397 4 0.000
#> SAMPLE_398 6 0.000
#> SAMPLE_399 4 0.000
#> SAMPLE_400 4 0.000
#> SAMPLE_401 4 0.000
#> SAMPLE_402 6 0.000
#> SAMPLE_403 4 1.000
#> SAMPLE_404 6 0.000
#> SAMPLE_405 6 0.000
#> SAMPLE_406 6 0.000
#> SAMPLE_407 4 0.000
#> SAMPLE_408 6 0.000
#> SAMPLE_409 4 0.000
#> SAMPLE_410 4 0.000
#> SAMPLE_411 4 1.000
#> SAMPLE_412 4 0.000
#> SAMPLE_413 1 1.000
#> SAMPLE_414 4 0.000
#> SAMPLE_415 4 0.000
#> SAMPLE_416 4 0.000
#> SAMPLE_417 1 1.000
#> SAMPLE_418 6 0.000
#> SAMPLE_419 4 0.000
#> SAMPLE_420 4 0.000
#> SAMPLE_421 4 0.000
#> SAMPLE_422 1 1.000
#> SAMPLE_423 4 0.000
#> SAMPLE_424 4 0.000
#> SAMPLE_425 6 0.000
#> SAMPLE_426 4 0.000
#> SAMPLE_427 4 0.000
#> SAMPLE_428 4 0.000
#> SAMPLE_429 4 0.000
#> SAMPLE_430 1 0.000
#> SAMPLE_431 4 0.000
#> SAMPLE_432 4 0.000
#> SAMPLE_433 4 0.000
#> SAMPLE_434 1 1.000
#> SAMPLE_435 6 0.000
#> SAMPLE_436 4 0.000
#> SAMPLE_437 4 0.000
#> SAMPLE_438 4 0.000
#> SAMPLE_439 4 0.000
#> SAMPLE_440 6 0.000
#> SAMPLE_441 6 0.000
#> SAMPLE_442 1 1.000
#> SAMPLE_443 6 0.000
#> SAMPLE_444 4 0.000
#> SAMPLE_445 4 1.000
#> SAMPLE_446 4 0.000
#> SAMPLE_447 1 0.000
#> SAMPLE_448 4 0.000
#> SAMPLE_449 1 1.000
#> SAMPLE_450 4 0.000
#> SAMPLE_451 4 1.000
#> SAMPLE_452 4 0.000
#> SAMPLE_453 6 0.000
#> SAMPLE_454 6 0.000
#> SAMPLE_455 4 0.000
#> SAMPLE_456 4 0.000
#> SAMPLE_457 4 0.000
#> SAMPLE_458 4 0.000
#> SAMPLE_459 1 1.000
#> SAMPLE_460 4 0.000
#> SAMPLE_461 6 0.000
#> SAMPLE_462 4 0.000
#> SAMPLE_463 4 1.000
#> SAMPLE_464 4 0.000
#> SAMPLE_465 6 0.000
#> SAMPLE_466 1 1.000
#> SAMPLE_467 4 0.000
#> SAMPLE_468 6 0.000
#> SAMPLE_469 1 0.000
#> SAMPLE_470 2 1.000
#> SAMPLE_471 5 1.000
#> SAMPLE_472 4 0.000
#> SAMPLE_473 6 0.000
#> SAMPLE_474 4 0.000
#> SAMPLE_475 6 0.000
#> SAMPLE_476 4 0.000
#> SAMPLE_477 4 1.000
#> SAMPLE_478 6 0.000
#> SAMPLE_479 4 0.000
#> SAMPLE_480 4 0.000
#> SAMPLE_481 4 1.000
#> SAMPLE_482 1 1.000
#> SAMPLE_483 1 1.000
#> SAMPLE_484 6 0.000
#> SAMPLE_485 4 1.000
#> SAMPLE_486 6 0.000
#> SAMPLE_487 4 0.000
#> SAMPLE_488 6 0.000
#> SAMPLE_489 6 0.000
#> SAMPLE_490 4 0.000
#> SAMPLE_491 4 0.000
#> SAMPLE_492 6 0.000
#> SAMPLE_493 4 0.000
#> SAMPLE_494 4 0.000
#> SAMPLE_495 4 0.000
#> SAMPLE_496 1 0.000
#> SAMPLE_497 4 0.000
#> SAMPLE_498 4 1.000
#> SAMPLE_499 4 1.000
#> SAMPLE_500 4 0.000
#> SAMPLE_501 6 0.000
#> SAMPLE_502 4 0.000
#> SAMPLE_503 6 0.000
#> SAMPLE_504 1 0.000
#> SAMPLE_505 6 0.000
#> SAMPLE_506 4 0.000
#> SAMPLE_507 4 0.000
#> SAMPLE_508 4 0.000
#> SAMPLE_509 6 0.000
#> SAMPLE_510 4 1.000
#> SAMPLE_511 4 0.000
#> SAMPLE_512 1 0.000
#> SAMPLE_513 4 0.000
#> SAMPLE_514 4 0.000
#> SAMPLE_515 4 0.000
#> SAMPLE_516 4 0.000
#> SAMPLE_517 1 0.000
#> SAMPLE_518 4 0.000
#> SAMPLE_519 4 0.000
#> SAMPLE_520 1 0.751
#> SAMPLE_521 1 1.000
#> SAMPLE_522 6 0.000
#> SAMPLE_523 4 0.000
#> SAMPLE_524 4 0.000
#> SAMPLE_525 4 1.000
#> SAMPLE_526 4 0.000
#> SAMPLE_527 4 0.000
#> SAMPLE_528 6 0.000
#> SAMPLE_529 1 0.751
#> SAMPLE_530 6 0.000
#> SAMPLE_531 4 0.000
#> SAMPLE_532 1 0.000
#> SAMPLE_533 4 0.000
#> SAMPLE_534 4 0.000
#> SAMPLE_535 4 0.000
#> SAMPLE_536 6 0.000
#> SAMPLE_537 4 0.000
#> SAMPLE_538 1 0.000
#> SAMPLE_539 6 0.000
#> SAMPLE_540 4 0.751
#> SAMPLE_541 6 0.000
#> SAMPLE_542 1 0.000
#> SAMPLE_543 4 0.000
#> SAMPLE_544 4 0.000
#> SAMPLE_545 4 0.000
#> SAMPLE_546 4 1.000
#> SAMPLE_547 4 0.000
#> SAMPLE_548 1 1.000
#> SAMPLE_549 4 0.000
#> SAMPLE_550 4 0.000
#> SAMPLE_551 4 0.000
#> SAMPLE_552 4 0.000
#> SAMPLE_553 6 0.000
#> SAMPLE_554 6 0.000
#> SAMPLE_555 1 1.000
#> SAMPLE_556 6 0.000
#> SAMPLE_557 6 0.000
#> SAMPLE_558 1 1.000
#> SAMPLE_559 4 0.000
#> SAMPLE_560 4 0.000
#> SAMPLE_561 6 0.000
#> SAMPLE_562 6 0.000
#> SAMPLE_563 6 0.000
#> SAMPLE_564 4 0.000
#> SAMPLE_565 6 0.000
#> SAMPLE_566 6 0.000
#> SAMPLE_567 6 0.000
#> SAMPLE_568 2 0.000
#> SAMPLE_569 2 0.000
#> SAMPLE_570 2 0.000
#> SAMPLE_571 5 0.000
#> SAMPLE_572 5 0.000
#> SAMPLE_573 6 0.000
#> SAMPLE_574 6 0.000
#> SAMPLE_575 6 0.000
#> SAMPLE_576 6 0.000
#> SAMPLE_577 4 1.000
#> SAMPLE_578 4 0.000
#> SAMPLE_579 1 1.000
#> SAMPLE_580 1 1.000
#> SAMPLE_581 6 0.000
#> SAMPLE_582 4 0.000
#> SAMPLE_583 4 0.000
#> SAMPLE_584 6 0.000
#> SAMPLE_585 4 0.000
#> SAMPLE_586 1 1.000
#> SAMPLE_587 6 0.000
#> SAMPLE_588 4 0.000
#> SAMPLE_589 2 0.000
#> SAMPLE_590 2 0.000
#> SAMPLE_591 2 0.000
#> SAMPLE_592 2 0.000
#> SAMPLE_593 2 0.000
#> SAMPLE_594 2 0.000
#> SAMPLE_595 2 0.000
#> SAMPLE_596 2 1.000
#> SAMPLE_597 2 0.000
#> SAMPLE_598 2 0.000
#> SAMPLE_599 2 0.000
#> SAMPLE_600 2 0.000
#> SAMPLE_601 2 0.000
#> SAMPLE_602 2 0.000
#> SAMPLE_603 2 0.000
#> SAMPLE_604 5 1.000
#> SAMPLE_605 2 0.000
#> SAMPLE_606 2 0.000
#> SAMPLE_607 2 0.000
#> SAMPLE_608 2 1.000
#> SAMPLE_609 5 1.000
#> SAMPLE_610 5 1.000
#> SAMPLE_611 6 0.000
#> SAMPLE_612 4 0.000
#> SAMPLE_613 6 0.000
#> SAMPLE_614 5 0.000
#> SAMPLE_615 1 0.751
#> SAMPLE_616 4 0.000
#> SAMPLE_617 4 0.000
#> SAMPLE_618 5 1.000
#> SAMPLE_619 2 1.000
#> SAMPLE_620 5 0.000
#> SAMPLE_621 5 1.000
#> SAMPLE_622 5 0.000
#> SAMPLE_623 5 0.000
#> SAMPLE_624 5 1.000
#> SAMPLE_625 5 0.000
#> SAMPLE_626 5 0.000
#> SAMPLE_627 5 0.000
#> SAMPLE_628 2 0.000
#> SAMPLE_629 2 0.751
#> SAMPLE_630 5 0.000
#> SAMPLE_631 5 0.000
#> SAMPLE_632 2 0.000
#> SAMPLE_633 2 1.000
#> SAMPLE_634 5 0.000
#> SAMPLE_635 2 0.000
#> SAMPLE_636 5 0.000
#> SAMPLE_637 5 0.000
#> SAMPLE_638 2 0.000
#> SAMPLE_639 2 0.000
#> SAMPLE_640 2 0.000
#> SAMPLE_641 2 0.000
#> SAMPLE_642 6 0.000
#> SAMPLE_643 5 1.000
#> SAMPLE_644 7 0.498
#> SAMPLE_645 5 1.000
#> SAMPLE_646 5 0.000
#> SAMPLE_647 5 1.000
#> SAMPLE_648 5 0.000
#> SAMPLE_649 2 0.000
#> SAMPLE_650 2 0.000
#> SAMPLE_651 2 0.000
#> SAMPLE_652 2 0.000
#> SAMPLE_653 2 0.000
#> SAMPLE_654 3 0.000
#> SAMPLE_655 2 0.000
#> SAMPLE_656 2 0.000
#> SAMPLE_657 2 0.000
#> SAMPLE_658 2 0.000
#> SAMPLE_659 2 0.000
#> SAMPLE_660 2 0.000
#> SAMPLE_661 2 0.000
#> SAMPLE_662 5 0.000
#> SAMPLE_663 3 0.502
#> SAMPLE_664 5 0.000
#> SAMPLE_665 5 0.000
#> SAMPLE_666 2 0.000
#> SAMPLE_667 5 0.000
#> SAMPLE_668 5 0.000
#> SAMPLE_669 5 0.000
#> SAMPLE_670 6 0.000
#> SAMPLE_671 4 0.000
#> SAMPLE_672 5 0.000
#> SAMPLE_673 5 0.000
#> SAMPLE_674 5 0.000
#> SAMPLE_675 5 0.000
#> SAMPLE_676 5 0.000
#> SAMPLE_677 2 0.000
#> SAMPLE_678 2 0.000
#> SAMPLE_679 2 0.000
#> SAMPLE_680 2 0.000
#> SAMPLE_681 2 0.000
#> SAMPLE_682 2 0.000
#> SAMPLE_683 2 0.000
#> SAMPLE_684 2 0.000
#> SAMPLE_685 2 0.000
#> SAMPLE_686 2 0.249
#> SAMPLE_687 2 0.000
#> SAMPLE_688 2 0.000
#> SAMPLE_689 2 0.000
#> SAMPLE_690 2 0.000
#> SAMPLE_691 2 0.000
#> SAMPLE_692 2 0.000
#> SAMPLE_693 2 0.000
#> SAMPLE_694 2 0.000
#> SAMPLE_695 2 0.000
#> SAMPLE_696 2 0.000
#> SAMPLE_697 2 0.000
#> SAMPLE_698 2 0.000
#> SAMPLE_699 2 0.000
#> SAMPLE_700 2 0.000
#> SAMPLE_701 2 0.000
#> SAMPLE_702 2 0.000
#> SAMPLE_703 2 0.000
#> SAMPLE_704 2 0.000
#> SAMPLE_705 2 0.000
#> SAMPLE_706 2 0.000
#> SAMPLE_707 2 0.000
#> SAMPLE_708 2 0.000
#> SAMPLE_709 2 0.000
#> SAMPLE_710 2 0.000
#> SAMPLE_711 2 0.000
#> SAMPLE_712 2 0.000
#> SAMPLE_713 2 0.000
#> SAMPLE_714 2 0.000
#> SAMPLE_715 2 0.000
#> SAMPLE_716 3 0.000
#> SAMPLE_717 3 0.000
#> SAMPLE_718 3 0.000
#> SAMPLE_719 3 0.000
#> SAMPLE_720 5 1.000
#> SAMPLE_721 3 0.000
#> SAMPLE_722 2 1.000
#> SAMPLE_723 2 0.000
#> SAMPLE_724 2 0.000
#> SAMPLE_725 2 0.000
#> SAMPLE_726 2 0.000
#> SAMPLE_727 2 0.000
#> SAMPLE_728 2 0.000
#> SAMPLE_729 2 0.000
#> SAMPLE_730 2 0.000
#> SAMPLE_731 6 0.000
#> SAMPLE_732 2 0.000
#> SAMPLE_733 3 0.000
#> SAMPLE_734 3 0.000
#> SAMPLE_735 3 0.000
#> SAMPLE_736 3 0.000
#> SAMPLE_737 3 0.000
#> SAMPLE_738 3 0.000
#> SAMPLE_739 2 0.000
#> SAMPLE_740 2 0.000
#> SAMPLE_741 2 0.000
#> SAMPLE_742 2 0.000
#> SAMPLE_743 2 0.000
#> SAMPLE_744 5 0.000
#> SAMPLE_745 5 0.249
#> SAMPLE_746 7 0.000
#> SAMPLE_747 7 0.000
#> SAMPLE_748 2 0.751
#> SAMPLE_749 6 0.000
#> SAMPLE_750 4 0.000
#> SAMPLE_751 5 1.000
#> SAMPLE_752 2 0.000
#> SAMPLE_753 2 0.249
#> SAMPLE_754 3 0.000
#> SAMPLE_755 3 0.000
#> SAMPLE_756 3 0.000
#> SAMPLE_757 2 0.000
#> SAMPLE_758 2 0.000
#> SAMPLE_759 2 0.000
#> SAMPLE_760 2 0.000
#> SAMPLE_761 2 0.000
#> SAMPLE_762 2 0.000
#> SAMPLE_763 3 0.000
#> SAMPLE_764 3 0.000
#> SAMPLE_765 6 0.000
#> SAMPLE_766 2 1.000
#> SAMPLE_767 2 1.000
#> SAMPLE_768 5 0.000
#> SAMPLE_769 6 0.000
#> SAMPLE_770 6 0.000
#> SAMPLE_771 2 0.000
#> SAMPLE_772 2 0.000
#> SAMPLE_773 2 0.000
#> SAMPLE_774 7 0.000
#> SAMPLE_775 2 0.000
#> SAMPLE_776 7 0.000
#> SAMPLE_777 2 0.000
#> SAMPLE_778 2 0.000
#> SAMPLE_779 7 0.000
#> SAMPLE_780 7 0.000
#> SAMPLE_781 7 0.000
#> SAMPLE_782 7 0.000
#> SAMPLE_783 7 0.000
#> SAMPLE_784 7 0.000
#> SAMPLE_785 2 0.000
#> SAMPLE_786 2 0.000
#> SAMPLE_787 2 0.000
#> SAMPLE_788 2 0.000
#> SAMPLE_789 2 0.000
#> SAMPLE_790 2 0.000
#> SAMPLE_791 5 0.000
#> SAMPLE_792 5 1.000
#> SAMPLE_793 1 0.000
#> SAMPLE_794 5 1.000
#> SAMPLE_795 2 0.249
#> SAMPLE_796 5 0.000
#> SAMPLE_797 2 0.751
#> SAMPLE_798 2 0.000
#> SAMPLE_799 2 0.000
#> SAMPLE_800 2 0.000
#> SAMPLE_801 2 0.000
#> SAMPLE_802 2 0.000
#> SAMPLE_803 2 0.000
#> SAMPLE_804 2 0.000
#> SAMPLE_805 2 0.000
#> SAMPLE_806 2 0.000
#> SAMPLE_807 5 0.000
#> SAMPLE_808 5 0.000
#> SAMPLE_809 5 1.000
#> SAMPLE_810 5 0.000
#> SAMPLE_811 5 0.000
#> SAMPLE_812 5 0.502
#> SAMPLE_813 5 0.000
#> SAMPLE_814 5 1.000
#> SAMPLE_815 2 0.000
#> SAMPLE_816 5 1.000
#> SAMPLE_817 2 0.000
#> SAMPLE_818 5 0.000
#> SAMPLE_819 2 0.498
#> SAMPLE_820 5 0.498
#> SAMPLE_821 5 0.000
#> SAMPLE_822 2 0.000
#> SAMPLE_823 2 0.000
#> SAMPLE_824 5 0.751
#> SAMPLE_825 2 0.747
#> SAMPLE_826 2 0.000
#> SAMPLE_827 5 1.000
#> SAMPLE_828 2 0.000
#> SAMPLE_829 5 0.000
#> SAMPLE_830 5 0.000
#> SAMPLE_831 2 0.000
#> SAMPLE_832 2 0.000
#> SAMPLE_833 2 0.000
#> SAMPLE_834 2 0.000
#> SAMPLE_835 5 0.000
#> SAMPLE_836 5 0.000
#> SAMPLE_837 5 0.249
#> SAMPLE_838 5 1.000
#> SAMPLE_839 6 0.000
#> SAMPLE_840 7 1.000
#> SAMPLE_841 7 0.249
#> SAMPLE_842 5 0.000
#> SAMPLE_843 5 0.000
#> SAMPLE_844 2 0.000
#> SAMPLE_845 6 0.000
#> SAMPLE_846 5 0.000
#> SAMPLE_847 6 0.000
#> SAMPLE_848 2 0.000
#> SAMPLE_849 5 0.000
#> SAMPLE_850 2 0.000
#> SAMPLE_851 5 1.000
#> SAMPLE_852 5 1.000
#> SAMPLE_853 5 1.000
#> SAMPLE_854 5 1.000
#> SAMPLE_855 2 0.000
#> SAMPLE_856 2 0.000
#> SAMPLE_857 1 0.000
#> SAMPLE_858 1 0.000
#> SAMPLE_859 2 0.000
#> SAMPLE_860 2 1.000
#> SAMPLE_861 2 0.000
#> SAMPLE_862 2 0.000
#> SAMPLE_863 2 0.249
#> SAMPLE_864 2 0.000
#> SAMPLE_865 2 1.000
#> SAMPLE_866 5 1.000
#> SAMPLE_867 5 0.000
#> SAMPLE_868 2 0.000
#> SAMPLE_869 2 0.000
#> SAMPLE_870 1 0.000
#> SAMPLE_871 5 0.000
#> SAMPLE_872 3 0.000
#> SAMPLE_873 3 0.000
#> SAMPLE_874 2 0.000
#> SAMPLE_875 3 0.000
#> SAMPLE_876 2 0.498
#> SAMPLE_877 3 0.000
#> SAMPLE_878 1 0.000
#> SAMPLE_879 2 0.000
#> SAMPLE_880 2 1.000
#> SAMPLE_881 3 0.000
#> SAMPLE_882 3 0.000
#> SAMPLE_883 3 0.000
#> SAMPLE_884 2 0.000
#> SAMPLE_885 2 0.000
#> SAMPLE_886 2 0.000
#> SAMPLE_887 5 0.000
#> SAMPLE_888 3 0.000
#> SAMPLE_889 1 0.000
#> SAMPLE_890 2 0.000
#> SAMPLE_891 1 0.000
#> SAMPLE_892 1 0.000
#> SAMPLE_893 1 0.000
#> SAMPLE_894 2 0.000
#> SAMPLE_895 5 0.000
#> SAMPLE_896 5 0.000
#> SAMPLE_897 5 1.000
#> SAMPLE_898 5 0.249
#> SAMPLE_899 5 1.000
#> SAMPLE_900 2 0.000
#> SAMPLE_901 5 1.000
#> SAMPLE_902 2 0.000
#> SAMPLE_903 2 0.000
#> SAMPLE_904 2 0.000
#> SAMPLE_905 2 0.000
#> SAMPLE_906 3 0.000
#> SAMPLE_907 2 0.000
#> SAMPLE_908 5 1.000
#> SAMPLE_909 5 0.000
#> SAMPLE_910 5 1.000
#> SAMPLE_911 5 0.000
#> SAMPLE_912 5 0.000
#> SAMPLE_913 2 1.000
#> SAMPLE_914 2 0.751
#> SAMPLE_915 7 0.000
#> SAMPLE_916 7 0.000
#> SAMPLE_917 7 0.000
#> SAMPLE_918 7 0.000
#> SAMPLE_919 7 0.000
#> SAMPLE_920 7 0.000
#> SAMPLE_921 7 0.000
#> SAMPLE_922 7 0.000
#> SAMPLE_923 2 0.000
#> SAMPLE_924 2 0.000
#> SAMPLE_925 2 1.000
#> SAMPLE_926 2 0.249
#> SAMPLE_927 2 0.000
#> SAMPLE_928 7 0.000
#> SAMPLE_929 7 0.000
#> SAMPLE_930 7 0.000
#> SAMPLE_931 2 0.249
#> SAMPLE_932 2 0.000
#> SAMPLE_933 2 0.000
#> SAMPLE_934 2 0.000
#> SAMPLE_935 2 0.000
#> SAMPLE_936 2 0.502
#> SAMPLE_937 2 0.000
#> SAMPLE_938 7 0.000
#> SAMPLE_939 7 1.000
#> SAMPLE_940 7 0.000
#> SAMPLE_941 2 0.249
#> SAMPLE_942 7 1.000
#> SAMPLE_943 7 1.000
#> SAMPLE_944 7 0.000
#> SAMPLE_945 2 0.000
#> SAMPLE_946 2 0.747
#> SAMPLE_947 5 0.249
#> SAMPLE_948 7 0.000
#> SAMPLE_949 7 0.000
#> SAMPLE_950 7 0.498
#> SAMPLE_951 7 0.000
#> SAMPLE_952 5 0.751
#> SAMPLE_953 7 0.000
#> SAMPLE_954 7 0.000
#> SAMPLE_955 7 0.000
#> SAMPLE_956 7 0.000
#> SAMPLE_957 7 0.498
#> SAMPLE_958 7 0.000
#> SAMPLE_959 2 1.000
#> SAMPLE_960 7 0.000
#> SAMPLE_961 2 0.000
#> SAMPLE_962 2 0.000
#> SAMPLE_963 7 0.000
#> SAMPLE_964 7 0.000
#> SAMPLE_965 7 0.000
#> SAMPLE_966 7 0.000
#> SAMPLE_967 7 0.000
#> SAMPLE_968 7 0.000
#> SAMPLE_969 7 0.000
#> SAMPLE_970 7 0.000
#> SAMPLE_971 2 0.000
#> SAMPLE_972 7 0.000
#> SAMPLE_973 5 0.000
#> SAMPLE_974 3 0.000
#> SAMPLE_975 2 0.000
#> SAMPLE_976 6 0.000
#> SAMPLE_977 6 0.000
#> SAMPLE_978 6 0.000
#> SAMPLE_979 6 0.000
#> SAMPLE_980 5 0.751
#> SAMPLE_981 2 0.000
#> SAMPLE_982 2 0.000
#> SAMPLE_983 6 0.000
#> SAMPLE_984 6 0.000
#> SAMPLE_985 6 0.000
#> SAMPLE_986 1 0.000
#> SAMPLE_987 5 0.498
#> SAMPLE_988 3 0.000
#> SAMPLE_989 2 0.000
#> SAMPLE_990 7 0.000
#> SAMPLE_991 6 0.000
#> SAMPLE_992 4 0.000
#> SAMPLE_993 2 0.000
#> SAMPLE_994 2 0.000
#> SAMPLE_995 2 0.000
#> SAMPLE_996 2 0.000
#> SAMPLE_997 2 0.000
#> SAMPLE_998 2 0.000
#> SAMPLE_999 2 0.000
#> SAMPLE_1000 7 0.000
#> SAMPLE_1001 7 0.000
#> SAMPLE_1002 7 0.000
#> SAMPLE_1003 7 0.498
#> SAMPLE_1004 7 0.000
#> SAMPLE_1005 7 0.000
#> SAMPLE_1006 7 0.000
#> SAMPLE_1007 7 0.000
#> SAMPLE_1008 7 0.000
#> SAMPLE_1009 7 0.000
#> SAMPLE_1010 7 0.000
#> SAMPLE_1011 7 0.000
#> SAMPLE_1012 7 0.000
#> SAMPLE_1013 7 0.000
#> SAMPLE_1014 7 0.000
#> SAMPLE_1015 5 0.249
#> SAMPLE_1016 7 0.000
#> SAMPLE_1017 7 0.000
#> SAMPLE_1018 7 0.000
#> SAMPLE_1019 7 0.000
#> SAMPLE_1020 7 0.000
#> SAMPLE_1021 7 0.000
#> SAMPLE_1022 7 0.000
#> SAMPLE_1023 7 0.000
#> SAMPLE_1024 7 0.000
#> SAMPLE_1025 7 0.000
#> SAMPLE_1026 7 0.000
#> SAMPLE_1027 7 0.000
#> SAMPLE_1028 7 0.000
#> SAMPLE_1029 7 0.000
#> SAMPLE_1030 7 0.000
#> SAMPLE_1031 7 0.000
#> SAMPLE_1032 7 0.000
#> SAMPLE_1033 7 0.000
#> SAMPLE_1034 7 0.000
#> SAMPLE_1035 7 0.000
#> SAMPLE_1036 7 0.000
#> SAMPLE_1037 7 0.000
#> SAMPLE_1038 6 0.000
#> SAMPLE_1039 6 0.000
#> SAMPLE_1040 2 0.000
#> SAMPLE_1041 5 0.000
#> SAMPLE_1042 5 0.000
#> SAMPLE_1043 5 0.000
#> SAMPLE_1044 2 0.000
#> SAMPLE_1045 2 0.000
#> SAMPLE_1046 2 0.000
#> SAMPLE_1047 2 0.000
#> SAMPLE_1048 2 0.000
#> SAMPLE_1049 2 0.000
#> SAMPLE_1050 2 0.000
#> SAMPLE_1051 2 0.000
#> SAMPLE_1052 2 0.000
#> SAMPLE_1053 2 0.000
#> SAMPLE_1054 2 0.000
#> SAMPLE_1055 2 0.000
#> SAMPLE_1056 2 0.000
#> SAMPLE_1057 2 0.000
#> SAMPLE_1058 7 1.000
#> SAMPLE_1059 2 0.000
#> SAMPLE_1060 2 0.000
#> SAMPLE_1061 2 0.000
#> SAMPLE_1062 2 0.000
#> SAMPLE_1063 2 0.000
#> SAMPLE_1064 6 0.000
#> SAMPLE_1065 6 0.000
#> SAMPLE_1066 6 0.000
#> SAMPLE_1067 1 0.000
#> SAMPLE_1068 7 1.000
#> SAMPLE_1069 7 1.000
#> SAMPLE_1070 1 1.000
#> SAMPLE_1071 1 0.000
#> SAMPLE_1072 2 1.000
#> SAMPLE_1073 2 1.000
#> SAMPLE_1074 1 0.000
#> SAMPLE_1075 1 0.000
#> SAMPLE_1076 5 1.000
#> SAMPLE_1077 5 1.000
#> SAMPLE_1078 1 0.000
#> SAMPLE_1079 5 1.000
#> SAMPLE_1080 5 1.000
#> SAMPLE_1081 2 1.000
#> SAMPLE_1082 2 0.000
#> SAMPLE_1083 2 1.000
#> SAMPLE_1084 2 0.000
#> SAMPLE_1085 2 0.000
#> SAMPLE_1086 2 0.000
#> SAMPLE_1087 7 0.000
#> SAMPLE_1088 5 0.000
#> SAMPLE_1089 5 0.000
#> SAMPLE_1090 2 0.000
#> SAMPLE_1091 2 0.000
#> SAMPLE_1092 2 0.000
#> SAMPLE_1093 2 0.000
#> SAMPLE_1094 2 1.000
#> SAMPLE_1095 5 1.000
#> SAMPLE_1096 2 0.000
#> SAMPLE_1097 2 1.000
#> SAMPLE_1098 2 0.000
#> SAMPLE_1099 3 0.000
#> SAMPLE_1100 2 0.000
#> SAMPLE_1101 2 0.000
#> SAMPLE_1102 2 0.000
#> SAMPLE_1103 2 0.000
#> SAMPLE_1104 2 0.000
#> SAMPLE_1105 2 0.000
#> SAMPLE_1106 2 0.000
#> SAMPLE_1107 2 0.000
#> SAMPLE_1108 2 0.000
#> SAMPLE_1109 2 0.000
#> SAMPLE_1110 7 0.000
#> SAMPLE_1111 1 1.000
#> SAMPLE_1112 2 0.000
#> SAMPLE_1113 2 1.000
#> SAMPLE_1114 2 0.000
#> SAMPLE_1115 2 0.000
#> SAMPLE_1116 4 0.000
#> SAMPLE_1117 7 0.000
#> SAMPLE_1118 7 0.000
#> SAMPLE_1119 7 0.000
#> SAMPLE_1120 7 0.000
#> SAMPLE_1121 7 0.000
#> SAMPLE_1122 7 0.000
#> SAMPLE_1123 7 0.000
#> SAMPLE_1124 7 0.249
#> SAMPLE_1125 7 0.000
#> SAMPLE_1126 7 0.000
#> SAMPLE_1127 2 0.000
#> SAMPLE_1128 7 1.000
#> SAMPLE_1129 2 0.249
#> SAMPLE_1130 7 0.000
#> SAMPLE_1131 7 0.000
#> SAMPLE_1132 7 0.000
#> SAMPLE_1133 7 0.000
#> SAMPLE_1134 7 0.000
#> SAMPLE_1135 7 0.000
#> SAMPLE_1136 2 0.000
#> SAMPLE_1137 2 1.000
#> SAMPLE_1138 2 1.000
#> SAMPLE_1139 2 0.000
#> SAMPLE_1140 2 0.000
#> SAMPLE_1141 2 0.000
#> SAMPLE_1142 2 0.747
#> SAMPLE_1143 2 0.000
#> SAMPLE_1144 2 0.000
#> SAMPLE_1145 2 0.000
#> SAMPLE_1146 2 0.000
#> SAMPLE_1147 2 0.000
#> SAMPLE_1148 2 0.000
#> SAMPLE_1149 6 0.000
#> SAMPLE_1150 2 0.000
#> SAMPLE_1151 2 0.000
#> SAMPLE_1152 2 0.000
#> SAMPLE_1153 2 0.000
#> SAMPLE_1154 2 0.000
#> SAMPLE_1155 2 0.000
#> SAMPLE_1156 2 0.498
#> SAMPLE_1157 2 0.000
#> SAMPLE_1158 5 1.000
#> SAMPLE_1159 1 0.000
#> SAMPLE_1160 1 0.000
#> SAMPLE_1161 1 0.000
#> SAMPLE_1162 7 1.000
#> SAMPLE_1163 2 0.000
#> SAMPLE_1164 5 0.000
#> SAMPLE_1165 7 0.751
#> SAMPLE_1166 2 1.000
#> SAMPLE_1167 7 1.000
#> SAMPLE_1168 4 1.000
#> SAMPLE_1169 4 0.000
#> SAMPLE_1170 5 0.000
#> SAMPLE_1171 2 0.000
#> SAMPLE_1172 5 0.000
#> SAMPLE_1173 2 0.000
#> SAMPLE_1174 2 0.000
#> SAMPLE_1175 2 0.000
#> SAMPLE_1176 2 0.000
#> SAMPLE_1177 2 0.000
#> SAMPLE_1178 7 1.000
#> SAMPLE_1179 2 1.000
#> SAMPLE_1180 2 0.000
#> SAMPLE_1181 2 0.000
#> SAMPLE_1182 7 0.498
#> SAMPLE_1183 2 0.000
#> SAMPLE_1184 2 0.000
#> SAMPLE_1185 2 0.000
#> SAMPLE_1186 2 0.000
#> SAMPLE_1187 2 0.000
#> SAMPLE_1188 5 1.000
#> SAMPLE_1189 2 0.000
#> SAMPLE_1190 2 0.000
#> SAMPLE_1191 2 0.000
#> SAMPLE_1192 4 0.000
#> SAMPLE_1193 2 0.000
#> SAMPLE_1194 2 0.000
#> SAMPLE_1195 2 0.000
#> SAMPLE_1196 2 0.000
#> SAMPLE_1197 2 1.000
#> SAMPLE_1198 7 0.000
#> SAMPLE_1199 7 1.000
#> SAMPLE_1200 7 0.000
#> SAMPLE_1201 2 0.000
#> SAMPLE_1202 7 1.000
#> SAMPLE_1203 5 0.000
#> SAMPLE_1204 7 0.000
#> SAMPLE_1205 1 0.751
#> SAMPLE_1206 3 0.000
#> SAMPLE_1207 5 0.000
#> SAMPLE_1208 2 0.000
#> SAMPLE_1209 3 0.000
#> SAMPLE_1210 7 0.000
#> SAMPLE_1211 6 0.000
#> SAMPLE_1212 6 0.000
#> SAMPLE_1213 6 0.000
#> SAMPLE_1214 5 0.000
#> SAMPLE_1215 5 0.000
#> SAMPLE_1216 5 1.000
#> SAMPLE_1217 5 0.000
#> SAMPLE_1218 5 0.000
#> SAMPLE_1219 7 0.000
#> SAMPLE_1220 7 0.000
#> SAMPLE_1221 5 1.000
#> SAMPLE_1222 2 0.000
#> SAMPLE_1223 2 0.000
#> SAMPLE_1224 2 0.000
#> SAMPLE_1225 5 1.000
#> SAMPLE_1226 5 1.000
#> SAMPLE_1227 2 0.000
#> SAMPLE_1228 2 0.000
#> SAMPLE_1229 2 0.000
#> SAMPLE_1230 2 0.000
#> SAMPLE_1231 2 0.000
#> SAMPLE_1232 2 0.000
#> SAMPLE_1233 2 0.000
#> SAMPLE_1234 2 0.000
#> SAMPLE_1235 2 0.000
#> SAMPLE_1236 2 0.000
#> SAMPLE_1237 2 0.000
#> SAMPLE_1238 2 0.000
#> SAMPLE_1239 2 0.000
#> SAMPLE_1240 2 0.000
#> SAMPLE_1241 6 0.000
#> SAMPLE_1242 1 0.000
#> SAMPLE_1243 6 0.000
#> SAMPLE_1244 2 0.000
#> SAMPLE_1245 2 0.000
#> SAMPLE_1246 2 0.000
#> SAMPLE_1247 2 1.000
#> SAMPLE_1248 2 1.000
#> SAMPLE_1249 2 0.000
#> SAMPLE_1250 2 0.000
#> SAMPLE_1251 5 0.000
#> SAMPLE_1252 3 0.000
#> SAMPLE_1253 3 0.000
#> SAMPLE_1254 3 0.000
#> SAMPLE_1255 3 0.000
#> SAMPLE_1256 2 0.000
#> SAMPLE_1257 2 0.000
#> SAMPLE_1258 2 0.000
#> SAMPLE_1259 5 0.000
#> SAMPLE_1260 5 1.000
#> SAMPLE_1261 5 1.000
#> SAMPLE_1262 5 0.000
#> SAMPLE_1263 7 0.000
#> SAMPLE_1264 3 0.000
#> SAMPLE_1265 2 0.249
#> SAMPLE_1266 2 0.000
#> SAMPLE_1267 5 1.000
#> SAMPLE_1268 6 0.000
#> SAMPLE_1269 2 0.000
#> SAMPLE_1270 5 1.000
#> SAMPLE_1271 2 0.000
#> SAMPLE_1272 2 0.000
#> SAMPLE_1273 2 0.000
#> SAMPLE_1274 2 0.000
#> SAMPLE_1275 5 1.000
#> SAMPLE_1276 5 0.000
#> SAMPLE_1277 5 0.000
#> SAMPLE_1278 5 0.000
#> SAMPLE_1279 5 0.000
#> SAMPLE_1280 2 0.751
#> SAMPLE_1281 3 0.000
#> SAMPLE_1282 7 0.000
#> SAMPLE_1283 7 0.000
#> SAMPLE_1284 5 0.000
#> SAMPLE_1285 2 0.249
#> SAMPLE_1286 5 1.000
#> SAMPLE_1287 3 0.000
#> SAMPLE_1288 2 0.747
#> SAMPLE_1289 2 1.000
#> SAMPLE_1290 2 0.498
#> SAMPLE_1291 2 0.000
#> SAMPLE_1292 2 0.000
#> SAMPLE_1293 2 1.000
#> SAMPLE_1294 7 0.000
#> SAMPLE_1295 5 1.000
#> SAMPLE_1296 5 1.000
#> SAMPLE_1297 2 0.000
#> SAMPLE_1298 2 0.000
#> SAMPLE_1299 2 0.000
#> SAMPLE_1300 2 1.000
#> SAMPLE_1301 2 0.000
#> SAMPLE_1302 2 0.000
#> SAMPLE_1303 2 0.000
#> SAMPLE_1304 2 0.000
#> SAMPLE_1305 2 0.000
#> SAMPLE_1306 7 1.000
#> SAMPLE_1307 2 0.000
#> SAMPLE_1308 2 0.000
#> SAMPLE_1309 2 0.000
#> SAMPLE_1310 2 0.000
#> SAMPLE_1311 2 0.502
#> SAMPLE_1312 2 0.000
#> SAMPLE_1313 2 0.249
#> SAMPLE_1314 2 0.000
#> SAMPLE_1315 5 1.000
#> SAMPLE_1316 2 0.502
#> SAMPLE_1317 5 1.000
#> SAMPLE_1318 2 1.000
#> SAMPLE_1319 2 0.000
#> SAMPLE_1320 2 1.000
#> SAMPLE_1321 5 1.000
#> SAMPLE_1322 2 0.000
#> SAMPLE_1323 2 1.000
#> SAMPLE_1324 2 1.000
#> SAMPLE_1325 7 0.000
#> SAMPLE_1326 7 0.000
#> SAMPLE_1327 7 0.000
#> SAMPLE_1328 7 0.000
#> SAMPLE_1329 7 0.000
#> SAMPLE_1330 7 0.000
#> SAMPLE_1331 7 0.000
#> SAMPLE_1332 2 0.000
#> SAMPLE_1333 7 0.000
#> SAMPLE_1334 7 0.000
#> SAMPLE_1335 7 0.000
#> SAMPLE_1336 6 0.000
#> SAMPLE_1337 2 0.000
#> SAMPLE_1338 1 1.000
#> SAMPLE_1339 1 0.502
#> SAMPLE_1340 2 1.000
#> SAMPLE_1341 2 0.000
#> SAMPLE_1342 2 0.000
#> SAMPLE_1343 2 0.000
#> SAMPLE_1344 2 0.000
#> SAMPLE_1345 2 1.000
#> SAMPLE_1346 2 0.000
#> SAMPLE_1347 2 0.249
#> SAMPLE_1348 5 1.000
#> SAMPLE_1349 2 0.000
#> SAMPLE_1350 1 0.000
#> SAMPLE_1351 5 1.000
#> SAMPLE_1352 5 0.000
#> SAMPLE_1353 3 0.000
#> SAMPLE_1354 7 0.000
#> SAMPLE_1355 5 0.000
#> SAMPLE_1356 3 0.000
#> SAMPLE_1357 3 0.000
#> SAMPLE_1358 3 0.000
#> SAMPLE_1359 3 0.000
#> SAMPLE_1360 3 0.000
#> SAMPLE_1361 3 0.000
#> SAMPLE_1362 3 0.000
#> SAMPLE_1363 3 0.000
#> SAMPLE_1364 3 0.000
#> SAMPLE_1365 3 0.000
#> SAMPLE_1366 3 0.000
#> SAMPLE_1367 3 0.000
#> SAMPLE_1368 3 0.000
#> SAMPLE_1369 3 0.000
#> SAMPLE_1370 3 0.000
#> SAMPLE_1371 3 0.000
#> SAMPLE_1372 3 0.000
#> SAMPLE_1373 3 0.000
#> SAMPLE_1374 3 0.000
#> SAMPLE_1375 3 0.000
#> SAMPLE_1376 3 0.000
#> SAMPLE_1377 3 0.000
#> SAMPLE_1378 3 0.000
#> SAMPLE_1379 3 0.000
#> SAMPLE_1380 3 0.000
#> SAMPLE_1381 3 0.000
#> SAMPLE_1382 3 0.000
#> SAMPLE_1383 3 0.000
#> SAMPLE_1384 3 0.000
#> SAMPLE_1385 3 0.000
#> SAMPLE_1386 2 0.000
#> SAMPLE_1387 2 0.000
#> SAMPLE_1388 5 1.000
#> SAMPLE_1389 5 0.747
#> SAMPLE_1390 2 0.000
#> SAMPLE_1391 2 0.000
#> SAMPLE_1392 2 0.000
#> SAMPLE_1393 2 0.000
#> SAMPLE_1394 2 0.000
#> SAMPLE_1395 2 0.000
#> SAMPLE_1396 2 0.000
#> SAMPLE_1397 2 0.000
#> SAMPLE_1398 2 1.000
#> SAMPLE_1399 2 0.000
#> SAMPLE_1400 2 0.000
#> SAMPLE_1401 5 1.000
#> SAMPLE_1402 7 0.000
#> SAMPLE_1403 5 1.000
#> SAMPLE_1404 5 0.000
#> SAMPLE_1405 7 0.498
#> SAMPLE_1406 7 0.000
#> SAMPLE_1407 7 0.000
#> SAMPLE_1408 7 0.000
#> SAMPLE_1409 7 1.000
#> SAMPLE_1410 2 0.000
#> SAMPLE_1411 2 0.000
#> SAMPLE_1412 5 0.000
#> SAMPLE_1413 6 0.000
#> SAMPLE_1414 6 0.000
#> SAMPLE_1415 6 0.000
#> SAMPLE_1416 6 0.000
#> SAMPLE_1417 6 0.000
#> SAMPLE_1418 6 0.000
#> SAMPLE_1419 2 1.000
#> SAMPLE_1420 2 0.000
#> SAMPLE_1421 2 0.000
#> SAMPLE_1422 2 0.000
#> SAMPLE_1423 2 0.000
#> SAMPLE_1424 2 0.000
#> SAMPLE_1425 5 1.000
#> SAMPLE_1426 5 1.000
#> SAMPLE_1427 1 0.000
#> SAMPLE_1428 7 1.000
#> SAMPLE_1429 5 1.000
#> SAMPLE_1430 2 1.000
#> SAMPLE_1431 2 0.000
#> SAMPLE_1432 2 0.000
#> SAMPLE_1433 3 0.000
#> SAMPLE_1434 2 0.000
#> SAMPLE_1435 2 0.000
#> SAMPLE_1436 2 0.000
#> SAMPLE_1437 2 0.000
#> SAMPLE_1438 2 0.000
#> SAMPLE_1439 2 0.000
#> SAMPLE_1440 6 0.000
#> SAMPLE_1441 2 0.000
#> SAMPLE_1442 2 1.000
#> SAMPLE_1443 5 1.000
#> SAMPLE_1444 2 0.502
#> SAMPLE_1445 2 0.000
#> SAMPLE_1446 2 0.000
#> SAMPLE_1447 1 0.000
#> SAMPLE_1448 1 1.000
#> SAMPLE_1449 2 0.000
#> SAMPLE_1450 2 0.000
#> SAMPLE_1451 2 0.000
#> SAMPLE_1452 2 0.000
#> SAMPLE_1453 2 0.000
#> SAMPLE_1454 2 0.000
#> SAMPLE_1455 7 0.000
#> SAMPLE_1456 7 0.000
#> SAMPLE_1457 7 0.000
#> SAMPLE_1458 7 0.000
#> SAMPLE_1459 7 0.000
#> SAMPLE_1460 7 0.000
#> SAMPLE_1461 7 0.000
#> SAMPLE_1462 7 0.000
#> SAMPLE_1463 7 0.000
#> SAMPLE_1464 2 0.000
#> SAMPLE_1465 2 0.000
#> SAMPLE_1466 2 0.000
#> SAMPLE_1467 2 0.000
#> SAMPLE_1468 2 0.000
#> SAMPLE_1469 2 0.000
#> SAMPLE_1470 2 0.000
#> SAMPLE_1471 2 0.000
#> SAMPLE_1472 2 0.000
#> SAMPLE_1473 2 0.000
#> SAMPLE_1474 2 0.000
#> SAMPLE_1475 2 0.000
#> SAMPLE_1476 2 0.000
#> SAMPLE_1477 2 0.000
#> SAMPLE_1478 2 0.000
#> SAMPLE_1479 2 0.000
#> SAMPLE_1480 2 0.000
#> SAMPLE_1481 2 0.000
#> SAMPLE_1482 2 0.000
#> SAMPLE_1483 2 0.000
#> SAMPLE_1484 2 0.000
#> SAMPLE_1485 2 0.000
#> SAMPLE_1486 2 0.000
#> SAMPLE_1487 2 0.000
#> SAMPLE_1488 2 0.000
#> SAMPLE_1489 3 0.000
#> SAMPLE_1490 3 0.000
#> SAMPLE_1491 2 0.000
#> SAMPLE_1492 2 1.000
#> SAMPLE_1493 5 1.000
#> SAMPLE_1494 5 1.000
#> SAMPLE_1495 5 1.000
#> SAMPLE_1496 2 0.249
#> SAMPLE_1497 5 1.000
#> SAMPLE_1498 5 1.000
#> SAMPLE_1499 5 1.000
#> SAMPLE_1500 5 1.000
#> SAMPLE_1501 2 1.000
#> SAMPLE_1502 5 1.000
#> SAMPLE_1503 5 1.000
#> SAMPLE_1504 5 1.000
#> SAMPLE_1505 5 1.000
#> SAMPLE_1506 5 1.000
#> SAMPLE_1507 2 1.000
#> SAMPLE_1508 5 1.000
#> SAMPLE_1509 5 1.000
#> SAMPLE_1510 2 0.751
#> SAMPLE_1511 2 1.000
#> SAMPLE_1512 1 0.000
#> SAMPLE_1513 5 0.000
#> SAMPLE_1514 2 0.000
#> SAMPLE_1515 5 0.000
#> SAMPLE_1516 5 1.000
#> SAMPLE_1517 5 1.000
#> SAMPLE_1518 5 1.000
#> SAMPLE_1519 5 1.000
#> SAMPLE_1520 5 1.000
#> SAMPLE_1521 5 1.000
#> SAMPLE_1522 2 1.000
#> SAMPLE_1523 1 0.000
#> SAMPLE_1524 2 1.000
#> SAMPLE_1525 6 0.000
#> SAMPLE_1526 2 1.000
#> SAMPLE_1527 2 0.000
#> SAMPLE_1528 2 0.000
#> SAMPLE_1529 2 0.000
#> SAMPLE_1530 2 0.000
#> SAMPLE_1531 2 0.000
#> SAMPLE_1532 2 0.000
#> SAMPLE_1533 2 0.000
#> SAMPLE_1534 2 0.000
#> SAMPLE_1535 2 0.498
#> SAMPLE_1536 7 0.000
#> SAMPLE_1537 7 0.000
#> SAMPLE_1538 7 0.000
#> SAMPLE_1539 7 0.000
#> SAMPLE_1540 7 0.000
#> SAMPLE_1541 7 0.000
#> SAMPLE_1542 7 0.000
#> SAMPLE_1543 7 0.000
#> SAMPLE_1544 7 0.000
#> SAMPLE_1545 7 0.000
#> SAMPLE_1546 7 0.000
#> SAMPLE_1547 7 0.000
#> SAMPLE_1548 7 0.000
#> SAMPLE_1549 2 0.000
#> SAMPLE_1550 7 0.000
#> SAMPLE_1551 7 0.000
#> SAMPLE_1552 2 0.000
#> SAMPLE_1553 5 1.000
#> SAMPLE_1554 2 0.000
#> SAMPLE_1555 2 0.000
#> SAMPLE_1556 2 0.000
#> SAMPLE_1557 2 0.000
#> SAMPLE_1558 2 0.249
#> SAMPLE_1559 2 1.000
#> SAMPLE_1560 2 0.000
#> SAMPLE_1561 2 0.751
#> SAMPLE_1562 2 0.000
#> SAMPLE_1563 2 0.000
#> SAMPLE_1564 2 1.000
#> SAMPLE_1565 2 0.000
#> SAMPLE_1566 2 0.000
#> SAMPLE_1567 5 1.000
#> SAMPLE_1568 2 1.000
#> SAMPLE_1569 5 1.000
#> SAMPLE_1570 5 1.000
#> SAMPLE_1571 2 1.000
#> SAMPLE_1572 5 1.000
#> SAMPLE_1573 5 1.000
#> SAMPLE_1574 5 1.000
#> SAMPLE_1575 2 0.000
#> SAMPLE_1576 5 1.000
#> SAMPLE_1577 2 0.253
#> SAMPLE_1578 2 0.751
#> SAMPLE_1579 3 0.000
#> SAMPLE_1580 2 1.000
#> SAMPLE_1581 5 1.000
#> SAMPLE_1582 3 0.000
#> SAMPLE_1583 2 0.000
#> SAMPLE_1584 2 0.000
#> SAMPLE_1585 2 0.000
#> SAMPLE_1586 2 0.000
#> SAMPLE_1587 2 1.000
#> SAMPLE_1588 2 0.000
#> SAMPLE_1589 2 0.000
#> SAMPLE_1590 2 0.000
#> SAMPLE_1591 2 0.000
#> SAMPLE_1592 2 0.000
#> SAMPLE_1593 2 0.000
#> SAMPLE_1594 2 0.000
#> SAMPLE_1595 2 0.000
#> SAMPLE_1596 2 0.000
#> SAMPLE_1597 2 0.000
#> SAMPLE_1598 1 0.000
#> SAMPLE_1599 2 1.000
#> SAMPLE_1600 2 1.000
#> SAMPLE_1601 2 1.000
#> SAMPLE_1602 5 1.000
#> SAMPLE_1603 1 0.000
#> SAMPLE_1604 5 0.000
#> SAMPLE_1605 1 0.000
#> SAMPLE_1606 1 0.000
#> SAMPLE_1607 1 0.000
#> SAMPLE_1608 7 0.000
#> SAMPLE_1609 7 0.000
#> SAMPLE_1610 2 0.000
#> SAMPLE_1611 7 0.000
#> SAMPLE_1612 2 0.000
#> SAMPLE_1613 2 0.000
#> SAMPLE_1614 2 0.000
#> SAMPLE_1615 2 0.000
#> SAMPLE_1616 2 0.000
#> SAMPLE_1617 2 0.000
#> SAMPLE_1618 2 0.000
#> SAMPLE_1619 2 0.000
#> SAMPLE_1620 2 0.000
#> SAMPLE_1621 2 0.000
#> SAMPLE_1622 2 0.000
#> SAMPLE_1623 2 0.000
#> SAMPLE_1624 2 0.000
#> SAMPLE_1625 5 1.000
#> SAMPLE_1626 3 0.000
#> SAMPLE_1627 5 0.000
#> SAMPLE_1628 5 0.000
#> SAMPLE_1629 2 0.000
#> SAMPLE_1630 2 0.000
#> SAMPLE_1631 7 1.000
#> SAMPLE_1632 2 0.000
#> SAMPLE_1633 5 0.000
#> SAMPLE_1634 7 1.000
#> SAMPLE_1635 5 0.000
#> SAMPLE_1636 5 0.000
#> SAMPLE_1637 5 1.000
#> SAMPLE_1638 5 0.000
#> SAMPLE_1639 2 0.000
#> SAMPLE_1640 5 1.000
#> SAMPLE_1641 5 1.000
#> SAMPLE_1642 5 1.000
#> SAMPLE_1643 5 0.000
#> SAMPLE_1644 5 0.000
#> SAMPLE_1645 2 0.000
#> SAMPLE_1646 5 0.000
#> SAMPLE_1647 5 0.000
#> SAMPLE_1648 5 0.000
#> SAMPLE_1649 5 0.000
#> SAMPLE_1650 2 0.000
#> SAMPLE_1651 2 0.000
#> SAMPLE_1652 5 0.000
#> SAMPLE_1653 5 0.249
#> SAMPLE_1654 5 0.000
#> SAMPLE_1655 5 0.000
#> SAMPLE_1656 5 0.000
#> SAMPLE_1657 5 0.498
#> SAMPLE_1658 5 1.000
#> SAMPLE_1659 2 0.249
#> SAMPLE_1660 2 0.000
#> SAMPLE_1661 2 0.000
#> SAMPLE_1662 2 0.000
#> SAMPLE_1663 2 0.000
#> SAMPLE_1664 3 0.000
#> SAMPLE_1665 5 0.000
#> SAMPLE_1666 2 1.000
#> SAMPLE_1667 6 0.000
#> SAMPLE_1668 2 0.000
#> SAMPLE_1669 1 0.000
#> SAMPLE_1670 2 0.000
#> SAMPLE_1671 7 0.000
#> SAMPLE_1672 2 0.000
#> SAMPLE_1673 4 0.000
#> SAMPLE_1674 2 0.000
#> SAMPLE_1675 5 1.000
#> SAMPLE_1676 5 0.000
#> SAMPLE_1677 1 0.000
#> SAMPLE_1678 2 0.000
#> SAMPLE_1679 1 1.000
#> SAMPLE_1680 2 0.000
#> SAMPLE_1681 5 0.000
#> SAMPLE_1682 3 0.000
#> SAMPLE_1683 2 0.000
#> SAMPLE_1684 2 0.000
#> SAMPLE_1685 2 0.000
#> SAMPLE_1686 5 0.000
#> SAMPLE_1687 2 0.000
#> SAMPLE_1688 2 1.000
#> SAMPLE_1689 2 0.000
#> SAMPLE_1690 2 0.000
#> SAMPLE_1691 2 0.751
#> SAMPLE_1692 2 0.000
#> SAMPLE_1693 2 0.000
#> SAMPLE_1694 1 0.000
#> SAMPLE_1695 7 1.000
#> SAMPLE_1696 2 0.000
#> SAMPLE_1697 2 0.000
#> SAMPLE_1698 1 0.000
#> SAMPLE_1699 2 0.000
#> SAMPLE_1700 1 0.000
#> SAMPLE_1701 6 0.000
#> SAMPLE_1702 2 0.498
#> SAMPLE_1703 2 0.000
#> SAMPLE_1704 2 0.000
#> SAMPLE_1705 2 0.000
#> SAMPLE_1706 2 0.000
#> SAMPLE_1707 2 0.000
#> SAMPLE_1708 1 0.000
#> SAMPLE_1709 3 0.000
#> SAMPLE_1710 2 0.000
#> SAMPLE_1711 2 0.000
#> SAMPLE_1712 6 0.000
#> SAMPLE_1713 2 0.000
#> SAMPLE_1714 2 0.249
#> SAMPLE_1715 2 0.000
#> SAMPLE_1716 5 1.000
#> SAMPLE_1717 5 0.000
#> SAMPLE_1718 5 0.000
#> SAMPLE_1719 2 0.000
#> SAMPLE_1720 5 0.000
#> SAMPLE_1721 5 0.000
#> SAMPLE_1722 2 0.000
#> SAMPLE_1723 2 0.000
#> SAMPLE_1724 2 0.000
#> SAMPLE_1725 2 0.000
#> SAMPLE_1726 5 0.000
#> SAMPLE_1727 5 0.000
#> SAMPLE_1728 2 0.000
#> SAMPLE_1729 2 0.000
#> SAMPLE_1730 2 0.000
#> SAMPLE_1731 7 0.000
#> SAMPLE_1732 5 0.000
#> SAMPLE_1733 3 0.000
#> SAMPLE_1734 2 0.000
#> SAMPLE_1735 4 0.000
#> SAMPLE_1736 1 0.000
#> SAMPLE_1737 2 0.000
#> SAMPLE_1738 7 0.000
#> SAMPLE_1739 5 1.000
#> SAMPLE_1740 5 0.000
#> SAMPLE_1741 2 0.000
#> SAMPLE_1742 2 0.000
#> SAMPLE_1743 2 0.000
#> SAMPLE_1744 5 0.000
#> SAMPLE_1745 2 0.000
#> SAMPLE_1746 2 0.000
#> SAMPLE_1747 5 0.000
#> SAMPLE_1748 2 0.000
#> SAMPLE_1749 5 0.000
#> SAMPLE_1750 5 0.000
#> SAMPLE_1751 5 0.249
#> SAMPLE_1752 2 0.000
#> SAMPLE_1753 2 1.000
#> SAMPLE_1754 5 1.000
#> SAMPLE_1755 2 0.000
#> SAMPLE_1756 2 0.000
#> SAMPLE_1757 2 0.000
#> SAMPLE_1758 1 0.000
#> SAMPLE_1759 2 0.000
#> SAMPLE_1760 5 0.000
#> SAMPLE_1761 5 0.000
#> SAMPLE_1762 5 0.000
#> SAMPLE_1763 2 0.000
#> SAMPLE_1764 5 0.000
#> SAMPLE_1765 5 0.000
#> SAMPLE_1766 2 0.000
#> SAMPLE_1767 2 1.000
#> SAMPLE_1768 7 1.000
#> SAMPLE_1769 2 0.000
#> SAMPLE_1770 7 1.000
#> SAMPLE_1771 1 0.751
#> SAMPLE_1772 7 1.000
#> SAMPLE_1773 7 1.000
#> SAMPLE_1774 7 0.747
#> SAMPLE_1775 5 0.000
#> SAMPLE_1776 5 1.000
#> SAMPLE_1777 2 0.000
#> SAMPLE_1778 5 0.000
#> SAMPLE_1779 5 0.000
#> SAMPLE_1780 5 0.000
#> SAMPLE_1781 2 0.000
#> SAMPLE_1782 2 0.751
#> SAMPLE_1783 2 0.000
#> SAMPLE_1784 5 0.000
#> SAMPLE_1785 2 0.000
#> SAMPLE_1786 2 0.000
#> SAMPLE_1787 5 0.000
#> SAMPLE_1788 2 0.000
#> SAMPLE_1789 5 1.000
#> SAMPLE_1790 2 0.000
#> SAMPLE_1791 2 0.000
#> SAMPLE_1792 5 0.751
#> SAMPLE_1793 2 0.000
#> SAMPLE_1794 5 0.000
#> SAMPLE_1795 5 0.000
#> SAMPLE_1796 5 1.000
#> SAMPLE_1797 3 0.000
#> SAMPLE_1798 5 1.000
#> SAMPLE_1799 5 0.000
#> SAMPLE_1800 5 0.000
#> SAMPLE_1801 5 0.000
#> SAMPLE_1802 5 0.000
#> SAMPLE_1803 5 0.000
#> SAMPLE_1804 5 0.000
#> SAMPLE_1805 5 0.000
#> SAMPLE_1806 5 0.000
#> SAMPLE_1807 5 1.000
#> SAMPLE_1808 5 0.000
#> SAMPLE_1809 5 0.000
#> SAMPLE_1810 5 0.000
#> SAMPLE_1811 5 0.000
#> SAMPLE_1812 5 0.000
#> SAMPLE_1813 7 0.000
#> SAMPLE_1814 5 0.000
#> SAMPLE_1815 5 0.000
#> SAMPLE_1816 2 0.000
#> SAMPLE_1817 2 1.000
#> SAMPLE_1818 5 0.000
#> SAMPLE_1819 5 0.000
#> SAMPLE_1820 2 0.000
#> SAMPLE_1821 5 0.000
#> SAMPLE_1822 5 0.000
#> SAMPLE_1823 5 0.751
#> SAMPLE_1824 5 0.000
#> SAMPLE_1825 5 0.000
#> SAMPLE_1826 5 0.000
#> SAMPLE_1827 3 0.000
#> SAMPLE_1828 3 0.000
#> SAMPLE_1829 1 0.000
#> SAMPLE_1830 3 0.000
#> SAMPLE_1831 3 0.000
#> SAMPLE_1832 5 0.000
#> SAMPLE_1833 5 0.000
#> SAMPLE_1834 2 0.249
#> SAMPLE_1835 3 0.000
#> SAMPLE_1836 2 0.000
#> SAMPLE_1837 2 0.000
#> SAMPLE_1838 1 0.000
#> SAMPLE_1839 2 0.000
#> SAMPLE_1840 2 0.000
#> SAMPLE_1841 2 0.000
#> SAMPLE_1842 5 0.000
#> SAMPLE_1843 5 0.000
#> SAMPLE_1844 5 0.000
#> SAMPLE_1845 3 0.000
#> SAMPLE_1846 1 1.000
#> SAMPLE_1847 3 0.000
#> SAMPLE_1848 5 0.000
#> SAMPLE_1849 5 0.000
#> SAMPLE_1850 5 0.000
#> SAMPLE_1851 2 0.000
#> SAMPLE_1852 2 0.000
#> SAMPLE_1853 2 0.000
#> SAMPLE_1854 2 0.000
#> SAMPLE_1855 5 0.000
#> SAMPLE_1856 2 0.000
#> SAMPLE_1857 2 0.000
#> SAMPLE_1858 2 0.000
#> SAMPLE_1859 5 0.249
#> SAMPLE_1860 2 0.000
#> SAMPLE_1861 5 0.000
#> SAMPLE_1862 5 0.249
#> SAMPLE_1863 5 1.000
#> SAMPLE_1864 5 0.000
#> SAMPLE_1865 4 1.000
#> SAMPLE_1866 5 1.000
#> SAMPLE_1867 5 1.000
#> SAMPLE_1868 2 0.000
#> SAMPLE_1869 5 0.498
#> SAMPLE_1870 1 0.000
#> SAMPLE_1871 6 0.000
#> SAMPLE_1872 5 1.000
#> SAMPLE_1873 1 1.000
#> SAMPLE_1874 5 1.000
#> SAMPLE_1875 1 0.000
#> SAMPLE_1876 7 1.000
#> SAMPLE_1877 5 1.000
#> SAMPLE_1878 5 1.000
#> SAMPLE_1879 2 0.000
#> SAMPLE_1880 2 0.000
#> SAMPLE_1881 2 0.000
#> SAMPLE_1882 2 0.000
#> SAMPLE_1883 5 0.000
#> SAMPLE_1884 3 0.000
#> SAMPLE_1885 5 0.000
#> SAMPLE_1886 5 0.000
#> SAMPLE_1887 5 0.000
#> SAMPLE_1888 5 1.000
#> SAMPLE_1889 6 0.000
#> SAMPLE_1890 6 0.000
#> SAMPLE_1891 6 0.000
#> SAMPLE_1892 6 0.000
#> SAMPLE_1893 6 0.000
#> SAMPLE_1894 6 0.000
#> SAMPLE_1895 3 0.000
#> SAMPLE_1896 3 0.000
#> SAMPLE_1897 3 0.000
#> SAMPLE_1898 3 0.000
#> SAMPLE_1899 3 0.000
#> SAMPLE_1900 3 0.000
#> SAMPLE_1901 3 0.000
#> SAMPLE_1902 3 0.000
#> SAMPLE_1903 3 0.000
#> SAMPLE_1904 3 0.000
#> SAMPLE_1905 2 0.000
#> SAMPLE_1906 7 0.000
#> SAMPLE_1907 7 0.000
#> SAMPLE_1908 4 0.751
#> SAMPLE_1909 7 1.000
#> SAMPLE_1910 3 0.000
#> SAMPLE_1911 3 0.000
#> SAMPLE_1912 5 1.000
#> SAMPLE_1913 5 0.000
#> SAMPLE_1914 5 0.000
#> SAMPLE_1915 2 0.000
#> SAMPLE_1916 2 0.000
#> SAMPLE_1917 2 0.000
#> SAMPLE_1918 2 0.000
#> SAMPLE_1919 2 0.000
#> SAMPLE_1920 7 0.000
#> SAMPLE_1921 4 0.000
#> SAMPLE_1922 2 0.000
#> SAMPLE_1923 2 1.000
#> SAMPLE_1924 2 0.000
#> SAMPLE_1925 2 0.000
#> SAMPLE_1926 3 0.000
#> SAMPLE_1927 2 0.000
#> SAMPLE_1928 3 0.000
#> SAMPLE_1929 7 0.000
#> SAMPLE_1930 1 0.000
#> SAMPLE_1931 7 0.000
#> SAMPLE_1932 4 0.000
#> SAMPLE_1933 2 0.000
#> SAMPLE_1934 2 0.000
#> SAMPLE_1935 5 0.000
#> SAMPLE_1936 7 0.000
#> SAMPLE_1937 3 0.000
#> SAMPLE_1938 2 0.000
#> SAMPLE_1939 2 0.000
#> SAMPLE_1940 2 0.000
#> SAMPLE_1941 2 0.000
#> SAMPLE_1942 2 1.000
#> SAMPLE_1943 2 1.000
#> SAMPLE_1944 7 0.000
#> SAMPLE_1945 7 0.000
#> SAMPLE_1946 2 0.000
#> SAMPLE_1947 7 0.000
#> SAMPLE_1948 2 0.249
#> SAMPLE_1949 2 0.000
#> SAMPLE_1950 2 0.000
#> SAMPLE_1951 2 0.000
#> SAMPLE_1952 2 0.000
#> SAMPLE_1953 2 0.000
#> SAMPLE_1954 7 0.498
#> SAMPLE_1955 7 0.000
#> SAMPLE_1956 2 0.000
#> SAMPLE_1957 5 0.000
#> SAMPLE_1958 2 0.000
#> SAMPLE_1959 5 0.000
#> SAMPLE_1960 5 0.000
#> SAMPLE_1961 5 0.000
#> SAMPLE_1962 5 0.000
#> SAMPLE_1963 5 0.000
#> SAMPLE_1964 2 0.249
#> SAMPLE_1965 7 0.000
#> SAMPLE_1966 5 1.000
#> SAMPLE_1967 2 0.000
#> SAMPLE_1968 2 0.000
#> SAMPLE_1969 4 0.000
#> SAMPLE_1970 2 0.000
#> SAMPLE_1971 5 0.000
#> SAMPLE_1972 5 0.000
#> SAMPLE_1973 1 1.000
#> SAMPLE_1974 7 0.000
#> SAMPLE_1975 7 0.000
#> SAMPLE_1976 2 0.000
#> SAMPLE_1977 2 0.249
#> SAMPLE_1978 2 0.000
#> SAMPLE_1979 2 0.000
#> SAMPLE_1980 2 0.000
#> SAMPLE_1981 2 0.000
#> SAMPLE_1982 2 0.000
#> SAMPLE_1983 2 0.000
#> SAMPLE_1984 2 0.000
#> SAMPLE_1985 2 0.000
#> SAMPLE_1986 2 0.000
#> SAMPLE_1987 2 0.000
#> SAMPLE_1988 2 0.000
#> SAMPLE_1989 5 1.000
#> SAMPLE_1990 5 1.000
#> SAMPLE_1991 2 0.000
#> SAMPLE_1992 3 0.000
#> SAMPLE_1993 5 0.000
#> SAMPLE_1994 2 0.000
#> SAMPLE_1995 5 0.000
#> SAMPLE_1996 7 0.000
#> SAMPLE_1997 2 0.000
#> SAMPLE_1998 2 0.000
#> SAMPLE_1999 7 1.000
#> SAMPLE_2000 6 0.000
#> SAMPLE_2001 2 0.000
#> SAMPLE_2002 7 0.000
#> SAMPLE_2003 7 0.000
#> SAMPLE_2004 7 0.000
#> SAMPLE_2005 7 0.000
#> SAMPLE_2006 7 0.000
#> SAMPLE_2007 7 1.000
#> SAMPLE_2008 7 0.249
#> SAMPLE_2009 7 0.000
#> SAMPLE_2010 7 0.000
#> SAMPLE_2011 7 0.000
#> SAMPLE_2012 7 0.000
#> SAMPLE_2013 7 0.000
#> SAMPLE_2014 3 0.000
#> SAMPLE_2015 2 0.498
#> SAMPLE_2016 5 0.000
#> SAMPLE_2017 2 1.000
#> SAMPLE_2018 2 0.000
#> SAMPLE_2019 7 1.000
#> SAMPLE_2020 2 0.000
#> SAMPLE_2021 5 1.000
#> SAMPLE_2022 7 0.000
#> SAMPLE_2023 5 0.000
#> SAMPLE_2024 2 0.000
#> SAMPLE_2025 3 0.000
#> SAMPLE_2026 3 0.000
#> SAMPLE_2027 2 0.000
#> SAMPLE_2028 5 1.000
#> SAMPLE_2029 2 0.000
#> SAMPLE_2030 2 0.000
#> SAMPLE_2031 3 0.000
#> SAMPLE_2032 3 0.000
#> SAMPLE_2033 3 0.000
#> SAMPLE_2034 3 0.000
#> SAMPLE_2035 3 0.000
#> SAMPLE_2036 3 0.000
#> SAMPLE_2037 5 0.000
#> SAMPLE_2038 2 1.000
#> SAMPLE_2039 2 0.000
#> SAMPLE_2040 2 0.000
#> SAMPLE_2041 5 0.249
#> SAMPLE_2042 2 0.000
#> SAMPLE_2043 7 0.000
#> SAMPLE_2044 2 0.000
#> SAMPLE_2045 7 0.000
#> SAMPLE_2046 2 0.000
#> SAMPLE_2047 2 0.000
#> SAMPLE_2048 7 0.000
#> SAMPLE_2049 2 0.000
#> SAMPLE_2050 2 0.000
#> SAMPLE_2051 5 0.249
#> SAMPLE_2052 3 0.000
#> SAMPLE_2053 3 0.000
#> SAMPLE_2054 3 0.000
#> SAMPLE_2055 7 0.000
#> SAMPLE_2056 2 0.000
#> SAMPLE_2057 7 0.000
#> SAMPLE_2058 2 1.000
#> SAMPLE_2059 3 0.000
#> SAMPLE_2060 2 0.000
#> SAMPLE_2061 4 1.000
#> SAMPLE_2062 2 0.249
#> SAMPLE_2063 5 0.000
#> SAMPLE_2064 3 0.000
#> SAMPLE_2065 5 0.000
#> SAMPLE_2066 3 0.000
#> SAMPLE_2067 5 0.000
#> SAMPLE_2068 7 0.747
#> SAMPLE_2069 2 0.000
#> SAMPLE_2070 2 0.000
#> SAMPLE_2071 2 0.000
#> SAMPLE_2072 2 0.498
#> SAMPLE_2073 7 0.000
#> SAMPLE_2074 7 0.000
#> SAMPLE_2075 7 0.747
#> SAMPLE_2076 7 0.000
#> SAMPLE_2077 1 0.000
#> SAMPLE_2078 1 0.000
#> SAMPLE_2079 2 1.000
#> SAMPLE_2080 2 1.000
#> SAMPLE_2081 5 1.000
#> SAMPLE_2082 2 0.751
#> SAMPLE_2083 7 1.000
#> SAMPLE_2084 2 0.000
#> SAMPLE_2085 2 1.000
#> SAMPLE_2086 2 1.000
#> SAMPLE_2087 5 1.000
#> SAMPLE_2088 2 1.000
#> SAMPLE_2089 2 1.000
#> SAMPLE_2090 5 0.751
#> SAMPLE_2091 2 1.000
#> SAMPLE_2092 2 1.000
#> SAMPLE_2093 2 0.000
#> SAMPLE_2094 2 0.249
#> SAMPLE_2095 2 0.751
#> SAMPLE_2096 2 0.502
#> SAMPLE_2097 7 1.000
#> SAMPLE_2098 2 0.249
#> SAMPLE_2099 5 1.000
#> SAMPLE_2100 2 1.000
#> SAMPLE_2101 2 1.000
#> SAMPLE_2102 2 1.000
#> SAMPLE_2103 7 1.000
#> SAMPLE_2104 1 0.000
#> SAMPLE_2105 2 1.000
#> SAMPLE_2106 7 1.000
#> SAMPLE_2107 7 1.000
#> SAMPLE_2108 1 0.000
#> SAMPLE_2109 1 0.000
#> SAMPLE_2110 2 0.751
#> SAMPLE_2111 1 0.000
#> SAMPLE_2112 2 1.000
#> SAMPLE_2113 5 0.502
#> SAMPLE_2114 2 0.000
#> SAMPLE_2115 2 1.000
#> SAMPLE_2116 2 1.000
#> SAMPLE_2117 1 0.000
#> SAMPLE_2118 2 1.000
#> SAMPLE_2119 2 0.000
#> SAMPLE_2120 2 0.000
#> SAMPLE_2121 1 0.000
#> SAMPLE_2122 2 1.000
#> SAMPLE_2123 2 0.000
#> SAMPLE_2124 1 0.000
#> SAMPLE_2125 2 1.000
#> SAMPLE_2126 2 1.000
#> SAMPLE_2127 2 0.000
#> SAMPLE_2128 2 1.000
#> SAMPLE_2129 2 0.000
#> SAMPLE_2130 1 0.000
#> SAMPLE_2131 2 0.249
#> SAMPLE_2132 5 0.751
#> SAMPLE_2133 2 1.000
#> SAMPLE_2134 2 0.000
#> SAMPLE_2135 2 1.000
#> SAMPLE_2136 7 1.000
#> SAMPLE_2137 1 0.000
#> SAMPLE_2138 1 0.000
#> SAMPLE_2139 5 0.000
#> SAMPLE_2140 2 0.000
#> SAMPLE_2141 4 0.751
#> SAMPLE_2142 5 0.000
#> SAMPLE_2143 5 0.000
#> SAMPLE_2144 5 0.000
#> SAMPLE_2145 5 0.000
#> SAMPLE_2146 3 0.000
#> SAMPLE_2147 2 0.000
#> SAMPLE_2148 2 0.000
#> SAMPLE_2149 5 0.498
#> SAMPLE_2150 7 1.000
#> SAMPLE_2151 5 0.000
#> SAMPLE_2152 5 0.000
#> SAMPLE_2153 5 0.000
#> SAMPLE_2154 2 0.249
#> SAMPLE_2155 2 0.000
#> SAMPLE_2156 2 0.000
#> SAMPLE_2157 2 0.000
#> SAMPLE_2158 2 0.000
#> SAMPLE_2159 2 0.000
#> SAMPLE_2160 2 0.000
#> SAMPLE_2161 2 0.000
#> SAMPLE_2162 7 1.000
#> SAMPLE_2163 1 0.000
#> SAMPLE_2164 1 0.000
#> SAMPLE_2165 7 0.000
#> SAMPLE_2166 2 0.000
#> SAMPLE_2167 7 0.000
#> SAMPLE_2168 7 0.000
#> SAMPLE_2169 2 0.000
#> SAMPLE_2170 5 0.000
#> SAMPLE_2171 5 0.000
#> SAMPLE_2172 5 0.000
#> SAMPLE_2173 3 0.000
#> SAMPLE_2174 5 0.249
#> SAMPLE_2175 2 1.000
#> SAMPLE_2176 2 0.000
#> SAMPLE_2177 2 0.000
#> SAMPLE_2178 2 0.000
#> SAMPLE_2179 3 0.000
#> SAMPLE_2180 5 0.000
#> SAMPLE_2181 2 0.000
#> SAMPLE_2182 1 0.000
#> SAMPLE_2183 2 0.000
#> SAMPLE_2184 3 0.000
#> SAMPLE_2185 3 0.000
#> SAMPLE_2186 5 0.000
#> SAMPLE_2187 2 0.000
#> SAMPLE_2188 2 0.000
#> SAMPLE_2189 2 1.000
#> SAMPLE_2190 2 1.000
#> SAMPLE_2191 2 0.000
#> SAMPLE_2192 2 0.000
#> SAMPLE_2193 2 0.751
#> SAMPLE_2194 2 0.000
#> SAMPLE_2195 5 1.000
#> SAMPLE_2196 2 0.000
#> SAMPLE_2197 2 0.000
#> SAMPLE_2198 2 0.000
#> SAMPLE_2199 5 0.000
#> SAMPLE_2200 5 0.249
#> SAMPLE_2201 3 0.000
#> SAMPLE_2202 5 0.000
#> SAMPLE_2203 5 0.498
#> SAMPLE_2204 5 0.751
#> SAMPLE_2205 2 0.000
#> SAMPLE_2206 6 0.000
#> SAMPLE_2207 7 0.249
#> SAMPLE_2208 2 0.000
#> SAMPLE_2209 5 0.000
#> SAMPLE_2210 3 0.000
#> SAMPLE_2211 5 0.000
#> SAMPLE_2212 2 0.000
#> SAMPLE_2213 7 1.000
#> SAMPLE_2214 5 1.000
#> SAMPLE_2215 5 0.000
#> SAMPLE_2216 3 0.000
#> SAMPLE_2217 2 0.000
#> SAMPLE_2218 5 0.000
#> SAMPLE_2219 5 1.000
#> SAMPLE_2220 2 0.000
#> SAMPLE_2221 2 1.000
#> SAMPLE_2222 7 0.000
#> SAMPLE_2223 7 0.000
#> SAMPLE_2224 7 0.249
#> SAMPLE_2225 2 0.000
#> SAMPLE_2226 6 0.000
#> SAMPLE_2227 1 0.000
#> SAMPLE_2228 3 0.000
#> SAMPLE_2229 2 0.000
#> SAMPLE_2230 1 0.000
#> SAMPLE_2231 5 0.000
#> SAMPLE_2232 5 0.000
#> SAMPLE_2233 3 0.000
#> SAMPLE_2234 2 0.000
#> SAMPLE_2235 3 0.000
#> SAMPLE_2236 3 0.000
#> SAMPLE_2237 5 1.000
#> SAMPLE_2238 2 0.000
#> SAMPLE_2239 2 0.000
#> SAMPLE_2240 3 0.000
#> SAMPLE_2241 3 0.000
#> SAMPLE_2242 3 0.000
#> SAMPLE_2243 3 0.000
#> SAMPLE_2244 3 0.000
#> SAMPLE_2245 3 0.000
#> SAMPLE_2246 3 0.000
#> SAMPLE_2247 2 0.000
#> SAMPLE_2248 5 0.000
#> SAMPLE_2249 3 0.000
#> SAMPLE_2250 5 1.000
#> SAMPLE_2251 1 0.751
#> SAMPLE_2252 2 0.000
#> SAMPLE_2253 3 0.000
#> SAMPLE_2254 2 0.000
#> SAMPLE_2255 5 0.000
#> SAMPLE_2256 2 0.000
#> SAMPLE_2257 2 1.000
#> SAMPLE_2258 2 0.000
#> SAMPLE_2259 5 0.000
#> SAMPLE_2260 3 0.000
#> SAMPLE_2261 1 0.000
#> SAMPLE_2262 4 0.000
#> SAMPLE_2263 2 0.000
#> SAMPLE_2264 3 0.000
#> SAMPLE_2265 2 0.498
#> SAMPLE_2266 2 0.000
#> SAMPLE_2267 2 0.000
#> SAMPLE_2268 3 0.000
#> SAMPLE_2269 2 0.249
#> SAMPLE_2270 2 0.000
#> SAMPLE_2271 2 0.000
#> SAMPLE_2272 2 0.000
#> SAMPLE_2273 4 0.000
#> SAMPLE_2274 2 0.000
#> SAMPLE_2275 5 1.000
#> SAMPLE_2276 5 0.000
#> SAMPLE_2277 5 0.000
#> SAMPLE_2278 2 0.000
#> SAMPLE_2279 5 0.000
#> SAMPLE_2280 2 1.000
#> SAMPLE_2281 2 0.000
#> SAMPLE_2282 5 1.000
#> SAMPLE_2283 2 0.000
#> SAMPLE_2284 5 1.000
#> SAMPLE_2285 2 0.000
#> SAMPLE_2286 5 1.000
#> SAMPLE_2287 5 0.000
#> SAMPLE_2288 4 0.000
#> SAMPLE_2289 2 0.000
#> SAMPLE_2290 3 0.000
#> SAMPLE_2291 3 0.000
#> SAMPLE_2292 5 0.000
#> SAMPLE_2293 5 0.000
#> SAMPLE_2294 5 0.000
#> SAMPLE_2295 5 0.249
#> SAMPLE_2296 3 0.000
#> SAMPLE_2297 2 0.000
#> SAMPLE_2298 2 0.000
#> SAMPLE_2299 3 0.000
#> SAMPLE_2300 2 1.000
#> SAMPLE_2301 5 1.000
#> SAMPLE_2302 2 0.000
#> SAMPLE_2303 5 0.502
#> SAMPLE_2304 3 0.000
#> SAMPLE_2305 1 0.000
#> SAMPLE_2306 5 0.000
#> SAMPLE_2307 5 1.000
#> SAMPLE_2308 2 0.000
#> SAMPLE_2309 5 0.000
#> SAMPLE_2310 5 0.000
#> SAMPLE_2311 5 0.249
#> SAMPLE_2312 5 1.000
#> SAMPLE_2313 5 1.000
#> SAMPLE_2314 3 0.000
#> SAMPLE_2315 3 0.000
#> SAMPLE_2316 3 0.000
#> SAMPLE_2317 3 0.000
#> SAMPLE_2318 3 0.000
#> SAMPLE_2319 1 0.000
#> SAMPLE_2320 5 1.000
#> SAMPLE_2321 5 0.000
#> SAMPLE_2322 2 0.000
#> SAMPLE_2323 5 0.000
#> SAMPLE_2324 5 0.000
#> SAMPLE_2325 2 0.000
#> SAMPLE_2326 2 0.000
#> SAMPLE_2327 2 0.000
#> SAMPLE_2328 5 1.000
#> SAMPLE_2329 2 1.000
#> SAMPLE_2330 2 0.000
#> SAMPLE_2331 5 0.000
#> SAMPLE_2332 5 0.000
#> SAMPLE_2333 7 1.000
#> SAMPLE_2334 2 0.000
#> SAMPLE_2335 2 0.000
#> SAMPLE_2336 2 0.000
#> SAMPLE_2337 5 0.000
#> SAMPLE_2338 5 0.000
#> SAMPLE_2339 3 0.000
#> SAMPLE_2340 3 0.000
#> SAMPLE_2341 3 0.000
#> SAMPLE_2342 3 0.000
#> SAMPLE_2343 3 0.000
#> SAMPLE_2344 5 0.000
#> SAMPLE_2345 7 0.000
#> SAMPLE_2346 5 0.000
#> SAMPLE_2347 2 0.000
#> SAMPLE_2348 5 1.000
#> SAMPLE_2349 3 0.000
#> SAMPLE_2350 5 1.000
#> SAMPLE_2351 3 0.000
#> SAMPLE_2352 1 0.000
#> SAMPLE_2353 4 0.000
#> SAMPLE_2354 5 1.000
#> SAMPLE_2355 2 0.000
#> SAMPLE_2356 2 0.000
#> SAMPLE_2357 5 0.000
#> SAMPLE_2358 2 0.249
#> SAMPLE_2359 5 0.249
#> SAMPLE_2360 2 0.000
#> SAMPLE_2361 5 0.000
#> SAMPLE_2362 2 0.751
#> SAMPLE_2363 3 0.000
#> SAMPLE_2364 2 0.000
#> SAMPLE_2365 5 1.000
#> SAMPLE_2366 5 0.000
#> SAMPLE_2367 2 0.000
#> SAMPLE_2368 1 0.000
#> SAMPLE_2369 1 0.000
#> SAMPLE_2370 1 0.000
#> SAMPLE_2371 2 0.000
#> SAMPLE_2372 2 0.000
#> SAMPLE_2373 1 0.000
#> SAMPLE_2374 1 0.000
#> SAMPLE_2375 1 0.000
#> SAMPLE_2376 1 0.000
#> SAMPLE_2377 1 0.000
#> SAMPLE_2378 1 0.000
#> SAMPLE_2379 1 0.000
#> SAMPLE_2380 1 0.000
#> SAMPLE_2381 1 0.000
#> SAMPLE_2382 1 0.000
#> SAMPLE_2383 1 0.000
#> SAMPLE_2384 2 0.000
#> SAMPLE_2385 2 0.000
#> SAMPLE_2386 1 0.000
#> SAMPLE_2387 5 1.000
#> SAMPLE_2388 5 0.751
#> SAMPLE_2389 5 0.000
#> SAMPLE_2390 5 0.000
#> SAMPLE_2391 2 0.000
#> SAMPLE_2392 3 0.000
#> SAMPLE_2393 3 0.000
#> SAMPLE_2394 2 0.000
#> SAMPLE_2395 2 0.249
#> SAMPLE_2396 2 0.000
#> SAMPLE_2397 3 0.000
#> SAMPLE_2398 1 0.000
#> SAMPLE_2399 1 0.000
#> SAMPLE_2400 1 0.000
#> SAMPLE_2401 1 0.000
#> SAMPLE_2402 1 0.000
#> SAMPLE_2403 1 0.000
#> SAMPLE_2404 1 0.000
#> SAMPLE_2405 5 0.249
#> SAMPLE_2406 5 0.000
#> SAMPLE_2407 5 1.000
#> SAMPLE_2408 5 0.249
#> SAMPLE_2409 2 0.000
#> SAMPLE_2410 2 0.000
#> SAMPLE_2411 4 0.000
#> SAMPLE_2412 2 0.000
#> SAMPLE_2413 2 0.000
#> SAMPLE_2414 5 1.000
#> SAMPLE_2415 7 0.000
#> SAMPLE_2416 5 1.000
#> SAMPLE_2417 5 0.000
#> SAMPLE_2418 2 0.000
#> SAMPLE_2419 5 1.000
#> SAMPLE_2420 3 0.000
#> SAMPLE_2421 4 0.000
#> SAMPLE_2422 2 0.000
#> SAMPLE_2423 3 1.000
#> SAMPLE_2424 5 0.249
#> SAMPLE_2425 5 0.000
#> SAMPLE_2426 3 0.000
#> SAMPLE_2427 2 0.000
#> SAMPLE_2428 2 0.000
#> SAMPLE_2429 2 0.000
#> SAMPLE_2430 3 0.000
#> SAMPLE_2431 3 0.000
#> SAMPLE_2432 3 0.000
#> SAMPLE_2433 2 0.000
#> SAMPLE_2434 2 0.249
#> SAMPLE_2435 3 0.000
#> SAMPLE_2436 6 0.000
#> SAMPLE_2437 5 0.000
#> SAMPLE_2438 5 1.000
#> SAMPLE_2439 5 0.000
#> SAMPLE_2440 5 0.000
#> SAMPLE_2441 5 1.000
#> SAMPLE_2442 3 0.000
#> SAMPLE_2443 3 0.000
#> SAMPLE_2444 3 0.000
#> SAMPLE_2445 2 0.000
#> SAMPLE_2446 3 1.000
#> SAMPLE_2447 6 0.000
#> SAMPLE_2448 2 0.000
#> SAMPLE_2449 3 0.000
#> SAMPLE_2450 2 0.000
#> SAMPLE_2451 6 0.000
#> SAMPLE_2452 2 0.000
#> SAMPLE_2453 5 1.000
#> SAMPLE_2454 5 0.000
#> SAMPLE_2455 7 0.000
#> SAMPLE_2456 2 0.000
#> SAMPLE_2457 5 0.000
#> SAMPLE_2458 2 1.000
#> SAMPLE_2459 4 1.000
#> SAMPLE_2460 3 0.000
#> SAMPLE_2461 2 0.000
#> SAMPLE_2462 2 0.000
#> SAMPLE_2463 4 1.000
#> SAMPLE_2464 5 1.000
#> SAMPLE_2465 4 0.000
#> SAMPLE_2466 2 1.000
#> SAMPLE_2467 4 0.000
#> SAMPLE_2468 5 0.000
#> SAMPLE_2469 5 1.000
#> SAMPLE_2470 3 1.000
#> SAMPLE_2471 3 0.000
#> SAMPLE_2472 2 0.000
#> SAMPLE_2473 2 0.000
#> SAMPLE_2474 2 0.000
#> SAMPLE_2475 5 0.000
#> SAMPLE_2476 2 0.000
#> SAMPLE_2477 5 0.249
#> SAMPLE_2478 2 0.000
#> SAMPLE_2479 2 0.000
#> SAMPLE_2480 2 0.000
#> SAMPLE_2481 2 0.000
#> SAMPLE_2482 5 0.000
#> SAMPLE_2483 2 0.000
#> SAMPLE_2484 3 0.000
#> SAMPLE_2485 2 0.000
#> SAMPLE_2486 3 0.000
#> SAMPLE_2487 2 0.000
#> SAMPLE_2488 2 0.000
#> SAMPLE_2489 2 0.000
#> SAMPLE_2490 2 0.000
#> SAMPLE_2491 2 0.000
#> SAMPLE_2492 2 0.000
#> SAMPLE_2493 2 0.000
#> SAMPLE_2494 2 0.000
#> SAMPLE_2495 2 0.000
#> SAMPLE_2496 2 0.000
#> SAMPLE_2497 2 0.000
#> SAMPLE_2498 2 0.000
#> SAMPLE_2499 2 0.000
#> SAMPLE_2500 2 0.000
#> SAMPLE_2501 2 0.000
#> SAMPLE_2502 2 0.000
#> SAMPLE_2503 2 0.000
#> SAMPLE_2504 2 0.000
#> SAMPLE_2505 2 0.000
#> SAMPLE_2506 2 0.000
#> SAMPLE_2507 2 0.000
#> SAMPLE_2508 1 0.000
#> SAMPLE_2509 1 0.000
#> SAMPLE_2510 1 0.000
#> SAMPLE_2511 1 0.000
#> SAMPLE_2512 2 0.000
#> SAMPLE_2513 2 0.000
#> SAMPLE_2514 2 0.502
#> SAMPLE_2515 6 0.000
#> SAMPLE_2516 2 0.000
#> SAMPLE_2517 5 1.000
#> SAMPLE_2518 2 0.000
#> SAMPLE_2519 5 0.249
#> SAMPLE_2520 5 0.000
#> SAMPLE_2521 5 0.000
#> SAMPLE_2522 2 0.000
#> SAMPLE_2523 5 0.000
#> SAMPLE_2524 5 0.000
#> SAMPLE_2525 3 0.000
#> SAMPLE_2526 5 0.249
#> SAMPLE_2527 5 1.000
#> SAMPLE_2528 4 0.000
#> SAMPLE_2529 3 0.000
#> SAMPLE_2530 3 0.000
#> SAMPLE_2531 2 0.000
#> SAMPLE_2532 2 0.747
#> SAMPLE_2533 3 0.000
#> SAMPLE_2534 2 0.249
#> SAMPLE_2535 2 0.000
#> SAMPLE_2536 2 0.000
#> SAMPLE_2537 2 0.000
#> SAMPLE_2538 1 0.000
#> SAMPLE_2539 1 0.000
#> SAMPLE_2540 2 0.000
#> SAMPLE_2541 2 0.000
#> SAMPLE_2542 2 0.000
#> SAMPLE_2543 2 0.000
#> SAMPLE_2544 2 0.000
#> SAMPLE_2545 2 0.000
#> SAMPLE_2546 2 0.000
#> SAMPLE_2547 2 0.000
#> SAMPLE_2548 1 0.000
#> SAMPLE_2549 2 0.000
#> SAMPLE_2550 2 0.000
#> SAMPLE_2551 2 0.000
#> SAMPLE_2552 2 0.249
#> SAMPLE_2553 5 0.000
#> SAMPLE_2554 1 0.000
#> SAMPLE_2555 1 0.000
#> SAMPLE_2556 5 0.000
#> SAMPLE_2557 5 0.000
#> SAMPLE_2558 5 0.000
#> SAMPLE_2559 5 0.000
#> SAMPLE_2560 5 0.000
#> SAMPLE_2561 1 0.000
#> SAMPLE_2562 5 0.000
#> SAMPLE_2563 1 0.000
#> SAMPLE_2564 1 0.000
#> SAMPLE_2565 1 0.000
#> SAMPLE_2566 1 0.000
#> SAMPLE_2567 5 0.000
#> SAMPLE_2568 1 0.000
#> SAMPLE_2569 1 0.000
#> SAMPLE_2570 2 0.000
#> SAMPLE_2571 5 0.249
#> SAMPLE_2572 5 0.000
#> SAMPLE_2573 5 1.000
#> SAMPLE_2574 2 0.000
#> SAMPLE_2575 2 0.000
#> SAMPLE_2576 2 0.000
#> SAMPLE_2577 5 0.000
#> SAMPLE_2578 2 0.000
#> SAMPLE_2579 2 0.249
#> SAMPLE_2580 3 0.000
#> SAMPLE_2581 5 0.000
#> SAMPLE_2582 2 0.000
#> SAMPLE_2583 2 0.000
#> SAMPLE_2584 2 0.000
#> SAMPLE_2585 2 0.000
#> SAMPLE_2586 2 0.000
#> SAMPLE_2587 5 0.249
#> SAMPLE_2588 5 0.000
#> SAMPLE_2589 2 0.000
#> SAMPLE_2590 5 0.249
#> SAMPLE_2591 3 0.000
#> SAMPLE_2592 2 0.000
#> SAMPLE_2593 2 0.000
#> SAMPLE_2594 2 0.000
#> SAMPLE_2595 2 0.000
#> SAMPLE_2596 3 1.000
#> SAMPLE_2597 5 0.000
#> SAMPLE_2598 2 0.000
#> SAMPLE_2599 2 0.000
#> SAMPLE_2600 2 0.000
#> SAMPLE_2601 2 0.000
#> SAMPLE_2602 2 0.000
#> SAMPLE_2603 2 0.000
#> SAMPLE_2604 2 0.000
#> SAMPLE_2605 2 0.000
#> SAMPLE_2606 2 0.000
#> SAMPLE_2607 5 0.000
#> SAMPLE_2608 1 0.000
#> SAMPLE_2609 5 0.000
#> SAMPLE_2610 2 0.249
#> SAMPLE_2611 2 0.000
#> SAMPLE_2612 2 0.000
#> SAMPLE_2613 2 0.000
#> SAMPLE_2614 2 0.000
#> SAMPLE_2615 2 0.000
#> SAMPLE_2616 2 0.249
#> SAMPLE_2617 2 1.000
#> SAMPLE_2618 3 0.000
#> SAMPLE_2619 2 0.000
#> SAMPLE_2620 2 0.000
#> SAMPLE_2621 2 1.000
#> SAMPLE_2622 2 0.000
#> SAMPLE_2623 2 0.000
#> SAMPLE_2624 2 0.000
#> SAMPLE_2625 2 0.000
#> SAMPLE_2626 2 0.000
#> SAMPLE_2627 2 0.000
#> SAMPLE_2628 2 0.000
#> SAMPLE_2629 2 0.000
#> SAMPLE_2630 2 0.000
#> SAMPLE_2631 2 0.000
#> SAMPLE_2632 2 0.000
#> SAMPLE_2633 5 0.249
#> SAMPLE_2634 5 1.000
#> SAMPLE_2635 2 0.000
#> SAMPLE_2636 2 0.000
#> SAMPLE_2637 2 0.000
#> SAMPLE_2638 2 0.000
#> SAMPLE_2639 2 0.000
#> SAMPLE_2640 2 0.000
#> SAMPLE_2641 3 0.000
#> SAMPLE_2642 5 0.000
#> SAMPLE_2643 5 0.000
#> SAMPLE_2644 2 0.498
#> SAMPLE_2645 2 0.000
#> SAMPLE_2646 3 0.000
#> SAMPLE_2647 5 1.000
#> SAMPLE_2648 2 0.000
#> SAMPLE_2649 5 0.000
#> SAMPLE_2650 3 0.000
#> SAMPLE_2651 2 0.000
#> SAMPLE_2652 3 0.000
#> SAMPLE_2653 3 0.000
#> SAMPLE_2654 3 0.000
#> SAMPLE_2655 3 0.000
#> SAMPLE_2656 2 0.000
#> SAMPLE_2657 2 0.000
#> SAMPLE_2658 3 0.000
#> SAMPLE_2659 3 0.000
#> SAMPLE_2660 2 0.249
#> SAMPLE_2661 3 0.000
#> SAMPLE_2662 3 0.000
#> SAMPLE_2663 3 0.000
#> SAMPLE_2664 2 0.000
#> SAMPLE_2665 2 0.000
#> SAMPLE_2666 2 0.000
#> SAMPLE_2667 5 0.000
#> SAMPLE_2668 5 0.000
#> SAMPLE_2669 5 0.000
#> SAMPLE_2670 2 0.000
#> SAMPLE_2671 2 0.000
#> SAMPLE_2672 2 0.000
#> SAMPLE_2673 2 0.000
#> SAMPLE_2674 2 0.000
#> SAMPLE_2675 2 0.000
#> SAMPLE_2676 2 0.000
#> SAMPLE_2677 2 0.000
#> SAMPLE_2678 2 1.000
#> SAMPLE_2679 5 0.000
#> SAMPLE_2680 5 0.000
#> SAMPLE_2681 7 0.000
#> SAMPLE_2682 2 0.000
#> SAMPLE_2683 2 1.000
#> SAMPLE_2684 2 0.000
#> SAMPLE_2685 2 0.000
#> SAMPLE_2686 2 0.000
#> SAMPLE_2687 2 0.000
#> SAMPLE_2688 7 0.249
#> SAMPLE_2689 2 1.000
#> SAMPLE_2690 2 0.000
#> SAMPLE_2691 2 0.000
#> SAMPLE_2692 3 0.000
#> SAMPLE_2693 2 0.000
#> SAMPLE_2694 2 0.000
#> SAMPLE_2695 2 0.000
#> SAMPLE_2696 2 1.000
#> SAMPLE_2697 2 0.000
#> SAMPLE_2698 2 0.000
#> SAMPLE_2699 2 1.000
#> SAMPLE_2700 2 1.000
#> SAMPLE_2701 5 1.000
#> SAMPLE_2702 2 0.000
#> SAMPLE_2703 2 0.249
#> SAMPLE_2704 5 0.000
#> SAMPLE_2705 2 0.498
#> SAMPLE_2706 2 0.000
#> SAMPLE_2707 2 0.000
#> SAMPLE_2708 2 0.000
#> SAMPLE_2709 2 0.000
#> SAMPLE_2710 2 1.000
#> SAMPLE_2711 2 0.000
#> SAMPLE_2712 2 0.751
#> SAMPLE_2713 5 1.000
#> SAMPLE_2714 1 0.000
#> SAMPLE_2715 2 1.000
#> SAMPLE_2716 1 0.000
#> SAMPLE_2717 5 1.000
#> SAMPLE_2718 5 0.249
#> SAMPLE_2719 5 0.502
#> SAMPLE_2720 2 0.249
#> SAMPLE_2721 2 0.000
#> SAMPLE_2722 1 0.502
#> SAMPLE_2723 2 0.000
#> SAMPLE_2724 5 0.000
#> SAMPLE_2725 5 0.000
#> SAMPLE_2726 5 0.000
#> SAMPLE_2727 5 0.000
#> SAMPLE_2728 5 0.000
#> SAMPLE_2729 2 0.000
#> SAMPLE_2730 2 0.000
#> SAMPLE_2731 2 1.000
#> SAMPLE_2732 2 0.000
#> SAMPLE_2733 2 0.751
#> SAMPLE_2734 5 0.000
#> SAMPLE_2735 5 0.000
#> SAMPLE_2736 6 0.000
#> SAMPLE_2737 1 0.000
#> SAMPLE_2738 1 0.000
#> SAMPLE_2739 1 0.000
#> SAMPLE_2740 1 0.000
#> SAMPLE_2741 1 0.000
#> SAMPLE_2742 1 0.000
#> SAMPLE_2743 1 0.000
#> SAMPLE_2744 1 0.000
#> SAMPLE_2745 1 0.000
#> SAMPLE_2746 2 0.000
#> SAMPLE_2747 6 0.000
#> SAMPLE_2748 2 0.000
#> SAMPLE_2749 2 0.249
#> SAMPLE_2750 2 0.000
#> SAMPLE_2751 2 0.000
#> SAMPLE_2752 2 0.000
#> SAMPLE_2753 2 0.000
#> SAMPLE_2754 2 0.000
#> SAMPLE_2755 2 0.000
#> SAMPLE_2756 2 0.000
#> SAMPLE_2757 2 0.000
#> SAMPLE_2758 2 0.000
#> SAMPLE_2759 2 0.000
#> SAMPLE_2760 6 0.000
#> SAMPLE_2761 5 1.000
#> SAMPLE_2762 5 1.000
#> SAMPLE_2763 2 0.498
#> SAMPLE_2764 5 1.000
#> SAMPLE_2765 5 1.000
#> SAMPLE_2766 5 1.000
#> SAMPLE_2767 5 1.000
#> SAMPLE_2768 5 1.000
#> SAMPLE_2769 2 0.000
#> SAMPLE_2770 5 1.000
#> SAMPLE_2771 5 1.000
#> SAMPLE_2772 2 0.000
#> SAMPLE_2773 2 0.000
#> SAMPLE_2774 2 0.000
#> SAMPLE_2775 2 0.000
#> SAMPLE_2776 5 0.498
#> SAMPLE_2777 2 0.249
#> SAMPLE_2778 7 0.249
#> SAMPLE_2779 2 0.000
#> SAMPLE_2780 5 0.000
#> SAMPLE_2781 2 0.000
#> SAMPLE_2782 2 0.000
#> SAMPLE_2783 2 0.000
#> SAMPLE_2784 5 1.000
#> SAMPLE_2785 6 0.000
#> SAMPLE_2786 5 0.000
#> SAMPLE_2787 1 0.000
#> SAMPLE_2788 1 0.000
#> SAMPLE_2789 5 1.000
#> SAMPLE_2790 5 1.000
#> SAMPLE_2791 1 0.000
#> SAMPLE_2792 5 1.000
#> SAMPLE_2793 5 0.000
#> SAMPLE_2794 5 0.000
#> SAMPLE_2795 3 0.000
#> SAMPLE_2796 2 0.000
#> SAMPLE_2797 1 0.000
#> SAMPLE_2798 2 0.000
#> SAMPLE_2799 5 1.000
#> SAMPLE_2800 2 0.000
#> SAMPLE_2801 5 0.000
get_classes(res, k = 8)
#> class p
#> SAMPLE_1 5 0.000
#> SAMPLE_2 5 0.000
#> SAMPLE_3 5 0.000
#> SAMPLE_4 5 0.000
#> SAMPLE_5 5 0.000
#> SAMPLE_6 5 0.000
#> SAMPLE_7 5 0.000
#> SAMPLE_8 5 0.000
#> SAMPLE_9 5 0.000
#> SAMPLE_10 5 0.000
#> SAMPLE_11 5 0.000
#> SAMPLE_12 5 0.000
#> SAMPLE_13 5 1.000
#> SAMPLE_14 5 1.000
#> SAMPLE_15 6 0.000
#> SAMPLE_16 6 0.000
#> SAMPLE_17 5 1.000
#> SAMPLE_18 5 0.000
#> SAMPLE_19 6 0.000
#> SAMPLE_20 7 0.000
#> SAMPLE_21 6 0.000
#> SAMPLE_22 5 1.000
#> SAMPLE_23 5 0.000
#> SAMPLE_24 5 0.000
#> SAMPLE_25 5 0.249
#> SAMPLE_26 5 0.000
#> SAMPLE_27 5 0.000
#> SAMPLE_28 5 0.000
#> SAMPLE_29 5 0.000
#> SAMPLE_30 5 0.000
#> SAMPLE_31 2 0.000
#> SAMPLE_32 2 0.000
#> SAMPLE_33 2 0.000
#> SAMPLE_34 2 0.000
#> SAMPLE_35 2 0.000
#> SAMPLE_36 2 0.000
#> SAMPLE_37 2 0.000
#> SAMPLE_38 2 0.000
#> SAMPLE_39 2 0.000
#> SAMPLE_40 2 0.000
#> SAMPLE_41 2 0.000
#> SAMPLE_42 2 0.000
#> SAMPLE_43 2 0.000
#> SAMPLE_44 2 0.000
#> SAMPLE_45 2 0.000
#> SAMPLE_46 2 0.000
#> SAMPLE_47 2 0.000
#> SAMPLE_48 2 0.000
#> SAMPLE_49 2 0.000
#> SAMPLE_50 2 0.000
#> SAMPLE_51 2 0.000
#> SAMPLE_52 2 0.000
#> SAMPLE_53 2 0.000
#> SAMPLE_54 2 0.000
#> SAMPLE_55 2 0.000
#> SAMPLE_56 2 0.000
#> SAMPLE_57 1 0.000
#> SAMPLE_58 1 0.502
#> SAMPLE_59 1 1.000
#> SAMPLE_60 1 0.000
#> SAMPLE_61 4 0.000
#> SAMPLE_62 2 0.000
#> SAMPLE_63 2 0.249
#> SAMPLE_64 8 0.000
#> SAMPLE_65 2 0.000
#> SAMPLE_66 2 0.000
#> SAMPLE_67 2 0.000
#> SAMPLE_68 2 0.747
#> SAMPLE_69 2 0.000
#> SAMPLE_70 2 0.000
#> SAMPLE_71 2 0.000
#> SAMPLE_72 2 0.000
#> SAMPLE_73 2 0.000
#> SAMPLE_74 2 0.000
#> SAMPLE_75 2 0.000
#> SAMPLE_76 2 0.000
#> SAMPLE_77 2 0.000
#> SAMPLE_78 2 0.000
#> SAMPLE_79 2 0.000
#> SAMPLE_80 1 0.000
#> SAMPLE_81 1 0.000
#> SAMPLE_82 4 0.253
#> SAMPLE_83 1 0.751
#> SAMPLE_84 1 1.000
#> SAMPLE_85 4 0.000
#> SAMPLE_86 4 0.000
#> SAMPLE_87 6 0.000
#> SAMPLE_88 6 0.000
#> SAMPLE_89 6 0.000
#> SAMPLE_90 4 0.000
#> SAMPLE_91 4 0.000
#> SAMPLE_92 4 0.000
#> SAMPLE_93 1 0.000
#> SAMPLE_94 1 0.000
#> SAMPLE_95 4 0.000
#> SAMPLE_96 4 0.000
#> SAMPLE_97 4 0.000
#> SAMPLE_98 4 0.000
#> SAMPLE_99 1 1.000
#> SAMPLE_100 2 0.000
#> SAMPLE_101 2 0.000
#> SAMPLE_102 2 0.000
#> SAMPLE_103 2 0.000
#> SAMPLE_104 2 0.751
#> SAMPLE_105 2 0.000
#> SAMPLE_106 2 0.751
#> SAMPLE_107 2 0.000
#> SAMPLE_108 2 0.000
#> SAMPLE_109 2 0.000
#> SAMPLE_110 2 0.000
#> SAMPLE_111 2 0.000
#> SAMPLE_112 2 0.000
#> SAMPLE_113 2 0.000
#> SAMPLE_114 2 0.000
#> SAMPLE_115 2 0.000
#> SAMPLE_116 2 0.000
#> SAMPLE_117 2 0.000
#> SAMPLE_118 2 0.000
#> SAMPLE_119 2 0.000
#> SAMPLE_120 2 0.000
#> SAMPLE_121 2 0.498
#> SAMPLE_122 2 0.249
#> SAMPLE_123 7 0.000
#> SAMPLE_124 2 1.000
#> SAMPLE_125 1 0.000
#> SAMPLE_126 2 0.000
#> SAMPLE_127 2 0.249
#> SAMPLE_128 6 0.000
#> SAMPLE_129 1 1.000
#> SAMPLE_130 4 0.000
#> SAMPLE_131 1 0.000
#> SAMPLE_132 4 0.000
#> SAMPLE_133 4 1.000
#> SAMPLE_134 4 0.000
#> SAMPLE_135 6 0.000
#> SAMPLE_136 7 0.000
#> SAMPLE_137 2 1.000
#> SAMPLE_138 2 0.000
#> SAMPLE_139 2 0.000
#> SAMPLE_140 7 0.000
#> SAMPLE_141 6 0.000
#> SAMPLE_142 7 0.000
#> SAMPLE_143 7 0.000
#> SAMPLE_144 2 0.000
#> SAMPLE_145 2 0.000
#> SAMPLE_146 8 0.000
#> SAMPLE_147 5 0.000
#> SAMPLE_148 8 0.000
#> SAMPLE_149 8 0.000
#> SAMPLE_150 4 1.000
#> SAMPLE_151 6 0.000
#> SAMPLE_152 6 0.000
#> SAMPLE_153 6 0.000
#> SAMPLE_154 4 0.000
#> SAMPLE_155 6 0.000
#> SAMPLE_156 1 1.000
#> SAMPLE_157 5 1.000
#> SAMPLE_158 6 0.000
#> SAMPLE_159 4 0.000
#> SAMPLE_160 4 0.000
#> SAMPLE_161 6 0.000
#> SAMPLE_162 6 0.000
#> SAMPLE_163 6 0.000
#> SAMPLE_164 6 0.000
#> SAMPLE_165 4 0.000
#> SAMPLE_166 4 0.000
#> SAMPLE_167 6 0.000
#> SAMPLE_168 6 0.000
#> SAMPLE_169 6 0.000
#> SAMPLE_170 4 0.000
#> SAMPLE_171 4 0.000
#> SAMPLE_172 4 0.000
#> SAMPLE_173 2 0.000
#> SAMPLE_174 2 0.000
#> SAMPLE_175 8 0.000
#> SAMPLE_176 2 0.000
#> SAMPLE_177 2 0.000
#> SAMPLE_178 2 0.000
#> SAMPLE_179 4 0.000
#> SAMPLE_180 4 0.000
#> SAMPLE_181 6 0.000
#> SAMPLE_182 6 0.000
#> SAMPLE_183 6 0.000
#> SAMPLE_184 6 0.000
#> SAMPLE_185 4 0.000
#> SAMPLE_186 1 1.000
#> SAMPLE_187 4 0.000
#> SAMPLE_188 4 0.000
#> SAMPLE_189 4 0.000
#> SAMPLE_190 6 0.000
#> SAMPLE_191 4 0.000
#> SAMPLE_192 4 1.000
#> SAMPLE_193 4 0.000
#> SAMPLE_194 5 0.000
#> SAMPLE_195 8 0.000
#> SAMPLE_196 4 0.000
#> SAMPLE_197 4 0.000
#> SAMPLE_198 4 0.000
#> SAMPLE_199 4 0.000
#> SAMPLE_200 6 0.000
#> SAMPLE_201 4 0.000
#> SAMPLE_202 1 1.000
#> SAMPLE_203 4 0.000
#> SAMPLE_204 4 0.000
#> SAMPLE_205 1 1.000
#> SAMPLE_206 4 0.000
#> SAMPLE_207 4 0.000
#> SAMPLE_208 5 0.000
#> SAMPLE_209 8 0.000
#> SAMPLE_210 2 0.000
#> SAMPLE_211 7 0.000
#> SAMPLE_212 8 0.000
#> SAMPLE_213 8 0.000
#> SAMPLE_214 5 0.000
#> SAMPLE_215 2 0.747
#> SAMPLE_216 5 0.000
#> SAMPLE_217 2 0.000
#> SAMPLE_218 8 0.000
#> SAMPLE_219 5 1.000
#> SAMPLE_220 2 0.000
#> SAMPLE_221 8 0.000
#> SAMPLE_222 8 0.000
#> SAMPLE_223 2 0.000
#> SAMPLE_224 6 0.000
#> SAMPLE_225 6 0.000
#> SAMPLE_226 6 0.000
#> SAMPLE_227 6 0.000
#> SAMPLE_228 6 0.000
#> SAMPLE_229 4 0.000
#> SAMPLE_230 1 1.000
#> SAMPLE_231 2 0.000
#> SAMPLE_232 2 0.000
#> SAMPLE_233 2 0.000
#> SAMPLE_234 2 0.000
#> SAMPLE_235 5 0.000
#> SAMPLE_236 5 0.000
#> SAMPLE_237 5 0.000
#> SAMPLE_238 2 1.000
#> SAMPLE_239 2 0.000
#> SAMPLE_240 2 0.747
#> SAMPLE_241 5 1.000
#> SAMPLE_242 5 0.747
#> SAMPLE_243 2 1.000
#> SAMPLE_244 2 1.000
#> SAMPLE_245 5 0.000
#> SAMPLE_246 2 1.000
#> SAMPLE_247 5 0.000
#> SAMPLE_248 5 1.000
#> SAMPLE_249 5 0.747
#> SAMPLE_250 2 1.000
#> SAMPLE_251 5 0.000
#> SAMPLE_252 5 0.000
#> SAMPLE_253 2 0.000
#> SAMPLE_254 5 0.000
#> SAMPLE_255 5 0.498
#> SAMPLE_256 5 0.000
#> SAMPLE_257 5 0.000
#> SAMPLE_258 5 0.000
#> SAMPLE_259 5 0.000
#> SAMPLE_260 5 0.747
#> SAMPLE_261 5 0.000
#> SAMPLE_262 5 0.000
#> SAMPLE_263 5 0.000
#> SAMPLE_264 5 0.000
#> SAMPLE_265 5 0.000
#> SAMPLE_266 5 0.000
#> SAMPLE_267 2 1.000
#> SAMPLE_268 5 0.249
#> SAMPLE_269 5 0.000
#> SAMPLE_270 2 1.000
#> SAMPLE_271 5 0.000
#> SAMPLE_272 5 0.000
#> SAMPLE_273 7 0.249
#> SAMPLE_274 7 0.000
#> SAMPLE_275 7 0.000
#> SAMPLE_276 6 0.000
#> SAMPLE_277 6 0.000
#> SAMPLE_278 4 0.751
#> SAMPLE_279 1 1.000
#> SAMPLE_280 4 0.000
#> SAMPLE_281 4 0.000
#> SAMPLE_282 4 1.000
#> SAMPLE_283 4 1.000
#> SAMPLE_284 4 0.000
#> SAMPLE_285 4 0.000
#> SAMPLE_286 2 0.000
#> SAMPLE_287 2 0.000
#> SAMPLE_288 2 0.000
#> SAMPLE_289 2 0.000
#> SAMPLE_290 1 0.751
#> SAMPLE_291 4 0.000
#> SAMPLE_292 4 0.000
#> SAMPLE_293 4 0.000
#> SAMPLE_294 1 0.751
#> SAMPLE_295 1 0.751
#> SAMPLE_296 2 0.000
#> SAMPLE_297 2 0.000
#> SAMPLE_298 2 0.000
#> SAMPLE_299 2 0.000
#> SAMPLE_300 2 0.000
#> SAMPLE_301 2 0.000
#> SAMPLE_302 2 0.000
#> SAMPLE_303 2 0.000
#> SAMPLE_304 2 0.000
#> SAMPLE_305 2 0.000
#> SAMPLE_306 2 0.000
#> SAMPLE_307 2 0.000
#> SAMPLE_308 2 0.000
#> SAMPLE_309 2 0.000
#> SAMPLE_310 2 0.000
#> SAMPLE_311 2 0.000
#> SAMPLE_312 2 0.000
#> SAMPLE_313 2 0.000
#> SAMPLE_314 2 0.000
#> SAMPLE_315 2 0.000
#> SAMPLE_316 2 0.000
#> SAMPLE_317 2 0.000
#> SAMPLE_318 2 0.000
#> SAMPLE_319 2 0.000
#> SAMPLE_320 2 0.000
#> SAMPLE_321 2 0.000
#> SAMPLE_322 2 0.000
#> SAMPLE_323 2 0.000
#> SAMPLE_324 2 0.000
#> SAMPLE_325 2 0.000
#> SAMPLE_326 2 0.000
#> SAMPLE_327 2 0.000
#> SAMPLE_328 2 0.000
#> SAMPLE_329 2 0.751
#> SAMPLE_330 2 0.000
#> SAMPLE_331 7 0.000
#> SAMPLE_332 2 1.000
#> SAMPLE_333 7 0.000
#> SAMPLE_334 2 0.000
#> SAMPLE_335 7 0.000
#> SAMPLE_336 5 0.000
#> SAMPLE_337 5 0.498
#> SAMPLE_338 2 1.000
#> SAMPLE_339 7 0.000
#> SAMPLE_340 2 1.000
#> SAMPLE_341 2 1.000
#> SAMPLE_342 2 0.000
#> SAMPLE_343 2 0.000
#> SAMPLE_344 7 1.000
#> SAMPLE_345 2 0.000
#> SAMPLE_346 2 1.000
#> SAMPLE_347 2 1.000
#> SAMPLE_348 2 0.000
#> SAMPLE_349 2 0.000
#> SAMPLE_350 2 0.000
#> SAMPLE_351 7 0.249
#> SAMPLE_352 2 0.000
#> SAMPLE_353 7 0.000
#> SAMPLE_354 2 0.000
#> SAMPLE_355 7 0.000
#> SAMPLE_356 2 0.000
#> SAMPLE_357 5 0.249
#> SAMPLE_358 2 0.000
#> SAMPLE_359 7 0.000
#> SAMPLE_360 7 1.000
#> SAMPLE_361 7 1.000
#> SAMPLE_362 2 0.000
#> SAMPLE_363 7 0.000
#> SAMPLE_364 2 1.000
#> SAMPLE_365 2 0.000
#> SAMPLE_366 2 0.000
#> SAMPLE_367 2 0.000
#> SAMPLE_368 2 0.000
#> SAMPLE_369 2 0.000
#> SAMPLE_370 2 0.000
#> SAMPLE_371 2 1.000
#> SAMPLE_372 2 0.000
#> SAMPLE_373 7 0.000
#> SAMPLE_374 7 0.000
#> SAMPLE_375 2 1.000
#> SAMPLE_376 7 0.000
#> SAMPLE_377 7 0.000
#> SAMPLE_378 7 0.000
#> SAMPLE_379 7 0.000
#> SAMPLE_380 6 0.000
#> SAMPLE_381 6 0.000
#> SAMPLE_382 2 0.000
#> SAMPLE_383 2 0.000
#> SAMPLE_384 2 0.000
#> SAMPLE_385 2 0.000
#> SAMPLE_386 2 0.000
#> SAMPLE_387 2 0.000
#> SAMPLE_388 6 0.000
#> SAMPLE_389 4 0.000
#> SAMPLE_390 1 1.000
#> SAMPLE_391 1 0.751
#> SAMPLE_392 4 0.000
#> SAMPLE_393 4 0.000
#> SAMPLE_394 4 0.000
#> SAMPLE_395 6 0.000
#> SAMPLE_396 1 0.000
#> SAMPLE_397 4 0.000
#> SAMPLE_398 6 0.000
#> SAMPLE_399 4 0.000
#> SAMPLE_400 4 0.000
#> SAMPLE_401 4 0.000
#> SAMPLE_402 6 0.000
#> SAMPLE_403 1 1.000
#> SAMPLE_404 6 0.000
#> SAMPLE_405 6 0.000
#> SAMPLE_406 6 0.000
#> SAMPLE_407 4 0.000
#> SAMPLE_408 6 0.000
#> SAMPLE_409 4 0.000
#> SAMPLE_410 4 0.000
#> SAMPLE_411 4 1.000
#> SAMPLE_412 4 0.000
#> SAMPLE_413 1 1.000
#> SAMPLE_414 4 0.000
#> SAMPLE_415 4 0.000
#> SAMPLE_416 4 0.000
#> SAMPLE_417 1 0.000
#> SAMPLE_418 6 0.000
#> SAMPLE_419 4 0.000
#> SAMPLE_420 4 0.000
#> SAMPLE_421 4 0.000
#> SAMPLE_422 1 0.000
#> SAMPLE_423 4 0.000
#> SAMPLE_424 4 0.000
#> SAMPLE_425 6 0.000
#> SAMPLE_426 4 0.000
#> SAMPLE_427 4 0.000
#> SAMPLE_428 4 0.000
#> SAMPLE_429 4 0.000
#> SAMPLE_430 1 0.000
#> SAMPLE_431 4 0.000
#> SAMPLE_432 4 0.000
#> SAMPLE_433 4 0.000
#> SAMPLE_434 1 0.000
#> SAMPLE_435 6 0.000
#> SAMPLE_436 4 0.000
#> SAMPLE_437 4 0.000
#> SAMPLE_438 4 0.000
#> SAMPLE_439 4 0.000
#> SAMPLE_440 6 0.000
#> SAMPLE_441 6 0.000
#> SAMPLE_442 1 0.751
#> SAMPLE_443 6 0.000
#> SAMPLE_444 4 0.000
#> SAMPLE_445 4 0.249
#> SAMPLE_446 4 0.000
#> SAMPLE_447 1 1.000
#> SAMPLE_448 4 0.000
#> SAMPLE_449 1 0.000
#> SAMPLE_450 4 0.000
#> SAMPLE_451 1 1.000
#> SAMPLE_452 4 0.000
#> SAMPLE_453 6 0.000
#> SAMPLE_454 6 0.000
#> SAMPLE_455 4 0.000
#> SAMPLE_456 4 0.000
#> SAMPLE_457 4 0.000
#> SAMPLE_458 4 0.000
#> SAMPLE_459 1 1.000
#> SAMPLE_460 4 0.000
#> SAMPLE_461 6 0.000
#> SAMPLE_462 4 1.000
#> SAMPLE_463 4 1.000
#> SAMPLE_464 4 0.000
#> SAMPLE_465 6 0.000
#> SAMPLE_466 1 1.000
#> SAMPLE_467 4 0.000
#> SAMPLE_468 6 0.000
#> SAMPLE_469 1 0.000
#> SAMPLE_470 7 1.000
#> SAMPLE_471 8 0.000
#> SAMPLE_472 4 0.000
#> SAMPLE_473 6 0.000
#> SAMPLE_474 4 0.000
#> SAMPLE_475 6 0.000
#> SAMPLE_476 4 0.000
#> SAMPLE_477 1 1.000
#> SAMPLE_478 6 0.000
#> SAMPLE_479 4 0.000
#> SAMPLE_480 4 0.000
#> SAMPLE_481 1 1.000
#> SAMPLE_482 1 1.000
#> SAMPLE_483 1 1.000
#> SAMPLE_484 6 0.000
#> SAMPLE_485 4 1.000
#> SAMPLE_486 6 0.000
#> SAMPLE_487 4 0.000
#> SAMPLE_488 6 0.000
#> SAMPLE_489 6 0.000
#> SAMPLE_490 4 0.000
#> SAMPLE_491 4 0.000
#> SAMPLE_492 6 0.000
#> SAMPLE_493 4 0.000
#> SAMPLE_494 4 0.000
#> SAMPLE_495 4 0.000
#> SAMPLE_496 1 0.000
#> SAMPLE_497 4 0.000
#> SAMPLE_498 4 1.000
#> SAMPLE_499 1 1.000
#> SAMPLE_500 4 0.000
#> SAMPLE_501 6 0.000
#> SAMPLE_502 4 0.000
#> SAMPLE_503 6 0.000
#> SAMPLE_504 1 0.000
#> SAMPLE_505 6 0.000
#> SAMPLE_506 4 0.000
#> SAMPLE_507 4 0.000
#> SAMPLE_508 4 0.000
#> SAMPLE_509 6 0.000
#> SAMPLE_510 1 1.000
#> SAMPLE_511 4 0.000
#> SAMPLE_512 1 0.000
#> SAMPLE_513 4 0.000
#> SAMPLE_514 4 0.000
#> SAMPLE_515 4 0.000
#> SAMPLE_516 4 0.000
#> SAMPLE_517 1 0.000
#> SAMPLE_518 4 0.000
#> SAMPLE_519 4 0.000
#> SAMPLE_520 1 0.000
#> SAMPLE_521 1 1.000
#> SAMPLE_522 6 0.000
#> SAMPLE_523 4 0.000
#> SAMPLE_524 4 0.000
#> SAMPLE_525 4 1.000
#> SAMPLE_526 4 0.000
#> SAMPLE_527 4 0.000
#> SAMPLE_528 6 0.000
#> SAMPLE_529 1 0.253
#> SAMPLE_530 6 0.000
#> SAMPLE_531 4 0.000
#> SAMPLE_532 1 0.000
#> SAMPLE_533 4 0.000
#> SAMPLE_534 4 0.000
#> SAMPLE_535 4 0.000
#> SAMPLE_536 6 0.000
#> SAMPLE_537 4 0.000
#> SAMPLE_538 1 0.000
#> SAMPLE_539 6 0.000
#> SAMPLE_540 4 1.000
#> SAMPLE_541 6 0.000
#> SAMPLE_542 1 0.000
#> SAMPLE_543 4 0.000
#> SAMPLE_544 4 0.000
#> SAMPLE_545 4 0.000
#> SAMPLE_546 4 1.000
#> SAMPLE_547 4 0.000
#> SAMPLE_548 1 1.000
#> SAMPLE_549 4 0.000
#> SAMPLE_550 4 0.000
#> SAMPLE_551 4 0.000
#> SAMPLE_552 4 0.000
#> SAMPLE_553 6 0.000
#> SAMPLE_554 6 0.000
#> SAMPLE_555 1 1.000
#> SAMPLE_556 6 0.000
#> SAMPLE_557 6 0.000
#> SAMPLE_558 1 0.000
#> SAMPLE_559 4 0.000
#> SAMPLE_560 4 0.000
#> SAMPLE_561 6 0.000
#> SAMPLE_562 6 0.000
#> SAMPLE_563 6 0.000
#> SAMPLE_564 4 0.000
#> SAMPLE_565 6 0.000
#> SAMPLE_566 6 0.000
#> SAMPLE_567 6 0.000
#> SAMPLE_568 2 0.000
#> SAMPLE_569 2 0.000
#> SAMPLE_570 2 0.000
#> SAMPLE_571 8 0.000
#> SAMPLE_572 5 0.000
#> SAMPLE_573 6 0.000
#> SAMPLE_574 6 0.000
#> SAMPLE_575 6 0.000
#> SAMPLE_576 6 0.000
#> SAMPLE_577 1 1.000
#> SAMPLE_578 4 0.000
#> SAMPLE_579 4 1.000
#> SAMPLE_580 1 0.000
#> SAMPLE_581 6 0.000
#> SAMPLE_582 4 0.000
#> SAMPLE_583 4 0.000
#> SAMPLE_584 6 0.000
#> SAMPLE_585 4 0.000
#> SAMPLE_586 1 1.000
#> SAMPLE_587 6 0.000
#> SAMPLE_588 4 0.000
#> SAMPLE_589 2 0.000
#> SAMPLE_590 2 0.000
#> SAMPLE_591 2 0.000
#> SAMPLE_592 2 0.000
#> SAMPLE_593 2 0.000
#> SAMPLE_594 2 0.000
#> SAMPLE_595 2 0.000
#> SAMPLE_596 2 0.000
#> SAMPLE_597 2 0.000
#> SAMPLE_598 2 0.000
#> SAMPLE_599 2 0.000
#> SAMPLE_600 2 0.000
#> SAMPLE_601 2 0.000
#> SAMPLE_602 2 0.000
#> SAMPLE_603 2 0.000
#> SAMPLE_604 2 1.000
#> SAMPLE_605 2 0.000
#> SAMPLE_606 2 0.000
#> SAMPLE_607 2 0.000
#> SAMPLE_608 2 0.249
#> SAMPLE_609 5 1.000
#> SAMPLE_610 5 0.747
#> SAMPLE_611 6 0.000
#> SAMPLE_612 4 0.000
#> SAMPLE_613 6 0.000
#> SAMPLE_614 8 0.000
#> SAMPLE_615 1 0.000
#> SAMPLE_616 4 0.000
#> SAMPLE_617 4 0.253
#> SAMPLE_618 5 0.000
#> SAMPLE_619 5 0.249
#> SAMPLE_620 5 0.000
#> SAMPLE_621 5 0.000
#> SAMPLE_622 5 0.000
#> SAMPLE_623 5 0.000
#> SAMPLE_624 5 0.000
#> SAMPLE_625 5 0.000
#> SAMPLE_626 5 0.000
#> SAMPLE_627 5 0.000
#> SAMPLE_628 2 1.000
#> SAMPLE_629 5 0.000
#> SAMPLE_630 5 0.000
#> SAMPLE_631 5 0.000
#> SAMPLE_632 2 0.000
#> SAMPLE_633 5 0.000
#> SAMPLE_634 5 0.000
#> SAMPLE_635 5 0.498
#> SAMPLE_636 5 0.000
#> SAMPLE_637 5 0.000
#> SAMPLE_638 2 0.000
#> SAMPLE_639 2 0.000
#> SAMPLE_640 2 0.000
#> SAMPLE_641 2 0.000
#> SAMPLE_642 6 0.000
#> SAMPLE_643 5 1.000
#> SAMPLE_644 2 1.000
#> SAMPLE_645 8 0.000
#> SAMPLE_646 5 0.000
#> SAMPLE_647 5 0.249
#> SAMPLE_648 5 0.000
#> SAMPLE_649 2 0.000
#> SAMPLE_650 2 0.000
#> SAMPLE_651 2 0.000
#> SAMPLE_652 2 0.000
#> SAMPLE_653 2 0.000
#> SAMPLE_654 3 0.000
#> SAMPLE_655 2 0.000
#> SAMPLE_656 2 0.000
#> SAMPLE_657 2 0.000
#> SAMPLE_658 2 0.000
#> SAMPLE_659 2 0.000
#> SAMPLE_660 2 0.000
#> SAMPLE_661 2 0.000
#> SAMPLE_662 5 0.000
#> SAMPLE_663 3 0.000
#> SAMPLE_664 8 0.000
#> SAMPLE_665 5 0.000
#> SAMPLE_666 2 0.000
#> SAMPLE_667 8 0.000
#> SAMPLE_668 8 0.000
#> SAMPLE_669 8 0.000
#> SAMPLE_670 6 0.000
#> SAMPLE_671 4 0.000
#> SAMPLE_672 5 0.000
#> SAMPLE_673 5 0.000
#> SAMPLE_674 5 0.000
#> SAMPLE_675 8 0.000
#> SAMPLE_676 5 0.000
#> SAMPLE_677 2 0.000
#> SAMPLE_678 2 0.000
#> SAMPLE_679 2 0.000
#> SAMPLE_680 2 0.000
#> SAMPLE_681 2 0.000
#> SAMPLE_682 2 0.000
#> SAMPLE_683 2 0.000
#> SAMPLE_684 2 0.000
#> SAMPLE_685 2 0.000
#> SAMPLE_686 2 0.000
#> SAMPLE_687 2 0.000
#> SAMPLE_688 2 0.000
#> SAMPLE_689 2 0.000
#> SAMPLE_690 2 0.000
#> SAMPLE_691 2 0.000
#> SAMPLE_692 2 0.000
#> SAMPLE_693 2 0.000
#> SAMPLE_694 2 0.000
#> SAMPLE_695 2 0.000
#> SAMPLE_696 2 0.000
#> SAMPLE_697 2 0.000
#> SAMPLE_698 2 0.000
#> SAMPLE_699 2 0.000
#> SAMPLE_700 2 0.000
#> SAMPLE_701 2 0.000
#> SAMPLE_702 2 0.000
#> SAMPLE_703 2 0.000
#> SAMPLE_704 2 0.000
#> SAMPLE_705 2 0.000
#> SAMPLE_706 2 0.000
#> SAMPLE_707 2 0.000
#> SAMPLE_708 2 0.000
#> SAMPLE_709 2 0.000
#> SAMPLE_710 2 0.000
#> SAMPLE_711 2 0.000
#> SAMPLE_712 2 0.000
#> SAMPLE_713 2 0.000
#> SAMPLE_714 2 0.000
#> SAMPLE_715 2 0.000
#> SAMPLE_716 3 0.000
#> SAMPLE_717 3 0.000
#> SAMPLE_718 3 0.000
#> SAMPLE_719 3 0.000
#> SAMPLE_720 2 1.000
#> SAMPLE_721 3 0.000
#> SAMPLE_722 2 0.000
#> SAMPLE_723 2 0.000
#> SAMPLE_724 2 0.000
#> SAMPLE_725 2 0.000
#> SAMPLE_726 2 0.000
#> SAMPLE_727 2 0.000
#> SAMPLE_728 2 0.000
#> SAMPLE_729 2 0.000
#> SAMPLE_730 2 0.000
#> SAMPLE_731 6 0.000
#> SAMPLE_732 2 0.000
#> SAMPLE_733 3 0.000
#> SAMPLE_734 3 0.000
#> SAMPLE_735 3 0.000
#> SAMPLE_736 3 0.000
#> SAMPLE_737 3 0.000
#> SAMPLE_738 3 0.000
#> SAMPLE_739 2 0.000
#> SAMPLE_740 2 0.000
#> SAMPLE_741 2 0.000
#> SAMPLE_742 2 0.000
#> SAMPLE_743 2 0.000
#> SAMPLE_744 5 0.000
#> SAMPLE_745 5 0.000
#> SAMPLE_746 7 0.000
#> SAMPLE_747 7 0.000
#> SAMPLE_748 2 0.000
#> SAMPLE_749 6 0.000
#> SAMPLE_750 4 0.000
#> SAMPLE_751 5 0.000
#> SAMPLE_752 2 0.000
#> SAMPLE_753 2 0.000
#> SAMPLE_754 3 0.000
#> SAMPLE_755 3 0.000
#> SAMPLE_756 3 0.000
#> SAMPLE_757 2 0.000
#> SAMPLE_758 2 0.000
#> SAMPLE_759 2 0.000
#> SAMPLE_760 2 0.000
#> SAMPLE_761 2 0.000
#> SAMPLE_762 2 0.000
#> SAMPLE_763 3 0.000
#> SAMPLE_764 3 0.000
#> SAMPLE_765 6 0.000
#> SAMPLE_766 2 0.751
#> SAMPLE_767 8 0.000
#> SAMPLE_768 5 0.000
#> SAMPLE_769 6 0.000
#> SAMPLE_770 6 0.000
#> SAMPLE_771 2 0.000
#> SAMPLE_772 2 0.000
#> SAMPLE_773 2 0.000
#> SAMPLE_774 7 0.000
#> SAMPLE_775 2 0.000
#> SAMPLE_776 7 0.000
#> SAMPLE_777 2 0.000
#> SAMPLE_778 2 0.000
#> SAMPLE_779 7 0.000
#> SAMPLE_780 7 0.000
#> SAMPLE_781 7 0.000
#> SAMPLE_782 7 0.000
#> SAMPLE_783 7 0.000
#> SAMPLE_784 7 0.000
#> SAMPLE_785 2 0.000
#> SAMPLE_786 2 0.000
#> SAMPLE_787 2 0.000
#> SAMPLE_788 2 0.000
#> SAMPLE_789 2 0.000
#> SAMPLE_790 2 0.000
#> SAMPLE_791 5 0.000
#> SAMPLE_792 5 1.000
#> SAMPLE_793 1 0.000
#> SAMPLE_794 5 0.000
#> SAMPLE_795 5 1.000
#> SAMPLE_796 5 0.000
#> SAMPLE_797 5 0.249
#> SAMPLE_798 2 1.000
#> SAMPLE_799 2 0.000
#> SAMPLE_800 2 0.000
#> SAMPLE_801 2 0.000
#> SAMPLE_802 2 0.000
#> SAMPLE_803 2 0.000
#> SAMPLE_804 2 0.000
#> SAMPLE_805 2 0.000
#> SAMPLE_806 2 0.000
#> SAMPLE_807 5 0.000
#> SAMPLE_808 8 0.000
#> SAMPLE_809 8 0.000
#> SAMPLE_810 8 0.000
#> SAMPLE_811 8 0.000
#> SAMPLE_812 8 0.000
#> SAMPLE_813 8 0.000
#> SAMPLE_814 8 0.000
#> SAMPLE_815 2 1.000
#> SAMPLE_816 5 0.000
#> SAMPLE_817 2 1.000
#> SAMPLE_818 5 0.000
#> SAMPLE_819 2 1.000
#> SAMPLE_820 5 0.000
#> SAMPLE_821 5 0.000
#> SAMPLE_822 2 0.000
#> SAMPLE_823 2 0.000
#> SAMPLE_824 5 0.000
#> SAMPLE_825 2 1.000
#> SAMPLE_826 2 0.000
#> SAMPLE_827 5 0.000
#> SAMPLE_828 2 0.000
#> SAMPLE_829 5 0.000
#> SAMPLE_830 5 0.000
#> SAMPLE_831 2 1.000
#> SAMPLE_832 2 0.000
#> SAMPLE_833 2 0.000
#> SAMPLE_834 2 0.000
#> SAMPLE_835 5 0.000
#> SAMPLE_836 5 0.000
#> SAMPLE_837 5 1.000
#> SAMPLE_838 5 0.000
#> SAMPLE_839 6 0.000
#> SAMPLE_840 5 1.000
#> SAMPLE_841 7 1.000
#> SAMPLE_842 8 0.000
#> SAMPLE_843 5 0.000
#> SAMPLE_844 2 0.000
#> SAMPLE_845 6 0.000
#> SAMPLE_846 8 0.000
#> SAMPLE_847 6 0.000
#> SAMPLE_848 2 0.000
#> SAMPLE_849 5 0.000
#> SAMPLE_850 2 0.000
#> SAMPLE_851 2 1.000
#> SAMPLE_852 5 1.000
#> SAMPLE_853 5 0.249
#> SAMPLE_854 5 1.000
#> SAMPLE_855 2 0.000
#> SAMPLE_856 2 0.000
#> SAMPLE_857 1 0.000
#> SAMPLE_858 1 0.000
#> SAMPLE_859 2 0.000
#> SAMPLE_860 2 0.000
#> SAMPLE_861 2 0.000
#> SAMPLE_862 2 0.000
#> SAMPLE_863 2 0.000
#> SAMPLE_864 2 0.000
#> SAMPLE_865 8 0.000
#> SAMPLE_866 5 0.747
#> SAMPLE_867 5 0.000
#> SAMPLE_868 2 0.000
#> SAMPLE_869 2 0.000
#> SAMPLE_870 1 0.000
#> SAMPLE_871 5 0.000
#> SAMPLE_872 3 0.000
#> SAMPLE_873 3 0.000
#> SAMPLE_874 2 0.000
#> SAMPLE_875 3 0.000
#> SAMPLE_876 2 1.000
#> SAMPLE_877 3 0.000
#> SAMPLE_878 1 0.000
#> SAMPLE_879 2 0.000
#> SAMPLE_880 2 0.000
#> SAMPLE_881 3 0.000
#> SAMPLE_882 3 0.000
#> SAMPLE_883 3 0.000
#> SAMPLE_884 2 0.000
#> SAMPLE_885 2 0.000
#> SAMPLE_886 2 0.000
#> SAMPLE_887 5 0.000
#> SAMPLE_888 3 0.000
#> SAMPLE_889 1 0.000
#> SAMPLE_890 2 0.000
#> SAMPLE_891 1 0.000
#> SAMPLE_892 1 0.000
#> SAMPLE_893 1 0.000
#> SAMPLE_894 2 0.000
#> SAMPLE_895 5 0.000
#> SAMPLE_896 5 0.000
#> SAMPLE_897 5 1.000
#> SAMPLE_898 5 0.000
#> SAMPLE_899 5 0.000
#> SAMPLE_900 2 0.000
#> SAMPLE_901 5 0.000
#> SAMPLE_902 2 0.000
#> SAMPLE_903 2 0.000
#> SAMPLE_904 2 0.000
#> SAMPLE_905 2 0.000
#> SAMPLE_906 3 0.000
#> SAMPLE_907 2 0.000
#> SAMPLE_908 5 0.000
#> SAMPLE_909 5 0.000
#> SAMPLE_910 5 0.000
#> SAMPLE_911 5 0.000
#> SAMPLE_912 5 0.000
#> SAMPLE_913 2 0.000
#> SAMPLE_914 2 0.000
#> SAMPLE_915 7 0.000
#> SAMPLE_916 7 0.000
#> SAMPLE_917 7 0.000
#> SAMPLE_918 7 0.000
#> SAMPLE_919 7 0.000
#> SAMPLE_920 7 0.000
#> SAMPLE_921 7 0.000
#> SAMPLE_922 7 0.000
#> SAMPLE_923 2 0.000
#> SAMPLE_924 2 0.000
#> SAMPLE_925 2 1.000
#> SAMPLE_926 2 0.249
#> SAMPLE_927 2 0.000
#> SAMPLE_928 7 0.000
#> SAMPLE_929 7 0.000
#> SAMPLE_930 7 0.000
#> SAMPLE_931 2 0.000
#> SAMPLE_932 2 0.000
#> SAMPLE_933 2 0.000
#> SAMPLE_934 2 0.000
#> SAMPLE_935 2 0.000
#> SAMPLE_936 2 0.000
#> SAMPLE_937 2 0.000
#> SAMPLE_938 7 0.000
#> SAMPLE_939 2 1.000
#> SAMPLE_940 7 0.000
#> SAMPLE_941 2 0.000
#> SAMPLE_942 7 1.000
#> SAMPLE_943 7 0.751
#> SAMPLE_944 7 0.000
#> SAMPLE_945 2 0.000
#> SAMPLE_946 2 0.000
#> SAMPLE_947 5 0.502
#> SAMPLE_948 7 0.000
#> SAMPLE_949 7 0.000
#> SAMPLE_950 7 1.000
#> SAMPLE_951 7 0.000
#> SAMPLE_952 5 0.000
#> SAMPLE_953 7 0.000
#> SAMPLE_954 7 0.000
#> SAMPLE_955 7 0.000
#> SAMPLE_956 7 0.000
#> SAMPLE_957 7 0.000
#> SAMPLE_958 7 0.000
#> SAMPLE_959 2 0.498
#> SAMPLE_960 7 0.000
#> SAMPLE_961 2 0.000
#> SAMPLE_962 2 0.000
#> SAMPLE_963 7 0.000
#> SAMPLE_964 7 0.000
#> SAMPLE_965 7 0.000
#> SAMPLE_966 7 0.000
#> SAMPLE_967 7 0.000
#> SAMPLE_968 7 0.000
#> SAMPLE_969 7 0.000
#> SAMPLE_970 7 0.000
#> SAMPLE_971 2 0.000
#> SAMPLE_972 7 0.000
#> SAMPLE_973 5 0.000
#> SAMPLE_974 3 0.000
#> SAMPLE_975 2 0.000
#> SAMPLE_976 6 0.000
#> SAMPLE_977 6 0.000
#> SAMPLE_978 6 0.000
#> SAMPLE_979 6 0.000
#> SAMPLE_980 5 0.498
#> SAMPLE_981 2 0.000
#> SAMPLE_982 2 0.000
#> SAMPLE_983 6 0.000
#> SAMPLE_984 6 0.000
#> SAMPLE_985 6 0.000
#> SAMPLE_986 1 0.000
#> SAMPLE_987 5 0.000
#> SAMPLE_988 3 0.000
#> SAMPLE_989 2 0.000
#> SAMPLE_990 7 0.000
#> SAMPLE_991 6 0.000
#> SAMPLE_992 4 0.000
#> SAMPLE_993 2 0.000
#> SAMPLE_994 2 0.000
#> SAMPLE_995 2 0.000
#> SAMPLE_996 2 0.000
#> SAMPLE_997 2 0.000
#> SAMPLE_998 2 0.000
#> SAMPLE_999 2 0.000
#> SAMPLE_1000 7 0.000
#> SAMPLE_1001 7 0.000
#> SAMPLE_1002 7 0.000
#> SAMPLE_1003 7 1.000
#> SAMPLE_1004 7 0.000
#> SAMPLE_1005 7 0.000
#> SAMPLE_1006 7 0.000
#> SAMPLE_1007 7 0.000
#> SAMPLE_1008 7 0.000
#> SAMPLE_1009 7 0.000
#> SAMPLE_1010 7 0.000
#> SAMPLE_1011 7 0.000
#> SAMPLE_1012 7 0.000
#> SAMPLE_1013 7 0.000
#> SAMPLE_1014 7 0.000
#> SAMPLE_1015 5 1.000
#> SAMPLE_1016 7 0.000
#> SAMPLE_1017 7 0.000
#> SAMPLE_1018 7 0.000
#> SAMPLE_1019 7 0.000
#> SAMPLE_1020 7 0.000
#> SAMPLE_1021 7 0.000
#> SAMPLE_1022 7 0.000
#> SAMPLE_1023 7 0.000
#> SAMPLE_1024 7 0.000
#> SAMPLE_1025 7 0.000
#> SAMPLE_1026 7 0.000
#> SAMPLE_1027 7 0.000
#> SAMPLE_1028 7 0.000
#> SAMPLE_1029 7 0.000
#> SAMPLE_1030 7 0.000
#> SAMPLE_1031 7 0.000
#> SAMPLE_1032 7 0.000
#> SAMPLE_1033 7 0.000
#> SAMPLE_1034 7 0.000
#> SAMPLE_1035 7 0.000
#> SAMPLE_1036 7 0.000
#> SAMPLE_1037 7 0.000
#> SAMPLE_1038 6 0.000
#> SAMPLE_1039 6 0.000
#> SAMPLE_1040 2 0.000
#> SAMPLE_1041 5 0.000
#> SAMPLE_1042 5 0.000
#> SAMPLE_1043 5 0.000
#> SAMPLE_1044 2 0.000
#> SAMPLE_1045 2 0.000
#> SAMPLE_1046 2 0.000
#> SAMPLE_1047 2 0.000
#> SAMPLE_1048 2 0.000
#> SAMPLE_1049 2 0.000
#> SAMPLE_1050 2 0.000
#> SAMPLE_1051 2 0.000
#> SAMPLE_1052 2 0.000
#> SAMPLE_1053 2 0.000
#> SAMPLE_1054 2 0.000
#> SAMPLE_1055 2 0.000
#> SAMPLE_1056 2 0.000
#> SAMPLE_1057 2 0.000
#> SAMPLE_1058 7 0.000
#> SAMPLE_1059 2 0.000
#> SAMPLE_1060 2 0.000
#> SAMPLE_1061 2 0.000
#> SAMPLE_1062 2 0.000
#> SAMPLE_1063 2 0.000
#> SAMPLE_1064 6 0.000
#> SAMPLE_1065 6 0.000
#> SAMPLE_1066 6 0.000
#> SAMPLE_1067 2 1.000
#> SAMPLE_1068 7 1.000
#> SAMPLE_1069 2 1.000
#> SAMPLE_1070 7 1.000
#> SAMPLE_1071 2 1.000
#> SAMPLE_1072 2 0.000
#> SAMPLE_1073 2 1.000
#> SAMPLE_1074 2 1.000
#> SAMPLE_1075 2 1.000
#> SAMPLE_1076 2 1.000
#> SAMPLE_1077 2 1.000
#> SAMPLE_1078 7 1.000
#> SAMPLE_1079 2 1.000
#> SAMPLE_1080 7 1.000
#> SAMPLE_1081 2 0.253
#> SAMPLE_1082 2 0.000
#> SAMPLE_1083 2 0.249
#> SAMPLE_1084 2 0.000
#> SAMPLE_1085 2 0.000
#> SAMPLE_1086 2 0.000
#> SAMPLE_1087 7 0.000
#> SAMPLE_1088 8 0.000
#> SAMPLE_1089 8 0.000
#> SAMPLE_1090 2 0.000
#> SAMPLE_1091 2 0.000
#> SAMPLE_1092 2 0.000
#> SAMPLE_1093 2 0.000
#> SAMPLE_1094 2 0.747
#> SAMPLE_1095 2 0.751
#> SAMPLE_1096 2 0.000
#> SAMPLE_1097 2 1.000
#> SAMPLE_1098 2 0.000
#> SAMPLE_1099 3 0.000
#> SAMPLE_1100 2 0.000
#> SAMPLE_1101 2 0.000
#> SAMPLE_1102 2 0.000
#> SAMPLE_1103 2 0.000
#> SAMPLE_1104 2 0.000
#> SAMPLE_1105 2 0.000
#> SAMPLE_1106 2 0.000
#> SAMPLE_1107 2 0.000
#> SAMPLE_1108 2 0.000
#> SAMPLE_1109 2 0.000
#> SAMPLE_1110 7 0.000
#> SAMPLE_1111 1 0.000
#> SAMPLE_1112 2 0.000
#> SAMPLE_1113 2 0.249
#> SAMPLE_1114 2 0.000
#> SAMPLE_1115 2 0.000
#> SAMPLE_1116 4 0.000
#> SAMPLE_1117 7 0.000
#> SAMPLE_1118 7 0.000
#> SAMPLE_1119 7 0.000
#> SAMPLE_1120 7 0.000
#> SAMPLE_1121 7 0.000
#> SAMPLE_1122 7 0.000
#> SAMPLE_1123 7 0.000
#> SAMPLE_1124 7 0.000
#> SAMPLE_1125 7 0.000
#> SAMPLE_1126 7 0.000
#> SAMPLE_1127 2 0.000
#> SAMPLE_1128 2 0.249
#> SAMPLE_1129 7 0.000
#> SAMPLE_1130 7 0.000
#> SAMPLE_1131 7 0.000
#> SAMPLE_1132 7 0.000
#> SAMPLE_1133 7 0.000
#> SAMPLE_1134 7 0.000
#> SAMPLE_1135 7 0.000
#> SAMPLE_1136 2 0.000
#> SAMPLE_1137 2 0.000
#> SAMPLE_1138 2 0.000
#> SAMPLE_1139 2 0.000
#> SAMPLE_1140 2 0.000
#> SAMPLE_1141 2 0.000
#> SAMPLE_1142 2 0.000
#> SAMPLE_1143 2 0.000
#> SAMPLE_1144 2 0.000
#> SAMPLE_1145 2 0.000
#> SAMPLE_1146 2 0.000
#> SAMPLE_1147 2 0.000
#> SAMPLE_1148 2 0.000
#> SAMPLE_1149 6 0.000
#> SAMPLE_1150 2 0.000
#> SAMPLE_1151 2 0.000
#> SAMPLE_1152 2 0.000
#> SAMPLE_1153 2 0.000
#> SAMPLE_1154 2 0.000
#> SAMPLE_1155 2 0.000
#> SAMPLE_1156 2 0.000
#> SAMPLE_1157 2 0.000
#> SAMPLE_1158 7 1.000
#> SAMPLE_1159 1 0.000
#> SAMPLE_1160 1 0.000
#> SAMPLE_1161 1 0.000
#> SAMPLE_1162 2 1.000
#> SAMPLE_1163 2 0.000
#> SAMPLE_1164 5 0.000
#> SAMPLE_1165 2 0.502
#> SAMPLE_1166 2 0.000
#> SAMPLE_1167 7 0.498
#> SAMPLE_1168 1 1.000
#> SAMPLE_1169 4 0.000
#> SAMPLE_1170 5 0.000
#> SAMPLE_1171 2 0.000
#> SAMPLE_1172 5 0.000
#> SAMPLE_1173 2 1.000
#> SAMPLE_1174 2 0.000
#> SAMPLE_1175 2 0.000
#> SAMPLE_1176 2 0.000
#> SAMPLE_1177 2 0.000
#> SAMPLE_1178 7 1.000
#> SAMPLE_1179 2 1.000
#> SAMPLE_1180 2 0.000
#> SAMPLE_1181 2 0.000
#> SAMPLE_1182 2 1.000
#> SAMPLE_1183 2 0.000
#> SAMPLE_1184 2 0.000
#> SAMPLE_1185 2 0.000
#> SAMPLE_1186 2 0.000
#> SAMPLE_1187 2 0.000
#> SAMPLE_1188 5 0.000
#> SAMPLE_1189 2 0.000
#> SAMPLE_1190 2 0.000
#> SAMPLE_1191 2 0.000
#> SAMPLE_1192 4 0.000
#> SAMPLE_1193 2 0.000
#> SAMPLE_1194 2 0.000
#> SAMPLE_1195 2 0.000
#> SAMPLE_1196 2 0.000
#> SAMPLE_1197 2 0.498
#> SAMPLE_1198 7 0.000
#> SAMPLE_1199 2 1.000
#> SAMPLE_1200 7 0.000
#> SAMPLE_1201 7 0.000
#> SAMPLE_1202 2 1.000
#> SAMPLE_1203 5 0.000
#> SAMPLE_1204 7 0.000
#> SAMPLE_1205 5 1.000
#> SAMPLE_1206 3 0.000
#> SAMPLE_1207 5 0.000
#> SAMPLE_1208 2 0.000
#> SAMPLE_1209 3 0.000
#> SAMPLE_1210 7 0.000
#> SAMPLE_1211 6 0.000
#> SAMPLE_1212 6 0.000
#> SAMPLE_1213 6 0.000
#> SAMPLE_1214 5 0.000
#> SAMPLE_1215 5 0.000
#> SAMPLE_1216 8 0.000
#> SAMPLE_1217 8 0.000
#> SAMPLE_1218 8 0.000
#> SAMPLE_1219 7 0.000
#> SAMPLE_1220 7 0.000
#> SAMPLE_1221 5 0.000
#> SAMPLE_1222 2 0.000
#> SAMPLE_1223 2 0.000
#> SAMPLE_1224 2 0.000
#> SAMPLE_1225 2 0.249
#> SAMPLE_1226 2 1.000
#> SAMPLE_1227 2 0.000
#> SAMPLE_1228 2 0.000
#> SAMPLE_1229 2 0.000
#> SAMPLE_1230 2 0.000
#> SAMPLE_1231 2 0.000
#> SAMPLE_1232 2 0.000
#> SAMPLE_1233 2 0.000
#> SAMPLE_1234 2 0.000
#> SAMPLE_1235 2 0.000
#> SAMPLE_1236 2 0.000
#> SAMPLE_1237 2 0.000
#> SAMPLE_1238 2 0.000
#> SAMPLE_1239 2 0.000
#> SAMPLE_1240 2 0.000
#> SAMPLE_1241 6 0.000
#> SAMPLE_1242 1 0.000
#> SAMPLE_1243 6 0.000
#> SAMPLE_1244 2 0.000
#> SAMPLE_1245 2 0.000
#> SAMPLE_1246 2 0.000
#> SAMPLE_1247 5 1.000
#> SAMPLE_1248 2 0.000
#> SAMPLE_1249 2 0.000
#> SAMPLE_1250 2 0.000
#> SAMPLE_1251 5 0.000
#> SAMPLE_1252 3 0.000
#> SAMPLE_1253 3 0.000
#> SAMPLE_1254 3 0.000
#> SAMPLE_1255 3 0.000
#> SAMPLE_1256 2 0.000
#> SAMPLE_1257 2 0.000
#> SAMPLE_1258 2 0.000
#> SAMPLE_1259 8 0.000
#> SAMPLE_1260 5 1.000
#> SAMPLE_1261 5 1.000
#> SAMPLE_1262 8 0.000
#> SAMPLE_1263 7 0.000
#> SAMPLE_1264 3 0.000
#> SAMPLE_1265 2 0.000
#> SAMPLE_1266 2 0.498
#> SAMPLE_1267 5 0.000
#> SAMPLE_1268 6 0.000
#> SAMPLE_1269 2 0.000
#> SAMPLE_1270 2 1.000
#> SAMPLE_1271 2 0.498
#> SAMPLE_1272 2 0.000
#> SAMPLE_1273 2 0.498
#> SAMPLE_1274 2 0.000
#> SAMPLE_1275 5 1.000
#> SAMPLE_1276 5 0.000
#> SAMPLE_1277 5 0.000
#> SAMPLE_1278 5 0.000
#> SAMPLE_1279 5 0.000
#> SAMPLE_1280 2 0.000
#> SAMPLE_1281 3 0.000
#> SAMPLE_1282 7 0.000
#> SAMPLE_1283 7 0.000
#> SAMPLE_1284 5 0.000
#> SAMPLE_1285 5 1.000
#> SAMPLE_1286 5 1.000
#> SAMPLE_1287 3 0.000
#> SAMPLE_1288 2 0.000
#> SAMPLE_1289 2 0.747
#> SAMPLE_1290 2 1.000
#> SAMPLE_1291 2 0.000
#> SAMPLE_1292 2 0.000
#> SAMPLE_1293 2 0.747
#> SAMPLE_1294 7 0.000
#> SAMPLE_1295 5 1.000
#> SAMPLE_1296 2 0.498
#> SAMPLE_1297 2 0.000
#> SAMPLE_1298 2 0.000
#> SAMPLE_1299 5 0.498
#> SAMPLE_1300 2 1.000
#> SAMPLE_1301 2 0.000
#> SAMPLE_1302 2 0.000
#> SAMPLE_1303 2 0.000
#> SAMPLE_1304 2 0.000
#> SAMPLE_1305 2 0.000
#> SAMPLE_1306 7 1.000
#> SAMPLE_1307 2 0.000
#> SAMPLE_1308 2 0.000
#> SAMPLE_1309 2 0.000
#> SAMPLE_1310 2 0.000
#> SAMPLE_1311 2 0.000
#> SAMPLE_1312 2 0.000
#> SAMPLE_1313 2 0.000
#> SAMPLE_1314 2 0.000
#> SAMPLE_1315 5 0.249
#> SAMPLE_1316 2 0.000
#> SAMPLE_1317 2 0.498
#> SAMPLE_1318 2 0.000
#> SAMPLE_1319 2 0.000
#> SAMPLE_1320 2 0.000
#> SAMPLE_1321 2 0.751
#> SAMPLE_1322 2 0.000
#> SAMPLE_1323 2 0.000
#> SAMPLE_1324 2 0.000
#> SAMPLE_1325 7 0.000
#> SAMPLE_1326 7 0.000
#> SAMPLE_1327 7 0.000
#> SAMPLE_1328 7 0.000
#> SAMPLE_1329 7 0.000
#> SAMPLE_1330 7 0.000
#> SAMPLE_1331 7 0.000
#> SAMPLE_1332 2 0.000
#> SAMPLE_1333 7 0.000
#> SAMPLE_1334 7 0.000
#> SAMPLE_1335 7 0.000
#> SAMPLE_1336 6 0.000
#> SAMPLE_1337 2 0.000
#> SAMPLE_1338 5 1.000
#> SAMPLE_1339 2 1.000
#> SAMPLE_1340 2 0.751
#> SAMPLE_1341 2 0.000
#> SAMPLE_1342 2 0.000
#> SAMPLE_1343 2 0.000
#> SAMPLE_1344 2 0.000
#> SAMPLE_1345 2 0.747
#> SAMPLE_1346 2 0.000
#> SAMPLE_1347 2 1.000
#> SAMPLE_1348 5 1.000
#> SAMPLE_1349 2 0.000
#> SAMPLE_1350 1 0.000
#> SAMPLE_1351 5 1.000
#> SAMPLE_1352 5 0.000
#> SAMPLE_1353 3 0.000
#> SAMPLE_1354 7 0.000
#> SAMPLE_1355 5 0.000
#> SAMPLE_1356 3 0.000
#> SAMPLE_1357 3 0.000
#> SAMPLE_1358 3 0.000
#> SAMPLE_1359 3 0.000
#> SAMPLE_1360 3 0.000
#> SAMPLE_1361 3 0.000
#> SAMPLE_1362 3 0.000
#> SAMPLE_1363 3 0.000
#> SAMPLE_1364 3 0.000
#> SAMPLE_1365 3 0.000
#> SAMPLE_1366 3 0.000
#> SAMPLE_1367 3 0.000
#> SAMPLE_1368 3 0.000
#> SAMPLE_1369 3 0.000
#> SAMPLE_1370 3 0.000
#> SAMPLE_1371 3 0.000
#> SAMPLE_1372 3 0.000
#> SAMPLE_1373 3 0.000
#> SAMPLE_1374 3 0.000
#> SAMPLE_1375 3 0.000
#> SAMPLE_1376 3 0.000
#> SAMPLE_1377 3 0.000
#> SAMPLE_1378 3 0.000
#> SAMPLE_1379 3 0.000
#> SAMPLE_1380 3 0.000
#> SAMPLE_1381 3 0.000
#> SAMPLE_1382 3 0.000
#> SAMPLE_1383 3 0.000
#> SAMPLE_1384 3 0.000
#> SAMPLE_1385 3 0.000
#> SAMPLE_1386 2 0.000
#> SAMPLE_1387 5 1.000
#> SAMPLE_1388 5 0.751
#> SAMPLE_1389 5 0.000
#> SAMPLE_1390 2 0.000
#> SAMPLE_1391 2 0.000
#> SAMPLE_1392 2 0.000
#> SAMPLE_1393 2 0.000
#> SAMPLE_1394 2 0.000
#> SAMPLE_1395 2 0.000
#> SAMPLE_1396 2 0.000
#> SAMPLE_1397 2 0.747
#> SAMPLE_1398 2 1.000
#> SAMPLE_1399 2 0.000
#> SAMPLE_1400 2 0.000
#> SAMPLE_1401 5 0.747
#> SAMPLE_1402 7 0.000
#> SAMPLE_1403 5 1.000
#> SAMPLE_1404 5 0.000
#> SAMPLE_1405 7 1.000
#> SAMPLE_1406 7 0.000
#> SAMPLE_1407 7 0.000
#> SAMPLE_1408 7 0.000
#> SAMPLE_1409 7 0.751
#> SAMPLE_1410 2 0.000
#> SAMPLE_1411 2 0.000
#> SAMPLE_1412 5 0.000
#> SAMPLE_1413 6 0.000
#> SAMPLE_1414 6 0.000
#> SAMPLE_1415 6 0.000
#> SAMPLE_1416 6 0.000
#> SAMPLE_1417 6 0.000
#> SAMPLE_1418 6 0.000
#> SAMPLE_1419 2 1.000
#> SAMPLE_1420 2 0.000
#> SAMPLE_1421 2 0.000
#> SAMPLE_1422 2 0.000
#> SAMPLE_1423 2 0.000
#> SAMPLE_1424 2 0.000
#> SAMPLE_1425 5 1.000
#> SAMPLE_1426 5 1.000
#> SAMPLE_1427 1 0.000
#> SAMPLE_1428 7 1.000
#> SAMPLE_1429 5 1.000
#> SAMPLE_1430 2 1.000
#> SAMPLE_1431 2 0.000
#> SAMPLE_1432 2 0.000
#> SAMPLE_1433 3 0.000
#> SAMPLE_1434 5 1.000
#> SAMPLE_1435 2 0.000
#> SAMPLE_1436 2 0.000
#> SAMPLE_1437 2 0.000
#> SAMPLE_1438 2 0.000
#> SAMPLE_1439 2 0.000
#> SAMPLE_1440 6 0.000
#> SAMPLE_1441 2 0.000
#> SAMPLE_1442 2 0.498
#> SAMPLE_1443 2 1.000
#> SAMPLE_1444 2 0.000
#> SAMPLE_1445 2 0.000
#> SAMPLE_1446 2 0.000
#> SAMPLE_1447 1 0.000
#> SAMPLE_1448 1 0.000
#> SAMPLE_1449 2 0.000
#> SAMPLE_1450 2 0.000
#> SAMPLE_1451 2 0.000
#> SAMPLE_1452 2 0.000
#> SAMPLE_1453 2 0.000
#> SAMPLE_1454 2 0.000
#> SAMPLE_1455 7 0.000
#> SAMPLE_1456 7 0.000
#> SAMPLE_1457 7 0.000
#> SAMPLE_1458 7 0.000
#> SAMPLE_1459 7 0.000
#> SAMPLE_1460 7 0.000
#> SAMPLE_1461 7 0.000
#> SAMPLE_1462 7 0.000
#> SAMPLE_1463 7 0.000
#> SAMPLE_1464 2 0.000
#> SAMPLE_1465 2 0.000
#> SAMPLE_1466 2 0.000
#> SAMPLE_1467 2 0.000
#> SAMPLE_1468 2 0.000
#> SAMPLE_1469 2 0.000
#> SAMPLE_1470 2 0.000
#> SAMPLE_1471 2 0.000
#> SAMPLE_1472 2 0.000
#> SAMPLE_1473 2 0.000
#> SAMPLE_1474 2 0.000
#> SAMPLE_1475 2 0.000
#> SAMPLE_1476 2 0.000
#> SAMPLE_1477 2 0.000
#> SAMPLE_1478 2 0.000
#> SAMPLE_1479 2 0.000
#> SAMPLE_1480 2 0.000
#> SAMPLE_1481 2 0.000
#> SAMPLE_1482 2 0.000
#> SAMPLE_1483 2 0.000
#> SAMPLE_1484 2 0.000
#> SAMPLE_1485 2 0.000
#> SAMPLE_1486 2 0.000
#> SAMPLE_1487 2 0.000
#> SAMPLE_1488 2 0.000
#> SAMPLE_1489 3 0.000
#> SAMPLE_1490 3 0.000
#> SAMPLE_1491 2 0.000
#> SAMPLE_1492 5 1.000
#> SAMPLE_1493 5 1.000
#> SAMPLE_1494 5 1.000
#> SAMPLE_1495 5 1.000
#> SAMPLE_1496 2 1.000
#> SAMPLE_1497 5 1.000
#> SAMPLE_1498 5 1.000
#> SAMPLE_1499 5 1.000
#> SAMPLE_1500 5 1.000
#> SAMPLE_1501 2 1.000
#> SAMPLE_1502 5 1.000
#> SAMPLE_1503 1 1.000
#> SAMPLE_1504 5 1.000
#> SAMPLE_1505 5 1.000
#> SAMPLE_1506 5 1.000
#> SAMPLE_1507 2 1.000
#> SAMPLE_1508 7 1.000
#> SAMPLE_1509 2 1.000
#> SAMPLE_1510 2 0.747
#> SAMPLE_1511 2 1.000
#> SAMPLE_1512 1 0.000
#> SAMPLE_1513 5 0.000
#> SAMPLE_1514 2 0.000
#> SAMPLE_1515 5 0.000
#> SAMPLE_1516 5 1.000
#> SAMPLE_1517 7 1.000
#> SAMPLE_1518 7 1.000
#> SAMPLE_1519 7 1.000
#> SAMPLE_1520 7 1.000
#> SAMPLE_1521 5 1.000
#> SAMPLE_1522 2 1.000
#> SAMPLE_1523 1 0.000
#> SAMPLE_1524 2 0.000
#> SAMPLE_1525 6 0.000
#> SAMPLE_1526 2 0.751
#> SAMPLE_1527 2 0.000
#> SAMPLE_1528 2 0.000
#> SAMPLE_1529 2 0.000
#> SAMPLE_1530 2 0.000
#> SAMPLE_1531 2 0.000
#> SAMPLE_1532 2 0.000
#> SAMPLE_1533 2 0.000
#> SAMPLE_1534 2 0.000
#> SAMPLE_1535 2 1.000
#> SAMPLE_1536 7 0.000
#> SAMPLE_1537 7 0.000
#> SAMPLE_1538 7 0.000
#> SAMPLE_1539 7 0.000
#> SAMPLE_1540 7 0.000
#> SAMPLE_1541 7 0.000
#> SAMPLE_1542 7 0.000
#> SAMPLE_1543 7 0.000
#> SAMPLE_1544 7 0.000
#> SAMPLE_1545 7 0.000
#> SAMPLE_1546 7 0.000
#> SAMPLE_1547 7 0.000
#> SAMPLE_1548 7 0.000
#> SAMPLE_1549 2 0.747
#> SAMPLE_1550 7 0.000
#> SAMPLE_1551 7 0.751
#> SAMPLE_1552 2 0.000
#> SAMPLE_1553 7 1.000
#> SAMPLE_1554 2 0.000
#> SAMPLE_1555 2 0.249
#> SAMPLE_1556 2 0.000
#> SAMPLE_1557 2 0.249
#> SAMPLE_1558 2 1.000
#> SAMPLE_1559 2 1.000
#> SAMPLE_1560 2 0.000
#> SAMPLE_1561 2 1.000
#> SAMPLE_1562 2 0.000
#> SAMPLE_1563 2 0.502
#> SAMPLE_1564 2 1.000
#> SAMPLE_1565 2 0.000
#> SAMPLE_1566 2 0.747
#> SAMPLE_1567 5 1.000
#> SAMPLE_1568 2 1.000
#> SAMPLE_1569 5 1.000
#> SAMPLE_1570 5 1.000
#> SAMPLE_1571 5 1.000
#> SAMPLE_1572 5 1.000
#> SAMPLE_1573 5 1.000
#> SAMPLE_1574 5 0.498
#> SAMPLE_1575 2 0.000
#> SAMPLE_1576 5 1.000
#> SAMPLE_1577 2 0.000
#> SAMPLE_1578 5 1.000
#> SAMPLE_1579 3 0.000
#> SAMPLE_1580 5 0.000
#> SAMPLE_1581 5 0.249
#> SAMPLE_1582 3 0.000
#> SAMPLE_1583 2 0.000
#> SAMPLE_1584 2 0.000
#> SAMPLE_1585 2 0.000
#> SAMPLE_1586 2 0.000
#> SAMPLE_1587 2 0.000
#> SAMPLE_1588 2 0.000
#> SAMPLE_1589 2 0.000
#> SAMPLE_1590 2 0.000
#> SAMPLE_1591 2 0.000
#> SAMPLE_1592 2 0.000
#> SAMPLE_1593 2 0.000
#> SAMPLE_1594 2 0.000
#> SAMPLE_1595 2 0.000
#> SAMPLE_1596 2 0.000
#> SAMPLE_1597 2 0.000
#> SAMPLE_1598 1 0.000
#> SAMPLE_1599 2 1.000
#> SAMPLE_1600 2 1.000
#> SAMPLE_1601 2 1.000
#> SAMPLE_1602 5 1.000
#> SAMPLE_1603 1 0.000
#> SAMPLE_1604 5 0.000
#> SAMPLE_1605 1 0.000
#> SAMPLE_1606 1 0.000
#> SAMPLE_1607 1 0.000
#> SAMPLE_1608 7 0.000
#> SAMPLE_1609 7 0.000
#> SAMPLE_1610 2 0.000
#> SAMPLE_1611 7 0.000
#> SAMPLE_1612 2 0.000
#> SAMPLE_1613 2 0.000
#> SAMPLE_1614 2 0.000
#> SAMPLE_1615 2 0.000
#> SAMPLE_1616 2 0.000
#> SAMPLE_1617 2 0.000
#> SAMPLE_1618 2 0.000
#> SAMPLE_1619 2 0.000
#> SAMPLE_1620 2 0.000
#> SAMPLE_1621 2 0.000
#> SAMPLE_1622 2 0.000
#> SAMPLE_1623 2 0.000
#> SAMPLE_1624 2 0.000
#> SAMPLE_1625 5 1.000
#> SAMPLE_1626 3 0.000
#> SAMPLE_1627 5 0.000
#> SAMPLE_1628 5 0.000
#> SAMPLE_1629 2 0.000
#> SAMPLE_1630 2 0.000
#> SAMPLE_1631 2 1.000
#> SAMPLE_1632 2 0.000
#> SAMPLE_1633 5 0.000
#> SAMPLE_1634 7 0.000
#> SAMPLE_1635 5 0.000
#> SAMPLE_1636 5 0.000
#> SAMPLE_1637 5 0.000
#> SAMPLE_1638 5 0.000
#> SAMPLE_1639 2 0.000
#> SAMPLE_1640 7 0.249
#> SAMPLE_1641 5 0.000
#> SAMPLE_1642 5 0.000
#> SAMPLE_1643 5 0.000
#> SAMPLE_1644 5 0.000
#> SAMPLE_1645 2 0.000
#> SAMPLE_1646 5 0.000
#> SAMPLE_1647 5 0.000
#> SAMPLE_1648 5 0.000
#> SAMPLE_1649 5 0.000
#> SAMPLE_1650 2 0.000
#> SAMPLE_1651 2 0.249
#> SAMPLE_1652 5 0.000
#> SAMPLE_1653 5 0.000
#> SAMPLE_1654 5 0.000
#> SAMPLE_1655 5 0.000
#> SAMPLE_1656 5 0.000
#> SAMPLE_1657 5 0.502
#> SAMPLE_1658 5 1.000
#> SAMPLE_1659 2 0.751
#> SAMPLE_1660 2 0.000
#> SAMPLE_1661 2 0.000
#> SAMPLE_1662 2 0.000
#> SAMPLE_1663 2 0.000
#> SAMPLE_1664 3 0.000
#> SAMPLE_1665 5 0.000
#> SAMPLE_1666 2 0.000
#> SAMPLE_1667 6 0.000
#> SAMPLE_1668 2 0.000
#> SAMPLE_1669 2 1.000
#> SAMPLE_1670 2 0.000
#> SAMPLE_1671 7 0.000
#> SAMPLE_1672 2 0.000
#> SAMPLE_1673 4 0.000
#> SAMPLE_1674 2 0.000
#> SAMPLE_1675 5 0.000
#> SAMPLE_1676 5 0.000
#> SAMPLE_1677 1 0.000
#> SAMPLE_1678 2 0.000
#> SAMPLE_1679 5 1.000
#> SAMPLE_1680 2 0.000
#> SAMPLE_1681 5 0.000
#> SAMPLE_1682 3 0.000
#> SAMPLE_1683 2 0.000
#> SAMPLE_1684 2 0.000
#> SAMPLE_1685 2 0.000
#> SAMPLE_1686 5 0.000
#> SAMPLE_1687 7 0.000
#> SAMPLE_1688 2 0.249
#> SAMPLE_1689 2 0.249
#> SAMPLE_1690 2 0.000
#> SAMPLE_1691 2 0.000
#> SAMPLE_1692 2 0.000
#> SAMPLE_1693 2 0.000
#> SAMPLE_1694 1 0.000
#> SAMPLE_1695 7 1.000
#> SAMPLE_1696 2 0.000
#> SAMPLE_1697 2 0.000
#> SAMPLE_1698 1 0.000
#> SAMPLE_1699 2 0.000
#> SAMPLE_1700 1 0.000
#> SAMPLE_1701 6 0.000
#> SAMPLE_1702 2 0.249
#> SAMPLE_1703 2 0.000
#> SAMPLE_1704 2 0.000
#> SAMPLE_1705 2 0.000
#> SAMPLE_1706 2 0.000
#> SAMPLE_1707 2 0.000
#> SAMPLE_1708 1 0.000
#> SAMPLE_1709 3 0.000
#> SAMPLE_1710 2 0.000
#> SAMPLE_1711 2 0.000
#> SAMPLE_1712 6 0.000
#> SAMPLE_1713 2 0.000
#> SAMPLE_1714 2 0.249
#> SAMPLE_1715 2 0.000
#> SAMPLE_1716 5 0.000
#> SAMPLE_1717 5 0.747
#> SAMPLE_1718 5 0.000
#> SAMPLE_1719 2 0.000
#> SAMPLE_1720 5 0.000
#> SAMPLE_1721 5 0.000
#> SAMPLE_1722 2 0.000
#> SAMPLE_1723 2 0.000
#> SAMPLE_1724 2 0.000
#> SAMPLE_1725 2 0.000
#> SAMPLE_1726 5 0.000
#> SAMPLE_1727 5 0.000
#> SAMPLE_1728 2 0.000
#> SAMPLE_1729 2 0.000
#> SAMPLE_1730 2 0.000
#> SAMPLE_1731 7 0.000
#> SAMPLE_1732 5 0.000
#> SAMPLE_1733 3 0.000
#> SAMPLE_1734 2 0.000
#> SAMPLE_1735 4 0.000
#> SAMPLE_1736 1 0.000
#> SAMPLE_1737 2 0.000
#> SAMPLE_1738 7 0.000
#> SAMPLE_1739 5 0.000
#> SAMPLE_1740 5 0.249
#> SAMPLE_1741 2 0.000
#> SAMPLE_1742 2 0.000
#> SAMPLE_1743 2 0.000
#> SAMPLE_1744 5 0.000
#> SAMPLE_1745 2 0.000
#> SAMPLE_1746 2 0.000
#> SAMPLE_1747 5 0.000
#> SAMPLE_1748 2 0.000
#> SAMPLE_1749 5 0.000
#> SAMPLE_1750 5 0.000
#> SAMPLE_1751 5 0.498
#> SAMPLE_1752 2 0.000
#> SAMPLE_1753 2 0.000
#> SAMPLE_1754 5 0.000
#> SAMPLE_1755 2 0.000
#> SAMPLE_1756 2 0.000
#> SAMPLE_1757 2 0.000
#> SAMPLE_1758 1 0.000
#> SAMPLE_1759 2 0.000
#> SAMPLE_1760 5 0.000
#> SAMPLE_1761 5 0.000
#> SAMPLE_1762 5 0.000
#> SAMPLE_1763 2 0.000
#> SAMPLE_1764 5 0.000
#> SAMPLE_1765 5 0.000
#> SAMPLE_1766 2 0.000
#> SAMPLE_1767 2 1.000
#> SAMPLE_1768 7 1.000
#> SAMPLE_1769 2 0.000
#> SAMPLE_1770 2 1.000
#> SAMPLE_1771 2 1.000
#> SAMPLE_1772 2 1.000
#> SAMPLE_1773 7 1.000
#> SAMPLE_1774 7 0.751
#> SAMPLE_1775 5 0.000
#> SAMPLE_1776 2 1.000
#> SAMPLE_1777 2 0.000
#> SAMPLE_1778 5 0.000
#> SAMPLE_1779 5 0.000
#> SAMPLE_1780 5 0.000
#> SAMPLE_1781 2 0.000
#> SAMPLE_1782 5 0.249
#> SAMPLE_1783 2 0.000
#> SAMPLE_1784 5 0.000
#> SAMPLE_1785 2 0.000
#> SAMPLE_1786 2 0.000
#> SAMPLE_1787 5 0.000
#> SAMPLE_1788 2 0.000
#> SAMPLE_1789 5 0.000
#> SAMPLE_1790 2 0.000
#> SAMPLE_1791 2 0.000
#> SAMPLE_1792 5 0.000
#> SAMPLE_1793 2 0.000
#> SAMPLE_1794 5 0.000
#> SAMPLE_1795 5 0.000
#> SAMPLE_1796 5 1.000
#> SAMPLE_1797 3 0.000
#> SAMPLE_1798 2 0.502
#> SAMPLE_1799 5 0.000
#> SAMPLE_1800 5 0.000
#> SAMPLE_1801 5 0.000
#> SAMPLE_1802 5 0.000
#> SAMPLE_1803 5 0.000
#> SAMPLE_1804 5 0.000
#> SAMPLE_1805 5 0.000
#> SAMPLE_1806 5 0.000
#> SAMPLE_1807 5 0.000
#> SAMPLE_1808 5 0.000
#> SAMPLE_1809 5 0.000
#> SAMPLE_1810 5 0.000
#> SAMPLE_1811 5 0.000
#> SAMPLE_1812 5 0.000
#> SAMPLE_1813 7 1.000
#> SAMPLE_1814 5 0.000
#> SAMPLE_1815 5 0.000
#> SAMPLE_1816 2 0.249
#> SAMPLE_1817 5 0.249
#> SAMPLE_1818 5 0.000
#> SAMPLE_1819 5 0.000
#> SAMPLE_1820 2 0.000
#> SAMPLE_1821 5 0.000
#> SAMPLE_1822 5 0.000
#> SAMPLE_1823 5 1.000
#> SAMPLE_1824 5 0.000
#> SAMPLE_1825 5 0.000
#> SAMPLE_1826 5 0.000
#> SAMPLE_1827 3 0.000
#> SAMPLE_1828 3 0.000
#> SAMPLE_1829 1 0.000
#> SAMPLE_1830 3 0.000
#> SAMPLE_1831 3 0.000
#> SAMPLE_1832 5 0.000
#> SAMPLE_1833 5 0.000
#> SAMPLE_1834 5 0.000
#> SAMPLE_1835 3 0.000
#> SAMPLE_1836 2 0.000
#> SAMPLE_1837 2 0.000
#> SAMPLE_1838 1 0.000
#> SAMPLE_1839 2 0.000
#> SAMPLE_1840 2 0.000
#> SAMPLE_1841 2 0.000
#> SAMPLE_1842 5 0.000
#> SAMPLE_1843 5 0.000
#> SAMPLE_1844 5 0.000
#> SAMPLE_1845 3 0.000
#> SAMPLE_1846 1 1.000
#> SAMPLE_1847 3 0.000
#> SAMPLE_1848 5 0.000
#> SAMPLE_1849 5 0.000
#> SAMPLE_1850 5 0.000
#> SAMPLE_1851 2 0.000
#> SAMPLE_1852 2 0.000
#> SAMPLE_1853 2 0.000
#> SAMPLE_1854 2 0.000
#> SAMPLE_1855 5 0.000
#> SAMPLE_1856 2 0.000
#> SAMPLE_1857 2 0.000
#> SAMPLE_1858 2 0.000
#> SAMPLE_1859 5 1.000
#> SAMPLE_1860 2 0.000
#> SAMPLE_1861 5 0.000
#> SAMPLE_1862 5 0.000
#> SAMPLE_1863 5 1.000
#> SAMPLE_1864 5 0.000
#> SAMPLE_1865 1 1.000
#> SAMPLE_1866 5 1.000
#> SAMPLE_1867 5 1.000
#> SAMPLE_1868 2 0.000
#> SAMPLE_1869 5 0.502
#> SAMPLE_1870 1 0.000
#> SAMPLE_1871 6 0.000
#> SAMPLE_1872 5 1.000
#> SAMPLE_1873 7 1.000
#> SAMPLE_1874 7 1.000
#> SAMPLE_1875 1 0.000
#> SAMPLE_1876 7 1.000
#> SAMPLE_1877 5 1.000
#> SAMPLE_1878 5 1.000
#> SAMPLE_1879 2 0.000
#> SAMPLE_1880 2 0.000
#> SAMPLE_1881 2 0.000
#> SAMPLE_1882 2 0.000
#> SAMPLE_1883 5 0.000
#> SAMPLE_1884 3 0.000
#> SAMPLE_1885 5 0.000
#> SAMPLE_1886 8 0.000
#> SAMPLE_1887 8 0.000
#> SAMPLE_1888 5 0.000
#> SAMPLE_1889 6 0.000
#> SAMPLE_1890 6 0.000
#> SAMPLE_1891 6 0.000
#> SAMPLE_1892 6 0.000
#> SAMPLE_1893 6 0.000
#> SAMPLE_1894 6 0.000
#> SAMPLE_1895 3 0.000
#> SAMPLE_1896 3 0.000
#> SAMPLE_1897 3 0.000
#> SAMPLE_1898 3 0.000
#> SAMPLE_1899 3 0.000
#> SAMPLE_1900 3 0.000
#> SAMPLE_1901 3 0.000
#> SAMPLE_1902 3 0.000
#> SAMPLE_1903 3 0.000
#> SAMPLE_1904 3 0.000
#> SAMPLE_1905 2 0.000
#> SAMPLE_1906 7 0.000
#> SAMPLE_1907 7 0.000
#> SAMPLE_1908 4 1.000
#> SAMPLE_1909 2 1.000
#> SAMPLE_1910 3 0.000
#> SAMPLE_1911 3 0.000
#> SAMPLE_1912 5 1.000
#> SAMPLE_1913 5 0.000
#> SAMPLE_1914 5 0.000
#> SAMPLE_1915 2 0.000
#> SAMPLE_1916 2 0.000
#> SAMPLE_1917 2 0.000
#> SAMPLE_1918 2 0.000
#> SAMPLE_1919 2 0.000
#> SAMPLE_1920 7 0.000
#> SAMPLE_1921 4 0.000
#> SAMPLE_1922 2 0.000
#> SAMPLE_1923 2 0.498
#> SAMPLE_1924 2 0.000
#> SAMPLE_1925 2 0.000
#> SAMPLE_1926 3 0.000
#> SAMPLE_1927 2 0.000
#> SAMPLE_1928 3 0.000
#> SAMPLE_1929 7 0.000
#> SAMPLE_1930 1 0.000
#> SAMPLE_1931 7 0.000
#> SAMPLE_1932 4 0.000
#> SAMPLE_1933 2 0.000
#> SAMPLE_1934 2 0.000
#> SAMPLE_1935 5 0.000
#> SAMPLE_1936 7 0.000
#> SAMPLE_1937 3 0.000
#> SAMPLE_1938 2 0.000
#> SAMPLE_1939 2 0.000
#> SAMPLE_1940 2 0.000
#> SAMPLE_1941 2 0.000
#> SAMPLE_1942 7 1.000
#> SAMPLE_1943 5 1.000
#> SAMPLE_1944 7 0.000
#> SAMPLE_1945 7 0.000
#> SAMPLE_1946 2 0.000
#> SAMPLE_1947 7 0.000
#> SAMPLE_1948 7 0.249
#> SAMPLE_1949 2 0.000
#> SAMPLE_1950 2 0.000
#> SAMPLE_1951 2 0.000
#> SAMPLE_1952 2 0.000
#> SAMPLE_1953 2 0.000
#> SAMPLE_1954 7 0.000
#> SAMPLE_1955 7 0.000
#> SAMPLE_1956 2 0.000
#> SAMPLE_1957 5 0.000
#> SAMPLE_1958 2 0.747
#> SAMPLE_1959 5 0.000
#> SAMPLE_1960 5 0.000
#> SAMPLE_1961 5 0.000
#> SAMPLE_1962 5 0.249
#> SAMPLE_1963 5 0.000
#> SAMPLE_1964 7 1.000
#> SAMPLE_1965 7 0.000
#> SAMPLE_1966 5 1.000
#> SAMPLE_1967 2 0.000
#> SAMPLE_1968 2 0.000
#> SAMPLE_1969 4 0.000
#> SAMPLE_1970 2 0.000
#> SAMPLE_1971 5 0.000
#> SAMPLE_1972 5 0.000
#> SAMPLE_1973 1 1.000
#> SAMPLE_1974 5 0.249
#> SAMPLE_1975 7 0.000
#> SAMPLE_1976 2 0.000
#> SAMPLE_1977 2 0.000
#> SAMPLE_1978 2 0.000
#> SAMPLE_1979 2 0.000
#> SAMPLE_1980 2 0.000
#> SAMPLE_1981 2 0.249
#> SAMPLE_1982 2 0.000
#> SAMPLE_1983 2 0.498
#> SAMPLE_1984 2 0.000
#> SAMPLE_1985 2 0.000
#> SAMPLE_1986 2 0.000
#> SAMPLE_1987 2 0.000
#> SAMPLE_1988 2 0.000
#> SAMPLE_1989 2 0.747
#> SAMPLE_1990 5 1.000
#> SAMPLE_1991 2 0.000
#> SAMPLE_1992 3 0.000
#> SAMPLE_1993 5 0.000
#> SAMPLE_1994 2 0.000
#> SAMPLE_1995 5 0.000
#> SAMPLE_1996 7 0.000
#> SAMPLE_1997 2 0.000
#> SAMPLE_1998 2 0.000
#> SAMPLE_1999 2 0.000
#> SAMPLE_2000 6 0.000
#> SAMPLE_2001 2 0.000
#> SAMPLE_2002 7 0.000
#> SAMPLE_2003 7 0.000
#> SAMPLE_2004 7 0.000
#> SAMPLE_2005 7 0.000
#> SAMPLE_2006 7 0.000
#> SAMPLE_2007 7 0.000
#> SAMPLE_2008 7 0.000
#> SAMPLE_2009 7 0.000
#> SAMPLE_2010 7 0.000
#> SAMPLE_2011 7 0.000
#> SAMPLE_2012 7 0.000
#> SAMPLE_2013 7 0.000
#> SAMPLE_2014 3 0.000
#> SAMPLE_2015 5 0.747
#> SAMPLE_2016 5 0.000
#> SAMPLE_2017 2 1.000
#> SAMPLE_2018 2 0.000
#> SAMPLE_2019 7 1.000
#> SAMPLE_2020 2 0.000
#> SAMPLE_2021 5 1.000
#> SAMPLE_2022 7 0.000
#> SAMPLE_2023 5 0.000
#> SAMPLE_2024 2 0.000
#> SAMPLE_2025 3 0.000
#> SAMPLE_2026 3 0.000
#> SAMPLE_2027 2 0.000
#> SAMPLE_2028 5 1.000
#> SAMPLE_2029 2 0.000
#> SAMPLE_2030 2 0.000
#> SAMPLE_2031 3 0.000
#> SAMPLE_2032 3 0.000
#> SAMPLE_2033 3 0.000
#> SAMPLE_2034 3 0.000
#> SAMPLE_2035 3 0.000
#> SAMPLE_2036 3 0.000
#> SAMPLE_2037 5 0.000
#> SAMPLE_2038 5 1.000
#> SAMPLE_2039 2 0.000
#> SAMPLE_2040 2 0.000
#> SAMPLE_2041 5 0.000
#> SAMPLE_2042 2 0.000
#> SAMPLE_2043 7 0.000
#> SAMPLE_2044 2 0.000
#> SAMPLE_2045 7 0.000
#> SAMPLE_2046 7 0.000
#> SAMPLE_2047 7 0.498
#> SAMPLE_2048 7 0.000
#> SAMPLE_2049 2 0.000
#> SAMPLE_2050 2 1.000
#> SAMPLE_2051 5 0.000
#> SAMPLE_2052 3 0.000
#> SAMPLE_2053 3 0.000
#> SAMPLE_2054 3 0.000
#> SAMPLE_2055 2 1.000
#> SAMPLE_2056 2 0.000
#> SAMPLE_2057 7 0.747
#> SAMPLE_2058 2 1.000
#> SAMPLE_2059 3 0.000
#> SAMPLE_2060 2 0.000
#> SAMPLE_2061 4 1.000
#> SAMPLE_2062 5 1.000
#> SAMPLE_2063 5 0.000
#> SAMPLE_2064 3 0.000
#> SAMPLE_2065 5 0.000
#> SAMPLE_2066 3 0.000
#> SAMPLE_2067 5 0.000
#> SAMPLE_2068 7 1.000
#> SAMPLE_2069 2 0.000
#> SAMPLE_2070 2 0.000
#> SAMPLE_2071 2 0.000
#> SAMPLE_2072 7 0.000
#> SAMPLE_2073 7 0.000
#> SAMPLE_2074 7 0.000
#> SAMPLE_2075 7 0.000
#> SAMPLE_2076 7 0.000
#> SAMPLE_2077 1 0.000
#> SAMPLE_2078 7 1.000
#> SAMPLE_2079 2 0.000
#> SAMPLE_2080 2 0.498
#> SAMPLE_2081 2 1.000
#> SAMPLE_2082 2 0.000
#> SAMPLE_2083 2 1.000
#> SAMPLE_2084 2 0.000
#> SAMPLE_2085 2 0.000
#> SAMPLE_2086 2 0.751
#> SAMPLE_2087 2 1.000
#> SAMPLE_2088 2 0.000
#> SAMPLE_2089 2 0.000
#> SAMPLE_2090 5 1.000
#> SAMPLE_2091 2 1.000
#> SAMPLE_2092 2 0.000
#> SAMPLE_2093 2 0.000
#> SAMPLE_2094 2 0.000
#> SAMPLE_2095 2 0.000
#> SAMPLE_2096 2 0.000
#> SAMPLE_2097 2 1.000
#> SAMPLE_2098 2 0.000
#> SAMPLE_2099 5 1.000
#> SAMPLE_2100 2 0.000
#> SAMPLE_2101 2 0.000
#> SAMPLE_2102 2 0.751
#> SAMPLE_2103 2 0.000
#> SAMPLE_2104 1 0.000
#> SAMPLE_2105 2 1.000
#> SAMPLE_2106 2 0.751
#> SAMPLE_2107 2 0.502
#> SAMPLE_2108 2 1.000
#> SAMPLE_2109 1 0.751
#> SAMPLE_2110 2 0.000
#> SAMPLE_2111 2 1.000
#> SAMPLE_2112 2 0.253
#> SAMPLE_2113 5 0.000
#> SAMPLE_2114 2 0.000
#> SAMPLE_2115 2 1.000
#> SAMPLE_2116 2 0.498
#> SAMPLE_2117 1 1.000
#> SAMPLE_2118 2 0.253
#> SAMPLE_2119 2 0.000
#> SAMPLE_2120 2 0.000
#> SAMPLE_2121 1 0.000
#> SAMPLE_2122 2 0.249
#> SAMPLE_2123 2 0.000
#> SAMPLE_2124 1 0.000
#> SAMPLE_2125 2 1.000
#> SAMPLE_2126 2 0.000
#> SAMPLE_2127 2 0.000
#> SAMPLE_2128 2 1.000
#> SAMPLE_2129 2 0.000
#> SAMPLE_2130 2 1.000
#> SAMPLE_2131 2 0.000
#> SAMPLE_2132 5 0.751
#> SAMPLE_2133 2 0.000
#> SAMPLE_2134 2 0.000
#> SAMPLE_2135 2 0.751
#> SAMPLE_2136 2 1.000
#> SAMPLE_2137 1 0.000
#> SAMPLE_2138 2 1.000
#> SAMPLE_2139 5 0.000
#> SAMPLE_2140 2 0.000
#> SAMPLE_2141 4 0.000
#> SAMPLE_2142 5 0.000
#> SAMPLE_2143 5 0.000
#> SAMPLE_2144 5 0.000
#> SAMPLE_2145 5 0.000
#> SAMPLE_2146 3 0.000
#> SAMPLE_2147 2 0.000
#> SAMPLE_2148 2 0.000
#> SAMPLE_2149 5 0.000
#> SAMPLE_2150 7 0.000
#> SAMPLE_2151 5 0.249
#> SAMPLE_2152 5 0.000
#> SAMPLE_2153 5 0.000
#> SAMPLE_2154 2 0.000
#> SAMPLE_2155 2 0.249
#> SAMPLE_2156 2 0.000
#> SAMPLE_2157 2 0.000
#> SAMPLE_2158 2 0.000
#> SAMPLE_2159 2 0.000
#> SAMPLE_2160 2 0.249
#> SAMPLE_2161 2 0.000
#> SAMPLE_2162 7 0.502
#> SAMPLE_2163 7 1.000
#> SAMPLE_2164 2 1.000
#> SAMPLE_2165 7 0.000
#> SAMPLE_2166 2 0.000
#> SAMPLE_2167 7 0.000
#> SAMPLE_2168 7 0.000
#> SAMPLE_2169 2 0.000
#> SAMPLE_2170 5 0.000
#> SAMPLE_2171 5 0.000
#> SAMPLE_2172 5 0.000
#> SAMPLE_2173 3 0.000
#> SAMPLE_2174 5 0.000
#> SAMPLE_2175 2 1.000
#> SAMPLE_2176 2 0.000
#> SAMPLE_2177 2 0.000
#> SAMPLE_2178 2 0.000
#> SAMPLE_2179 3 0.000
#> SAMPLE_2180 5 0.000
#> SAMPLE_2181 2 0.000
#> SAMPLE_2182 1 0.000
#> SAMPLE_2183 2 0.000
#> SAMPLE_2184 3 0.000
#> SAMPLE_2185 3 0.000
#> SAMPLE_2186 5 0.000
#> SAMPLE_2187 2 0.751
#> SAMPLE_2188 2 0.000
#> SAMPLE_2189 2 0.000
#> SAMPLE_2190 2 0.000
#> SAMPLE_2191 2 0.000
#> SAMPLE_2192 2 0.000
#> SAMPLE_2193 2 0.000
#> SAMPLE_2194 2 0.000
#> SAMPLE_2195 2 1.000
#> SAMPLE_2196 2 0.000
#> SAMPLE_2197 2 0.000
#> SAMPLE_2198 2 0.000
#> SAMPLE_2199 5 0.000
#> SAMPLE_2200 5 0.000
#> SAMPLE_2201 3 0.000
#> SAMPLE_2202 5 0.000
#> SAMPLE_2203 5 0.498
#> SAMPLE_2204 5 0.000
#> SAMPLE_2205 2 0.000
#> SAMPLE_2206 6 0.000
#> SAMPLE_2207 2 1.000
#> SAMPLE_2208 2 0.000
#> SAMPLE_2209 5 0.000
#> SAMPLE_2210 3 0.000
#> SAMPLE_2211 5 0.000
#> SAMPLE_2212 2 0.000
#> SAMPLE_2213 2 0.249
#> SAMPLE_2214 5 0.000
#> SAMPLE_2215 8 0.000
#> SAMPLE_2216 3 0.000
#> SAMPLE_2217 2 0.000
#> SAMPLE_2218 5 0.000
#> SAMPLE_2219 5 0.000
#> SAMPLE_2220 2 0.000
#> SAMPLE_2221 2 0.000
#> SAMPLE_2222 7 0.000
#> SAMPLE_2223 7 0.000
#> SAMPLE_2224 7 0.498
#> SAMPLE_2225 2 0.000
#> SAMPLE_2226 6 0.000
#> SAMPLE_2227 2 1.000
#> SAMPLE_2228 3 0.000
#> SAMPLE_2229 2 0.000
#> SAMPLE_2230 1 0.000
#> SAMPLE_2231 5 0.000
#> SAMPLE_2232 5 0.000
#> SAMPLE_2233 3 0.000
#> SAMPLE_2234 2 0.000
#> SAMPLE_2235 3 0.000
#> SAMPLE_2236 3 0.000
#> SAMPLE_2237 5 1.000
#> SAMPLE_2238 2 0.000
#> SAMPLE_2239 2 0.000
#> SAMPLE_2240 3 0.000
#> SAMPLE_2241 3 0.000
#> SAMPLE_2242 3 0.000
#> SAMPLE_2243 3 0.000
#> SAMPLE_2244 3 0.000
#> SAMPLE_2245 3 0.000
#> SAMPLE_2246 3 0.000
#> SAMPLE_2247 2 0.000
#> SAMPLE_2248 5 0.000
#> SAMPLE_2249 3 0.000
#> SAMPLE_2250 2 1.000
#> SAMPLE_2251 1 1.000
#> SAMPLE_2252 2 0.000
#> SAMPLE_2253 3 0.000
#> SAMPLE_2254 2 0.000
#> SAMPLE_2255 5 0.000
#> SAMPLE_2256 5 1.000
#> SAMPLE_2257 2 0.498
#> SAMPLE_2258 2 0.000
#> SAMPLE_2259 5 0.000
#> SAMPLE_2260 3 0.000
#> SAMPLE_2261 1 0.000
#> SAMPLE_2262 4 0.000
#> SAMPLE_2263 2 0.000
#> SAMPLE_2264 3 0.000
#> SAMPLE_2265 7 0.502
#> SAMPLE_2266 2 0.000
#> SAMPLE_2267 2 0.000
#> SAMPLE_2268 3 0.000
#> SAMPLE_2269 2 0.249
#> SAMPLE_2270 2 0.000
#> SAMPLE_2271 2 0.000
#> SAMPLE_2272 2 0.000
#> SAMPLE_2273 4 0.000
#> SAMPLE_2274 2 0.000
#> SAMPLE_2275 5 0.249
#> SAMPLE_2276 5 0.000
#> SAMPLE_2277 5 0.000
#> SAMPLE_2278 5 1.000
#> SAMPLE_2279 5 0.000
#> SAMPLE_2280 5 0.249
#> SAMPLE_2281 2 0.000
#> SAMPLE_2282 5 0.000
#> SAMPLE_2283 2 0.000
#> SAMPLE_2284 5 0.000
#> SAMPLE_2285 2 0.249
#> SAMPLE_2286 5 0.000
#> SAMPLE_2287 5 0.000
#> SAMPLE_2288 4 0.000
#> SAMPLE_2289 2 0.000
#> SAMPLE_2290 3 0.000
#> SAMPLE_2291 3 0.000
#> SAMPLE_2292 5 0.000
#> SAMPLE_2293 5 0.000
#> SAMPLE_2294 5 0.000
#> SAMPLE_2295 5 0.000
#> SAMPLE_2296 3 0.000
#> SAMPLE_2297 2 0.000
#> SAMPLE_2298 2 0.000
#> SAMPLE_2299 3 0.000
#> SAMPLE_2300 2 1.000
#> SAMPLE_2301 2 1.000
#> SAMPLE_2302 2 0.000
#> SAMPLE_2303 5 0.000
#> SAMPLE_2304 3 0.000
#> SAMPLE_2305 1 0.000
#> SAMPLE_2306 5 0.249
#> SAMPLE_2307 5 0.000
#> SAMPLE_2308 2 0.000
#> SAMPLE_2309 5 0.000
#> SAMPLE_2310 5 0.000
#> SAMPLE_2311 5 0.000
#> SAMPLE_2312 5 0.000
#> SAMPLE_2313 5 0.000
#> SAMPLE_2314 3 0.000
#> SAMPLE_2315 3 0.000
#> SAMPLE_2316 3 0.000
#> SAMPLE_2317 3 0.000
#> SAMPLE_2318 3 0.000
#> SAMPLE_2319 1 0.000
#> SAMPLE_2320 2 1.000
#> SAMPLE_2321 5 0.000
#> SAMPLE_2322 2 0.000
#> SAMPLE_2323 5 0.000
#> SAMPLE_2324 5 0.000
#> SAMPLE_2325 2 0.000
#> SAMPLE_2326 2 0.000
#> SAMPLE_2327 2 0.000
#> SAMPLE_2328 5 1.000
#> SAMPLE_2329 2 1.000
#> SAMPLE_2330 2 0.000
#> SAMPLE_2331 5 0.000
#> SAMPLE_2332 5 0.000
#> SAMPLE_2333 5 1.000
#> SAMPLE_2334 2 1.000
#> SAMPLE_2335 2 0.000
#> SAMPLE_2336 2 0.000
#> SAMPLE_2337 5 0.000
#> SAMPLE_2338 5 0.000
#> SAMPLE_2339 3 0.000
#> SAMPLE_2340 3 0.000
#> SAMPLE_2341 3 0.000
#> SAMPLE_2342 3 0.000
#> SAMPLE_2343 3 0.000
#> SAMPLE_2344 5 0.000
#> SAMPLE_2345 7 0.000
#> SAMPLE_2346 8 0.000
#> SAMPLE_2347 2 0.000
#> SAMPLE_2348 5 0.249
#> SAMPLE_2349 3 0.000
#> SAMPLE_2350 5 1.000
#> SAMPLE_2351 3 0.000
#> SAMPLE_2352 1 0.000
#> SAMPLE_2353 4 0.000
#> SAMPLE_2354 5 1.000
#> SAMPLE_2355 2 0.000
#> SAMPLE_2356 2 0.000
#> SAMPLE_2357 5 0.000
#> SAMPLE_2358 2 0.000
#> SAMPLE_2359 5 0.000
#> SAMPLE_2360 2 0.000
#> SAMPLE_2361 5 0.000
#> SAMPLE_2362 2 0.000
#> SAMPLE_2363 3 0.000
#> SAMPLE_2364 2 0.000
#> SAMPLE_2365 5 0.498
#> SAMPLE_2366 5 0.000
#> SAMPLE_2367 2 0.000
#> SAMPLE_2368 1 0.000
#> SAMPLE_2369 1 0.000
#> SAMPLE_2370 1 0.000
#> SAMPLE_2371 2 0.000
#> SAMPLE_2372 2 0.000
#> SAMPLE_2373 1 0.000
#> SAMPLE_2374 1 0.000
#> SAMPLE_2375 1 0.000
#> SAMPLE_2376 1 0.000
#> SAMPLE_2377 1 0.000
#> SAMPLE_2378 1 0.000
#> SAMPLE_2379 1 0.000
#> SAMPLE_2380 1 0.000
#> SAMPLE_2381 1 0.000
#> SAMPLE_2382 1 0.000
#> SAMPLE_2383 1 0.000
#> SAMPLE_2384 2 0.000
#> SAMPLE_2385 2 0.000
#> SAMPLE_2386 1 0.000
#> SAMPLE_2387 7 1.000
#> SAMPLE_2388 5 0.751
#> SAMPLE_2389 5 0.000
#> SAMPLE_2390 5 0.000
#> SAMPLE_2391 2 0.000
#> SAMPLE_2392 3 0.000
#> SAMPLE_2393 3 0.000
#> SAMPLE_2394 2 0.000
#> SAMPLE_2395 2 0.498
#> SAMPLE_2396 2 0.000
#> SAMPLE_2397 3 0.000
#> SAMPLE_2398 1 0.000
#> SAMPLE_2399 1 0.000
#> SAMPLE_2400 1 0.000
#> SAMPLE_2401 1 0.000
#> SAMPLE_2402 1 0.000
#> SAMPLE_2403 1 0.000
#> SAMPLE_2404 1 0.000
#> SAMPLE_2405 5 0.751
#> SAMPLE_2406 5 0.249
#> SAMPLE_2407 5 1.000
#> SAMPLE_2408 5 0.751
#> SAMPLE_2409 2 0.249
#> SAMPLE_2410 2 0.000
#> SAMPLE_2411 4 0.000
#> SAMPLE_2412 2 0.000
#> SAMPLE_2413 2 0.000
#> SAMPLE_2414 5 0.000
#> SAMPLE_2415 7 0.000
#> SAMPLE_2416 5 0.000
#> SAMPLE_2417 5 0.000
#> SAMPLE_2418 2 0.000
#> SAMPLE_2419 5 0.000
#> SAMPLE_2420 3 0.000
#> SAMPLE_2421 4 0.000
#> SAMPLE_2422 2 1.000
#> SAMPLE_2423 3 1.000
#> SAMPLE_2424 5 0.000
#> SAMPLE_2425 5 0.000
#> SAMPLE_2426 3 0.000
#> SAMPLE_2427 2 0.000
#> SAMPLE_2428 2 0.000
#> SAMPLE_2429 2 0.000
#> SAMPLE_2430 3 0.000
#> SAMPLE_2431 3 0.000
#> SAMPLE_2432 3 0.000
#> SAMPLE_2433 2 0.000
#> SAMPLE_2434 2 1.000
#> SAMPLE_2435 3 0.000
#> SAMPLE_2436 6 0.000
#> SAMPLE_2437 5 0.000
#> SAMPLE_2438 5 1.000
#> SAMPLE_2439 5 0.000
#> SAMPLE_2440 5 0.000
#> SAMPLE_2441 2 1.000
#> SAMPLE_2442 3 0.000
#> SAMPLE_2443 3 0.000
#> SAMPLE_2444 3 0.000
#> SAMPLE_2445 2 0.000
#> SAMPLE_2446 3 1.000
#> SAMPLE_2447 6 0.000
#> SAMPLE_2448 2 0.000
#> SAMPLE_2449 3 0.000
#> SAMPLE_2450 2 0.000
#> SAMPLE_2451 6 0.000
#> SAMPLE_2452 2 0.000
#> SAMPLE_2453 5 0.000
#> SAMPLE_2454 5 0.000
#> SAMPLE_2455 7 1.000
#> SAMPLE_2456 2 0.000
#> SAMPLE_2457 5 0.000
#> SAMPLE_2458 2 0.000
#> SAMPLE_2459 4 1.000
#> SAMPLE_2460 3 0.000
#> SAMPLE_2461 2 0.000
#> SAMPLE_2462 2 0.000
#> SAMPLE_2463 4 1.000
#> SAMPLE_2464 5 0.000
#> SAMPLE_2465 4 0.000
#> SAMPLE_2466 2 1.000
#> SAMPLE_2467 4 0.000
#> SAMPLE_2468 5 0.000
#> SAMPLE_2469 2 0.747
#> SAMPLE_2470 3 1.000
#> SAMPLE_2471 3 0.000
#> SAMPLE_2472 2 1.000
#> SAMPLE_2473 2 0.000
#> SAMPLE_2474 2 0.000
#> SAMPLE_2475 5 0.000
#> SAMPLE_2476 2 0.000
#> SAMPLE_2477 5 0.000
#> SAMPLE_2478 2 0.000
#> SAMPLE_2479 2 0.000
#> SAMPLE_2480 2 0.000
#> SAMPLE_2481 2 0.000
#> SAMPLE_2482 5 0.000
#> SAMPLE_2483 2 0.000
#> SAMPLE_2484 3 0.000
#> SAMPLE_2485 2 0.000
#> SAMPLE_2486 3 0.000
#> SAMPLE_2487 2 0.000
#> SAMPLE_2488 2 0.000
#> SAMPLE_2489 2 0.000
#> SAMPLE_2490 2 0.000
#> SAMPLE_2491 2 0.000
#> SAMPLE_2492 2 0.000
#> SAMPLE_2493 2 0.000
#> SAMPLE_2494 2 0.000
#> SAMPLE_2495 2 0.000
#> SAMPLE_2496 2 0.000
#> SAMPLE_2497 2 0.000
#> SAMPLE_2498 2 0.000
#> SAMPLE_2499 2 0.000
#> SAMPLE_2500 2 0.000
#> SAMPLE_2501 2 0.000
#> SAMPLE_2502 2 0.000
#> SAMPLE_2503 2 0.000
#> SAMPLE_2504 2 0.000
#> SAMPLE_2505 2 0.000
#> SAMPLE_2506 2 0.000
#> SAMPLE_2507 2 0.000
#> SAMPLE_2508 1 0.000
#> SAMPLE_2509 1 0.000
#> SAMPLE_2510 7 1.000
#> SAMPLE_2511 2 1.000
#> SAMPLE_2512 2 0.000
#> SAMPLE_2513 2 0.000
#> SAMPLE_2514 2 0.000
#> SAMPLE_2515 6 0.000
#> SAMPLE_2516 2 0.000
#> SAMPLE_2517 2 0.249
#> SAMPLE_2518 2 0.000
#> SAMPLE_2519 5 0.249
#> SAMPLE_2520 5 0.000
#> SAMPLE_2521 5 0.000
#> SAMPLE_2522 2 0.000
#> SAMPLE_2523 5 0.000
#> SAMPLE_2524 5 0.000
#> SAMPLE_2525 3 0.000
#> SAMPLE_2526 5 0.000
#> SAMPLE_2527 5 1.000
#> SAMPLE_2528 4 0.000
#> SAMPLE_2529 3 0.000
#> SAMPLE_2530 3 0.000
#> SAMPLE_2531 2 0.000
#> SAMPLE_2532 2 0.000
#> SAMPLE_2533 3 0.000
#> SAMPLE_2534 2 0.249
#> SAMPLE_2535 2 0.000
#> SAMPLE_2536 2 0.000
#> SAMPLE_2537 2 0.000
#> SAMPLE_2538 1 0.000
#> SAMPLE_2539 1 0.000
#> SAMPLE_2540 2 0.000
#> SAMPLE_2541 2 0.000
#> SAMPLE_2542 2 0.000
#> SAMPLE_2543 2 0.000
#> SAMPLE_2544 2 0.000
#> SAMPLE_2545 2 0.000
#> SAMPLE_2546 2 0.000
#> SAMPLE_2547 2 0.000
#> SAMPLE_2548 1 0.000
#> SAMPLE_2549 2 0.000
#> SAMPLE_2550 2 0.000
#> SAMPLE_2551 2 0.000
#> SAMPLE_2552 2 0.747
#> SAMPLE_2553 5 0.000
#> SAMPLE_2554 1 0.000
#> SAMPLE_2555 1 0.000
#> SAMPLE_2556 5 0.000
#> SAMPLE_2557 5 0.000
#> SAMPLE_2558 5 0.000
#> SAMPLE_2559 5 0.000
#> SAMPLE_2560 5 0.000
#> SAMPLE_2561 1 0.000
#> SAMPLE_2562 5 0.000
#> SAMPLE_2563 1 0.000
#> SAMPLE_2564 1 0.000
#> SAMPLE_2565 1 0.000
#> SAMPLE_2566 1 0.000
#> SAMPLE_2567 5 0.000
#> SAMPLE_2568 1 0.000
#> SAMPLE_2569 1 0.000
#> SAMPLE_2570 2 0.000
#> SAMPLE_2571 5 0.000
#> SAMPLE_2572 5 0.000
#> SAMPLE_2573 5 0.249
#> SAMPLE_2574 2 0.000
#> SAMPLE_2575 2 0.000
#> SAMPLE_2576 2 0.000
#> SAMPLE_2577 5 0.000
#> SAMPLE_2578 2 0.000
#> SAMPLE_2579 2 0.000
#> SAMPLE_2580 3 0.000
#> SAMPLE_2581 5 0.000
#> SAMPLE_2582 2 0.000
#> SAMPLE_2583 2 0.000
#> SAMPLE_2584 2 0.000
#> SAMPLE_2585 2 0.000
#> SAMPLE_2586 2 0.000
#> SAMPLE_2587 5 0.000
#> SAMPLE_2588 5 0.000
#> SAMPLE_2589 2 0.000
#> SAMPLE_2590 5 0.000
#> SAMPLE_2591 3 0.000
#> SAMPLE_2592 2 0.000
#> SAMPLE_2593 2 0.000
#> SAMPLE_2594 2 0.000
#> SAMPLE_2595 2 1.000
#> SAMPLE_2596 3 1.000
#> SAMPLE_2597 5 0.000
#> SAMPLE_2598 2 0.000
#> SAMPLE_2599 2 0.000
#> SAMPLE_2600 2 0.000
#> SAMPLE_2601 2 0.249
#> SAMPLE_2602 2 0.000
#> SAMPLE_2603 2 0.000
#> SAMPLE_2604 2 0.000
#> SAMPLE_2605 2 0.000
#> SAMPLE_2606 2 0.000
#> SAMPLE_2607 5 0.000
#> SAMPLE_2608 1 0.000
#> SAMPLE_2609 5 0.249
#> SAMPLE_2610 2 0.249
#> SAMPLE_2611 2 0.000
#> SAMPLE_2612 2 0.000
#> SAMPLE_2613 2 0.000
#> SAMPLE_2614 2 0.000
#> SAMPLE_2615 2 0.000
#> SAMPLE_2616 2 0.000
#> SAMPLE_2617 2 1.000
#> SAMPLE_2618 3 0.000
#> SAMPLE_2619 2 0.000
#> SAMPLE_2620 2 0.000
#> SAMPLE_2621 5 0.249
#> SAMPLE_2622 2 0.000
#> SAMPLE_2623 2 0.000
#> SAMPLE_2624 2 0.000
#> SAMPLE_2625 2 0.000
#> SAMPLE_2626 2 0.000
#> SAMPLE_2627 2 0.000
#> SAMPLE_2628 2 0.000
#> SAMPLE_2629 2 0.000
#> SAMPLE_2630 2 0.000
#> SAMPLE_2631 7 1.000
#> SAMPLE_2632 2 0.000
#> SAMPLE_2633 5 0.249
#> SAMPLE_2634 5 1.000
#> SAMPLE_2635 2 0.000
#> SAMPLE_2636 2 0.000
#> SAMPLE_2637 2 0.000
#> SAMPLE_2638 2 0.000
#> SAMPLE_2639 2 0.000
#> SAMPLE_2640 2 0.000
#> SAMPLE_2641 3 0.000
#> SAMPLE_2642 5 0.000
#> SAMPLE_2643 5 0.000
#> SAMPLE_2644 2 0.000
#> SAMPLE_2645 2 0.000
#> SAMPLE_2646 3 0.000
#> SAMPLE_2647 5 1.000
#> SAMPLE_2648 2 0.751
#> SAMPLE_2649 5 0.000
#> SAMPLE_2650 3 0.000
#> SAMPLE_2651 2 0.000
#> SAMPLE_2652 3 0.000
#> SAMPLE_2653 3 0.000
#> SAMPLE_2654 3 0.000
#> SAMPLE_2655 3 0.000
#> SAMPLE_2656 2 0.000
#> SAMPLE_2657 2 0.000
#> SAMPLE_2658 3 0.000
#> SAMPLE_2659 3 0.000
#> SAMPLE_2660 2 0.000
#> SAMPLE_2661 3 0.000
#> SAMPLE_2662 3 0.000
#> SAMPLE_2663 3 0.000
#> SAMPLE_2664 2 0.000
#> SAMPLE_2665 2 0.000
#> SAMPLE_2666 2 0.000
#> SAMPLE_2667 5 0.000
#> SAMPLE_2668 5 0.000
#> SAMPLE_2669 5 0.000
#> SAMPLE_2670 2 0.000
#> SAMPLE_2671 2 0.000
#> SAMPLE_2672 2 0.000
#> SAMPLE_2673 2 0.000
#> SAMPLE_2674 2 0.000
#> SAMPLE_2675 2 0.000
#> SAMPLE_2676 2 0.000
#> SAMPLE_2677 2 0.000
#> SAMPLE_2678 2 1.000
#> SAMPLE_2679 5 0.000
#> SAMPLE_2680 5 0.000
#> SAMPLE_2681 7 0.000
#> SAMPLE_2682 2 0.000
#> SAMPLE_2683 5 1.000
#> SAMPLE_2684 2 0.000
#> SAMPLE_2685 2 0.000
#> SAMPLE_2686 2 0.000
#> SAMPLE_2687 2 0.000
#> SAMPLE_2688 7 0.000
#> SAMPLE_2689 2 1.000
#> SAMPLE_2690 2 0.000
#> SAMPLE_2691 2 0.000
#> SAMPLE_2692 3 0.000
#> SAMPLE_2693 2 0.000
#> SAMPLE_2694 2 1.000
#> SAMPLE_2695 2 0.000
#> SAMPLE_2696 5 1.000
#> SAMPLE_2697 2 0.000
#> SAMPLE_2698 2 0.000
#> SAMPLE_2699 2 1.000
#> SAMPLE_2700 5 1.000
#> SAMPLE_2701 5 1.000
#> SAMPLE_2702 2 0.000
#> SAMPLE_2703 2 1.000
#> SAMPLE_2704 5 0.000
#> SAMPLE_2705 2 0.000
#> SAMPLE_2706 2 0.000
#> SAMPLE_2707 2 0.000
#> SAMPLE_2708 2 0.000
#> SAMPLE_2709 2 0.000
#> SAMPLE_2710 2 1.000
#> SAMPLE_2711 2 0.249
#> SAMPLE_2712 2 0.751
#> SAMPLE_2713 5 1.000
#> SAMPLE_2714 1 0.000
#> SAMPLE_2715 2 1.000
#> SAMPLE_2716 1 0.000
#> SAMPLE_2717 5 1.000
#> SAMPLE_2718 5 0.000
#> SAMPLE_2719 5 0.000
#> SAMPLE_2720 5 0.498
#> SAMPLE_2721 2 0.000
#> SAMPLE_2722 1 0.000
#> SAMPLE_2723 2 0.000
#> SAMPLE_2724 5 0.000
#> SAMPLE_2725 5 0.000
#> SAMPLE_2726 5 0.000
#> SAMPLE_2727 5 0.000
#> SAMPLE_2728 5 0.000
#> SAMPLE_2729 2 0.000
#> SAMPLE_2730 2 0.000
#> SAMPLE_2731 2 1.000
#> SAMPLE_2732 2 0.747
#> SAMPLE_2733 2 1.000
#> SAMPLE_2734 5 0.000
#> SAMPLE_2735 5 0.000
#> SAMPLE_2736 6 0.000
#> SAMPLE_2737 1 0.000
#> SAMPLE_2738 1 0.000
#> SAMPLE_2739 1 0.000
#> SAMPLE_2740 1 0.000
#> SAMPLE_2741 1 0.000
#> SAMPLE_2742 1 0.000
#> SAMPLE_2743 1 0.000
#> SAMPLE_2744 1 0.000
#> SAMPLE_2745 1 0.000
#> SAMPLE_2746 2 0.000
#> SAMPLE_2747 6 0.000
#> SAMPLE_2748 2 0.000
#> SAMPLE_2749 2 1.000
#> SAMPLE_2750 2 0.000
#> SAMPLE_2751 2 0.000
#> SAMPLE_2752 2 0.000
#> SAMPLE_2753 2 0.000
#> SAMPLE_2754 2 0.000
#> SAMPLE_2755 2 0.000
#> SAMPLE_2756 2 0.000
#> SAMPLE_2757 2 0.000
#> SAMPLE_2758 2 0.000
#> SAMPLE_2759 2 0.000
#> SAMPLE_2760 6 0.000
#> SAMPLE_2761 7 1.000
#> SAMPLE_2762 5 1.000
#> SAMPLE_2763 2 0.498
#> SAMPLE_2764 5 1.000
#> SAMPLE_2765 5 1.000
#> SAMPLE_2766 2 1.000
#> SAMPLE_2767 2 1.000
#> SAMPLE_2768 5 1.000
#> SAMPLE_2769 2 0.249
#> SAMPLE_2770 5 1.000
#> SAMPLE_2771 5 0.000
#> SAMPLE_2772 2 0.000
#> SAMPLE_2773 2 0.000
#> SAMPLE_2774 2 0.000
#> SAMPLE_2775 2 0.000
#> SAMPLE_2776 5 0.000
#> SAMPLE_2777 2 0.000
#> SAMPLE_2778 7 0.502
#> SAMPLE_2779 2 1.000
#> SAMPLE_2780 5 0.000
#> SAMPLE_2781 2 0.000
#> SAMPLE_2782 2 0.000
#> SAMPLE_2783 2 0.000
#> SAMPLE_2784 8 0.000
#> SAMPLE_2785 6 0.000
#> SAMPLE_2786 5 0.000
#> SAMPLE_2787 1 0.000
#> SAMPLE_2788 1 0.000
#> SAMPLE_2789 5 1.000
#> SAMPLE_2790 6 1.000
#> SAMPLE_2791 1 0.000
#> SAMPLE_2792 6 1.000
#> SAMPLE_2793 5 0.249
#> SAMPLE_2794 5 0.000
#> SAMPLE_2795 3 0.000
#> SAMPLE_2796 2 0.000
#> SAMPLE_2797 1 0.000
#> SAMPLE_2798 2 0.000
#> SAMPLE_2799 5 0.000
#> SAMPLE_2800 2 0.000
#> SAMPLE_2801 5 0.502
Heatmaps for the consensus matrix. It visualizes the probability of two samples to be in a same group.
consensus_heatmap(res, k = 2)
consensus_heatmap(res, k = 3)
consensus_heatmap(res, k = 4)
consensus_heatmap(res, k = 5)
consensus_heatmap(res, k = 6)
consensus_heatmap(res, k = 7)
consensus_heatmap(res, k = 8)
Heatmaps for the membership of samples in all partitions to see how consistent they are:
membership_heatmap(res, k = 2)
membership_heatmap(res, k = 3)
membership_heatmap(res, k = 4)
membership_heatmap(res, k = 5)
membership_heatmap(res, k = 6)
membership_heatmap(res, k = 7)
membership_heatmap(res, k = 8)
As soon as the classes for columns are determined, the signatures that are significantly different between subgroups can be looked for. Following are the heatmaps for signatures.
get_signatures(res, k = 2)
get_signatures(res, k = 3)
get_signatures(res, k = 4)
get_signatures(res, k = 5)
get_signatures(res, k = 6)
get_signatures(res, k = 7)
get_signatures(res, k = 8)
Compare the overlap of signatures from different k:
compare_signatures(res)
get_signature() returns a data frame invisibly. To get the list of signatures, the function
call should be assigned to a variable explicitly. In following code, if plot argument is set
to FALSE, no heatmap is plotted while only the differential analysis is performed.
# code only for demonstration
tb = get_signature(res, k = ..., plot = FALSE)
An example of the output of tb is:
#> which_row fdr mean_1 mean_2 scaled_mean_1 scaled_mean_2 km
#> 1 38 0.042760348 8.373488 9.131774 -0.5533452 0.5164555 1
#> 2 40 0.018707592 7.106213 8.469186 -0.6173731 0.5762149 1
#> 3 55 0.019134737 10.221463 11.207825 -0.6159697 0.5749050 1
#> 4 59 0.006059896 5.921854 7.869574 -0.6899429 0.6439467 1
#> 5 60 0.018055526 8.928898 10.211722 -0.6204761 0.5791110 1
#> 6 98 0.009384629 15.714769 14.887706 0.6635654 -0.6193277 2
...
The columns in tb are:
which_row: row indices corresponding to the input matrix.fdr: FDR for the differential test. mean_x: The mean value in group x.scaled_mean_x: The mean value in group x after rows are scaled.km: Row groups if k-means clustering is applied to rows (which is done by automatically selecting number of clusters).If there are too many signatures, top_signatures = ... can be set to only show the
signatures with the highest FDRs:
# code only for demonstration
# e.g. to show the top 500 most significant rows
tb = get_signature(res, k = ..., top_signatures = 500)
If the signatures are defined as these which are uniquely high in current group, diff_method argument
can be set to "uniquely_high_in_one_group":
# code only for demonstration
tb = get_signature(res, k = ..., diff_method = "uniquely_high_in_one_group")
UMAP plot which shows how samples are separated.
dimension_reduction(res, k = 2, method = "UMAP")
dimension_reduction(res, k = 3, method = "UMAP")
dimension_reduction(res, k = 4, method = "UMAP")
dimension_reduction(res, k = 5, method = "UMAP")
dimension_reduction(res, k = 6, method = "UMAP")
dimension_reduction(res, k = 7, method = "UMAP")
dimension_reduction(res, k = 8, method = "UMAP")
Following heatmap shows how subgroups are split when increasing k:
collect_classes(res)
Test correlation between subgroups and known annotations. If the known annotation is numeric, one-way ANOVA test is applied, and if the known annotation is discrete, chi-squared contingency table test is applied.
test_to_known_factors(res)
#> n_sample meth_class(p-value) tumor_type(p-value) k
#> ATC:skmeans 2750 0 2.94e-301 2
#> ATC:skmeans 2599 0 0.00e+00 3
#> ATC:skmeans 2574 0 0.00e+00 4
#> ATC:skmeans 644 0 0.00e+00 5
#> ATC:skmeans 2381 0 0.00e+00 6
#> ATC:skmeans 2188 0 0.00e+00 7
#> ATC:skmeans 2299 0 0.00e+00 8
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.
Parent node: Node0. Child nodes: Node011 , Node012 , Node013 , Node014 , Node015-leaf , Node016 , Node021 , Node022 , Node023 , Node024 , Node031-leaf , Node032-leaf , Node033-leaf .
The object with results only for a single top-value method and a single partitioning method can be extracted as:
res = res_rh["01"]
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, 7, 8.
#> On a matrix with 30000 rows and 486 columns.
#> Top rows (1000) are extracted by 'SD' method.
#> Subgroups are detected by 'skmeans' method.
#> Performed in total 350 partitions by row resampling.
#> Best k for subgroups seems to be 8.
#>
#> Following methods can be applied to this 'ConsensusPartition' object:
#> [1] "cola_report" "collect_classes" "collect_plots"
#> [4] "collect_stats" "colnames" "compare_partitions"
#> [7] "compare_signatures" "consensus_heatmap" "dimension_reduction"
#> [10] "functional_enrichment" "get_anno_col" "get_anno"
#> [13] "get_classes" "get_consensus" "get_matrix"
#> [16] "get_membership" "get_param" "get_signatures"
#> [19] "get_stats" "is_best_k" "is_stable_k"
#> [22] "membership_heatmap" "ncol" "nrow"
#> [25] "plot_ecdf" "predict_classes" "rownames"
#> [28] "select_partition_number" "show" "suggest_best_k"
#> [31] "test_to_known_factors" "top_rows_heatmap"
collect_plots() function collects all the plots made from res for all k (number of subgroups)
into one single page to provide an easy and fast comparison between different k.
collect_plots(res)
The plots are:
k and the heatmap of
predicted classes for each k.k.k.k.All the plots in panels can be made by individual functions and they are plotted later in this section.
select_partition_number() produces several plots showing different
statistics for choosing “optimized” k. There are following statistics:
k;k, the area increased is defined as \(A_k - A_{k-1}\).The detailed explanations of these statistics can be found in the cola vignette.
Generally speaking, higher 1-PAC score, higher mean silhouette score or higher
concordance corresponds to better partition. Rand index and Jaccard index
measure how similar the current partition is compared to partition with k-1.
If they are too similar, we won't accept k is better than k-1.
select_partition_number(res)
The numeric values for all these statistics can be obtained by get_stats().
get_stats(res)
#> k 1-PAC mean_silhouette concordance area_increased Rand Jaccard
#> 2 2 1.000 0.994 0.998 0.4899 0.510 0.510
#> 3 3 1.000 0.987 0.995 0.3628 0.718 0.499
#> 4 4 0.907 0.965 0.966 0.0954 0.894 0.697
#> 5 5 0.927 0.960 0.962 0.0517 0.964 0.866
#> 6 6 0.918 0.970 0.958 0.0537 0.952 0.797
#> 7 7 0.935 0.811 0.904 0.0339 0.994 0.968
#> 8 8 0.910 0.901 0.919 0.0252 0.942 0.696
suggest_best_k() suggests the best \(k\) based on these statistics. The rules are as follows:
suggest_best_k(res)
#> [1] 8
#> attr(,"optional")
#> [1] 2 3 4 5 6
There is also optional best \(k\) = 2 3 4 5 6 that is worth to check.
Following is 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 subgroup
label for an item is determined with the group with highest probability it
belongs to.
In get_classes() function, the entropy is calculated from the membership
matrix and the silhouette score is calculated from the consensus matrix.
cbind(get_classes(res, k = 2), get_membership(res, k = 2))
#> class entropy silhouette p1 p2
#> SAMPLE_15 2 0.000 0.9949 0.00 1.00
#> SAMPLE_16 2 0.000 0.9949 0.00 1.00
#> SAMPLE_19 2 0.000 0.9949 0.00 1.00
#> SAMPLE_21 2 0.000 0.9949 0.00 1.00
#> SAMPLE_57 2 0.000 0.9949 0.00 1.00
#> SAMPLE_58 2 0.000 0.9949 0.00 1.00
#> SAMPLE_59 2 0.000 0.9949 0.00 1.00
#> SAMPLE_60 2 0.000 0.9949 0.00 1.00
#> SAMPLE_61 2 0.000 0.9949 0.00 1.00
#> SAMPLE_80 2 0.000 0.9949 0.00 1.00
#> SAMPLE_81 2 0.000 0.9949 0.00 1.00
#> SAMPLE_82 2 0.000 0.9949 0.00 1.00
#> SAMPLE_83 2 0.000 0.9949 0.00 1.00
#> SAMPLE_84 2 0.000 0.9949 0.00 1.00
#> SAMPLE_85 1 0.000 0.9999 1.00 0.00
#> SAMPLE_86 1 0.000 0.9999 1.00 0.00
#> SAMPLE_87 2 0.000 0.9949 0.00 1.00
#> SAMPLE_88 2 0.000 0.9949 0.00 1.00
#> SAMPLE_89 2 0.000 0.9949 0.00 1.00
#> SAMPLE_90 1 0.000 0.9999 1.00 0.00
#> SAMPLE_91 1 0.000 0.9999 1.00 0.00
#> SAMPLE_92 1 0.000 0.9999 1.00 0.00
#> SAMPLE_93 1 0.000 0.9999 1.00 0.00
#> SAMPLE_94 2 0.000 0.9949 0.00 1.00
#> SAMPLE_95 1 0.000 0.9999 1.00 0.00
#> SAMPLE_96 1 0.000 0.9999 1.00 0.00
#> SAMPLE_97 1 0.000 0.9999 1.00 0.00
#> SAMPLE_98 1 0.000 0.9999 1.00 0.00
#> SAMPLE_99 1 0.000 0.9999 1.00 0.00
#> SAMPLE_125 1 0.000 0.9999 1.00 0.00
#> SAMPLE_128 2 0.000 0.9949 0.00 1.00
#> SAMPLE_129 1 0.000 0.9999 1.00 0.00
#> SAMPLE_130 1 0.000 0.9999 1.00 0.00
#> SAMPLE_131 1 0.000 0.9999 1.00 0.00
#> SAMPLE_132 1 0.000 0.9999 1.00 0.00
#> SAMPLE_133 1 0.000 0.9999 1.00 0.00
#> SAMPLE_134 1 0.000 0.9999 1.00 0.00
#> SAMPLE_135 2 0.000 0.9949 0.00 1.00
#> SAMPLE_141 2 0.000 0.9949 0.00 1.00
#> SAMPLE_150 2 0.000 0.9949 0.00 1.00
#> SAMPLE_151 2 0.000 0.9949 0.00 1.00
#> SAMPLE_152 2 0.000 0.9949 0.00 1.00
#> SAMPLE_153 2 0.000 0.9949 0.00 1.00
#> SAMPLE_154 1 0.000 0.9999 1.00 0.00
#> SAMPLE_155 2 0.000 0.9949 0.00 1.00
#> SAMPLE_156 2 0.000 0.9949 0.00 1.00
#> SAMPLE_158 2 0.000 0.9949 0.00 1.00
#> SAMPLE_159 1 0.000 0.9999 1.00 0.00
#> SAMPLE_160 1 0.000 0.9999 1.00 0.00
#> SAMPLE_161 2 0.000 0.9949 0.00 1.00
#> SAMPLE_162 2 0.000 0.9949 0.00 1.00
#> SAMPLE_163 2 0.000 0.9949 0.00 1.00
#> SAMPLE_164 2 0.000 0.9949 0.00 1.00
#> SAMPLE_165 1 0.000 0.9999 1.00 0.00
#> SAMPLE_166 1 0.000 0.9999 1.00 0.00
#> SAMPLE_167 2 0.000 0.9949 0.00 1.00
#> SAMPLE_168 2 0.000 0.9949 0.00 1.00
#> SAMPLE_169 2 0.000 0.9949 0.00 1.00
#> SAMPLE_170 1 0.000 0.9999 1.00 0.00
#> SAMPLE_171 1 0.000 0.9999 1.00 0.00
#> SAMPLE_172 1 0.000 0.9999 1.00 0.00
#> SAMPLE_179 1 0.000 0.9999 1.00 0.00
#> SAMPLE_180 1 0.000 0.9999 1.00 0.00
#> SAMPLE_181 2 0.000 0.9949 0.00 1.00
#> SAMPLE_182 2 0.000 0.9949 0.00 1.00
#> SAMPLE_183 2 0.000 0.9949 0.00 1.00
#> SAMPLE_184 2 0.000 0.9949 0.00 1.00
#> SAMPLE_185 1 0.000 0.9999 1.00 0.00
#> SAMPLE_186 1 0.000 0.9999 1.00 0.00
#> SAMPLE_187 1 0.000 0.9999 1.00 0.00
#> SAMPLE_188 1 0.000 0.9999 1.00 0.00
#> SAMPLE_189 1 0.000 0.9999 1.00 0.00
#> SAMPLE_190 2 0.000 0.9949 0.00 1.00
#> SAMPLE_191 1 0.000 0.9999 1.00 0.00
#> SAMPLE_192 1 0.000 0.9999 1.00 0.00
#> SAMPLE_193 1 0.000 0.9999 1.00 0.00
#> SAMPLE_196 1 0.000 0.9999 1.00 0.00
#> SAMPLE_197 1 0.000 0.9999 1.00 0.00
#> SAMPLE_198 1 0.000 0.9999 1.00 0.00
#> SAMPLE_199 1 0.000 0.9999 1.00 0.00
#> SAMPLE_200 2 0.000 0.9949 0.00 1.00
#> SAMPLE_201 1 0.000 0.9999 1.00 0.00
#> SAMPLE_202 1 0.000 0.9999 1.00 0.00
#> SAMPLE_203 1 0.000 0.9999 1.00 0.00
#> SAMPLE_204 1 0.000 0.9999 1.00 0.00
#> SAMPLE_205 1 0.000 0.9999 1.00 0.00
#> SAMPLE_206 1 0.000 0.9999 1.00 0.00
#> SAMPLE_207 1 0.000 0.9999 1.00 0.00
#> SAMPLE_224 2 0.000 0.9949 0.00 1.00
#> SAMPLE_225 2 0.000 0.9949 0.00 1.00
#> SAMPLE_226 2 0.000 0.9949 0.00 1.00
#> SAMPLE_227 2 0.000 0.9949 0.00 1.00
#> SAMPLE_228 2 0.000 0.9949 0.00 1.00
#> SAMPLE_229 1 0.000 0.9999 1.00 0.00
#> SAMPLE_230 1 0.000 0.9999 1.00 0.00
#> SAMPLE_276 2 0.000 0.9949 0.00 1.00
#> SAMPLE_277 2 0.000 0.9949 0.00 1.00
#> SAMPLE_278 1 0.000 0.9999 1.00 0.00
#> SAMPLE_279 2 0.000 0.9949 0.00 1.00
#> SAMPLE_280 1 0.000 0.9999 1.00 0.00
#> SAMPLE_281 1 0.000 0.9999 1.00 0.00
#> SAMPLE_282 2 0.000 0.9949 0.00 1.00
#> SAMPLE_283 2 0.000 0.9949 0.00 1.00
#> SAMPLE_284 1 0.000 0.9999 1.00 0.00
#> SAMPLE_285 1 0.000 0.9999 1.00 0.00
#> SAMPLE_290 2 0.000 0.9949 0.00 1.00
#> SAMPLE_291 1 0.000 0.9999 1.00 0.00
#> SAMPLE_292 1 0.000 0.9999 1.00 0.00
#> SAMPLE_293 1 0.000 0.9999 1.00 0.00
#> SAMPLE_294 2 0.000 0.9949 0.00 1.00
#> SAMPLE_295 2 0.000 0.9949 0.00 1.00
#> SAMPLE_380 2 0.000 0.9949 0.00 1.00
#> SAMPLE_381 2 0.000 0.9949 0.00 1.00
#> SAMPLE_388 2 0.000 0.9949 0.00 1.00
#> SAMPLE_389 1 0.000 0.9999 1.00 0.00
#> SAMPLE_390 1 0.000 0.9999 1.00 0.00
#> SAMPLE_391 2 0.000 0.9949 0.00 1.00
#> SAMPLE_392 1 0.000 0.9999 1.00 0.00
#> SAMPLE_393 1 0.000 0.9999 1.00 0.00
#> SAMPLE_394 1 0.000 0.9999 1.00 0.00
#> SAMPLE_395 2 0.000 0.9949 0.00 1.00
#> SAMPLE_396 1 0.000 0.9999 1.00 0.00
#> SAMPLE_397 1 0.000 0.9999 1.00 0.00
#> SAMPLE_398 2 0.000 0.9949 0.00 1.00
#> SAMPLE_399 1 0.000 0.9999 1.00 0.00
#> SAMPLE_400 1 0.000 0.9999 1.00 0.00
#> SAMPLE_401 1 0.000 0.9999 1.00 0.00
#> SAMPLE_402 2 0.000 0.9949 0.00 1.00
#> SAMPLE_403 2 0.000 0.9949 0.00 1.00
#> SAMPLE_404 2 0.000 0.9949 0.00 1.00
#> SAMPLE_405 2 0.000 0.9949 0.00 1.00
#> SAMPLE_406 2 0.000 0.9949 0.00 1.00
#> SAMPLE_407 1 0.000 0.9999 1.00 0.00
#> SAMPLE_408 2 0.000 0.9949 0.00 1.00
#> SAMPLE_409 1 0.000 0.9999 1.00 0.00
#> SAMPLE_410 1 0.000 0.9999 1.00 0.00
#> SAMPLE_411 1 0.000 0.9999 1.00 0.00
#> SAMPLE_412 1 0.000 0.9999 1.00 0.00
#> SAMPLE_413 1 0.000 0.9999 1.00 0.00
#> SAMPLE_414 1 0.000 0.9999 1.00 0.00
#> SAMPLE_415 1 0.000 0.9999 1.00 0.00
#> SAMPLE_416 1 0.000 0.9999 1.00 0.00
#> SAMPLE_417 1 0.000 0.9999 1.00 0.00
#> SAMPLE_418 2 0.000 0.9949 0.00 1.00
#> SAMPLE_419 1 0.000 0.9999 1.00 0.00
#> SAMPLE_420 1 0.000 0.9999 1.00 0.00
#> SAMPLE_421 1 0.000 0.9999 1.00 0.00
#> SAMPLE_422 1 0.000 0.9999 1.00 0.00
#> SAMPLE_423 1 0.000 0.9999 1.00 0.00
#> SAMPLE_424 1 0.000 0.9999 1.00 0.00
#> SAMPLE_425 2 0.000 0.9949 0.00 1.00
#> SAMPLE_426 1 0.000 0.9999 1.00 0.00
#> SAMPLE_427 1 0.000 0.9999 1.00 0.00
#> SAMPLE_428 1 0.000 0.9999 1.00 0.00
#> SAMPLE_429 1 0.000 0.9999 1.00 0.00
#> SAMPLE_430 2 0.000 0.9949 0.00 1.00
#> SAMPLE_431 1 0.000 0.9999 1.00 0.00
#> SAMPLE_432 1 0.000 0.9999 1.00 0.00
#> SAMPLE_433 1 0.000 0.9999 1.00 0.00
#> SAMPLE_434 1 0.000 0.9999 1.00 0.00
#> SAMPLE_435 2 0.000 0.9949 0.00 1.00
#> SAMPLE_436 1 0.000 0.9999 1.00 0.00
#> SAMPLE_437 1 0.000 0.9999 1.00 0.00
#> SAMPLE_438 1 0.000 0.9999 1.00 0.00
#> SAMPLE_439 1 0.000 0.9999 1.00 0.00
#> SAMPLE_440 2 0.000 0.9949 0.00 1.00
#> SAMPLE_441 2 0.000 0.9949 0.00 1.00
#> SAMPLE_442 1 0.000 0.9999 1.00 0.00
#> SAMPLE_443 2 0.000 0.9949 0.00 1.00
#> SAMPLE_444 1 0.000 0.9999 1.00 0.00
#> SAMPLE_445 1 0.000 0.9999 1.00 0.00
#> SAMPLE_446 1 0.000 0.9999 1.00 0.00
#> SAMPLE_447 2 0.000 0.9949 0.00 1.00
#> SAMPLE_448 1 0.000 0.9999 1.00 0.00
#> SAMPLE_449 1 0.000 0.9999 1.00 0.00
#> SAMPLE_450 1 0.000 0.9999 1.00 0.00
#> SAMPLE_451 1 0.000 0.9999 1.00 0.00
#> SAMPLE_452 1 0.000 0.9999 1.00 0.00
#> SAMPLE_453 2 0.000 0.9949 0.00 1.00
#> SAMPLE_454 2 0.000 0.9949 0.00 1.00
#> SAMPLE_455 1 0.000 0.9999 1.00 0.00
#> SAMPLE_456 1 0.000 0.9999 1.00 0.00
#> SAMPLE_457 1 0.000 0.9999 1.00 0.00
#> SAMPLE_458 1 0.000 0.9999 1.00 0.00
#> SAMPLE_459 2 0.000 0.9949 0.00 1.00
#> SAMPLE_460 1 0.000 0.9999 1.00 0.00
#> SAMPLE_461 2 0.000 0.9949 0.00 1.00
#> SAMPLE_462 1 0.000 0.9999 1.00 0.00
#> SAMPLE_463 1 0.000 0.9999 1.00 0.00
#> SAMPLE_464 1 0.000 0.9999 1.00 0.00
#> SAMPLE_465 2 0.000 0.9949 0.00 1.00
#> SAMPLE_466 2 0.000 0.9949 0.00 1.00
#> SAMPLE_467 1 0.000 0.9999 1.00 0.00
#> SAMPLE_468 2 0.000 0.9949 0.00 1.00
#> SAMPLE_469 2 0.000 0.9949 0.00 1.00
#> SAMPLE_472 1 0.000 0.9999 1.00 0.00
#> SAMPLE_473 2 0.000 0.9949 0.00 1.00
#> SAMPLE_474 1 0.000 0.9999 1.00 0.00
#> SAMPLE_475 2 0.000 0.9949 0.00 1.00
#> SAMPLE_476 1 0.000 0.9999 1.00 0.00
#> SAMPLE_477 1 0.000 0.9999 1.00 0.00
#> SAMPLE_478 2 0.000 0.9949 0.00 1.00
#> SAMPLE_479 1 0.000 0.9999 1.00 0.00
#> SAMPLE_480 1 0.000 0.9999 1.00 0.00
#> SAMPLE_481 1 0.000 0.9999 1.00 0.00
#> SAMPLE_482 2 0.000 0.9949 0.00 1.00
#> SAMPLE_483 2 0.000 0.9949 0.00 1.00
#> SAMPLE_484 2 0.000 0.9949 0.00 1.00
#> SAMPLE_485 1 0.000 0.9999 1.00 0.00
#> SAMPLE_486 2 0.000 0.9949 0.00 1.00
#> SAMPLE_487 1 0.000 0.9999 1.00 0.00
#> SAMPLE_488 2 0.000 0.9949 0.00 1.00
#> SAMPLE_489 2 0.000 0.9949 0.00 1.00
#> SAMPLE_490 1 0.000 0.9999 1.00 0.00
#> SAMPLE_491 1 0.000 0.9999 1.00 0.00
#> SAMPLE_492 2 0.000 0.9949 0.00 1.00
#> SAMPLE_493 1 0.000 0.9999 1.00 0.00
#> SAMPLE_494 1 0.000 0.9999 1.00 0.00
#> SAMPLE_495 1 0.000 0.9999 1.00 0.00
#> SAMPLE_496 2 0.000 0.9949 0.00 1.00
#> SAMPLE_497 1 0.000 0.9999 1.00 0.00
#> SAMPLE_498 2 0.000 0.9949 0.00 1.00
#> SAMPLE_499 1 0.000 0.9999 1.00 0.00
#> SAMPLE_500 1 0.000 0.9999 1.00 0.00
#> SAMPLE_501 2 0.000 0.9949 0.00 1.00
#> SAMPLE_502 1 0.000 0.9999 1.00 0.00
#> SAMPLE_503 2 0.000 0.9949 0.00 1.00
#> SAMPLE_504 2 0.000 0.9949 0.00 1.00
#> SAMPLE_505 2 0.000 0.9949 0.00 1.00
#> SAMPLE_506 1 0.000 0.9999 1.00 0.00
#> SAMPLE_507 1 0.000 0.9999 1.00 0.00
#> SAMPLE_508 1 0.000 0.9999 1.00 0.00
#> SAMPLE_509 2 0.000 0.9949 0.00 1.00
#> SAMPLE_510 1 0.000 0.9999 1.00 0.00
#> SAMPLE_511 1 0.000 0.9999 1.00 0.00
#> SAMPLE_512 2 0.000 0.9949 0.00 1.00
#> SAMPLE_513 1 0.000 0.9999 1.00 0.00
#> SAMPLE_514 1 0.000 0.9999 1.00 0.00
#> SAMPLE_515 1 0.000 0.9999 1.00 0.00
#> SAMPLE_516 1 0.000 0.9999 1.00 0.00
#> SAMPLE_517 1 0.000 0.9999 1.00 0.00
#> SAMPLE_518 1 0.000 0.9999 1.00 0.00
#> SAMPLE_519 1 0.000 0.9999 1.00 0.00
#> SAMPLE_520 1 0.000 0.9999 1.00 0.00
#> SAMPLE_521 2 0.000 0.9949 0.00 1.00
#> SAMPLE_522 2 0.000 0.9949 0.00 1.00
#> SAMPLE_523 1 0.000 0.9999 1.00 0.00
#> SAMPLE_524 1 0.000 0.9999 1.00 0.00
#> SAMPLE_525 1 0.000 0.9999 1.00 0.00
#> SAMPLE_526 1 0.000 0.9999 1.00 0.00
#> SAMPLE_527 1 0.000 0.9999 1.00 0.00
#> SAMPLE_528 2 0.000 0.9949 0.00 1.00
#> SAMPLE_529 1 0.000 0.9999 1.00 0.00
#> SAMPLE_530 2 0.000 0.9949 0.00 1.00
#> SAMPLE_531 1 0.000 0.9999 1.00 0.00
#> SAMPLE_532 1 0.000 0.9999 1.00 0.00
#> SAMPLE_533 1 0.000 0.9999 1.00 0.00
#> SAMPLE_534 1 0.000 0.9999 1.00 0.00
#> SAMPLE_535 1 0.000 0.9999 1.00 0.00
#> SAMPLE_536 2 0.000 0.9949 0.00 1.00
#> SAMPLE_537 1 0.000 0.9999 1.00 0.00
#> SAMPLE_538 1 0.000 0.9999 1.00 0.00
#> SAMPLE_539 2 0.000 0.9949 0.00 1.00
#> SAMPLE_540 1 0.000 0.9999 1.00 0.00
#> SAMPLE_541 2 0.000 0.9949 0.00 1.00
#> SAMPLE_542 1 0.000 0.9999 1.00 0.00
#> SAMPLE_543 1 0.000 0.9999 1.00 0.00
#> SAMPLE_544 1 0.000 0.9999 1.00 0.00
#> SAMPLE_545 1 0.000 0.9999 1.00 0.00
#> SAMPLE_546 1 0.000 0.9999 1.00 0.00
#> SAMPLE_547 1 0.000 0.9999 1.00 0.00
#> SAMPLE_548 1 0.000 0.9999 1.00 0.00
#> SAMPLE_549 1 0.000 0.9999 1.00 0.00
#> SAMPLE_550 1 0.000 0.9999 1.00 0.00
#> SAMPLE_551 1 0.000 0.9999 1.00 0.00
#> SAMPLE_552 1 0.000 0.9999 1.00 0.00
#> SAMPLE_554 2 0.000 0.9949 0.00 1.00
#> SAMPLE_555 1 0.000 0.9999 1.00 0.00
#> SAMPLE_556 2 0.000 0.9949 0.00 1.00
#> SAMPLE_557 2 0.000 0.9949 0.00 1.00
#> SAMPLE_558 1 0.000 0.9999 1.00 0.00
#> SAMPLE_559 1 0.000 0.9999 1.00 0.00
#> SAMPLE_560 1 0.000 0.9999 1.00 0.00
#> SAMPLE_561 2 0.000 0.9949 0.00 1.00
#> SAMPLE_562 2 0.000 0.9949 0.00 1.00
#> SAMPLE_563 2 0.000 0.9949 0.00 1.00
#> SAMPLE_564 1 0.000 0.9999 1.00 0.00
#> SAMPLE_565 2 0.000 0.9949 0.00 1.00
#> SAMPLE_566 2 0.000 0.9949 0.00 1.00
#> SAMPLE_567 2 0.000 0.9949 0.00 1.00
#> SAMPLE_573 2 0.000 0.9949 0.00 1.00
#> SAMPLE_574 2 0.000 0.9949 0.00 1.00
#> SAMPLE_575 2 0.000 0.9949 0.00 1.00
#> SAMPLE_576 2 0.000 0.9949 0.00 1.00
#> SAMPLE_577 1 0.000 0.9999 1.00 0.00
#> SAMPLE_578 1 0.000 0.9999 1.00 0.00
#> SAMPLE_579 2 0.000 0.9949 0.00 1.00
#> SAMPLE_580 1 0.000 0.9999 1.00 0.00
#> SAMPLE_581 2 0.000 0.9949 0.00 1.00
#> SAMPLE_582 1 0.000 0.9999 1.00 0.00
#> SAMPLE_583 1 0.000 0.9999 1.00 0.00
#> SAMPLE_584 2 0.000 0.9949 0.00 1.00
#> SAMPLE_585 1 0.000 0.9999 1.00 0.00
#> SAMPLE_586 1 0.000 0.9999 1.00 0.00
#> SAMPLE_587 2 0.000 0.9949 0.00 1.00
#> SAMPLE_588 1 0.000 0.9999 1.00 0.00
#> SAMPLE_611 2 0.000 0.9949 0.00 1.00
#> SAMPLE_612 1 0.000 0.9999 1.00 0.00
#> SAMPLE_613 2 0.000 0.9949 0.00 1.00
#> SAMPLE_615 1 0.000 0.9999 1.00 0.00
#> SAMPLE_616 1 0.000 0.9999 1.00 0.00
#> SAMPLE_617 1 0.000 0.9999 1.00 0.00
#> SAMPLE_642 2 0.000 0.9949 0.00 1.00
#> SAMPLE_670 2 0.000 0.9949 0.00 1.00
#> SAMPLE_671 1 0.000 0.9999 1.00 0.00
#> SAMPLE_731 2 0.000 0.9949 0.00 1.00
#> SAMPLE_749 2 0.000 0.9949 0.00 1.00
#> SAMPLE_750 1 0.000 0.9999 1.00 0.00
#> SAMPLE_765 2 0.000 0.9949 0.00 1.00
#> SAMPLE_769 2 0.000 0.9949 0.00 1.00
#> SAMPLE_770 2 0.000 0.9949 0.00 1.00
#> SAMPLE_793 1 0.000 0.9999 1.00 0.00
#> SAMPLE_839 2 0.000 0.9949 0.00 1.00
#> SAMPLE_845 2 0.000 0.9949 0.00 1.00
#> SAMPLE_847 2 0.000 0.9949 0.00 1.00
#> SAMPLE_857 1 0.000 0.9999 1.00 0.00
#> SAMPLE_858 1 0.000 0.9999 1.00 0.00
#> SAMPLE_870 2 0.141 0.9763 0.02 0.98
#> SAMPLE_878 1 0.000 0.9999 1.00 0.00
#> SAMPLE_891 1 0.000 0.9999 1.00 0.00
#> SAMPLE_893 1 0.000 0.9999 1.00 0.00
#> SAMPLE_976 2 0.000 0.9949 0.00 1.00
#> SAMPLE_977 2 0.000 0.9949 0.00 1.00
#> SAMPLE_978 2 0.000 0.9949 0.00 1.00
#> SAMPLE_979 2 0.000 0.9949 0.00 1.00
#> SAMPLE_983 2 0.000 0.9949 0.00 1.00
#> SAMPLE_984 2 0.000 0.9949 0.00 1.00
#> SAMPLE_985 2 0.000 0.9949 0.00 1.00
#> SAMPLE_986 2 0.141 0.9763 0.02 0.98
#> SAMPLE_991 2 0.000 0.9949 0.00 1.00
#> SAMPLE_992 1 0.000 0.9999 1.00 0.00
#> SAMPLE_1038 2 0.000 0.9949 0.00 1.00
#> SAMPLE_1039 2 0.000 0.9949 0.00 1.00
#> SAMPLE_1064 2 0.000 0.9949 0.00 1.00
#> SAMPLE_1065 2 0.000 0.9949 0.00 1.00
#> SAMPLE_1066 2 0.000 0.9949 0.00 1.00
#> SAMPLE_1111 1 0.000 0.9999 1.00 0.00
#> SAMPLE_1116 1 0.000 0.9999 1.00 0.00
#> SAMPLE_1149 2 0.000 0.9949 0.00 1.00
#> SAMPLE_1159 1 0.000 0.9999 1.00 0.00
#> SAMPLE_1160 1 0.000 0.9999 1.00 0.00
#> SAMPLE_1161 1 0.000 0.9999 1.00 0.00
#> SAMPLE_1168 1 0.000 0.9999 1.00 0.00
#> SAMPLE_1169 1 0.000 0.9999 1.00 0.00
#> SAMPLE_1192 1 0.000 0.9999 1.00 0.00
#> SAMPLE_1211 2 0.000 0.9949 0.00 1.00
#> SAMPLE_1212 2 0.000 0.9949 0.00 1.00
#> SAMPLE_1213 2 0.000 0.9949 0.00 1.00
#> SAMPLE_1241 2 0.000 0.9949 0.00 1.00
#> SAMPLE_1242 2 0.000 0.9949 0.00 1.00
#> SAMPLE_1243 2 0.000 0.9949 0.00 1.00
#> SAMPLE_1268 2 0.000 0.9949 0.00 1.00
#> SAMPLE_1336 2 0.000 0.9949 0.00 1.00
#> SAMPLE_1413 2 0.000 0.9949 0.00 1.00
#> SAMPLE_1414 2 0.000 0.9949 0.00 1.00
#> SAMPLE_1415 2 0.000 0.9949 0.00 1.00
#> SAMPLE_1416 2 0.000 0.9949 0.00 1.00
#> SAMPLE_1417 2 0.000 0.9949 0.00 1.00
#> SAMPLE_1418 2 0.000 0.9949 0.00 1.00
#> SAMPLE_1427 2 0.000 0.9949 0.00 1.00
#> SAMPLE_1440 2 0.000 0.9949 0.00 1.00
#> SAMPLE_1447 1 0.000 0.9999 1.00 0.00
#> SAMPLE_1448 1 0.000 0.9999 1.00 0.00
#> SAMPLE_1523 2 0.000 0.9949 0.00 1.00
#> SAMPLE_1525 2 0.000 0.9949 0.00 1.00
#> SAMPLE_1603 1 0.000 0.9999 1.00 0.00
#> SAMPLE_1605 1 0.000 0.9999 1.00 0.00
#> SAMPLE_1606 1 0.000 0.9999 1.00 0.00
#> SAMPLE_1607 1 0.000 0.9999 1.00 0.00
#> SAMPLE_1667 2 0.000 0.9949 0.00 1.00
#> SAMPLE_1673 1 0.000 0.9999 1.00 0.00
#> SAMPLE_1677 1 0.000 0.9999 1.00 0.00
#> SAMPLE_1694 1 0.000 0.9999 1.00 0.00
#> SAMPLE_1698 1 0.000 0.9999 1.00 0.00
#> SAMPLE_1712 2 0.000 0.9949 0.00 1.00
#> SAMPLE_1735 1 0.000 0.9999 1.00 0.00
#> SAMPLE_1736 1 0.000 0.9999 1.00 0.00
#> SAMPLE_1829 1 0.000 0.9999 1.00 0.00
#> SAMPLE_1838 1 0.000 0.9999 1.00 0.00
#> SAMPLE_1846 2 0.000 0.9949 0.00 1.00
#> SAMPLE_1859 2 0.000 0.9949 0.00 1.00
#> SAMPLE_1865 1 0.000 0.9999 1.00 0.00
#> SAMPLE_1870 2 0.000 0.9949 0.00 1.00
#> SAMPLE_1871 2 0.000 0.9949 0.00 1.00
#> SAMPLE_1875 2 0.000 0.9949 0.00 1.00
#> SAMPLE_1876 2 0.141 0.9763 0.02 0.98
#> SAMPLE_1877 2 0.141 0.9763 0.02 0.98
#> SAMPLE_1889 2 0.000 0.9949 0.00 1.00
#> SAMPLE_1890 2 0.000 0.9949 0.00 1.00
#> SAMPLE_1891 2 0.000 0.9949 0.00 1.00
#> SAMPLE_1892 2 0.000 0.9949 0.00 1.00
#> SAMPLE_1893 2 0.000 0.9949 0.00 1.00
#> SAMPLE_1894 2 0.000 0.9949 0.00 1.00
#> SAMPLE_1908 1 0.000 0.9999 1.00 0.00
#> SAMPLE_1921 1 0.000 0.9999 1.00 0.00
#> SAMPLE_1930 1 0.000 0.9999 1.00 0.00
#> SAMPLE_1932 1 0.000 0.9999 1.00 0.00
#> SAMPLE_1969 1 0.000 0.9999 1.00 0.00
#> SAMPLE_1973 1 0.000 0.9999 1.00 0.00
#> SAMPLE_2000 2 0.000 0.9949 0.00 1.00
#> SAMPLE_2061 2 0.000 0.9949 0.00 1.00
#> SAMPLE_2141 1 0.000 0.9999 1.00 0.00
#> SAMPLE_2182 1 0.000 0.9999 1.00 0.00
#> SAMPLE_2206 2 0.000 0.9949 0.00 1.00
#> SAMPLE_2226 2 0.000 0.9949 0.00 1.00
#> SAMPLE_2230 1 0.000 0.9999 1.00 0.00
#> SAMPLE_2251 1 0.141 0.9794 0.98 0.02
#> SAMPLE_2261 1 0.000 0.9999 1.00 0.00
#> SAMPLE_2262 1 0.000 0.9999 1.00 0.00
#> SAMPLE_2273 1 0.000 0.9999 1.00 0.00
#> SAMPLE_2288 1 0.000 0.9999 1.00 0.00
#> SAMPLE_2305 1 0.000 0.9999 1.00 0.00
#> SAMPLE_2319 1 0.000 0.9999 1.00 0.00
#> SAMPLE_2353 1 0.000 0.9999 1.00 0.00
#> SAMPLE_2369 1 0.000 0.9999 1.00 0.00
#> SAMPLE_2370 1 0.000 0.9999 1.00 0.00
#> SAMPLE_2373 1 0.000 0.9999 1.00 0.00
#> SAMPLE_2374 1 0.000 0.9999 1.00 0.00
#> SAMPLE_2376 1 0.000 0.9999 1.00 0.00
#> SAMPLE_2377 1 0.000 0.9999 1.00 0.00
#> SAMPLE_2378 1 0.000 0.9999 1.00 0.00
#> SAMPLE_2380 1 0.000 0.9999 1.00 0.00
#> SAMPLE_2382 1 0.000 0.9999 1.00 0.00
#> SAMPLE_2386 2 0.141 0.9763 0.02 0.98
#> SAMPLE_2398 1 0.000 0.9999 1.00 0.00
#> SAMPLE_2399 1 0.000 0.9999 1.00 0.00
#> SAMPLE_2400 1 0.000 0.9999 1.00 0.00
#> SAMPLE_2401 1 0.000 0.9999 1.00 0.00
#> SAMPLE_2402 1 0.000 0.9999 1.00 0.00
#> SAMPLE_2403 2 0.141 0.9763 0.02 0.98
#> SAMPLE_2404 2 0.141 0.9763 0.02 0.98
#> SAMPLE_2411 1 0.000 0.9999 1.00 0.00
#> SAMPLE_2421 1 0.000 0.9999 1.00 0.00
#> SAMPLE_2436 2 0.000 0.9949 0.00 1.00
#> SAMPLE_2447 2 0.000 0.9949 0.00 1.00
#> SAMPLE_2451 2 0.000 0.9949 0.00 1.00
#> SAMPLE_2459 1 0.000 0.9999 1.00 0.00
#> SAMPLE_2463 2 0.000 0.9949 0.00 1.00
#> SAMPLE_2465 1 0.000 0.9999 1.00 0.00
#> SAMPLE_2467 1 0.000 0.9999 1.00 0.00
#> SAMPLE_2508 1 0.000 0.9999 1.00 0.00
#> SAMPLE_2509 1 0.000 0.9999 1.00 0.00
#> SAMPLE_2515 2 0.000 0.9949 0.00 1.00
#> SAMPLE_2528 1 0.000 0.9999 1.00 0.00
#> SAMPLE_2539 1 0.000 0.9999 1.00 0.00
#> SAMPLE_2554 1 0.000 0.9999 1.00 0.00
#> SAMPLE_2555 1 0.000 0.9999 1.00 0.00
#> SAMPLE_2561 1 0.000 0.9999 1.00 0.00
#> SAMPLE_2563 1 0.000 0.9999 1.00 0.00
#> SAMPLE_2564 1 0.000 0.9999 1.00 0.00
#> SAMPLE_2565 1 0.000 0.9999 1.00 0.00
#> SAMPLE_2566 1 0.000 0.9999 1.00 0.00
#> SAMPLE_2568 1 0.000 0.9999 1.00 0.00
#> SAMPLE_2569 1 0.000 0.9999 1.00 0.00
#> SAMPLE_2608 1 0.000 0.9999 1.00 0.00
#> SAMPLE_2714 2 0.958 0.3908 0.38 0.62
#> SAMPLE_2716 2 1.000 0.0069 0.50 0.50
#> SAMPLE_2722 1 0.000 0.9999 1.00 0.00
#> SAMPLE_2736 2 0.000 0.9949 0.00 1.00
#> SAMPLE_2737 1 0.000 0.9999 1.00 0.00
#> SAMPLE_2738 1 0.000 0.9999 1.00 0.00
#> SAMPLE_2739 1 0.000 0.9999 1.00 0.00
#> SAMPLE_2740 1 0.000 0.9999 1.00 0.00
#> SAMPLE_2741 1 0.000 0.9999 1.00 0.00
#> SAMPLE_2742 1 0.000 0.9999 1.00 0.00
#> SAMPLE_2743 1 0.000 0.9999 1.00 0.00
#> SAMPLE_2744 1 0.000 0.9999 1.00 0.00
#> SAMPLE_2745 1 0.000 0.9999 1.00 0.00
#> SAMPLE_2747 2 0.000 0.9949 0.00 1.00
#> SAMPLE_2760 2 0.000 0.9949 0.00 1.00
#> SAMPLE_2785 2 0.000 0.9949 0.00 1.00
#> SAMPLE_2787 1 0.000 0.9999 1.00 0.00
#> SAMPLE_2788 2 0.141 0.9763 0.02 0.98
#> SAMPLE_2790 2 0.000 0.9949 0.00 1.00
#> SAMPLE_2791 2 0.000 0.9949 0.00 1.00
#> SAMPLE_2792 2 0.000 0.9949 0.00 1.00
cbind(get_classes(res, k = 3), get_membership(res, k = 3))
#> class entropy silhouette p1 p2 p3
#> SAMPLE_15 2 0.000 0.99894 0.00 1.00 0.00
#> SAMPLE_16 2 0.000 0.99894 0.00 1.00 0.00
#> SAMPLE_19 2 0.000 0.99894 0.00 1.00 0.00
#> SAMPLE_21 2 0.000 0.99894 0.00 1.00 0.00
#> SAMPLE_57 3 0.000 0.99080 0.00 0.00 1.00
#> SAMPLE_58 3 0.000 0.99080 0.00 0.00 1.00
#> SAMPLE_59 3 0.000 0.99080 0.00 0.00 1.00
#> SAMPLE_60 3 0.000 0.99080 0.00 0.00 1.00
#> SAMPLE_61 3 0.000 0.99080 0.00 0.00 1.00
#> SAMPLE_80 3 0.000 0.99080 0.00 0.00 1.00
#> SAMPLE_81 3 0.000 0.99080 0.00 0.00 1.00
#> SAMPLE_82 3 0.000 0.99080 0.00 0.00 1.00
#> SAMPLE_83 3 0.000 0.99080 0.00 0.00 1.00
#> SAMPLE_84 3 0.000 0.99080 0.00 0.00 1.00
#> SAMPLE_85 1 0.000 0.99398 1.00 0.00 0.00
#> SAMPLE_86 1 0.000 0.99398 1.00 0.00 0.00
#> SAMPLE_87 2 0.000 0.99894 0.00 1.00 0.00
#> SAMPLE_88 2 0.000 0.99894 0.00 1.00 0.00
#> SAMPLE_89 2 0.000 0.99894 0.00 1.00 0.00
#> SAMPLE_90 1 0.254 0.90982 0.92 0.00 0.08
#> SAMPLE_91 3 0.000 0.99080 0.00 0.00 1.00
#> SAMPLE_92 1 0.000 0.99398 1.00 0.00 0.00
#> SAMPLE_93 3 0.000 0.99080 0.00 0.00 1.00
#> SAMPLE_94 3 0.000 0.99080 0.00 0.00 1.00
#> SAMPLE_95 1 0.000 0.99398 1.00 0.00 0.00
#> SAMPLE_96 1 0.000 0.99398 1.00 0.00 0.00
#> SAMPLE_97 1 0.000 0.99398 1.00 0.00 0.00
#> SAMPLE_98 1 0.000 0.99398 1.00 0.00 0.00
#> SAMPLE_99 3 0.000 0.99080 0.00 0.00 1.00
#> SAMPLE_125 3 0.000 0.99080 0.00 0.00 1.00
#> SAMPLE_128 2 0.000 0.99894 0.00 1.00 0.00
#> SAMPLE_129 1 0.254 0.90997 0.92 0.00 0.08
#> SAMPLE_130 1 0.000 0.99398 1.00 0.00 0.00
#> SAMPLE_131 3 0.000 0.99080 0.00 0.00 1.00
#> SAMPLE_132 1 0.000 0.99398 1.00 0.00 0.00
#> SAMPLE_133 3 0.000 0.99080 0.00 0.00 1.00
#> SAMPLE_134 1 0.000 0.99398 1.00 0.00 0.00
#> SAMPLE_135 2 0.000 0.99894 0.00 1.00 0.00
#> SAMPLE_141 2 0.000 0.99894 0.00 1.00 0.00
#> SAMPLE_150 3 0.000 0.99080 0.00 0.00 1.00
#> SAMPLE_151 2 0.000 0.99894 0.00 1.00 0.00
#> SAMPLE_152 2 0.000 0.99894 0.00 1.00 0.00
#> SAMPLE_153 2 0.000 0.99894 0.00 1.00 0.00
#> SAMPLE_154 1 0.000 0.99398 1.00 0.00 0.00
#> SAMPLE_155 2 0.000 0.99894 0.00 1.00 0.00
#> SAMPLE_156 3 0.000 0.99080 0.00 0.00 1.00
#> SAMPLE_158 2 0.000 0.99894 0.00 1.00 0.00
#> SAMPLE_159 1 0.000 0.99398 1.00 0.00 0.00
#> SAMPLE_160 1 0.000 0.99398 1.00 0.00 0.00
#> SAMPLE_161 2 0.000 0.99894 0.00 1.00 0.00
#> SAMPLE_162 2 0.000 0.99894 0.00 1.00 0.00
#> SAMPLE_163 2 0.000 0.99894 0.00 1.00 0.00
#> SAMPLE_164 2 0.000 0.99894 0.00 1.00 0.00
#> SAMPLE_165 1 0.000 0.99398 1.00 0.00 0.00
#> SAMPLE_166 1 0.000 0.99398 1.00 0.00 0.00
#> SAMPLE_167 2 0.000 0.99894 0.00 1.00 0.00
#> SAMPLE_168 2 0.000 0.99894 0.00 1.00 0.00
#> SAMPLE_169 2 0.000 0.99894 0.00 1.00 0.00
#> SAMPLE_170 1 0.000 0.99398 1.00 0.00 0.00
#> SAMPLE_171 1 0.000 0.99398 1.00 0.00 0.00
#> SAMPLE_172 1 0.000 0.99398 1.00 0.00 0.00
#> SAMPLE_179 1 0.000 0.99398 1.00 0.00 0.00
#> SAMPLE_180 1 0.000 0.99398 1.00 0.00 0.00
#> SAMPLE_181 2 0.000 0.99894 0.00 1.00 0.00
#> SAMPLE_182 2 0.000 0.99894 0.00 1.00 0.00
#> SAMPLE_183 2 0.000 0.99894 0.00 1.00 0.00
#> SAMPLE_184 2 0.000 0.99894 0.00 1.00 0.00
#> SAMPLE_185 1 0.000 0.99398 1.00 0.00 0.00
#> SAMPLE_186 3 0.207 0.93359 0.06 0.00 0.94
#> SAMPLE_187 1 0.000 0.99398 1.00 0.00 0.00
#> SAMPLE_188 1 0.000 0.99398 1.00 0.00 0.00
#> SAMPLE_189 1 0.000 0.99398 1.00 0.00 0.00
#> SAMPLE_190 2 0.000 0.99894 0.00 1.00 0.00
#> SAMPLE_191 1 0.000 0.99398 1.00 0.00 0.00
#> SAMPLE_192 1 0.000 0.99398 1.00 0.00 0.00
#> SAMPLE_193 1 0.000 0.99398 1.00 0.00 0.00
#> SAMPLE_196 1 0.000 0.99398 1.00 0.00 0.00
#> SAMPLE_197 1 0.000 0.99398 1.00 0.00 0.00
#> SAMPLE_198 1 0.000 0.99398 1.00 0.00 0.00
#> SAMPLE_199 1 0.000 0.99398 1.00 0.00 0.00
#> SAMPLE_200 2 0.000 0.99894 0.00 1.00 0.00
#> SAMPLE_201 1 0.000 0.99398 1.00 0.00 0.00
#> SAMPLE_202 3 0.000 0.99080 0.00 0.00 1.00
#> SAMPLE_203 1 0.000 0.99398 1.00 0.00 0.00
#> SAMPLE_204 1 0.000 0.99398 1.00 0.00 0.00
#> SAMPLE_205 3 0.153 0.95407 0.04 0.00 0.96
#> SAMPLE_206 1 0.000 0.99398 1.00 0.00 0.00
#> SAMPLE_207 1 0.000 0.99398 1.00 0.00 0.00
#> SAMPLE_224 2 0.000 0.99894 0.00 1.00 0.00
#> SAMPLE_225 2 0.000 0.99894 0.00 1.00 0.00
#> SAMPLE_226 2 0.000 0.99894 0.00 1.00 0.00
#> SAMPLE_227 2 0.000 0.99894 0.00 1.00 0.00
#> SAMPLE_228 2 0.000 0.99894 0.00 1.00 0.00
#> SAMPLE_229 1 0.000 0.99398 1.00 0.00 0.00
#> SAMPLE_230 3 0.000 0.99080 0.00 0.00 1.00
#> SAMPLE_276 2 0.000 0.99894 0.00 1.00 0.00
#> SAMPLE_277 2 0.000 0.99894 0.00 1.00 0.00
#> SAMPLE_278 1 0.334 0.86096 0.88 0.00 0.12
#> SAMPLE_279 3 0.000 0.99080 0.00 0.00 1.00
#> SAMPLE_280 1 0.000 0.99398 1.00 0.00 0.00
#> SAMPLE_281 1 0.000 0.99398 1.00 0.00 0.00
#> SAMPLE_282 3 0.000 0.99080 0.00 0.00 1.00
#> SAMPLE_283 3 0.000 0.99080 0.00 0.00 1.00
#> SAMPLE_284 1 0.000 0.99398 1.00 0.00 0.00
#> SAMPLE_285 1 0.000 0.99398 1.00 0.00 0.00
#> SAMPLE_290 3 0.000 0.99080 0.00 0.00 1.00
#> SAMPLE_291 1 0.000 0.99398 1.00 0.00 0.00
#> SAMPLE_292 1 0.000 0.99398 1.00 0.00 0.00
#> SAMPLE_293 1 0.000 0.99398 1.00 0.00 0.00
#> SAMPLE_294 3 0.000 0.99080 0.00 0.00 1.00
#> SAMPLE_295 3 0.000 0.99080 0.00 0.00 1.00
#> SAMPLE_380 2 0.000 0.99894 0.00 1.00 0.00
#> SAMPLE_381 2 0.000 0.99894 0.00 1.00 0.00
#> SAMPLE_388 2 0.000 0.99894 0.00 1.00 0.00
#> SAMPLE_389 1 0.000 0.99398 1.00 0.00 0.00
#> SAMPLE_390 3 0.000 0.99080 0.00 0.00 1.00
#> SAMPLE_391 3 0.000 0.99080 0.00 0.00 1.00
#> SAMPLE_392 1 0.000 0.99398 1.00 0.00 0.00
#> SAMPLE_393 1 0.000 0.99398 1.00 0.00 0.00
#> SAMPLE_394 1 0.000 0.99398 1.00 0.00 0.00
#> SAMPLE_395 2 0.000 0.99894 0.00 1.00 0.00
#> SAMPLE_396 3 0.429 0.78431 0.18 0.00 0.82
#> SAMPLE_397 1 0.000 0.99398 1.00 0.00 0.00
#> SAMPLE_398 2 0.000 0.99894 0.00 1.00 0.00
#> SAMPLE_399 1 0.000 0.99398 1.00 0.00 0.00
#> SAMPLE_400 1 0.000 0.99398 1.00 0.00 0.00
#> SAMPLE_401 1 0.000 0.99398 1.00 0.00 0.00
#> SAMPLE_402 2 0.000 0.99894 0.00 1.00 0.00
#> SAMPLE_403 3 0.000 0.99080 0.00 0.00 1.00
#> SAMPLE_404 2 0.000 0.99894 0.00 1.00 0.00
#> SAMPLE_405 2 0.000 0.99894 0.00 1.00 0.00
#> SAMPLE_406 2 0.000 0.99894 0.00 1.00 0.00
#> SAMPLE_407 1 0.000 0.99398 1.00 0.00 0.00
#> SAMPLE_408 2 0.000 0.99894 0.00 1.00 0.00
#> SAMPLE_409 1 0.000 0.99398 1.00 0.00 0.00
#> SAMPLE_410 1 0.000 0.99398 1.00 0.00 0.00
#> SAMPLE_411 1 0.000 0.99398 1.00 0.00 0.00
#> SAMPLE_412 1 0.000 0.99398 1.00 0.00 0.00
#> SAMPLE_413 3 0.000 0.99080 0.00 0.00 1.00
#> SAMPLE_414 1 0.000 0.99398 1.00 0.00 0.00
#> SAMPLE_415 1 0.000 0.99398 1.00 0.00 0.00
#> SAMPLE_416 1 0.000 0.99398 1.00 0.00 0.00
#> SAMPLE_417 3 0.000 0.99080 0.00 0.00 1.00
#> SAMPLE_418 2 0.000 0.99894 0.00 1.00 0.00
#> SAMPLE_419 1 0.000 0.99398 1.00 0.00 0.00
#> SAMPLE_420 1 0.000 0.99398 1.00 0.00 0.00
#> SAMPLE_421 1 0.000 0.99398 1.00 0.00 0.00
#> SAMPLE_422 3 0.000 0.99080 0.00 0.00 1.00
#> SAMPLE_423 1 0.000 0.99398 1.00 0.00 0.00
#> SAMPLE_424 1 0.000 0.99398 1.00 0.00 0.00
#> SAMPLE_425 2 0.000 0.99894 0.00 1.00 0.00
#> SAMPLE_426 1 0.000 0.99398 1.00 0.00 0.00
#> SAMPLE_427 1 0.000 0.99398 1.00 0.00 0.00
#> SAMPLE_428 1 0.000 0.99398 1.00 0.00 0.00
#> SAMPLE_429 1 0.000 0.99398 1.00 0.00 0.00
#> SAMPLE_430 3 0.000 0.99080 0.00 0.00 1.00
#> SAMPLE_431 1 0.000 0.99398 1.00 0.00 0.00
#> SAMPLE_432 1 0.000 0.99398 1.00 0.00 0.00
#> SAMPLE_433 1 0.000 0.99398 1.00 0.00 0.00
#> SAMPLE_434 3 0.000 0.99080 0.00 0.00 1.00
#> SAMPLE_435 2 0.000 0.99894 0.00 1.00 0.00
#> SAMPLE_436 1 0.000 0.99398 1.00 0.00 0.00
#> SAMPLE_437 1 0.000 0.99398 1.00 0.00 0.00
#> SAMPLE_438 1 0.000 0.99398 1.00 0.00 0.00
#> SAMPLE_439 1 0.000 0.99398 1.00 0.00 0.00
#> SAMPLE_440 2 0.000 0.99894 0.00 1.00 0.00
#> SAMPLE_441 2 0.000 0.99894 0.00 1.00 0.00
#> SAMPLE_442 3 0.153 0.95407 0.04 0.00 0.96
#> SAMPLE_443 2 0.000 0.99894 0.00 1.00 0.00
#> SAMPLE_444 1 0.000 0.99398 1.00 0.00 0.00
#> SAMPLE_445 3 0.153 0.95407 0.04 0.00 0.96
#> SAMPLE_446 1 0.000 0.99398 1.00 0.00 0.00
#> SAMPLE_447 3 0.000 0.99080 0.00 0.00 1.00
#> SAMPLE_448 1 0.000 0.99398 1.00 0.00 0.00
#> SAMPLE_449 3 0.000 0.99080 0.00 0.00 1.00
#> SAMPLE_450 1 0.000 0.99398 1.00 0.00 0.00
#> SAMPLE_451 3 0.522 0.65383 0.26 0.00 0.74
#> SAMPLE_452 1 0.000 0.99398 1.00 0.00 0.00
#> SAMPLE_453 2 0.000 0.99894 0.00 1.00 0.00
#> SAMPLE_454 2 0.000 0.99894 0.00 1.00 0.00
#> SAMPLE_455 1 0.000 0.99398 1.00 0.00 0.00
#> SAMPLE_456 1 0.000 0.99398 1.00 0.00 0.00
#> SAMPLE_457 1 0.000 0.99398 1.00 0.00 0.00
#> SAMPLE_458 1 0.000 0.99398 1.00 0.00 0.00
#> SAMPLE_459 3 0.000 0.99080 0.00 0.00 1.00
#> SAMPLE_460 1 0.000 0.99398 1.00 0.00 0.00
#> SAMPLE_461 2 0.000 0.99894 0.00 1.00 0.00
#> SAMPLE_462 1 0.000 0.99398 1.00 0.00 0.00
#> SAMPLE_463 1 0.000 0.99398 1.00 0.00 0.00
#> SAMPLE_464 1 0.000 0.99398 1.00 0.00 0.00
#> SAMPLE_465 2 0.000 0.99894 0.00 1.00 0.00
#> SAMPLE_466 3 0.000 0.99080 0.00 0.00 1.00
#> SAMPLE_467 1 0.000 0.99398 1.00 0.00 0.00
#> SAMPLE_468 2 0.000 0.99894 0.00 1.00 0.00
#> SAMPLE_469 3 0.000 0.99080 0.00 0.00 1.00
#> SAMPLE_472 1 0.000 0.99398 1.00 0.00 0.00
#> SAMPLE_473 2 0.000 0.99894 0.00 1.00 0.00
#> SAMPLE_474 1 0.000 0.99398 1.00 0.00 0.00
#> SAMPLE_475 2 0.000 0.99894 0.00 1.00 0.00
#> SAMPLE_476 1 0.000 0.99398 1.00 0.00 0.00
#> SAMPLE_477 3 0.296 0.88858 0.10 0.00 0.90
#> SAMPLE_478 2 0.000 0.99894 0.00 1.00 0.00
#> SAMPLE_479 1 0.000 0.99398 1.00 0.00 0.00
#> SAMPLE_480 1 0.000 0.99398 1.00 0.00 0.00
#> SAMPLE_481 3 0.000 0.99080 0.00 0.00 1.00
#> SAMPLE_482 3 0.000 0.99080 0.00 0.00 1.00
#> SAMPLE_483 3 0.000 0.99080 0.00 0.00 1.00
#> SAMPLE_484 2 0.000 0.99894 0.00 1.00 0.00
#> SAMPLE_485 1 0.000 0.99398 1.00 0.00 0.00
#> SAMPLE_486 2 0.000 0.99894 0.00 1.00 0.00
#> SAMPLE_487 1 0.000 0.99398 1.00 0.00 0.00
#> SAMPLE_488 2 0.000 0.99894 0.00 1.00 0.00
#> SAMPLE_489 2 0.000 0.99894 0.00 1.00 0.00
#> SAMPLE_490 1 0.000 0.99398 1.00 0.00 0.00
#> SAMPLE_491 1 0.480 0.71523 0.78 0.00 0.22
#> SAMPLE_492 2 0.000 0.99894 0.00 1.00 0.00
#> SAMPLE_493 1 0.000 0.99398 1.00 0.00 0.00
#> SAMPLE_494 1 0.000 0.99398 1.00 0.00 0.00
#> SAMPLE_495 1 0.000 0.99398 1.00 0.00 0.00
#> SAMPLE_496 3 0.000 0.99080 0.00 0.00 1.00
#> SAMPLE_497 1 0.000 0.99398 1.00 0.00 0.00
#> SAMPLE_498 3 0.000 0.99080 0.00 0.00 1.00
#> SAMPLE_499 3 0.153 0.95407 0.04 0.00 0.96
#> SAMPLE_500 1 0.000 0.99398 1.00 0.00 0.00
#> SAMPLE_501 2 0.000 0.99894 0.00 1.00 0.00
#> SAMPLE_502 1 0.000 0.99398 1.00 0.00 0.00
#> SAMPLE_503 2 0.000 0.99894 0.00 1.00 0.00
#> SAMPLE_504 3 0.000 0.99080 0.00 0.00 1.00
#> SAMPLE_505 2 0.000 0.99894 0.00 1.00 0.00
#> SAMPLE_506 1 0.000 0.99398 1.00 0.00 0.00
#> SAMPLE_507 1 0.000 0.99398 1.00 0.00 0.00
#> SAMPLE_508 1 0.000 0.99398 1.00 0.00 0.00
#> SAMPLE_509 2 0.000 0.99894 0.00 1.00 0.00
#> SAMPLE_510 1 0.000 0.99398 1.00 0.00 0.00
#> SAMPLE_511 1 0.000 0.99398 1.00 0.00 0.00
#> SAMPLE_512 3 0.000 0.99080 0.00 0.00 1.00
#> SAMPLE_513 1 0.000 0.99398 1.00 0.00 0.00
#> SAMPLE_514 1 0.000 0.99398 1.00 0.00 0.00
#> SAMPLE_515 1 0.000 0.99398 1.00 0.00 0.00
#> SAMPLE_516 1 0.000 0.99398 1.00 0.00 0.00
#> SAMPLE_517 3 0.000 0.99080 0.00 0.00 1.00
#> SAMPLE_518 1 0.000 0.99398 1.00 0.00 0.00
#> SAMPLE_519 1 0.000 0.99398 1.00 0.00 0.00
#> SAMPLE_520 3 0.000 0.99080 0.00 0.00 1.00
#> SAMPLE_521 3 0.000 0.99080 0.00 0.00 1.00
#> SAMPLE_522 2 0.000 0.99894 0.00 1.00 0.00
#> SAMPLE_523 1 0.000 0.99398 1.00 0.00 0.00
#> SAMPLE_524 1 0.000 0.99398 1.00 0.00 0.00
#> SAMPLE_525 3 0.000 0.99080 0.00 0.00 1.00
#> SAMPLE_526 1 0.000 0.99398 1.00 0.00 0.00
#> SAMPLE_527 1 0.000 0.99398 1.00 0.00 0.00
#> SAMPLE_528 2 0.000 0.99894 0.00 1.00 0.00
#> SAMPLE_529 3 0.000 0.99080 0.00 0.00 1.00
#> SAMPLE_530 2 0.000 0.99894 0.00 1.00 0.00
#> SAMPLE_531 1 0.000 0.99398 1.00 0.00 0.00
#> SAMPLE_532 3 0.000 0.99080 0.00 0.00 1.00
#> SAMPLE_533 1 0.000 0.99398 1.00 0.00 0.00
#> SAMPLE_534 1 0.000 0.99398 1.00 0.00 0.00
#> SAMPLE_535 1 0.000 0.99398 1.00 0.00 0.00
#> SAMPLE_536 2 0.000 0.99894 0.00 1.00 0.00
#> SAMPLE_537 1 0.000 0.99398 1.00 0.00 0.00
#> SAMPLE_538 3 0.000 0.99080 0.00 0.00 1.00
#> SAMPLE_539 2 0.000 0.99894 0.00 1.00 0.00
#> SAMPLE_540 1 0.000 0.99398 1.00 0.00 0.00
#> SAMPLE_541 2 0.000 0.99894 0.00 1.00 0.00
#> SAMPLE_542 3 0.000 0.99080 0.00 0.00 1.00
#> SAMPLE_543 1 0.000 0.99398 1.00 0.00 0.00
#> SAMPLE_544 1 0.000 0.99398 1.00 0.00 0.00
#> SAMPLE_545 3 0.153 0.95420 0.04 0.00 0.96
#> SAMPLE_546 1 0.000 0.99398 1.00 0.00 0.00
#> SAMPLE_547 1 0.000 0.99398 1.00 0.00 0.00
#> SAMPLE_548 3 0.000 0.99080 0.00 0.00 1.00
#> SAMPLE_549 1 0.000 0.99398 1.00 0.00 0.00
#> SAMPLE_550 1 0.000 0.99398 1.00 0.00 0.00
#> SAMPLE_551 1 0.000 0.99398 1.00 0.00 0.00
#> SAMPLE_552 1 0.000 0.99398 1.00 0.00 0.00
#> SAMPLE_554 2 0.000 0.99894 0.00 1.00 0.00
#> SAMPLE_555 3 0.000 0.99080 0.00 0.00 1.00
#> SAMPLE_556 2 0.000 0.99894 0.00 1.00 0.00
#> SAMPLE_557 2 0.000 0.99894 0.00 1.00 0.00
#> SAMPLE_558 3 0.000 0.99080 0.00 0.00 1.00
#> SAMPLE_559 1 0.000 0.99398 1.00 0.00 0.00
#> SAMPLE_560 1 0.000 0.99398 1.00 0.00 0.00
#> SAMPLE_561 2 0.000 0.99894 0.00 1.00 0.00
#> SAMPLE_562 2 0.000 0.99894 0.00 1.00 0.00
#> SAMPLE_563 2 0.000 0.99894 0.00 1.00 0.00
#> SAMPLE_564 1 0.000 0.99398 1.00 0.00 0.00
#> SAMPLE_565 2 0.000 0.99894 0.00 1.00 0.00
#> SAMPLE_566 2 0.000 0.99894 0.00 1.00 0.00
#> SAMPLE_567 2 0.000 0.99894 0.00 1.00 0.00
#> SAMPLE_573 2 0.000 0.99894 0.00 1.00 0.00
#> SAMPLE_574 2 0.000 0.99894 0.00 1.00 0.00
#> SAMPLE_575 2 0.000 0.99894 0.00 1.00 0.00
#> SAMPLE_576 2 0.000 0.99894 0.00 1.00 0.00
#> SAMPLE_577 3 0.000 0.99080 0.00 0.00 1.00
#> SAMPLE_578 1 0.000 0.99398 1.00 0.00 0.00
#> SAMPLE_579 3 0.000 0.99080 0.00 0.00 1.00
#> SAMPLE_580 3 0.000 0.99080 0.00 0.00 1.00
#> SAMPLE_581 2 0.000 0.99894 0.00 1.00 0.00
#> SAMPLE_582 1 0.000 0.99398 1.00 0.00 0.00
#> SAMPLE_583 1 0.000 0.99398 1.00 0.00 0.00
#> SAMPLE_584 2 0.000 0.99894 0.00 1.00 0.00
#> SAMPLE_585 1 0.000 0.99398 1.00 0.00 0.00
#> SAMPLE_586 3 0.153 0.95407 0.04 0.00 0.96
#> SAMPLE_587 2 0.000 0.99894 0.00 1.00 0.00
#> SAMPLE_588 1 0.000 0.99398 1.00 0.00 0.00
#> SAMPLE_611 2 0.000 0.99894 0.00 1.00 0.00
#> SAMPLE_612 1 0.000 0.99398 1.00 0.00 0.00
#> SAMPLE_613 2 0.000 0.99894 0.00 1.00 0.00
#> SAMPLE_615 3 0.000 0.99080 0.00 0.00 1.00
#> SAMPLE_616 1 0.000 0.99398 1.00 0.00 0.00
#> SAMPLE_617 3 0.631 0.00322 0.50 0.00 0.50
#> SAMPLE_642 2 0.000 0.99894 0.00 1.00 0.00
#> SAMPLE_670 2 0.000 0.99894 0.00 1.00 0.00
#> SAMPLE_671 1 0.000 0.99398 1.00 0.00 0.00
#> SAMPLE_731 2 0.000 0.99894 0.00 1.00 0.00
#> SAMPLE_749 2 0.000 0.99894 0.00 1.00 0.00
#> SAMPLE_750 1 0.000 0.99398 1.00 0.00 0.00
#> SAMPLE_765 2 0.000 0.99894 0.00 1.00 0.00
#> SAMPLE_769 2 0.000 0.99894 0.00 1.00 0.00
#> SAMPLE_770 2 0.000 0.99894 0.00 1.00 0.00
#> SAMPLE_793 3 0.000 0.99080 0.00 0.00 1.00
#> SAMPLE_839 2 0.000 0.99894 0.00 1.00 0.00
#> SAMPLE_845 2 0.000 0.99894 0.00 1.00 0.00
#> SAMPLE_847 2 0.000 0.99894 0.00 1.00 0.00
#> SAMPLE_857 3 0.000 0.99080 0.00 0.00 1.00
#> SAMPLE_858 3 0.000 0.99080 0.00 0.00 1.00
#> SAMPLE_870 3 0.000 0.99080 0.00 0.00 1.00
#> SAMPLE_878 3 0.000 0.99080 0.00 0.00 1.00
#> SAMPLE_891 3 0.000 0.99080 0.00 0.00 1.00
#> SAMPLE_893 3 0.000 0.99080 0.00 0.00 1.00
#> SAMPLE_976 2 0.000 0.99894 0.00 1.00 0.00
#> SAMPLE_977 2 0.000 0.99894 0.00 1.00 0.00
#> SAMPLE_978 2 0.000 0.99894 0.00 1.00 0.00
#> SAMPLE_979 2 0.000 0.99894 0.00 1.00 0.00
#> SAMPLE_983 2 0.000 0.99894 0.00 1.00 0.00
#> SAMPLE_984 2 0.000 0.99894 0.00 1.00 0.00
#> SAMPLE_985 2 0.000 0.99894 0.00 1.00 0.00
#> SAMPLE_986 3 0.000 0.99080 0.00 0.00 1.00
#> SAMPLE_991 2 0.000 0.99894 0.00 1.00 0.00
#> SAMPLE_992 1 0.000 0.99398 1.00 0.00 0.00
#> SAMPLE_1038 2 0.000 0.99894 0.00 1.00 0.00
#> SAMPLE_1039 2 0.000 0.99894 0.00 1.00 0.00
#> SAMPLE_1064 2 0.000 0.99894 0.00 1.00 0.00
#> SAMPLE_1065 2 0.000 0.99894 0.00 1.00 0.00
#> SAMPLE_1066 2 0.000 0.99894 0.00 1.00 0.00
#> SAMPLE_1111 3 0.000 0.99080 0.00 0.00 1.00
#> SAMPLE_1116 1 0.000 0.99398 1.00 0.00 0.00
#> SAMPLE_1149 2 0.000 0.99894 0.00 1.00 0.00
#> SAMPLE_1159 3 0.000 0.99080 0.00 0.00 1.00
#> SAMPLE_1160 3 0.000 0.99080 0.00 0.00 1.00
#> SAMPLE_1161 3 0.000 0.99080 0.00 0.00 1.00
#> SAMPLE_1168 3 0.000 0.99080 0.00 0.00 1.00
#> SAMPLE_1169 1 0.000 0.99398 1.00 0.00 0.00
#> SAMPLE_1192 1 0.000 0.99398 1.00 0.00 0.00
#> SAMPLE_1211 2 0.000 0.99894 0.00 1.00 0.00
#> SAMPLE_1212 2 0.000 0.99894 0.00 1.00 0.00
#> SAMPLE_1213 2 0.000 0.99894 0.00 1.00 0.00
#> SAMPLE_1241 2 0.000 0.99894 0.00 1.00 0.00
#> SAMPLE_1242 3 0.000 0.99080 0.00 0.00 1.00
#> SAMPLE_1243 2 0.000 0.99894 0.00 1.00 0.00
#> SAMPLE_1268 2 0.000 0.99894 0.00 1.00 0.00
#> SAMPLE_1336 2 0.000 0.99894 0.00 1.00 0.00
#> SAMPLE_1413 2 0.000 0.99894 0.00 1.00 0.00
#> SAMPLE_1414 2 0.000 0.99894 0.00 1.00 0.00
#> SAMPLE_1415 2 0.000 0.99894 0.00 1.00 0.00
#> SAMPLE_1416 2 0.000 0.99894 0.00 1.00 0.00
#> SAMPLE_1417 2 0.000 0.99894 0.00 1.00 0.00
#> SAMPLE_1418 2 0.000 0.99894 0.00 1.00 0.00
#> SAMPLE_1427 3 0.000 0.99080 0.00 0.00 1.00
#> SAMPLE_1440 2 0.000 0.99894 0.00 1.00 0.00
#> SAMPLE_1447 3 0.000 0.99080 0.00 0.00 1.00
#> SAMPLE_1448 3 0.000 0.99080 0.00 0.00 1.00
#> SAMPLE_1523 3 0.000 0.99080 0.00 0.00 1.00
#> SAMPLE_1525 2 0.000 0.99894 0.00 1.00 0.00
#> SAMPLE_1603 3 0.000 0.99080 0.00 0.00 1.00
#> SAMPLE_1605 3 0.000 0.99080 0.00 0.00 1.00
#> SAMPLE_1606 3 0.000 0.99080 0.00 0.00 1.00
#> SAMPLE_1607 3 0.000 0.99080 0.00 0.00 1.00
#> SAMPLE_1667 2 0.000 0.99894 0.00 1.00 0.00
#> SAMPLE_1673 1 0.000 0.99398 1.00 0.00 0.00
#> SAMPLE_1677 3 0.000 0.99080 0.00 0.00 1.00
#> SAMPLE_1694 3 0.000 0.99080 0.00 0.00 1.00
#> SAMPLE_1698 3 0.000 0.99080 0.00 0.00 1.00
#> SAMPLE_1712 2 0.000 0.99894 0.00 1.00 0.00
#> SAMPLE_1735 1 0.000 0.99398 1.00 0.00 0.00
#> SAMPLE_1736 3 0.000 0.99080 0.00 0.00 1.00
#> SAMPLE_1829 3 0.000 0.99080 0.00 0.00 1.00
#> SAMPLE_1838 3 0.000 0.99080 0.00 0.00 1.00
#> SAMPLE_1846 3 0.000 0.99080 0.00 0.00 1.00
#> SAMPLE_1859 3 0.000 0.99080 0.00 0.00 1.00
#> SAMPLE_1865 3 0.000 0.99080 0.00 0.00 1.00
#> SAMPLE_1870 3 0.000 0.99080 0.00 0.00 1.00
#> SAMPLE_1871 2 0.000 0.99894 0.00 1.00 0.00
#> SAMPLE_1875 3 0.000 0.99080 0.00 0.00 1.00
#> SAMPLE_1876 3 0.000 0.99080 0.00 0.00 1.00
#> SAMPLE_1877 3 0.000 0.99080 0.00 0.00 1.00
#> SAMPLE_1889 2 0.000 0.99894 0.00 1.00 0.00
#> SAMPLE_1890 2 0.000 0.99894 0.00 1.00 0.00
#> SAMPLE_1891 2 0.000 0.99894 0.00 1.00 0.00
#> SAMPLE_1892 2 0.000 0.99894 0.00 1.00 0.00
#> SAMPLE_1893 2 0.000 0.99894 0.00 1.00 0.00
#> SAMPLE_1894 2 0.000 0.99894 0.00 1.00 0.00
#> SAMPLE_1908 1 0.000 0.99398 1.00 0.00 0.00
#> SAMPLE_1921 1 0.630 0.06455 0.52 0.00 0.48
#> SAMPLE_1930 3 0.000 0.99080 0.00 0.00 1.00
#> SAMPLE_1932 1 0.000 0.99398 1.00 0.00 0.00
#> SAMPLE_1969 3 0.400 0.81234 0.16 0.00 0.84
#> SAMPLE_1973 3 0.000 0.99080 0.00 0.00 1.00
#> SAMPLE_2000 2 0.000 0.99894 0.00 1.00 0.00
#> SAMPLE_2061 2 0.400 0.80914 0.00 0.84 0.16
#> SAMPLE_2141 3 0.000 0.99080 0.00 0.00 1.00
#> SAMPLE_2182 3 0.000 0.99080 0.00 0.00 1.00
#> SAMPLE_2206 2 0.000 0.99894 0.00 1.00 0.00
#> SAMPLE_2226 2 0.000 0.99894 0.00 1.00 0.00
#> SAMPLE_2230 3 0.000 0.99080 0.00 0.00 1.00
#> SAMPLE_2251 3 0.000 0.99080 0.00 0.00 1.00
#> SAMPLE_2261 3 0.000 0.99080 0.00 0.00 1.00
#> SAMPLE_2262 1 0.000 0.99398 1.00 0.00 0.00
#> SAMPLE_2273 1 0.000 0.99398 1.00 0.00 0.00
#> SAMPLE_2288 1 0.000 0.99398 1.00 0.00 0.00
#> SAMPLE_2305 3 0.000 0.99080 0.00 0.00 1.00
#> SAMPLE_2319 3 0.000 0.99080 0.00 0.00 1.00
#> SAMPLE_2353 1 0.000 0.99398 1.00 0.00 0.00
#> SAMPLE_2369 3 0.000 0.99080 0.00 0.00 1.00
#> SAMPLE_2370 3 0.000 0.99080 0.00 0.00 1.00
#> SAMPLE_2373 3 0.000 0.99080 0.00 0.00 1.00
#> SAMPLE_2374 3 0.000 0.99080 0.00 0.00 1.00
#> SAMPLE_2376 3 0.000 0.99080 0.00 0.00 1.00
#> SAMPLE_2377 3 0.000 0.99080 0.00 0.00 1.00
#> SAMPLE_2378 3 0.000 0.99080 0.00 0.00 1.00
#> SAMPLE_2380 3 0.000 0.99080 0.00 0.00 1.00
#> SAMPLE_2382 3 0.000 0.99080 0.00 0.00 1.00
#> SAMPLE_2386 3 0.000 0.99080 0.00 0.00 1.00
#> SAMPLE_2398 3 0.000 0.99080 0.00 0.00 1.00
#> SAMPLE_2399 3 0.000 0.99080 0.00 0.00 1.00
#> SAMPLE_2400 3 0.000 0.99080 0.00 0.00 1.00
#> SAMPLE_2401 3 0.000 0.99080 0.00 0.00 1.00
#> SAMPLE_2402 3 0.000 0.99080 0.00 0.00 1.00
#> SAMPLE_2403 3 0.000 0.99080 0.00 0.00 1.00
#> SAMPLE_2404 3 0.000 0.99080 0.00 0.00 1.00
#> SAMPLE_2411 1 0.000 0.99398 1.00 0.00 0.00
#> SAMPLE_2421 1 0.000 0.99398 1.00 0.00 0.00
#> SAMPLE_2436 2 0.000 0.99894 0.00 1.00 0.00
#> SAMPLE_2447 2 0.000 0.99894 0.00 1.00 0.00
#> SAMPLE_2451 2 0.000 0.99894 0.00 1.00 0.00
#> SAMPLE_2459 3 0.000 0.99080 0.00 0.00 1.00
#> SAMPLE_2463 3 0.000 0.99080 0.00 0.00 1.00
#> SAMPLE_2465 1 0.000 0.99398 1.00 0.00 0.00
#> SAMPLE_2467 1 0.000 0.99398 1.00 0.00 0.00
#> SAMPLE_2508 3 0.000 0.99080 0.00 0.00 1.00
#> SAMPLE_2509 3 0.000 0.99080 0.00 0.00 1.00
#> SAMPLE_2515 2 0.000 0.99894 0.00 1.00 0.00
#> SAMPLE_2528 1 0.000 0.99398 1.00 0.00 0.00
#> SAMPLE_2539 3 0.000 0.99080 0.00 0.00 1.00
#> SAMPLE_2554 3 0.000 0.99080 0.00 0.00 1.00
#> SAMPLE_2555 3 0.000 0.99080 0.00 0.00 1.00
#> SAMPLE_2561 3 0.000 0.99080 0.00 0.00 1.00
#> SAMPLE_2563 3 0.000 0.99080 0.00 0.00 1.00
#> SAMPLE_2564 3 0.000 0.99080 0.00 0.00 1.00
#> SAMPLE_2565 3 0.000 0.99080 0.00 0.00 1.00
#> SAMPLE_2566 3 0.000 0.99080 0.00 0.00 1.00
#> SAMPLE_2568 3 0.000 0.99080 0.00 0.00 1.00
#> SAMPLE_2569 3 0.000 0.99080 0.00 0.00 1.00
#> SAMPLE_2608 3 0.000 0.99080 0.00 0.00 1.00
#> SAMPLE_2714 3 0.000 0.99080 0.00 0.00 1.00
#> SAMPLE_2716 3 0.000 0.99080 0.00 0.00 1.00
#> SAMPLE_2722 3 0.000 0.99080 0.00 0.00 1.00
#> SAMPLE_2736 2 0.000 0.99894 0.00 1.00 0.00
#> SAMPLE_2737 3 0.000 0.99080 0.00 0.00 1.00
#> SAMPLE_2738 3 0.000 0.99080 0.00 0.00 1.00
#> SAMPLE_2739 3 0.000 0.99080 0.00 0.00 1.00
#> SAMPLE_2740 3 0.000 0.99080 0.00 0.00 1.00
#> SAMPLE_2741 3 0.000 0.99080 0.00 0.00 1.00
#> SAMPLE_2742 3 0.000 0.99080 0.00 0.00 1.00
#> SAMPLE_2743 3 0.000 0.99080 0.00 0.00 1.00
#> SAMPLE_2744 3 0.000 0.99080 0.00 0.00 1.00
#> SAMPLE_2745 3 0.000 0.99080 0.00 0.00 1.00
#> SAMPLE_2747 2 0.000 0.99894 0.00 1.00 0.00
#> SAMPLE_2760 2 0.000 0.99894 0.00 1.00 0.00
#> SAMPLE_2785 2 0.000 0.99894 0.00 1.00 0.00
#> SAMPLE_2787 3 0.000 0.99080 0.00 0.00 1.00
#> SAMPLE_2788 3 0.000 0.99080 0.00 0.00 1.00
#> SAMPLE_2790 3 0.000 0.99080 0.00 0.00 1.00
#> SAMPLE_2791 3 0.000 0.99080 0.00 0.00 1.00
#> SAMPLE_2792 3 0.000 0.99080 0.00 0.00 1.00
cbind(get_classes(res, k = 4), get_membership(res, k = 4))
#> class entropy silhouette p1 p2 p3 p4
#> SAMPLE_15 2 0.000 1.000 0.00 1.00 0.00 0.00
#> SAMPLE_16 2 0.000 1.000 0.00 1.00 0.00 0.00
#> SAMPLE_19 2 0.000 1.000 0.00 1.00 0.00 0.00
#> SAMPLE_21 2 0.000 1.000 0.00 1.00 0.00 0.00
#> SAMPLE_57 3 0.234 0.834 0.00 0.00 0.90 0.10
#> SAMPLE_58 3 0.234 0.834 0.00 0.00 0.90 0.10
#> SAMPLE_59 3 0.234 0.834 0.00 0.00 0.90 0.10
#> SAMPLE_60 3 0.234 0.834 0.00 0.00 0.90 0.10
#> SAMPLE_61 3 0.234 0.834 0.00 0.00 0.90 0.10
#> SAMPLE_80 3 0.234 0.834 0.00 0.00 0.90 0.10
#> SAMPLE_81 3 0.234 0.834 0.00 0.00 0.90 0.10
#> SAMPLE_82 3 0.234 0.834 0.00 0.00 0.90 0.10
#> SAMPLE_83 3 0.234 0.834 0.00 0.00 0.90 0.10
#> SAMPLE_84 3 0.234 0.834 0.00 0.00 0.90 0.10
#> SAMPLE_85 1 0.000 0.995 1.00 0.00 0.00 0.00
#> SAMPLE_86 1 0.000 0.995 1.00 0.00 0.00 0.00
#> SAMPLE_87 2 0.000 1.000 0.00 1.00 0.00 0.00
#> SAMPLE_88 2 0.000 1.000 0.00 1.00 0.00 0.00
#> SAMPLE_89 2 0.000 1.000 0.00 1.00 0.00 0.00
#> SAMPLE_90 3 0.361 0.868 0.14 0.00 0.84 0.02
#> SAMPLE_91 3 0.397 0.890 0.08 0.00 0.84 0.08
#> SAMPLE_92 1 0.000 0.995 1.00 0.00 0.00 0.00
#> SAMPLE_93 3 0.397 0.890 0.08 0.00 0.84 0.08
#> SAMPLE_94 3 0.234 0.834 0.00 0.00 0.90 0.10
#> SAMPLE_95 1 0.000 0.995 1.00 0.00 0.00 0.00
#> SAMPLE_96 3 0.317 0.854 0.16 0.00 0.84 0.00
#> SAMPLE_97 1 0.000 0.995 1.00 0.00 0.00 0.00
#> SAMPLE_98 1 0.000 0.995 1.00 0.00 0.00 0.00
#> SAMPLE_99 3 0.397 0.890 0.08 0.00 0.84 0.08
#> SAMPLE_125 4 0.000 1.000 0.00 0.00 0.00 1.00
#> SAMPLE_128 2 0.000 1.000 0.00 1.00 0.00 0.00
#> SAMPLE_129 3 0.361 0.868 0.14 0.00 0.84 0.02
#> SAMPLE_130 1 0.000 0.995 1.00 0.00 0.00 0.00
#> SAMPLE_131 3 0.397 0.890 0.08 0.00 0.84 0.08
#> SAMPLE_132 3 0.361 0.868 0.14 0.00 0.84 0.02
#> SAMPLE_133 3 0.397 0.890 0.08 0.00 0.84 0.08
#> SAMPLE_134 1 0.234 0.890 0.90 0.00 0.10 0.00
#> SAMPLE_135 2 0.000 1.000 0.00 1.00 0.00 0.00
#> SAMPLE_141 2 0.000 1.000 0.00 1.00 0.00 0.00
#> SAMPLE_150 3 0.234 0.834 0.00 0.00 0.90 0.10
#> SAMPLE_151 2 0.000 1.000 0.00 1.00 0.00 0.00
#> SAMPLE_152 2 0.000 1.000 0.00 1.00 0.00 0.00
#> SAMPLE_153 2 0.000 1.000 0.00 1.00 0.00 0.00
#> SAMPLE_154 1 0.000 0.995 1.00 0.00 0.00 0.00
#> SAMPLE_155 2 0.000 1.000 0.00 1.00 0.00 0.00
#> SAMPLE_156 3 0.234 0.834 0.00 0.00 0.90 0.10
#> SAMPLE_158 2 0.000 1.000 0.00 1.00 0.00 0.00
#> SAMPLE_159 3 0.317 0.854 0.16 0.00 0.84 0.00
#> SAMPLE_160 1 0.000 0.995 1.00 0.00 0.00 0.00
#> SAMPLE_161 2 0.000 1.000 0.00 1.00 0.00 0.00
#> SAMPLE_162 2 0.000 1.000 0.00 1.00 0.00 0.00
#> SAMPLE_163 2 0.000 1.000 0.00 1.00 0.00 0.00
#> SAMPLE_164 2 0.000 1.000 0.00 1.00 0.00 0.00
#> SAMPLE_165 1 0.000 0.995 1.00 0.00 0.00 0.00
#> SAMPLE_166 1 0.000 0.995 1.00 0.00 0.00 0.00
#> SAMPLE_167 2 0.000 1.000 0.00 1.00 0.00 0.00
#> SAMPLE_168 2 0.000 1.000 0.00 1.00 0.00 0.00
#> SAMPLE_169 2 0.000 1.000 0.00 1.00 0.00 0.00
#> SAMPLE_170 1 0.000 0.995 1.00 0.00 0.00 0.00
#> SAMPLE_171 1 0.000 0.995 1.00 0.00 0.00 0.00
#> SAMPLE_172 1 0.000 0.995 1.00 0.00 0.00 0.00
#> SAMPLE_179 1 0.000 0.995 1.00 0.00 0.00 0.00
#> SAMPLE_180 1 0.000 0.995 1.00 0.00 0.00 0.00
#> SAMPLE_181 2 0.000 1.000 0.00 1.00 0.00 0.00
#> SAMPLE_182 2 0.000 1.000 0.00 1.00 0.00 0.00
#> SAMPLE_183 2 0.000 1.000 0.00 1.00 0.00 0.00
#> SAMPLE_184 2 0.000 1.000 0.00 1.00 0.00 0.00
#> SAMPLE_185 1 0.000 0.995 1.00 0.00 0.00 0.00
#> SAMPLE_186 3 0.397 0.890 0.08 0.00 0.84 0.08
#> SAMPLE_187 3 0.317 0.854 0.16 0.00 0.84 0.00
#> SAMPLE_188 1 0.000 0.995 1.00 0.00 0.00 0.00
#> SAMPLE_189 1 0.000 0.995 1.00 0.00 0.00 0.00
#> SAMPLE_190 2 0.000 1.000 0.00 1.00 0.00 0.00
#> SAMPLE_191 1 0.000 0.995 1.00 0.00 0.00 0.00
#> SAMPLE_192 3 0.317 0.854 0.16 0.00 0.84 0.00
#> SAMPLE_193 1 0.000 0.995 1.00 0.00 0.00 0.00
#> SAMPLE_196 1 0.000 0.995 1.00 0.00 0.00 0.00
#> SAMPLE_197 1 0.000 0.995 1.00 0.00 0.00 0.00
#> SAMPLE_198 1 0.000 0.995 1.00 0.00 0.00 0.00
#> SAMPLE_199 1 0.000 0.995 1.00 0.00 0.00 0.00
#> SAMPLE_200 2 0.000 1.000 0.00 1.00 0.00 0.00
#> SAMPLE_201 1 0.000 0.995 1.00 0.00 0.00 0.00
#> SAMPLE_202 3 0.397 0.890 0.08 0.00 0.84 0.08
#> SAMPLE_203 1 0.000 0.995 1.00 0.00 0.00 0.00
#> SAMPLE_204 1 0.000 0.995 1.00 0.00 0.00 0.00
#> SAMPLE_205 3 0.397 0.890 0.08 0.00 0.84 0.08
#> SAMPLE_206 3 0.428 0.704 0.28 0.00 0.72 0.00
#> SAMPLE_207 1 0.000 0.995 1.00 0.00 0.00 0.00
#> SAMPLE_224 2 0.000 1.000 0.00 1.00 0.00 0.00
#> SAMPLE_225 2 0.000 1.000 0.00 1.00 0.00 0.00
#> SAMPLE_226 2 0.000 1.000 0.00 1.00 0.00 0.00
#> SAMPLE_227 2 0.000 1.000 0.00 1.00 0.00 0.00
#> SAMPLE_228 2 0.000 1.000 0.00 1.00 0.00 0.00
#> SAMPLE_229 1 0.000 0.995 1.00 0.00 0.00 0.00
#> SAMPLE_230 3 0.397 0.890 0.08 0.00 0.84 0.08
#> SAMPLE_276 2 0.000 1.000 0.00 1.00 0.00 0.00
#> SAMPLE_277 2 0.000 1.000 0.00 1.00 0.00 0.00
#> SAMPLE_278 3 0.382 0.877 0.12 0.00 0.84 0.04
#> SAMPLE_279 3 0.234 0.834 0.00 0.00 0.90 0.10
#> SAMPLE_280 1 0.000 0.995 1.00 0.00 0.00 0.00
#> SAMPLE_281 1 0.000 0.995 1.00 0.00 0.00 0.00
#> SAMPLE_282 3 0.234 0.834 0.00 0.00 0.90 0.10
#> SAMPLE_283 3 0.234 0.834 0.00 0.00 0.90 0.10
#> SAMPLE_284 1 0.000 0.995 1.00 0.00 0.00 0.00
#> SAMPLE_285 1 0.000 0.995 1.00 0.00 0.00 0.00
#> SAMPLE_290 3 0.234 0.834 0.00 0.00 0.90 0.10
#> SAMPLE_291 1 0.000 0.995 1.00 0.00 0.00 0.00
#> SAMPLE_292 1 0.000 0.995 1.00 0.00 0.00 0.00
#> SAMPLE_293 1 0.000 0.995 1.00 0.00 0.00 0.00
#> SAMPLE_294 3 0.234 0.834 0.00 0.00 0.90 0.10
#> SAMPLE_295 3 0.234 0.834 0.00 0.00 0.90 0.10
#> SAMPLE_380 2 0.000 1.000 0.00 1.00 0.00 0.00
#> SAMPLE_381 2 0.000 1.000 0.00 1.00 0.00 0.00
#> SAMPLE_388 2 0.000 1.000 0.00 1.00 0.00 0.00
#> SAMPLE_389 1 0.000 0.995 1.00 0.00 0.00 0.00
#> SAMPLE_390 3 0.397 0.890 0.08 0.00 0.84 0.08
#> SAMPLE_391 3 0.234 0.834 0.00 0.00 0.90 0.10
#> SAMPLE_392 1 0.000 0.995 1.00 0.00 0.00 0.00
#> SAMPLE_393 1 0.000 0.995 1.00 0.00 0.00 0.00
#> SAMPLE_394 1 0.000 0.995 1.00 0.00 0.00 0.00
#> SAMPLE_395 2 0.000 1.000 0.00 1.00 0.00 0.00
#> SAMPLE_396 3 0.397 0.890 0.08 0.00 0.84 0.08
#> SAMPLE_397 1 0.000 0.995 1.00 0.00 0.00 0.00
#> SAMPLE_398 2 0.000 1.000 0.00 1.00 0.00 0.00
#> SAMPLE_399 1 0.000 0.995 1.00 0.00 0.00 0.00
#> SAMPLE_400 1 0.000 0.995 1.00 0.00 0.00 0.00
#> SAMPLE_401 1 0.000 0.995 1.00 0.00 0.00 0.00
#> SAMPLE_402 2 0.000 1.000 0.00 1.00 0.00 0.00
#> SAMPLE_403 3 0.234 0.834 0.00 0.00 0.90 0.10
#> SAMPLE_404 2 0.000 1.000 0.00 1.00 0.00 0.00
#> SAMPLE_405 2 0.000 1.000 0.00 1.00 0.00 0.00
#> SAMPLE_406 2 0.000 1.000 0.00 1.00 0.00 0.00
#> SAMPLE_407 1 0.000 0.995 1.00 0.00 0.00 0.00
#> SAMPLE_408 2 0.000 1.000 0.00 1.00 0.00 0.00
#> SAMPLE_409 1 0.000 0.995 1.00 0.00 0.00 0.00
#> SAMPLE_410 3 0.361 0.868 0.14 0.00 0.84 0.02
#> SAMPLE_411 3 0.361 0.868 0.14 0.00 0.84 0.02
#> SAMPLE_412 1 0.000 0.995 1.00 0.00 0.00 0.00
#> SAMPLE_413 3 0.397 0.890 0.08 0.00 0.84 0.08
#> SAMPLE_414 3 0.317 0.854 0.16 0.00 0.84 0.00
#> SAMPLE_415 1 0.000 0.995 1.00 0.00 0.00 0.00
#> SAMPLE_416 1 0.000 0.995 1.00 0.00 0.00 0.00
#> SAMPLE_417 3 0.382 0.865 0.04 0.00 0.84 0.12
#> SAMPLE_418 2 0.000 1.000 0.00 1.00 0.00 0.00
#> SAMPLE_419 1 0.000 0.995 1.00 0.00 0.00 0.00
#> SAMPLE_420 1 0.000 0.995 1.00 0.00 0.00 0.00
#> SAMPLE_421 1 0.000 0.995 1.00 0.00 0.00 0.00
#> SAMPLE_422 3 0.397 0.890 0.08 0.00 0.84 0.08
#> SAMPLE_423 1 0.000 0.995 1.00 0.00 0.00 0.00
#> SAMPLE_424 1 0.000 0.995 1.00 0.00 0.00 0.00
#> SAMPLE_425 2 0.000 1.000 0.00 1.00 0.00 0.00
#> SAMPLE_426 1 0.000 0.995 1.00 0.00 0.00 0.00
#> SAMPLE_427 1 0.000 0.995 1.00 0.00 0.00 0.00
#> SAMPLE_428 1 0.000 0.995 1.00 0.00 0.00 0.00
#> SAMPLE_429 3 0.317 0.854 0.16 0.00 0.84 0.00
#> SAMPLE_430 3 0.234 0.834 0.00 0.00 0.90 0.10
#> SAMPLE_431 1 0.164 0.932 0.94 0.00 0.06 0.00
#> SAMPLE_432 1 0.000 0.995 1.00 0.00 0.00 0.00
#> SAMPLE_433 1 0.000 0.995 1.00 0.00 0.00 0.00
#> SAMPLE_434 3 0.397 0.890 0.08 0.00 0.84 0.08
#> SAMPLE_435 2 0.000 1.000 0.00 1.00 0.00 0.00
#> SAMPLE_436 1 0.000 0.995 1.00 0.00 0.00 0.00
#> SAMPLE_437 1 0.000 0.995 1.00 0.00 0.00 0.00
#> SAMPLE_438 1 0.000 0.995 1.00 0.00 0.00 0.00
#> SAMPLE_439 1 0.000 0.995 1.00 0.00 0.00 0.00
#> SAMPLE_440 2 0.000 1.000 0.00 1.00 0.00 0.00
#> SAMPLE_441 2 0.000 1.000 0.00 1.00 0.00 0.00
#> SAMPLE_442 3 0.397 0.890 0.08 0.00 0.84 0.08
#> SAMPLE_443 2 0.000 1.000 0.00 1.00 0.00 0.00
#> SAMPLE_444 1 0.000 0.995 1.00 0.00 0.00 0.00
#> SAMPLE_445 3 0.397 0.890 0.08 0.00 0.84 0.08
#> SAMPLE_446 1 0.234 0.890 0.90 0.00 0.10 0.00
#> SAMPLE_447 3 0.234 0.834 0.00 0.00 0.90 0.10
#> SAMPLE_448 1 0.000 0.995 1.00 0.00 0.00 0.00
#> SAMPLE_449 3 0.397 0.890 0.08 0.00 0.84 0.08
#> SAMPLE_450 1 0.000 0.995 1.00 0.00 0.00 0.00
#> SAMPLE_451 3 0.397 0.890 0.08 0.00 0.84 0.08
#> SAMPLE_452 1 0.000 0.995 1.00 0.00 0.00 0.00
#> SAMPLE_453 2 0.000 1.000 0.00 1.00 0.00 0.00
#> SAMPLE_454 2 0.000 1.000 0.00 1.00 0.00 0.00
#> SAMPLE_455 1 0.000 0.995 1.00 0.00 0.00 0.00
#> SAMPLE_456 1 0.000 0.995 1.00 0.00 0.00 0.00
#> SAMPLE_457 1 0.000 0.995 1.00 0.00 0.00 0.00
#> SAMPLE_458 1 0.000 0.995 1.00 0.00 0.00 0.00
#> SAMPLE_459 3 0.234 0.834 0.00 0.00 0.90 0.10
#> SAMPLE_460 1 0.000 0.995 1.00 0.00 0.00 0.00
#> SAMPLE_461 2 0.000 1.000 0.00 1.00 0.00 0.00
#> SAMPLE_462 3 0.317 0.854 0.16 0.00 0.84 0.00
#> SAMPLE_463 3 0.361 0.868 0.14 0.00 0.84 0.02
#> SAMPLE_464 1 0.234 0.890 0.90 0.00 0.10 0.00
#> SAMPLE_465 2 0.000 1.000 0.00 1.00 0.00 0.00
#> SAMPLE_466 3 0.234 0.834 0.00 0.00 0.90 0.10
#> SAMPLE_467 1 0.000 0.995 1.00 0.00 0.00 0.00
#> SAMPLE_468 2 0.000 1.000 0.00 1.00 0.00 0.00
#> SAMPLE_469 3 0.234 0.834 0.00 0.00 0.90 0.10
#> SAMPLE_472 1 0.000 0.995 1.00 0.00 0.00 0.00
#> SAMPLE_473 2 0.000 1.000 0.00 1.00 0.00 0.00
#> SAMPLE_474 1 0.000 0.995 1.00 0.00 0.00 0.00
#> SAMPLE_475 2 0.000 1.000 0.00 1.00 0.00 0.00
#> SAMPLE_476 1 0.000 0.995 1.00 0.00 0.00 0.00
#> SAMPLE_477 3 0.361 0.868 0.14 0.00 0.84 0.02
#> SAMPLE_478 2 0.000 1.000 0.00 1.00 0.00 0.00
#> SAMPLE_479 1 0.000 0.995 1.00 0.00 0.00 0.00
#> SAMPLE_480 1 0.234 0.890 0.90 0.00 0.10 0.00
#> SAMPLE_481 3 0.397 0.890 0.08 0.00 0.84 0.08
#> SAMPLE_482 3 0.234 0.834 0.00 0.00 0.90 0.10
#> SAMPLE_483 3 0.234 0.834 0.00 0.00 0.90 0.10
#> SAMPLE_484 2 0.000 1.000 0.00 1.00 0.00 0.00
#> SAMPLE_485 3 0.317 0.854 0.16 0.00 0.84 0.00
#> SAMPLE_486 2 0.000 1.000 0.00 1.00 0.00 0.00
#> SAMPLE_487 1 0.000 0.995 1.00 0.00 0.00 0.00
#> SAMPLE_488 2 0.000 1.000 0.00 1.00 0.00 0.00
#> SAMPLE_489 2 0.000 1.000 0.00 1.00 0.00 0.00
#> SAMPLE_490 1 0.000 0.995 1.00 0.00 0.00 0.00
#> SAMPLE_491 3 0.382 0.877 0.12 0.00 0.84 0.04
#> SAMPLE_492 2 0.000 1.000 0.00 1.00 0.00 0.00
#> SAMPLE_493 1 0.000 0.995 1.00 0.00 0.00 0.00
#> SAMPLE_494 1 0.000 0.995 1.00 0.00 0.00 0.00
#> SAMPLE_495 1 0.000 0.995 1.00 0.00 0.00 0.00
#> SAMPLE_496 3 0.234 0.834 0.00 0.00 0.90 0.10
#> SAMPLE_497 1 0.000 0.995 1.00 0.00 0.00 0.00
#> SAMPLE_498 3 0.234 0.834 0.00 0.00 0.90 0.10
#> SAMPLE_499 3 0.397 0.890 0.08 0.00 0.84 0.08
#> SAMPLE_500 1 0.000 0.995 1.00 0.00 0.00 0.00
#> SAMPLE_501 2 0.000 1.000 0.00 1.00 0.00 0.00
#> SAMPLE_502 1 0.000 0.995 1.00 0.00 0.00 0.00
#> SAMPLE_503 2 0.000 1.000 0.00 1.00 0.00 0.00
#> SAMPLE_504 3 0.234 0.834 0.00 0.00 0.90 0.10
#> SAMPLE_505 2 0.000 1.000 0.00 1.00 0.00 0.00
#> SAMPLE_506 1 0.000 0.995 1.00 0.00 0.00 0.00
#> SAMPLE_507 1 0.000 0.995 1.00 0.00 0.00 0.00
#> SAMPLE_508 1 0.000 0.995 1.00 0.00 0.00 0.00
#> SAMPLE_509 2 0.000 1.000 0.00 1.00 0.00 0.00
#> SAMPLE_510 3 0.361 0.868 0.14 0.00 0.84 0.02
#> SAMPLE_511 1 0.000 0.995 1.00 0.00 0.00 0.00
#> SAMPLE_512 3 0.234 0.834 0.00 0.00 0.90 0.10
#> SAMPLE_513 1 0.000 0.995 1.00 0.00 0.00 0.00
#> SAMPLE_514 3 0.317 0.854 0.16 0.00 0.84 0.00
#> SAMPLE_515 1 0.234 0.890 0.90 0.00 0.10 0.00
#> SAMPLE_516 1 0.000 0.995 1.00 0.00 0.00 0.00
#> SAMPLE_517 3 0.397 0.890 0.08 0.00 0.84 0.08
#> SAMPLE_518 1 0.000 0.995 1.00 0.00 0.00 0.00
#> SAMPLE_519 1 0.000 0.995 1.00 0.00 0.00 0.00
#> SAMPLE_520 3 0.397 0.890 0.08 0.00 0.84 0.08
#> SAMPLE_521 3 0.234 0.834 0.00 0.00 0.90 0.10
#> SAMPLE_522 2 0.000 1.000 0.00 1.00 0.00 0.00
#> SAMPLE_523 1 0.000 0.995 1.00 0.00 0.00 0.00
#> SAMPLE_524 1 0.000 0.995 1.00 0.00 0.00 0.00
#> SAMPLE_525 3 0.397 0.890 0.08 0.00 0.84 0.08
#> SAMPLE_526 1 0.000 0.995 1.00 0.00 0.00 0.00
#> SAMPLE_527 1 0.000 0.995 1.00 0.00 0.00 0.00
#> SAMPLE_528 2 0.000 1.000 0.00 1.00 0.00 0.00
#> SAMPLE_529 3 0.317 0.830 0.00 0.00 0.84 0.16
#> SAMPLE_530 2 0.000 1.000 0.00 1.00 0.00 0.00
#> SAMPLE_531 1 0.000 0.995 1.00 0.00 0.00 0.00
#> SAMPLE_532 3 0.394 0.879 0.06 0.00 0.84 0.10
#> SAMPLE_533 1 0.000 0.995 1.00 0.00 0.00 0.00
#> SAMPLE_534 1 0.000 0.995 1.00 0.00 0.00 0.00
#> SAMPLE_535 1 0.000 0.995 1.00 0.00 0.00 0.00
#> SAMPLE_536 2 0.000 1.000 0.00 1.00 0.00 0.00
#> SAMPLE_537 1 0.000 0.995 1.00 0.00 0.00 0.00
#> SAMPLE_538 3 0.397 0.890 0.08 0.00 0.84 0.08
#> SAMPLE_539 2 0.000 1.000 0.00 1.00 0.00 0.00
#> SAMPLE_540 3 0.317 0.854 0.16 0.00 0.84 0.00
#> SAMPLE_541 2 0.000 1.000 0.00 1.00 0.00 0.00
#> SAMPLE_542 3 0.317 0.830 0.00 0.00 0.84 0.16
#> SAMPLE_543 1 0.000 0.995 1.00 0.00 0.00 0.00
#> SAMPLE_544 1 0.000 0.995 1.00 0.00 0.00 0.00
#> SAMPLE_545 3 0.394 0.884 0.10 0.00 0.84 0.06
#> SAMPLE_546 3 0.361 0.868 0.14 0.00 0.84 0.02
#> SAMPLE_547 1 0.000 0.995 1.00 0.00 0.00 0.00
#> SAMPLE_548 3 0.397 0.890 0.08 0.00 0.84 0.08
#> SAMPLE_549 1 0.000 0.995 1.00 0.00 0.00 0.00
#> SAMPLE_550 1 0.000 0.995 1.00 0.00 0.00 0.00
#> SAMPLE_551 1 0.000 0.995 1.00 0.00 0.00 0.00
#> SAMPLE_552 1 0.000 0.995 1.00 0.00 0.00 0.00
#> SAMPLE_554 2 0.000 1.000 0.00 1.00 0.00 0.00
#> SAMPLE_555 3 0.397 0.890 0.08 0.00 0.84 0.08
#> SAMPLE_556 2 0.000 1.000 0.00 1.00 0.00 0.00
#> SAMPLE_557 2 0.000 1.000 0.00 1.00 0.00 0.00
#> SAMPLE_558 3 0.394 0.879 0.06 0.00 0.84 0.10
#> SAMPLE_559 1 0.000 0.995 1.00 0.00 0.00 0.00
#> SAMPLE_560 1 0.000 0.995 1.00 0.00 0.00 0.00
#> SAMPLE_561 2 0.000 1.000 0.00 1.00 0.00 0.00
#> SAMPLE_562 2 0.000 1.000 0.00 1.00 0.00 0.00
#> SAMPLE_563 2 0.000 1.000 0.00 1.00 0.00 0.00
#> SAMPLE_564 1 0.000 0.995 1.00 0.00 0.00 0.00
#> SAMPLE_565 2 0.000 1.000 0.00 1.00 0.00 0.00
#> SAMPLE_566 2 0.000 1.000 0.00 1.00 0.00 0.00
#> SAMPLE_567 2 0.000 1.000 0.00 1.00 0.00 0.00
#> SAMPLE_573 2 0.000 1.000 0.00 1.00 0.00 0.00
#> SAMPLE_574 2 0.000 1.000 0.00 1.00 0.00 0.00
#> SAMPLE_575 2 0.000 1.000 0.00 1.00 0.00 0.00
#> SAMPLE_576 2 0.000 1.000 0.00 1.00 0.00 0.00
#> SAMPLE_577 3 0.397 0.890 0.08 0.00 0.84 0.08
#> SAMPLE_578 1 0.000 0.995 1.00 0.00 0.00 0.00
#> SAMPLE_579 3 0.234 0.834 0.00 0.00 0.90 0.10
#> SAMPLE_580 3 0.397 0.890 0.08 0.00 0.84 0.08
#> SAMPLE_581 2 0.000 1.000 0.00 1.00 0.00 0.00
#> SAMPLE_582 1 0.000 0.995 1.00 0.00 0.00 0.00
#> SAMPLE_583 1 0.234 0.890 0.90 0.00 0.10 0.00
#> SAMPLE_584 2 0.000 1.000 0.00 1.00 0.00 0.00
#> SAMPLE_585 1 0.000 0.995 1.00 0.00 0.00 0.00
#> SAMPLE_586 3 0.397 0.890 0.08 0.00 0.84 0.08
#> SAMPLE_587 2 0.000 1.000 0.00 1.00 0.00 0.00
#> SAMPLE_588 1 0.000 0.995 1.00 0.00 0.00 0.00
#> SAMPLE_611 2 0.000 1.000 0.00 1.00 0.00 0.00
#> SAMPLE_612 1 0.000 0.995 1.00 0.00 0.00 0.00
#> SAMPLE_613 2 0.000 1.000 0.00 1.00 0.00 0.00
#> SAMPLE_615 3 0.397 0.890 0.08 0.00 0.84 0.08
#> SAMPLE_616 1 0.000 0.995 1.00 0.00 0.00 0.00
#> SAMPLE_617 3 0.317 0.854 0.16 0.00 0.84 0.00
#> SAMPLE_642 2 0.000 1.000 0.00 1.00 0.00 0.00
#> SAMPLE_670 2 0.000 1.000 0.00 1.00 0.00 0.00
#> SAMPLE_671 1 0.000 0.995 1.00 0.00 0.00 0.00
#> SAMPLE_731 2 0.000 1.000 0.00 1.00 0.00 0.00
#> SAMPLE_749 2 0.000 1.000 0.00 1.00 0.00 0.00
#> SAMPLE_750 1 0.000 0.995 1.00 0.00 0.00 0.00
#> SAMPLE_765 2 0.000 1.000 0.00 1.00 0.00 0.00
#> SAMPLE_769 2 0.000 1.000 0.00 1.00 0.00 0.00
#> SAMPLE_770 2 0.000 1.000 0.00 1.00 0.00 0.00
#> SAMPLE_793 4 0.000 1.000 0.00 0.00 0.00 1.00
#> SAMPLE_839 2 0.000 1.000 0.00 1.00 0.00 0.00
#> SAMPLE_845 2 0.000 1.000 0.00 1.00 0.00 0.00
#> SAMPLE_847 2 0.000 1.000 0.00 1.00 0.00 0.00
#> SAMPLE_857 4 0.000 1.000 0.00 0.00 0.00 1.00
#> SAMPLE_858 4 0.000 1.000 0.00 0.00 0.00 1.00
#> SAMPLE_870 4 0.000 1.000 0.00 0.00 0.00 1.00
#> SAMPLE_878 4 0.000 1.000 0.00 0.00 0.00 1.00
#> SAMPLE_891 4 0.000 1.000 0.00 0.00 0.00 1.00
#> SAMPLE_893 4 0.000 1.000 0.00 0.00 0.00 1.00
#> SAMPLE_976 2 0.000 1.000 0.00 1.00 0.00 0.00
#> SAMPLE_977 2 0.000 1.000 0.00 1.00 0.00 0.00
#> SAMPLE_978 2 0.000 1.000 0.00 1.00 0.00 0.00
#> SAMPLE_979 2 0.000 1.000 0.00 1.00 0.00 0.00
#> SAMPLE_983 2 0.000 1.000 0.00 1.00 0.00 0.00
#> SAMPLE_984 2 0.000 1.000 0.00 1.00 0.00 0.00
#> SAMPLE_985 2 0.000 1.000 0.00 1.00 0.00 0.00
#> SAMPLE_986 4 0.000 1.000 0.00 0.00 0.00 1.00
#> SAMPLE_991 2 0.000 1.000 0.00 1.00 0.00 0.00
#> SAMPLE_992 1 0.000 0.995 1.00 0.00 0.00 0.00
#> SAMPLE_1038 2 0.000 1.000 0.00 1.00 0.00 0.00
#> SAMPLE_1039 2 0.000 1.000 0.00 1.00 0.00 0.00
#> SAMPLE_1064 2 0.000 1.000 0.00 1.00 0.00 0.00
#> SAMPLE_1065 2 0.000 1.000 0.00 1.00 0.00 0.00
#> SAMPLE_1066 2 0.000 1.000 0.00 1.00 0.00 0.00
#> SAMPLE_1111 3 0.397 0.890 0.08 0.00 0.84 0.08
#> SAMPLE_1116 1 0.000 0.995 1.00 0.00 0.00 0.00
#> SAMPLE_1149 2 0.000 1.000 0.00 1.00 0.00 0.00
#> SAMPLE_1159 4 0.000 1.000 0.00 0.00 0.00 1.00
#> SAMPLE_1160 4 0.000 1.000 0.00 0.00 0.00 1.00
#> SAMPLE_1161 4 0.000 1.000 0.00 0.00 0.00 1.00
#> SAMPLE_1168 3 0.397 0.890 0.08 0.00 0.84 0.08
#> SAMPLE_1169 1 0.000 0.995 1.00 0.00 0.00 0.00
#> SAMPLE_1192 1 0.000 0.995 1.00 0.00 0.00 0.00
#> SAMPLE_1211 2 0.000 1.000 0.00 1.00 0.00 0.00
#> SAMPLE_1212 2 0.000 1.000 0.00 1.00 0.00 0.00
#> SAMPLE_1213 2 0.000 1.000 0.00 1.00 0.00 0.00
#> SAMPLE_1241 2 0.000 1.000 0.00 1.00 0.00 0.00
#> SAMPLE_1242 3 0.234 0.834 0.00 0.00 0.90 0.10
#> SAMPLE_1243 2 0.000 1.000 0.00 1.00 0.00 0.00
#> SAMPLE_1268 2 0.000 1.000 0.00 1.00 0.00 0.00
#> SAMPLE_1336 2 0.000 1.000 0.00 1.00 0.00 0.00
#> SAMPLE_1413 2 0.000 1.000 0.00 1.00 0.00 0.00
#> SAMPLE_1414 2 0.000 1.000 0.00 1.00 0.00 0.00
#> SAMPLE_1415 2 0.000 1.000 0.00 1.00 0.00 0.00
#> SAMPLE_1416 2 0.000 1.000 0.00 1.00 0.00 0.00
#> SAMPLE_1417 2 0.000 1.000 0.00 1.00 0.00 0.00
#> SAMPLE_1418 2 0.000 1.000 0.00 1.00 0.00 0.00
#> SAMPLE_1427 4 0.000 1.000 0.00 0.00 0.00 1.00
#> SAMPLE_1440 2 0.000 1.000 0.00 1.00 0.00 0.00
#> SAMPLE_1447 3 0.397 0.890 0.08 0.00 0.84 0.08
#> SAMPLE_1448 3 0.397 0.890 0.08 0.00 0.84 0.08
#> SAMPLE_1523 3 0.234 0.834 0.00 0.00 0.90 0.10
#> SAMPLE_1525 2 0.000 1.000 0.00 1.00 0.00 0.00
#> SAMPLE_1603 4 0.000 1.000 0.00 0.00 0.00 1.00
#> SAMPLE_1605 4 0.000 1.000 0.00 0.00 0.00 1.00
#> SAMPLE_1606 4 0.000 1.000 0.00 0.00 0.00 1.00
#> SAMPLE_1607 4 0.000 1.000 0.00 0.00 0.00 1.00
#> SAMPLE_1667 2 0.000 1.000 0.00 1.00 0.00 0.00
#> SAMPLE_1673 1 0.000 0.995 1.00 0.00 0.00 0.00
#> SAMPLE_1677 4 0.000 1.000 0.00 0.00 0.00 1.00
#> SAMPLE_1694 4 0.000 1.000 0.00 0.00 0.00 1.00
#> SAMPLE_1698 4 0.000 1.000 0.00 0.00 0.00 1.00
#> SAMPLE_1712 2 0.000 1.000 0.00 1.00 0.00 0.00
#> SAMPLE_1735 1 0.000 0.995 1.00 0.00 0.00 0.00
#> SAMPLE_1736 4 0.000 1.000 0.00 0.00 0.00 1.00
#> SAMPLE_1829 4 0.000 1.000 0.00 0.00 0.00 1.00
#> SAMPLE_1838 4 0.000 1.000 0.00 0.00 0.00 1.00
#> SAMPLE_1846 3 0.234 0.834 0.00 0.00 0.90 0.10
#> SAMPLE_1859 4 0.000 1.000 0.00 0.00 0.00 1.00
#> SAMPLE_1865 3 0.397 0.890 0.08 0.00 0.84 0.08
#> SAMPLE_1870 4 0.000 1.000 0.00 0.00 0.00 1.00
#> SAMPLE_1871 2 0.000 1.000 0.00 1.00 0.00 0.00
#> SAMPLE_1875 4 0.000 1.000 0.00 0.00 0.00 1.00
#> SAMPLE_1876 4 0.000 1.000 0.00 0.00 0.00 1.00
#> SAMPLE_1877 4 0.000 1.000 0.00 0.00 0.00 1.00
#> SAMPLE_1889 2 0.000 1.000 0.00 1.00 0.00 0.00
#> SAMPLE_1890 2 0.000 1.000 0.00 1.00 0.00 0.00
#> SAMPLE_1891 2 0.000 1.000 0.00 1.00 0.00 0.00
#> SAMPLE_1892 2 0.000 1.000 0.00 1.00 0.00 0.00
#> SAMPLE_1893 2 0.000 1.000 0.00 1.00 0.00 0.00
#> SAMPLE_1894 2 0.000 1.000 0.00 1.00 0.00 0.00
#> SAMPLE_1908 3 0.361 0.868 0.14 0.00 0.84 0.02
#> SAMPLE_1921 3 0.382 0.877 0.12 0.00 0.84 0.04
#> SAMPLE_1930 4 0.000 1.000 0.00 0.00 0.00 1.00
#> SAMPLE_1932 1 0.000 0.995 1.00 0.00 0.00 0.00
#> SAMPLE_1969 3 0.361 0.868 0.14 0.00 0.84 0.02
#> SAMPLE_1973 3 0.397 0.890 0.08 0.00 0.84 0.08
#> SAMPLE_2000 2 0.000 1.000 0.00 1.00 0.00 0.00
#> SAMPLE_2061 3 0.283 0.823 0.00 0.04 0.90 0.06
#> SAMPLE_2141 3 0.397 0.890 0.08 0.00 0.84 0.08
#> SAMPLE_2182 4 0.000 1.000 0.00 0.00 0.00 1.00
#> SAMPLE_2206 2 0.000 1.000 0.00 1.00 0.00 0.00
#> SAMPLE_2226 2 0.000 1.000 0.00 1.00 0.00 0.00
#> SAMPLE_2230 4 0.000 1.000 0.00 0.00 0.00 1.00
#> SAMPLE_2251 3 0.413 0.762 0.00 0.00 0.74 0.26
#> SAMPLE_2261 4 0.000 1.000 0.00 0.00 0.00 1.00
#> SAMPLE_2262 1 0.000 0.995 1.00 0.00 0.00 0.00
#> SAMPLE_2273 1 0.000 0.995 1.00 0.00 0.00 0.00
#> SAMPLE_2288 1 0.000 0.995 1.00 0.00 0.00 0.00
#> SAMPLE_2305 4 0.000 1.000 0.00 0.00 0.00 1.00
#> SAMPLE_2319 4 0.000 1.000 0.00 0.00 0.00 1.00
#> SAMPLE_2353 1 0.000 0.995 1.00 0.00 0.00 0.00
#> SAMPLE_2369 4 0.000 1.000 0.00 0.00 0.00 1.00
#> SAMPLE_2370 4 0.000 1.000 0.00 0.00 0.00 1.00
#> SAMPLE_2373 4 0.000 1.000 0.00 0.00 0.00 1.00
#> SAMPLE_2374 4 0.000 1.000 0.00 0.00 0.00 1.00
#> SAMPLE_2376 4 0.000 1.000 0.00 0.00 0.00 1.00
#> SAMPLE_2377 4 0.000 1.000 0.00 0.00 0.00 1.00
#> SAMPLE_2378 4 0.000 1.000 0.00 0.00 0.00 1.00
#> SAMPLE_2380 4 0.000 1.000 0.00 0.00 0.00 1.00
#> SAMPLE_2382 4 0.000 1.000 0.00 0.00 0.00 1.00
#> SAMPLE_2386 4 0.000 1.000 0.00 0.00 0.00 1.00
#> SAMPLE_2398 4 0.000 1.000 0.00 0.00 0.00 1.00
#> SAMPLE_2399 4 0.000 1.000 0.00 0.00 0.00 1.00
#> SAMPLE_2400 4 0.000 1.000 0.00 0.00 0.00 1.00
#> SAMPLE_2401 4 0.000 1.000 0.00 0.00 0.00 1.00
#> SAMPLE_2402 4 0.000 1.000 0.00 0.00 0.00 1.00
#> SAMPLE_2403 4 0.000 1.000 0.00 0.00 0.00 1.00
#> SAMPLE_2404 4 0.000 1.000 0.00 0.00 0.00 1.00
#> SAMPLE_2411 1 0.000 0.995 1.00 0.00 0.00 0.00
#> SAMPLE_2421 1 0.000 0.995 1.00 0.00 0.00 0.00
#> SAMPLE_2436 2 0.000 1.000 0.00 1.00 0.00 0.00
#> SAMPLE_2447 2 0.000 1.000 0.00 1.00 0.00 0.00
#> SAMPLE_2451 2 0.000 1.000 0.00 1.00 0.00 0.00
#> SAMPLE_2459 3 0.397 0.890 0.08 0.00 0.84 0.08
#> SAMPLE_2463 3 0.234 0.834 0.00 0.00 0.90 0.10
#> SAMPLE_2465 1 0.000 0.995 1.00 0.00 0.00 0.00
#> SAMPLE_2467 1 0.000 0.995 1.00 0.00 0.00 0.00
#> SAMPLE_2508 4 0.000 1.000 0.00 0.00 0.00 1.00
#> SAMPLE_2509 4 0.000 1.000 0.00 0.00 0.00 1.00
#> SAMPLE_2515 2 0.000 1.000 0.00 1.00 0.00 0.00
#> SAMPLE_2528 1 0.000 0.995 1.00 0.00 0.00 0.00
#> SAMPLE_2539 4 0.000 1.000 0.00 0.00 0.00 1.00
#> SAMPLE_2554 4 0.000 1.000 0.00 0.00 0.00 1.00
#> SAMPLE_2555 4 0.000 1.000 0.00 0.00 0.00 1.00
#> SAMPLE_2561 4 0.000 1.000 0.00 0.00 0.00 1.00
#> SAMPLE_2563 4 0.000 1.000 0.00 0.00 0.00 1.00
#> SAMPLE_2564 4 0.000 1.000 0.00 0.00 0.00 1.00
#> SAMPLE_2565 4 0.000 1.000 0.00 0.00 0.00 1.00
#> SAMPLE_2566 4 0.000 1.000 0.00 0.00 0.00 1.00
#> SAMPLE_2568 4 0.000 1.000 0.00 0.00 0.00 1.00
#> SAMPLE_2569 4 0.000 1.000 0.00 0.00 0.00 1.00
#> SAMPLE_2608 4 0.000 1.000 0.00 0.00 0.00 1.00
#> SAMPLE_2714 4 0.000 1.000 0.00 0.00 0.00 1.00
#> SAMPLE_2716 4 0.000 1.000 0.00 0.00 0.00 1.00
#> SAMPLE_2722 3 0.397 0.890 0.08 0.00 0.84 0.08
#> SAMPLE_2736 2 0.000 1.000 0.00 1.00 0.00 0.00
#> SAMPLE_2737 4 0.000 1.000 0.00 0.00 0.00 1.00
#> SAMPLE_2738 4 0.000 1.000 0.00 0.00 0.00 1.00
#> SAMPLE_2739 4 0.000 1.000 0.00 0.00 0.00 1.00
#> SAMPLE_2740 4 0.000 1.000 0.00 0.00 0.00 1.00
#> SAMPLE_2741 4 0.000 1.000 0.00 0.00 0.00 1.00
#> SAMPLE_2742 4 0.000 1.000 0.00 0.00 0.00 1.00
#> SAMPLE_2743 4 0.000 1.000 0.00 0.00 0.00 1.00
#> SAMPLE_2744 4 0.000 1.000 0.00 0.00 0.00 1.00
#> SAMPLE_2745 4 0.000 1.000 0.00 0.00 0.00 1.00
#> SAMPLE_2747 2 0.000 1.000 0.00 1.00 0.00 0.00
#> SAMPLE_2760 2 0.000 1.000 0.00 1.00 0.00 0.00
#> SAMPLE_2785 2 0.000 1.000 0.00 1.00 0.00 0.00
#> SAMPLE_2787 4 0.000 1.000 0.00 0.00 0.00 1.00
#> SAMPLE_2788 4 0.000 1.000 0.00 0.00 0.00 1.00
#> SAMPLE_2790 4 0.000 1.000 0.00 0.00 0.00 1.00
#> SAMPLE_2791 4 0.000 1.000 0.00 0.00 0.00 1.00
#> SAMPLE_2792 4 0.000 1.000 0.00 0.00 0.00 1.00
cbind(get_classes(res, k = 5), get_membership(res, k = 5))
#> class entropy silhouette p1 p2 p3 p4 p5
#> SAMPLE_15 2 0.0609 0.894 0.00 0.98 0.02 0.00 0.00
#> SAMPLE_16 2 0.0609 0.894 0.00 0.98 0.02 0.00 0.00
#> SAMPLE_19 2 0.0609 0.894 0.00 0.98 0.02 0.00 0.00
#> SAMPLE_21 2 0.0609 0.894 0.00 0.98 0.02 0.00 0.00
#> SAMPLE_57 5 0.1043 1.000 0.00 0.00 0.04 0.00 0.96
#> SAMPLE_58 5 0.1043 1.000 0.00 0.00 0.04 0.00 0.96
#> SAMPLE_59 5 0.1043 1.000 0.00 0.00 0.04 0.00 0.96
#> SAMPLE_60 5 0.1043 1.000 0.00 0.00 0.04 0.00 0.96
#> SAMPLE_61 5 0.1043 1.000 0.00 0.00 0.04 0.00 0.96
#> SAMPLE_80 5 0.1043 1.000 0.00 0.00 0.04 0.00 0.96
#> SAMPLE_81 5 0.1043 1.000 0.00 0.00 0.04 0.00 0.96
#> SAMPLE_82 5 0.1043 1.000 0.00 0.00 0.04 0.00 0.96
#> SAMPLE_83 5 0.1043 1.000 0.00 0.00 0.04 0.00 0.96
#> SAMPLE_84 5 0.1043 1.000 0.00 0.00 0.04 0.00 0.96
#> SAMPLE_85 1 0.0000 0.996 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_86 1 0.0000 0.996 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_87 2 0.0609 0.894 0.00 0.98 0.02 0.00 0.00
#> SAMPLE_88 2 0.2929 0.890 0.00 0.82 0.00 0.00 0.18
#> SAMPLE_89 2 0.0609 0.894 0.00 0.98 0.02 0.00 0.00
#> SAMPLE_90 3 0.0609 0.992 0.02 0.00 0.98 0.00 0.00
#> SAMPLE_91 3 0.0609 0.992 0.02 0.00 0.98 0.00 0.00
#> SAMPLE_92 1 0.0000 0.996 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_93 3 0.0609 0.992 0.02 0.00 0.98 0.00 0.00
#> SAMPLE_94 5 0.1043 1.000 0.00 0.00 0.04 0.00 0.96
#> SAMPLE_95 1 0.0000 0.996 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_96 3 0.0609 0.992 0.02 0.00 0.98 0.00 0.00
#> SAMPLE_97 1 0.0000 0.996 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_98 1 0.0000 0.996 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_99 3 0.0609 0.992 0.02 0.00 0.98 0.00 0.00
#> SAMPLE_125 4 0.0000 0.996 0.00 0.00 0.00 1.00 0.00
#> SAMPLE_128 2 0.2929 0.890 0.00 0.82 0.00 0.00 0.18
#> SAMPLE_129 3 0.0609 0.992 0.02 0.00 0.98 0.00 0.00
#> SAMPLE_130 1 0.0000 0.996 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_131 3 0.0609 0.992 0.02 0.00 0.98 0.00 0.00
#> SAMPLE_132 3 0.0609 0.992 0.02 0.00 0.98 0.00 0.00
#> SAMPLE_133 3 0.0609 0.992 0.02 0.00 0.98 0.00 0.00
#> SAMPLE_134 3 0.1410 0.941 0.06 0.00 0.94 0.00 0.00
#> SAMPLE_135 2 0.2929 0.890 0.00 0.82 0.00 0.00 0.18
#> SAMPLE_141 2 0.2929 0.890 0.00 0.82 0.00 0.00 0.18
#> SAMPLE_150 5 0.1043 1.000 0.00 0.00 0.04 0.00 0.96
#> SAMPLE_151 2 0.2929 0.890 0.00 0.82 0.00 0.00 0.18
#> SAMPLE_152 2 0.2929 0.890 0.00 0.82 0.00 0.00 0.18
#> SAMPLE_153 2 0.0609 0.894 0.00 0.98 0.02 0.00 0.00
#> SAMPLE_154 1 0.0000 0.996 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_155 2 0.2929 0.890 0.00 0.82 0.00 0.00 0.18
#> SAMPLE_156 5 0.1043 1.000 0.00 0.00 0.04 0.00 0.96
#> SAMPLE_158 2 0.2929 0.890 0.00 0.82 0.00 0.00 0.18
#> SAMPLE_159 3 0.0609 0.992 0.02 0.00 0.98 0.00 0.00
#> SAMPLE_160 1 0.0000 0.996 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_161 2 0.2929 0.890 0.00 0.82 0.00 0.00 0.18
#> SAMPLE_162 2 0.2929 0.890 0.00 0.82 0.00 0.00 0.18
#> SAMPLE_163 2 0.2929 0.890 0.00 0.82 0.00 0.00 0.18
#> SAMPLE_164 2 0.2929 0.890 0.00 0.82 0.00 0.00 0.18
#> SAMPLE_165 1 0.0000 0.996 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_166 1 0.0000 0.996 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_167 2 0.2929 0.890 0.00 0.82 0.00 0.00 0.18
#> SAMPLE_168 2 0.2929 0.890 0.00 0.82 0.00 0.00 0.18
#> SAMPLE_169 2 0.2929 0.890 0.00 0.82 0.00 0.00 0.18
#> SAMPLE_170 1 0.0000 0.996 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_171 1 0.0000 0.996 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_172 1 0.0000 0.996 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_179 1 0.1043 0.953 0.96 0.00 0.04 0.00 0.00
#> SAMPLE_180 1 0.0000 0.996 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_181 2 0.0609 0.894 0.00 0.98 0.02 0.00 0.00
#> SAMPLE_182 2 0.2929 0.890 0.00 0.82 0.00 0.00 0.18
#> SAMPLE_183 2 0.1043 0.895 0.00 0.96 0.00 0.00 0.04
#> SAMPLE_184 2 0.0609 0.894 0.00 0.98 0.02 0.00 0.00
#> SAMPLE_185 1 0.0000 0.996 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_186 3 0.0609 0.992 0.02 0.00 0.98 0.00 0.00
#> SAMPLE_187 3 0.0609 0.992 0.02 0.00 0.98 0.00 0.00
#> SAMPLE_188 1 0.0000 0.996 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_189 1 0.0000 0.996 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_190 2 0.0609 0.894 0.00 0.98 0.02 0.00 0.00
#> SAMPLE_191 1 0.0000 0.996 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_192 3 0.0609 0.992 0.02 0.00 0.98 0.00 0.00
#> SAMPLE_193 1 0.0000 0.996 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_196 1 0.0000 0.996 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_197 1 0.0000 0.996 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_198 1 0.0000 0.996 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_199 1 0.0000 0.996 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_200 2 0.0609 0.894 0.00 0.98 0.02 0.00 0.00
#> SAMPLE_201 1 0.0000 0.996 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_202 3 0.0609 0.992 0.02 0.00 0.98 0.00 0.00
#> SAMPLE_203 1 0.0000 0.996 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_204 1 0.0000 0.996 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_205 3 0.0609 0.992 0.02 0.00 0.98 0.00 0.00
#> SAMPLE_206 3 0.1043 0.967 0.04 0.00 0.96 0.00 0.00
#> SAMPLE_207 1 0.0000 0.996 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_224 2 0.2929 0.890 0.00 0.82 0.00 0.00 0.18
#> SAMPLE_225 2 0.2929 0.890 0.00 0.82 0.00 0.00 0.18
#> SAMPLE_226 2 0.2929 0.890 0.00 0.82 0.00 0.00 0.18
#> SAMPLE_227 2 0.2929 0.890 0.00 0.82 0.00 0.00 0.18
#> SAMPLE_228 2 0.2929 0.890 0.00 0.82 0.00 0.00 0.18
#> SAMPLE_229 1 0.0000 0.996 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_230 3 0.0609 0.992 0.02 0.00 0.98 0.00 0.00
#> SAMPLE_276 2 0.2929 0.890 0.00 0.82 0.00 0.00 0.18
#> SAMPLE_277 2 0.2929 0.890 0.00 0.82 0.00 0.00 0.18
#> SAMPLE_278 3 0.0609 0.992 0.02 0.00 0.98 0.00 0.00
#> SAMPLE_279 5 0.1043 1.000 0.00 0.00 0.04 0.00 0.96
#> SAMPLE_280 1 0.0000 0.996 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_281 1 0.0000 0.996 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_282 5 0.1043 1.000 0.00 0.00 0.04 0.00 0.96
#> SAMPLE_283 5 0.1043 1.000 0.00 0.00 0.04 0.00 0.96
#> SAMPLE_284 1 0.0000 0.996 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_285 1 0.0000 0.996 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_290 5 0.1043 1.000 0.00 0.00 0.04 0.00 0.96
#> SAMPLE_291 1 0.0000 0.996 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_292 1 0.0000 0.996 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_293 1 0.0000 0.996 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_294 5 0.1043 1.000 0.00 0.00 0.04 0.00 0.96
#> SAMPLE_295 5 0.1043 1.000 0.00 0.00 0.04 0.00 0.96
#> SAMPLE_380 2 0.0609 0.894 0.00 0.98 0.02 0.00 0.00
#> SAMPLE_381 2 0.0609 0.894 0.00 0.98 0.02 0.00 0.00
#> SAMPLE_388 2 0.0609 0.894 0.00 0.98 0.02 0.00 0.00
#> SAMPLE_389 1 0.0000 0.996 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_390 3 0.0609 0.992 0.02 0.00 0.98 0.00 0.00
#> SAMPLE_391 5 0.1043 1.000 0.00 0.00 0.04 0.00 0.96
#> SAMPLE_392 1 0.0000 0.996 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_393 1 0.0000 0.996 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_394 1 0.0000 0.996 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_395 2 0.2929 0.890 0.00 0.82 0.00 0.00 0.18
#> SAMPLE_396 3 0.0609 0.992 0.02 0.00 0.98 0.00 0.00
#> SAMPLE_397 1 0.0000 0.996 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_398 2 0.0609 0.894 0.00 0.98 0.02 0.00 0.00
#> SAMPLE_399 1 0.0000 0.996 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_400 1 0.0000 0.996 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_401 1 0.0000 0.996 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_402 2 0.0609 0.894 0.00 0.98 0.02 0.00 0.00
#> SAMPLE_403 5 0.1043 1.000 0.00 0.00 0.04 0.00 0.96
#> SAMPLE_404 2 0.0609 0.894 0.00 0.98 0.02 0.00 0.00
#> SAMPLE_405 2 0.0609 0.894 0.00 0.98 0.02 0.00 0.00
#> SAMPLE_406 2 0.2929 0.890 0.00 0.82 0.00 0.00 0.18
#> SAMPLE_407 1 0.0000 0.996 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_408 2 0.1043 0.895 0.00 0.96 0.00 0.00 0.04
#> SAMPLE_409 1 0.0000 0.996 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_410 3 0.0609 0.992 0.02 0.00 0.98 0.00 0.00
#> SAMPLE_411 3 0.0609 0.992 0.02 0.00 0.98 0.00 0.00
#> SAMPLE_412 1 0.0000 0.996 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_413 3 0.0609 0.992 0.02 0.00 0.98 0.00 0.00
#> SAMPLE_414 3 0.0609 0.992 0.02 0.00 0.98 0.00 0.00
#> SAMPLE_415 1 0.0000 0.996 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_416 1 0.0000 0.996 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_417 3 0.0609 0.965 0.00 0.00 0.98 0.02 0.00
#> SAMPLE_418 2 0.0609 0.894 0.00 0.98 0.02 0.00 0.00
#> SAMPLE_419 1 0.0000 0.996 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_420 1 0.0000 0.996 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_421 1 0.0000 0.996 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_422 3 0.0609 0.992 0.02 0.00 0.98 0.00 0.00
#> SAMPLE_423 1 0.3109 0.746 0.80 0.00 0.20 0.00 0.00
#> SAMPLE_424 1 0.0000 0.996 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_425 2 0.0609 0.894 0.00 0.98 0.02 0.00 0.00
#> SAMPLE_426 1 0.0000 0.996 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_427 1 0.1043 0.953 0.96 0.00 0.04 0.00 0.00
#> SAMPLE_428 1 0.0000 0.996 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_429 3 0.0609 0.992 0.02 0.00 0.98 0.00 0.00
#> SAMPLE_430 5 0.1043 1.000 0.00 0.00 0.04 0.00 0.96
#> SAMPLE_431 1 0.2929 0.777 0.82 0.00 0.18 0.00 0.00
#> SAMPLE_432 1 0.0000 0.996 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_433 1 0.0000 0.996 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_434 3 0.0609 0.992 0.02 0.00 0.98 0.00 0.00
#> SAMPLE_435 2 0.0609 0.894 0.00 0.98 0.02 0.00 0.00
#> SAMPLE_436 1 0.0000 0.996 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_437 1 0.0000 0.996 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_438 1 0.0000 0.996 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_439 1 0.0000 0.996 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_440 2 0.0609 0.894 0.00 0.98 0.02 0.00 0.00
#> SAMPLE_441 2 0.2929 0.890 0.00 0.82 0.00 0.00 0.18
#> SAMPLE_442 3 0.0609 0.992 0.02 0.00 0.98 0.00 0.00
#> SAMPLE_443 2 0.1043 0.895 0.00 0.96 0.00 0.00 0.04
#> SAMPLE_444 1 0.0000 0.996 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_445 3 0.0609 0.992 0.02 0.00 0.98 0.00 0.00
#> SAMPLE_446 3 0.1410 0.941 0.06 0.00 0.94 0.00 0.00
#> SAMPLE_447 5 0.1043 1.000 0.00 0.00 0.04 0.00 0.96
#> SAMPLE_448 1 0.0000 0.996 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_449 3 0.0609 0.992 0.02 0.00 0.98 0.00 0.00
#> SAMPLE_450 1 0.0000 0.996 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_451 3 0.0609 0.992 0.02 0.00 0.98 0.00 0.00
#> SAMPLE_452 1 0.0000 0.996 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_453 2 0.2929 0.890 0.00 0.82 0.00 0.00 0.18
#> SAMPLE_454 2 0.2929 0.890 0.00 0.82 0.00 0.00 0.18
#> SAMPLE_455 1 0.0000 0.996 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_456 1 0.0000 0.996 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_457 1 0.0000 0.996 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_458 1 0.0000 0.996 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_459 5 0.1043 1.000 0.00 0.00 0.04 0.00 0.96
#> SAMPLE_460 1 0.0000 0.996 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_461 2 0.0609 0.894 0.00 0.98 0.02 0.00 0.00
#> SAMPLE_462 3 0.0609 0.992 0.02 0.00 0.98 0.00 0.00
#> SAMPLE_463 3 0.0609 0.992 0.02 0.00 0.98 0.00 0.00
#> SAMPLE_464 3 0.1410 0.941 0.06 0.00 0.94 0.00 0.00
#> SAMPLE_465 2 0.0609 0.894 0.00 0.98 0.02 0.00 0.00
#> SAMPLE_466 5 0.1043 1.000 0.00 0.00 0.04 0.00 0.96
#> SAMPLE_467 1 0.0000 0.996 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_468 2 0.0609 0.894 0.00 0.98 0.02 0.00 0.00
#> SAMPLE_469 5 0.1043 1.000 0.00 0.00 0.04 0.00 0.96
#> SAMPLE_472 1 0.0000 0.996 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_473 2 0.0609 0.894 0.00 0.98 0.02 0.00 0.00
#> SAMPLE_474 1 0.0000 0.996 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_475 2 0.0609 0.894 0.00 0.98 0.02 0.00 0.00
#> SAMPLE_476 1 0.0000 0.996 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_477 3 0.0609 0.992 0.02 0.00 0.98 0.00 0.00
#> SAMPLE_478 2 0.2929 0.890 0.00 0.82 0.00 0.00 0.18
#> SAMPLE_479 1 0.0000 0.996 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_480 3 0.1410 0.941 0.06 0.00 0.94 0.00 0.00
#> SAMPLE_481 3 0.0609 0.992 0.02 0.00 0.98 0.00 0.00
#> SAMPLE_482 5 0.1043 1.000 0.00 0.00 0.04 0.00 0.96
#> SAMPLE_483 5 0.1043 1.000 0.00 0.00 0.04 0.00 0.96
#> SAMPLE_484 2 0.0609 0.894 0.00 0.98 0.02 0.00 0.00
#> SAMPLE_485 3 0.0609 0.992 0.02 0.00 0.98 0.00 0.00
#> SAMPLE_486 2 0.2929 0.890 0.00 0.82 0.00 0.00 0.18
#> SAMPLE_487 1 0.0000 0.996 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_488 2 0.0609 0.894 0.00 0.98 0.02 0.00 0.00
#> SAMPLE_489 2 0.0609 0.894 0.00 0.98 0.02 0.00 0.00
#> SAMPLE_490 1 0.0000 0.996 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_491 3 0.0609 0.992 0.02 0.00 0.98 0.00 0.00
#> SAMPLE_492 2 0.2929 0.890 0.00 0.82 0.00 0.00 0.18
#> SAMPLE_493 1 0.0000 0.996 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_494 1 0.0000 0.996 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_495 1 0.0000 0.996 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_496 5 0.1043 1.000 0.00 0.00 0.04 0.00 0.96
#> SAMPLE_497 1 0.0000 0.996 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_498 5 0.1043 1.000 0.00 0.00 0.04 0.00 0.96
#> SAMPLE_499 3 0.0609 0.992 0.02 0.00 0.98 0.00 0.00
#> SAMPLE_500 1 0.0000 0.996 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_501 2 0.0609 0.894 0.00 0.98 0.02 0.00 0.00
#> SAMPLE_502 1 0.0000 0.996 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_503 2 0.1043 0.895 0.00 0.96 0.00 0.00 0.04
#> SAMPLE_504 5 0.1043 1.000 0.00 0.00 0.04 0.00 0.96
#> SAMPLE_505 2 0.2929 0.890 0.00 0.82 0.00 0.00 0.18
#> SAMPLE_506 1 0.0000 0.996 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_507 1 0.0000 0.996 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_508 1 0.0000 0.996 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_509 2 0.1043 0.895 0.00 0.96 0.00 0.00 0.04
#> SAMPLE_510 3 0.0609 0.992 0.02 0.00 0.98 0.00 0.00
#> SAMPLE_511 1 0.0000 0.996 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_512 5 0.1043 1.000 0.00 0.00 0.04 0.00 0.96
#> SAMPLE_513 1 0.0000 0.996 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_514 3 0.0609 0.992 0.02 0.00 0.98 0.00 0.00
#> SAMPLE_515 3 0.1410 0.941 0.06 0.00 0.94 0.00 0.00
#> SAMPLE_516 1 0.0000 0.996 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_517 3 0.0609 0.965 0.00 0.00 0.98 0.02 0.00
#> SAMPLE_518 1 0.0000 0.996 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_519 1 0.0000 0.996 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_520 3 0.0609 0.992 0.02 0.00 0.98 0.00 0.00
#> SAMPLE_521 5 0.1043 1.000 0.00 0.00 0.04 0.00 0.96
#> SAMPLE_522 2 0.1043 0.895 0.00 0.96 0.00 0.00 0.04
#> SAMPLE_523 1 0.0000 0.996 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_524 1 0.0000 0.996 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_525 3 0.0609 0.992 0.02 0.00 0.98 0.00 0.00
#> SAMPLE_526 1 0.0000 0.996 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_527 1 0.0000 0.996 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_528 2 0.0609 0.894 0.00 0.98 0.02 0.00 0.00
#> SAMPLE_529 3 0.0609 0.965 0.00 0.00 0.98 0.02 0.00
#> SAMPLE_530 2 0.0609 0.894 0.00 0.98 0.02 0.00 0.00
#> SAMPLE_531 1 0.0000 0.996 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_532 3 0.0609 0.965 0.00 0.00 0.98 0.02 0.00
#> SAMPLE_533 1 0.0000 0.996 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_534 1 0.0000 0.996 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_535 1 0.0000 0.996 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_536 2 0.0609 0.894 0.00 0.98 0.02 0.00 0.00
#> SAMPLE_537 1 0.0000 0.996 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_538 3 0.0609 0.992 0.02 0.00 0.98 0.00 0.00
#> SAMPLE_539 2 0.2929 0.890 0.00 0.82 0.00 0.00 0.18
#> SAMPLE_540 3 0.0609 0.992 0.02 0.00 0.98 0.00 0.00
#> SAMPLE_541 2 0.2929 0.890 0.00 0.82 0.00 0.00 0.18
#> SAMPLE_542 3 0.0609 0.965 0.00 0.00 0.98 0.02 0.00
#> SAMPLE_543 1 0.0000 0.996 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_544 1 0.0000 0.996 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_545 3 0.0609 0.992 0.02 0.00 0.98 0.00 0.00
#> SAMPLE_546 3 0.0609 0.992 0.02 0.00 0.98 0.00 0.00
#> SAMPLE_547 1 0.0000 0.996 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_548 3 0.0609 0.992 0.02 0.00 0.98 0.00 0.00
#> SAMPLE_549 1 0.0000 0.996 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_550 1 0.0000 0.996 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_551 1 0.0000 0.996 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_552 1 0.0000 0.996 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_554 2 0.2929 0.890 0.00 0.82 0.00 0.00 0.18
#> SAMPLE_555 3 0.0609 0.992 0.02 0.00 0.98 0.00 0.00
#> SAMPLE_556 2 0.2929 0.890 0.00 0.82 0.00 0.00 0.18
#> SAMPLE_557 2 0.2929 0.890 0.00 0.82 0.00 0.00 0.18
#> SAMPLE_558 3 0.0609 0.965 0.00 0.00 0.98 0.02 0.00
#> SAMPLE_559 1 0.0000 0.996 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_560 1 0.0000 0.996 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_561 2 0.2929 0.890 0.00 0.82 0.00 0.00 0.18
#> SAMPLE_562 2 0.2929 0.890 0.00 0.82 0.00 0.00 0.18
#> SAMPLE_563 2 0.2929 0.890 0.00 0.82 0.00 0.00 0.18
#> SAMPLE_564 1 0.0000 0.996 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_565 2 0.2929 0.890 0.00 0.82 0.00 0.00 0.18
#> SAMPLE_566 2 0.2929 0.890 0.00 0.82 0.00 0.00 0.18
#> SAMPLE_567 2 0.2929 0.890 0.00 0.82 0.00 0.00 0.18
#> SAMPLE_573 2 0.2929 0.890 0.00 0.82 0.00 0.00 0.18
#> SAMPLE_574 2 0.2929 0.890 0.00 0.82 0.00 0.00 0.18
#> SAMPLE_575 2 0.2929 0.890 0.00 0.82 0.00 0.00 0.18
#> SAMPLE_576 2 0.2929 0.890 0.00 0.82 0.00 0.00 0.18
#> SAMPLE_577 3 0.0609 0.992 0.02 0.00 0.98 0.00 0.00
#> SAMPLE_578 1 0.0000 0.996 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_579 5 0.1043 1.000 0.00 0.00 0.04 0.00 0.96
#> SAMPLE_580 3 0.0609 0.992 0.02 0.00 0.98 0.00 0.00
#> SAMPLE_581 2 0.0609 0.894 0.00 0.98 0.02 0.00 0.00
#> SAMPLE_582 1 0.0000 0.996 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_583 3 0.1410 0.941 0.06 0.00 0.94 0.00 0.00
#> SAMPLE_584 2 0.2929 0.890 0.00 0.82 0.00 0.00 0.18
#> SAMPLE_585 1 0.0000 0.996 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_586 3 0.0609 0.992 0.02 0.00 0.98 0.00 0.00
#> SAMPLE_587 2 0.0609 0.894 0.00 0.98 0.02 0.00 0.00
#> SAMPLE_588 1 0.0000 0.996 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_611 2 0.2929 0.890 0.00 0.82 0.00 0.00 0.18
#> SAMPLE_612 1 0.0000 0.996 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_613 2 0.1043 0.895 0.00 0.96 0.00 0.00 0.04
#> SAMPLE_615 3 0.0609 0.992 0.02 0.00 0.98 0.00 0.00
#> SAMPLE_616 1 0.0000 0.996 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_617 3 0.0609 0.992 0.02 0.00 0.98 0.00 0.00
#> SAMPLE_642 2 0.2929 0.890 0.00 0.82 0.00 0.00 0.18
#> SAMPLE_670 2 0.0609 0.894 0.00 0.98 0.02 0.00 0.00
#> SAMPLE_671 1 0.0000 0.996 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_731 2 0.2929 0.890 0.00 0.82 0.00 0.00 0.18
#> SAMPLE_749 2 0.2929 0.890 0.00 0.82 0.00 0.00 0.18
#> SAMPLE_750 1 0.0000 0.996 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_765 2 0.2929 0.890 0.00 0.82 0.00 0.00 0.18
#> SAMPLE_769 2 0.2929 0.890 0.00 0.82 0.00 0.00 0.18
#> SAMPLE_770 2 0.2929 0.890 0.00 0.82 0.00 0.00 0.18
#> SAMPLE_793 4 0.0000 0.996 0.00 0.00 0.00 1.00 0.00
#> SAMPLE_839 2 0.0609 0.894 0.00 0.98 0.02 0.00 0.00
#> SAMPLE_845 2 0.0609 0.894 0.00 0.98 0.02 0.00 0.00
#> SAMPLE_847 2 0.0609 0.894 0.00 0.98 0.02 0.00 0.00
#> SAMPLE_857 4 0.0000 0.996 0.00 0.00 0.00 1.00 0.00
#> SAMPLE_858 4 0.0000 0.996 0.00 0.00 0.00 1.00 0.00
#> SAMPLE_870 4 0.0000 0.996 0.00 0.00 0.00 1.00 0.00
#> SAMPLE_878 4 0.0000 0.996 0.00 0.00 0.00 1.00 0.00
#> SAMPLE_891 4 0.0000 0.996 0.00 0.00 0.00 1.00 0.00
#> SAMPLE_893 4 0.0000 0.996 0.00 0.00 0.00 1.00 0.00
#> SAMPLE_976 2 0.2929 0.890 0.00 0.82 0.00 0.00 0.18
#> SAMPLE_977 2 0.2929 0.890 0.00 0.82 0.00 0.00 0.18
#> SAMPLE_978 2 0.2929 0.890 0.00 0.82 0.00 0.00 0.18
#> SAMPLE_979 2 0.2929 0.890 0.00 0.82 0.00 0.00 0.18
#> SAMPLE_983 2 0.2929 0.890 0.00 0.82 0.00 0.00 0.18
#> SAMPLE_984 2 0.2929 0.890 0.00 0.82 0.00 0.00 0.18
#> SAMPLE_985 2 0.1043 0.895 0.00 0.96 0.00 0.00 0.04
#> SAMPLE_986 4 0.0000 0.996 0.00 0.00 0.00 1.00 0.00
#> SAMPLE_991 2 0.0609 0.894 0.00 0.98 0.02 0.00 0.00
#> SAMPLE_992 1 0.0000 0.996 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_1038 2 0.0609 0.894 0.00 0.98 0.02 0.00 0.00
#> SAMPLE_1039 2 0.2929 0.890 0.00 0.82 0.00 0.00 0.18
#> SAMPLE_1064 2 0.1043 0.895 0.00 0.96 0.00 0.00 0.04
#> SAMPLE_1065 2 0.0609 0.894 0.00 0.98 0.02 0.00 0.00
#> SAMPLE_1066 2 0.1043 0.895 0.00 0.96 0.00 0.00 0.04
#> SAMPLE_1111 3 0.0609 0.965 0.00 0.00 0.98 0.02 0.00
#> SAMPLE_1116 1 0.0000 0.996 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_1149 2 0.1043 0.895 0.00 0.96 0.00 0.00 0.04
#> SAMPLE_1159 4 0.0000 0.996 0.00 0.00 0.00 1.00 0.00
#> SAMPLE_1160 4 0.0000 0.996 0.00 0.00 0.00 1.00 0.00
#> SAMPLE_1161 4 0.0000 0.996 0.00 0.00 0.00 1.00 0.00
#> SAMPLE_1168 3 0.0609 0.992 0.02 0.00 0.98 0.00 0.00
#> SAMPLE_1169 1 0.0000 0.996 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_1192 1 0.0000 0.996 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_1211 2 0.0609 0.894 0.00 0.98 0.02 0.00 0.00
#> SAMPLE_1212 2 0.0609 0.894 0.00 0.98 0.02 0.00 0.00
#> SAMPLE_1213 2 0.0609 0.894 0.00 0.98 0.02 0.00 0.00
#> SAMPLE_1241 2 0.2929 0.890 0.00 0.82 0.00 0.00 0.18
#> SAMPLE_1242 5 0.1043 1.000 0.00 0.00 0.04 0.00 0.96
#> SAMPLE_1243 2 0.0609 0.894 0.00 0.98 0.02 0.00 0.00
#> SAMPLE_1268 2 0.0609 0.894 0.00 0.98 0.02 0.00 0.00
#> SAMPLE_1336 2 0.0609 0.894 0.00 0.98 0.02 0.00 0.00
#> SAMPLE_1413 2 0.2929 0.890 0.00 0.82 0.00 0.00 0.18
#> SAMPLE_1414 2 0.2929 0.890 0.00 0.82 0.00 0.00 0.18
#> SAMPLE_1415 2 0.2929 0.890 0.00 0.82 0.00 0.00 0.18
#> SAMPLE_1416 2 0.0609 0.894 0.00 0.98 0.02 0.00 0.00
#> SAMPLE_1417 2 0.2929 0.890 0.00 0.82 0.00 0.00 0.18
#> SAMPLE_1418 2 0.2929 0.890 0.00 0.82 0.00 0.00 0.18
#> SAMPLE_1427 4 0.0000 0.996 0.00 0.00 0.00 1.00 0.00
#> SAMPLE_1440 2 0.0609 0.894 0.00 0.98 0.02 0.00 0.00
#> SAMPLE_1447 3 0.0609 0.992 0.02 0.00 0.98 0.00 0.00
#> SAMPLE_1448 3 0.0609 0.992 0.02 0.00 0.98 0.00 0.00
#> SAMPLE_1523 5 0.1043 1.000 0.00 0.00 0.04 0.00 0.96
#> SAMPLE_1525 2 0.2929 0.890 0.00 0.82 0.00 0.00 0.18
#> SAMPLE_1603 4 0.0000 0.996 0.00 0.00 0.00 1.00 0.00
#> SAMPLE_1605 4 0.0000 0.996 0.00 0.00 0.00 1.00 0.00
#> SAMPLE_1606 4 0.0000 0.996 0.00 0.00 0.00 1.00 0.00
#> SAMPLE_1607 4 0.0000 0.996 0.00 0.00 0.00 1.00 0.00
#> SAMPLE_1667 2 0.0609 0.894 0.00 0.98 0.02 0.00 0.00
#> SAMPLE_1673 1 0.0000 0.996 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_1677 4 0.0000 0.996 0.00 0.00 0.00 1.00 0.00
#> SAMPLE_1694 4 0.0000 0.996 0.00 0.00 0.00 1.00 0.00
#> SAMPLE_1698 4 0.0000 0.996 0.00 0.00 0.00 1.00 0.00
#> SAMPLE_1712 2 0.0609 0.894 0.00 0.98 0.02 0.00 0.00
#> SAMPLE_1735 1 0.0000 0.996 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_1736 4 0.0000 0.996 0.00 0.00 0.00 1.00 0.00
#> SAMPLE_1829 4 0.0000 0.996 0.00 0.00 0.00 1.00 0.00
#> SAMPLE_1838 4 0.0000 0.996 0.00 0.00 0.00 1.00 0.00
#> SAMPLE_1846 5 0.1043 1.000 0.00 0.00 0.04 0.00 0.96
#> SAMPLE_1859 4 0.0000 0.996 0.00 0.00 0.00 1.00 0.00
#> SAMPLE_1865 3 0.0609 0.992 0.02 0.00 0.98 0.00 0.00
#> SAMPLE_1870 4 0.0000 0.996 0.00 0.00 0.00 1.00 0.00
#> SAMPLE_1871 2 0.0609 0.894 0.00 0.98 0.02 0.00 0.00
#> SAMPLE_1875 4 0.0000 0.996 0.00 0.00 0.00 1.00 0.00
#> SAMPLE_1876 4 0.0000 0.996 0.00 0.00 0.00 1.00 0.00
#> SAMPLE_1877 4 0.0000 0.996 0.00 0.00 0.00 1.00 0.00
#> SAMPLE_1889 2 0.0609 0.894 0.00 0.98 0.02 0.00 0.00
#> SAMPLE_1890 2 0.0609 0.894 0.00 0.98 0.02 0.00 0.00
#> SAMPLE_1891 2 0.0609 0.894 0.00 0.98 0.02 0.00 0.00
#> SAMPLE_1892 2 0.0609 0.894 0.00 0.98 0.02 0.00 0.00
#> SAMPLE_1893 2 0.2929 0.890 0.00 0.82 0.00 0.00 0.18
#> SAMPLE_1894 2 0.0609 0.894 0.00 0.98 0.02 0.00 0.00
#> SAMPLE_1908 3 0.0609 0.992 0.02 0.00 0.98 0.00 0.00
#> SAMPLE_1921 3 0.0609 0.992 0.02 0.00 0.98 0.00 0.00
#> SAMPLE_1930 4 0.0000 0.996 0.00 0.00 0.00 1.00 0.00
#> SAMPLE_1932 1 0.0000 0.996 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_1969 3 0.0609 0.992 0.02 0.00 0.98 0.00 0.00
#> SAMPLE_1973 3 0.0609 0.992 0.02 0.00 0.98 0.00 0.00
#> SAMPLE_2000 2 0.0609 0.894 0.00 0.98 0.02 0.00 0.00
#> SAMPLE_2061 5 0.1043 1.000 0.00 0.00 0.04 0.00 0.96
#> SAMPLE_2141 3 0.0609 0.992 0.02 0.00 0.98 0.00 0.00
#> SAMPLE_2182 4 0.0000 0.996 0.00 0.00 0.00 1.00 0.00
#> SAMPLE_2206 2 0.0609 0.894 0.00 0.98 0.02 0.00 0.00
#> SAMPLE_2226 2 0.0609 0.894 0.00 0.98 0.02 0.00 0.00
#> SAMPLE_2230 4 0.0000 0.996 0.00 0.00 0.00 1.00 0.00
#> SAMPLE_2251 4 0.3796 0.570 0.00 0.00 0.30 0.70 0.00
#> SAMPLE_2261 4 0.0000 0.996 0.00 0.00 0.00 1.00 0.00
#> SAMPLE_2262 1 0.0000 0.996 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_2273 1 0.0000 0.996 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_2288 1 0.0000 0.996 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_2305 4 0.0000 0.996 0.00 0.00 0.00 1.00 0.00
#> SAMPLE_2319 4 0.0000 0.996 0.00 0.00 0.00 1.00 0.00
#> SAMPLE_2353 1 0.0000 0.996 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_2369 4 0.0000 0.996 0.00 0.00 0.00 1.00 0.00
#> SAMPLE_2370 4 0.0000 0.996 0.00 0.00 0.00 1.00 0.00
#> SAMPLE_2373 4 0.0000 0.996 0.00 0.00 0.00 1.00 0.00
#> SAMPLE_2374 4 0.0000 0.996 0.00 0.00 0.00 1.00 0.00
#> SAMPLE_2376 4 0.0000 0.996 0.00 0.00 0.00 1.00 0.00
#> SAMPLE_2377 4 0.0000 0.996 0.00 0.00 0.00 1.00 0.00
#> SAMPLE_2378 4 0.0000 0.996 0.00 0.00 0.00 1.00 0.00
#> SAMPLE_2380 4 0.0000 0.996 0.00 0.00 0.00 1.00 0.00
#> SAMPLE_2382 4 0.0000 0.996 0.00 0.00 0.00 1.00 0.00
#> SAMPLE_2386 4 0.0000 0.996 0.00 0.00 0.00 1.00 0.00
#> SAMPLE_2398 4 0.0000 0.996 0.00 0.00 0.00 1.00 0.00
#> SAMPLE_2399 4 0.0000 0.996 0.00 0.00 0.00 1.00 0.00
#> SAMPLE_2400 4 0.0000 0.996 0.00 0.00 0.00 1.00 0.00
#> SAMPLE_2401 4 0.0000 0.996 0.00 0.00 0.00 1.00 0.00
#> SAMPLE_2402 4 0.0000 0.996 0.00 0.00 0.00 1.00 0.00
#> SAMPLE_2403 4 0.0000 0.996 0.00 0.00 0.00 1.00 0.00
#> SAMPLE_2404 4 0.0000 0.996 0.00 0.00 0.00 1.00 0.00
#> SAMPLE_2411 1 0.0000 0.996 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_2421 1 0.0000 0.996 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_2436 2 0.2929 0.890 0.00 0.82 0.00 0.00 0.18
#> SAMPLE_2447 2 0.2929 0.890 0.00 0.82 0.00 0.00 0.18
#> SAMPLE_2451 2 0.2929 0.890 0.00 0.82 0.00 0.00 0.18
#> SAMPLE_2459 3 0.0609 0.992 0.02 0.00 0.98 0.00 0.00
#> SAMPLE_2463 5 0.1043 1.000 0.00 0.00 0.04 0.00 0.96
#> SAMPLE_2465 1 0.0000 0.996 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_2467 1 0.0000 0.996 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_2508 4 0.0000 0.996 0.00 0.00 0.00 1.00 0.00
#> SAMPLE_2509 4 0.0000 0.996 0.00 0.00 0.00 1.00 0.00
#> SAMPLE_2515 2 0.0609 0.894 0.00 0.98 0.02 0.00 0.00
#> SAMPLE_2528 1 0.0000 0.996 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_2539 4 0.0000 0.996 0.00 0.00 0.00 1.00 0.00
#> SAMPLE_2554 4 0.0000 0.996 0.00 0.00 0.00 1.00 0.00
#> SAMPLE_2555 4 0.0000 0.996 0.00 0.00 0.00 1.00 0.00
#> SAMPLE_2561 4 0.0000 0.996 0.00 0.00 0.00 1.00 0.00
#> SAMPLE_2563 4 0.0000 0.996 0.00 0.00 0.00 1.00 0.00
#> SAMPLE_2564 4 0.0000 0.996 0.00 0.00 0.00 1.00 0.00
#> SAMPLE_2565 4 0.0000 0.996 0.00 0.00 0.00 1.00 0.00
#> SAMPLE_2566 4 0.0000 0.996 0.00 0.00 0.00 1.00 0.00
#> SAMPLE_2568 4 0.0000 0.996 0.00 0.00 0.00 1.00 0.00
#> SAMPLE_2569 4 0.0000 0.996 0.00 0.00 0.00 1.00 0.00
#> SAMPLE_2608 4 0.0000 0.996 0.00 0.00 0.00 1.00 0.00
#> SAMPLE_2714 4 0.0000 0.996 0.00 0.00 0.00 1.00 0.00
#> SAMPLE_2716 4 0.0000 0.996 0.00 0.00 0.00 1.00 0.00
#> SAMPLE_2722 3 0.0609 0.992 0.02 0.00 0.98 0.00 0.00
#> SAMPLE_2736 2 0.0609 0.894 0.00 0.98 0.02 0.00 0.00
#> SAMPLE_2737 4 0.0000 0.996 0.00 0.00 0.00 1.00 0.00
#> SAMPLE_2738 4 0.0000 0.996 0.00 0.00 0.00 1.00 0.00
#> SAMPLE_2739 4 0.0000 0.996 0.00 0.00 0.00 1.00 0.00
#> SAMPLE_2740 4 0.0000 0.996 0.00 0.00 0.00 1.00 0.00
#> SAMPLE_2741 4 0.0000 0.996 0.00 0.00 0.00 1.00 0.00
#> SAMPLE_2742 4 0.0000 0.996 0.00 0.00 0.00 1.00 0.00
#> SAMPLE_2743 4 0.0000 0.996 0.00 0.00 0.00 1.00 0.00
#> SAMPLE_2744 4 0.0000 0.996 0.00 0.00 0.00 1.00 0.00
#> SAMPLE_2745 4 0.0000 0.996 0.00 0.00 0.00 1.00 0.00
#> SAMPLE_2747 2 0.0609 0.894 0.00 0.98 0.02 0.00 0.00
#> SAMPLE_2760 2 0.0609 0.894 0.00 0.98 0.02 0.00 0.00
#> SAMPLE_2785 2 0.0609 0.894 0.00 0.98 0.02 0.00 0.00
#> SAMPLE_2787 4 0.0000 0.996 0.00 0.00 0.00 1.00 0.00
#> SAMPLE_2788 4 0.0000 0.996 0.00 0.00 0.00 1.00 0.00
#> SAMPLE_2790 4 0.0000 0.996 0.00 0.00 0.00 1.00 0.00
#> SAMPLE_2791 4 0.0000 0.996 0.00 0.00 0.00 1.00 0.00
#> SAMPLE_2792 4 0.0000 0.996 0.00 0.00 0.00 1.00 0.00
cbind(get_classes(res, k = 6), get_membership(res, k = 6))
#> class entropy silhouette p1 p2 p3 p4 p5 p6
#> SAMPLE_15 6 0.1814 0.914 0.00 0.10 0.00 0.00 0 0.90
#> SAMPLE_16 6 0.1814 0.914 0.00 0.10 0.00 0.00 0 0.90
#> SAMPLE_19 6 0.1814 0.914 0.00 0.10 0.00 0.00 0 0.90
#> SAMPLE_21 6 0.1814 0.914 0.00 0.10 0.00 0.00 0 0.90
#> SAMPLE_57 5 0.0000 1.000 0.00 0.00 0.00 0.00 1 0.00
#> SAMPLE_58 5 0.0000 1.000 0.00 0.00 0.00 0.00 1 0.00
#> SAMPLE_59 5 0.0000 1.000 0.00 0.00 0.00 0.00 1 0.00
#> SAMPLE_60 5 0.0000 1.000 0.00 0.00 0.00 0.00 1 0.00
#> SAMPLE_61 5 0.0000 1.000 0.00 0.00 0.00 0.00 1 0.00
#> SAMPLE_80 5 0.0000 1.000 0.00 0.00 0.00 0.00 1 0.00
#> SAMPLE_81 5 0.0000 1.000 0.00 0.00 0.00 0.00 1 0.00
#> SAMPLE_82 5 0.0000 1.000 0.00 0.00 0.00 0.00 1 0.00
#> SAMPLE_83 5 0.0000 1.000 0.00 0.00 0.00 0.00 1 0.00
#> SAMPLE_84 5 0.0000 1.000 0.00 0.00 0.00 0.00 1 0.00
#> SAMPLE_85 1 0.0000 0.957 1.00 0.00 0.00 0.00 0 0.00
#> SAMPLE_86 1 0.1814 0.943 0.90 0.00 0.00 0.00 0 0.10
#> SAMPLE_87 6 0.2454 0.972 0.00 0.16 0.00 0.00 0 0.84
#> SAMPLE_88 2 0.0000 0.998 0.00 1.00 0.00 0.00 0 0.00
#> SAMPLE_89 6 0.2631 0.978 0.00 0.18 0.00 0.00 0 0.82
#> SAMPLE_90 3 0.0000 0.988 0.00 0.00 1.00 0.00 0 0.00
#> SAMPLE_91 3 0.0000 0.988 0.00 0.00 1.00 0.00 0 0.00
#> SAMPLE_92 1 0.1814 0.943 0.90 0.00 0.00 0.00 0 0.10
#> SAMPLE_93 3 0.0000 0.988 0.00 0.00 1.00 0.00 0 0.00
#> SAMPLE_94 5 0.0000 1.000 0.00 0.00 0.00 0.00 1 0.00
#> SAMPLE_95 1 0.0000 0.957 1.00 0.00 0.00 0.00 0 0.00
#> SAMPLE_96 3 0.0000 0.988 0.00 0.00 1.00 0.00 0 0.00
#> SAMPLE_97 1 0.0000 0.957 1.00 0.00 0.00 0.00 0 0.00
#> SAMPLE_98 1 0.0000 0.957 1.00 0.00 0.00 0.00 0 0.00
#> SAMPLE_99 3 0.0000 0.988 0.00 0.00 1.00 0.00 0 0.00
#> SAMPLE_125 4 0.0000 0.981 0.00 0.00 0.00 1.00 0 0.00
#> SAMPLE_128 2 0.0000 0.998 0.00 1.00 0.00 0.00 0 0.00
#> SAMPLE_129 3 0.0000 0.988 0.00 0.00 1.00 0.00 0 0.00
#> SAMPLE_130 1 0.0000 0.957 1.00 0.00 0.00 0.00 0 0.00
#> SAMPLE_131 3 0.0000 0.988 0.00 0.00 1.00 0.00 0 0.00
#> SAMPLE_132 3 0.0000 0.988 0.00 0.00 1.00 0.00 0 0.00
#> SAMPLE_133 3 0.0000 0.988 0.00 0.00 1.00 0.00 0 0.00
#> SAMPLE_134 3 0.0000 0.988 0.00 0.00 1.00 0.00 0 0.00
#> SAMPLE_135 2 0.0000 0.998 0.00 1.00 0.00 0.00 0 0.00
#> SAMPLE_141 2 0.0000 0.998 0.00 1.00 0.00 0.00 0 0.00
#> SAMPLE_150 5 0.0000 1.000 0.00 0.00 0.00 0.00 1 0.00
#> SAMPLE_151 2 0.0000 0.998 0.00 1.00 0.00 0.00 0 0.00
#> SAMPLE_152 2 0.0000 0.998 0.00 1.00 0.00 0.00 0 0.00
#> SAMPLE_153 6 0.2454 0.972 0.00 0.16 0.00 0.00 0 0.84
#> SAMPLE_154 1 0.0547 0.955 0.98 0.00 0.00 0.00 0 0.02
#> SAMPLE_155 2 0.0000 0.998 0.00 1.00 0.00 0.00 0 0.00
#> SAMPLE_156 5 0.0000 1.000 0.00 0.00 0.00 0.00 1 0.00
#> SAMPLE_158 2 0.0000 0.998 0.00 1.00 0.00 0.00 0 0.00
#> SAMPLE_159 3 0.1814 0.897 0.00 0.00 0.90 0.00 0 0.10
#> SAMPLE_160 1 0.0000 0.957 1.00 0.00 0.00 0.00 0 0.00
#> SAMPLE_161 2 0.0000 0.998 0.00 1.00 0.00 0.00 0 0.00
#> SAMPLE_162 2 0.0000 0.998 0.00 1.00 0.00 0.00 0 0.00
#> SAMPLE_163 2 0.0000 0.998 0.00 1.00 0.00 0.00 0 0.00
#> SAMPLE_164 2 0.0000 0.998 0.00 1.00 0.00 0.00 0 0.00
#> SAMPLE_165 1 0.0000 0.957 1.00 0.00 0.00 0.00 0 0.00
#> SAMPLE_166 1 0.1814 0.943 0.90 0.00 0.00 0.00 0 0.10
#> SAMPLE_167 2 0.0000 0.998 0.00 1.00 0.00 0.00 0 0.00
#> SAMPLE_168 2 0.0000 0.998 0.00 1.00 0.00 0.00 0 0.00
#> SAMPLE_169 2 0.0000 0.998 0.00 1.00 0.00 0.00 0 0.00
#> SAMPLE_170 1 0.1814 0.943 0.90 0.00 0.00 0.00 0 0.10
#> SAMPLE_171 1 0.0000 0.957 1.00 0.00 0.00 0.00 0 0.00
#> SAMPLE_172 1 0.0000 0.957 1.00 0.00 0.00 0.00 0 0.00
#> SAMPLE_179 1 0.2728 0.913 0.86 0.00 0.04 0.00 0 0.10
#> SAMPLE_180 1 0.1814 0.943 0.90 0.00 0.00 0.00 0 0.10
#> SAMPLE_181 6 0.2631 0.978 0.00 0.18 0.00 0.00 0 0.82
#> SAMPLE_182 2 0.0000 0.998 0.00 1.00 0.00 0.00 0 0.00
#> SAMPLE_183 2 0.0000 0.998 0.00 1.00 0.00 0.00 0 0.00
#> SAMPLE_184 6 0.2631 0.978 0.00 0.18 0.00 0.00 0 0.82
#> SAMPLE_185 1 0.0000 0.957 1.00 0.00 0.00 0.00 0 0.00
#> SAMPLE_186 3 0.0000 0.988 0.00 0.00 1.00 0.00 0 0.00
#> SAMPLE_187 3 0.0000 0.988 0.00 0.00 1.00 0.00 0 0.00
#> SAMPLE_188 1 0.1814 0.943 0.90 0.00 0.00 0.00 0 0.10
#> SAMPLE_189 1 0.0000 0.957 1.00 0.00 0.00 0.00 0 0.00
#> SAMPLE_190 6 0.3578 0.745 0.00 0.34 0.00 0.00 0 0.66
#> SAMPLE_191 1 0.1814 0.943 0.90 0.00 0.00 0.00 0 0.10
#> SAMPLE_192 3 0.1814 0.897 0.00 0.00 0.90 0.00 0 0.10
#> SAMPLE_193 1 0.1814 0.943 0.90 0.00 0.00 0.00 0 0.10
#> SAMPLE_196 1 0.0000 0.957 1.00 0.00 0.00 0.00 0 0.00
#> SAMPLE_197 1 0.1814 0.943 0.90 0.00 0.00 0.00 0 0.10
#> SAMPLE_198 1 0.1814 0.943 0.90 0.00 0.00 0.00 0 0.10
#> SAMPLE_199 1 0.1814 0.943 0.90 0.00 0.00 0.00 0 0.10
#> SAMPLE_200 6 0.2631 0.978 0.00 0.18 0.00 0.00 0 0.82
#> SAMPLE_201 1 0.1814 0.943 0.90 0.00 0.00 0.00 0 0.10
#> SAMPLE_202 3 0.0000 0.988 0.00 0.00 1.00 0.00 0 0.00
#> SAMPLE_203 1 0.0000 0.957 1.00 0.00 0.00 0.00 0 0.00
#> SAMPLE_204 1 0.1814 0.943 0.90 0.00 0.00 0.00 0 0.10
#> SAMPLE_205 3 0.0000 0.988 0.00 0.00 1.00 0.00 0 0.00
#> SAMPLE_206 3 0.1814 0.897 0.00 0.00 0.90 0.00 0 0.10
#> SAMPLE_207 1 0.0000 0.957 1.00 0.00 0.00 0.00 0 0.00
#> SAMPLE_224 2 0.0000 0.998 0.00 1.00 0.00 0.00 0 0.00
#> SAMPLE_225 2 0.0000 0.998 0.00 1.00 0.00 0.00 0 0.00
#> SAMPLE_226 2 0.0000 0.998 0.00 1.00 0.00 0.00 0 0.00
#> SAMPLE_227 2 0.0000 0.998 0.00 1.00 0.00 0.00 0 0.00
#> SAMPLE_228 2 0.0000 0.998 0.00 1.00 0.00 0.00 0 0.00
#> SAMPLE_229 1 0.1814 0.943 0.90 0.00 0.00 0.00 0 0.10
#> SAMPLE_230 3 0.0000 0.988 0.00 0.00 1.00 0.00 0 0.00
#> SAMPLE_276 2 0.0000 0.998 0.00 1.00 0.00 0.00 0 0.00
#> SAMPLE_277 2 0.0000 0.998 0.00 1.00 0.00 0.00 0 0.00
#> SAMPLE_278 3 0.0000 0.988 0.00 0.00 1.00 0.00 0 0.00
#> SAMPLE_279 5 0.0000 1.000 0.00 0.00 0.00 0.00 1 0.00
#> SAMPLE_280 1 0.1814 0.943 0.90 0.00 0.00 0.00 0 0.10
#> SAMPLE_281 1 0.1814 0.943 0.90 0.00 0.00 0.00 0 0.10
#> SAMPLE_282 5 0.0000 1.000 0.00 0.00 0.00 0.00 1 0.00
#> SAMPLE_283 5 0.0000 1.000 0.00 0.00 0.00 0.00 1 0.00
#> SAMPLE_284 1 0.0000 0.957 1.00 0.00 0.00 0.00 0 0.00
#> SAMPLE_285 1 0.0000 0.957 1.00 0.00 0.00 0.00 0 0.00
#> SAMPLE_290 5 0.0000 1.000 0.00 0.00 0.00 0.00 1 0.00
#> SAMPLE_291 1 0.0937 0.952 0.96 0.00 0.00 0.00 0 0.04
#> SAMPLE_292 1 0.0000 0.957 1.00 0.00 0.00 0.00 0 0.00
#> SAMPLE_293 1 0.0000 0.957 1.00 0.00 0.00 0.00 0 0.00
#> SAMPLE_294 5 0.0000 1.000 0.00 0.00 0.00 0.00 1 0.00
#> SAMPLE_295 5 0.0000 1.000 0.00 0.00 0.00 0.00 1 0.00
#> SAMPLE_380 6 0.1814 0.914 0.00 0.10 0.00 0.00 0 0.90
#> SAMPLE_381 6 0.1814 0.914 0.00 0.10 0.00 0.00 0 0.90
#> SAMPLE_388 6 0.2454 0.972 0.00 0.16 0.00 0.00 0 0.84
#> SAMPLE_389 1 0.0000 0.957 1.00 0.00 0.00 0.00 0 0.00
#> SAMPLE_390 3 0.0000 0.988 0.00 0.00 1.00 0.00 0 0.00
#> SAMPLE_391 5 0.0000 1.000 0.00 0.00 0.00 0.00 1 0.00
#> SAMPLE_392 1 0.1814 0.943 0.90 0.00 0.00 0.00 0 0.10
#> SAMPLE_393 1 0.0000 0.957 1.00 0.00 0.00 0.00 0 0.00
#> SAMPLE_394 1 0.1814 0.943 0.90 0.00 0.00 0.00 0 0.10
#> SAMPLE_395 2 0.0000 0.998 0.00 1.00 0.00 0.00 0 0.00
#> SAMPLE_396 3 0.0000 0.988 0.00 0.00 1.00 0.00 0 0.00
#> SAMPLE_397 1 0.0000 0.957 1.00 0.00 0.00 0.00 0 0.00
#> SAMPLE_398 6 0.2631 0.978 0.00 0.18 0.00 0.00 0 0.82
#> SAMPLE_399 1 0.0000 0.957 1.00 0.00 0.00 0.00 0 0.00
#> SAMPLE_400 1 0.1814 0.943 0.90 0.00 0.00 0.00 0 0.10
#> SAMPLE_401 1 0.0000 0.957 1.00 0.00 0.00 0.00 0 0.00
#> SAMPLE_402 6 0.2454 0.972 0.00 0.16 0.00 0.00 0 0.84
#> SAMPLE_403 5 0.0000 1.000 0.00 0.00 0.00 0.00 1 0.00
#> SAMPLE_404 6 0.2631 0.978 0.00 0.18 0.00 0.00 0 0.82
#> SAMPLE_405 6 0.2454 0.972 0.00 0.16 0.00 0.00 0 0.84
#> SAMPLE_406 2 0.0000 0.998 0.00 1.00 0.00 0.00 0 0.00
#> SAMPLE_407 1 0.0000 0.957 1.00 0.00 0.00 0.00 0 0.00
#> SAMPLE_408 2 0.0000 0.998 0.00 1.00 0.00 0.00 0 0.00
#> SAMPLE_409 1 0.1814 0.943 0.90 0.00 0.00 0.00 0 0.10
#> SAMPLE_410 3 0.0000 0.988 0.00 0.00 1.00 0.00 0 0.00
#> SAMPLE_411 3 0.0000 0.988 0.00 0.00 1.00 0.00 0 0.00
#> SAMPLE_412 1 0.0000 0.957 1.00 0.00 0.00 0.00 0 0.00
#> SAMPLE_413 3 0.0000 0.988 0.00 0.00 1.00 0.00 0 0.00
#> SAMPLE_414 3 0.0000 0.988 0.00 0.00 1.00 0.00 0 0.00
#> SAMPLE_415 1 0.0000 0.957 1.00 0.00 0.00 0.00 0 0.00
#> SAMPLE_416 1 0.0000 0.957 1.00 0.00 0.00 0.00 0 0.00
#> SAMPLE_417 3 0.0000 0.988 0.00 0.00 1.00 0.00 0 0.00
#> SAMPLE_418 6 0.2631 0.978 0.00 0.18 0.00 0.00 0 0.82
#> SAMPLE_419 1 0.1814 0.943 0.90 0.00 0.00 0.00 0 0.10
#> SAMPLE_420 1 0.0000 0.957 1.00 0.00 0.00 0.00 0 0.00
#> SAMPLE_421 1 0.1814 0.943 0.90 0.00 0.00 0.00 0 0.10
#> SAMPLE_422 3 0.0000 0.988 0.00 0.00 1.00 0.00 0 0.00
#> SAMPLE_423 1 0.4608 0.683 0.68 0.00 0.22 0.00 0 0.10
#> SAMPLE_424 1 0.0000 0.957 1.00 0.00 0.00 0.00 0 0.00
#> SAMPLE_425 6 0.2631 0.978 0.00 0.18 0.00 0.00 0 0.82
#> SAMPLE_426 1 0.0000 0.957 1.00 0.00 0.00 0.00 0 0.00
#> SAMPLE_427 1 0.2728 0.913 0.86 0.00 0.04 0.00 0 0.10
#> SAMPLE_428 1 0.0000 0.957 1.00 0.00 0.00 0.00 0 0.00
#> SAMPLE_429 3 0.0000 0.988 0.00 0.00 1.00 0.00 0 0.00
#> SAMPLE_430 5 0.0000 1.000 0.00 0.00 0.00 0.00 1 0.00
#> SAMPLE_431 1 0.4328 0.743 0.72 0.00 0.18 0.00 0 0.10
#> SAMPLE_432 1 0.1814 0.943 0.90 0.00 0.00 0.00 0 0.10
#> SAMPLE_433 1 0.0000 0.957 1.00 0.00 0.00 0.00 0 0.00
#> SAMPLE_434 3 0.0000 0.988 0.00 0.00 1.00 0.00 0 0.00
#> SAMPLE_435 6 0.2631 0.978 0.00 0.18 0.00 0.00 0 0.82
#> SAMPLE_436 1 0.0000 0.957 1.00 0.00 0.00 0.00 0 0.00
#> SAMPLE_437 1 0.0000 0.957 1.00 0.00 0.00 0.00 0 0.00
#> SAMPLE_438 1 0.0000 0.957 1.00 0.00 0.00 0.00 0 0.00
#> SAMPLE_439 1 0.1814 0.943 0.90 0.00 0.00 0.00 0 0.10
#> SAMPLE_440 6 0.2631 0.978 0.00 0.18 0.00 0.00 0 0.82
#> SAMPLE_441 2 0.0000 0.998 0.00 1.00 0.00 0.00 0 0.00
#> SAMPLE_442 3 0.0000 0.988 0.00 0.00 1.00 0.00 0 0.00
#> SAMPLE_443 2 0.0000 0.998 0.00 1.00 0.00 0.00 0 0.00
#> SAMPLE_444 1 0.0000 0.957 1.00 0.00 0.00 0.00 0 0.00
#> SAMPLE_445 3 0.0000 0.988 0.00 0.00 1.00 0.00 0 0.00
#> SAMPLE_446 3 0.0547 0.971 0.00 0.00 0.98 0.00 0 0.02
#> SAMPLE_447 5 0.0000 1.000 0.00 0.00 0.00 0.00 1 0.00
#> SAMPLE_448 1 0.0000 0.957 1.00 0.00 0.00 0.00 0 0.00
#> SAMPLE_449 3 0.0000 0.988 0.00 0.00 1.00 0.00 0 0.00
#> SAMPLE_450 1 0.1814 0.943 0.90 0.00 0.00 0.00 0 0.10
#> SAMPLE_451 3 0.0000 0.988 0.00 0.00 1.00 0.00 0 0.00
#> SAMPLE_452 1 0.1814 0.943 0.90 0.00 0.00 0.00 0 0.10
#> SAMPLE_453 2 0.0000 0.998 0.00 1.00 0.00 0.00 0 0.00
#> SAMPLE_454 2 0.0000 0.998 0.00 1.00 0.00 0.00 0 0.00
#> SAMPLE_455 1 0.1814 0.943 0.90 0.00 0.00 0.00 0 0.10
#> SAMPLE_456 1 0.1814 0.943 0.90 0.00 0.00 0.00 0 0.10
#> SAMPLE_457 1 0.0000 0.957 1.00 0.00 0.00 0.00 0 0.00
#> SAMPLE_458 1 0.0000 0.957 1.00 0.00 0.00 0.00 0 0.00
#> SAMPLE_459 5 0.0000 1.000 0.00 0.00 0.00 0.00 1 0.00
#> SAMPLE_460 1 0.0000 0.957 1.00 0.00 0.00 0.00 0 0.00
#> SAMPLE_461 6 0.2454 0.972 0.00 0.16 0.00 0.00 0 0.84
#> SAMPLE_462 3 0.0000 0.988 0.00 0.00 1.00 0.00 0 0.00
#> SAMPLE_463 3 0.0000 0.988 0.00 0.00 1.00 0.00 0 0.00
#> SAMPLE_464 3 0.1814 0.897 0.00 0.00 0.90 0.00 0 0.10
#> SAMPLE_465 6 0.2631 0.978 0.00 0.18 0.00 0.00 0 0.82
#> SAMPLE_466 5 0.0000 1.000 0.00 0.00 0.00 0.00 1 0.00
#> SAMPLE_467 1 0.1814 0.943 0.90 0.00 0.00 0.00 0 0.10
#> SAMPLE_468 6 0.2631 0.978 0.00 0.18 0.00 0.00 0 0.82
#> SAMPLE_469 5 0.0000 1.000 0.00 0.00 0.00 0.00 1 0.00
#> SAMPLE_472 1 0.1814 0.943 0.90 0.00 0.00 0.00 0 0.10
#> SAMPLE_473 6 0.2631 0.978 0.00 0.18 0.00 0.00 0 0.82
#> SAMPLE_474 1 0.0000 0.957 1.00 0.00 0.00 0.00 0 0.00
#> SAMPLE_475 6 0.2793 0.957 0.00 0.20 0.00 0.00 0 0.80
#> SAMPLE_476 1 0.1814 0.943 0.90 0.00 0.00 0.00 0 0.10
#> SAMPLE_477 3 0.0000 0.988 0.00 0.00 1.00 0.00 0 0.00
#> SAMPLE_478 2 0.0000 0.998 0.00 1.00 0.00 0.00 0 0.00
#> SAMPLE_479 1 0.0937 0.952 0.96 0.00 0.00 0.00 0 0.04
#> SAMPLE_480 3 0.1814 0.897 0.00 0.00 0.90 0.00 0 0.10
#> SAMPLE_481 3 0.0000 0.988 0.00 0.00 1.00 0.00 0 0.00
#> SAMPLE_482 5 0.0000 1.000 0.00 0.00 0.00 0.00 1 0.00
#> SAMPLE_483 5 0.0000 1.000 0.00 0.00 0.00 0.00 1 0.00
#> SAMPLE_484 6 0.2631 0.978 0.00 0.18 0.00 0.00 0 0.82
#> SAMPLE_485 3 0.0000 0.988 0.00 0.00 1.00 0.00 0 0.00
#> SAMPLE_486 2 0.0000 0.998 0.00 1.00 0.00 0.00 0 0.00
#> SAMPLE_487 1 0.0000 0.957 1.00 0.00 0.00 0.00 0 0.00
#> SAMPLE_488 6 0.2631 0.978 0.00 0.18 0.00 0.00 0 0.82
#> SAMPLE_489 6 0.2631 0.978 0.00 0.18 0.00 0.00 0 0.82
#> SAMPLE_490 1 0.0000 0.957 1.00 0.00 0.00 0.00 0 0.00
#> SAMPLE_491 3 0.0000 0.988 0.00 0.00 1.00 0.00 0 0.00
#> SAMPLE_492 2 0.0000 0.998 0.00 1.00 0.00 0.00 0 0.00
#> SAMPLE_493 1 0.1814 0.943 0.90 0.00 0.00 0.00 0 0.10
#> SAMPLE_494 1 0.1814 0.943 0.90 0.00 0.00 0.00 0 0.10
#> SAMPLE_495 1 0.1814 0.943 0.90 0.00 0.00 0.00 0 0.10
#> SAMPLE_496 5 0.0000 1.000 0.00 0.00 0.00 0.00 1 0.00
#> SAMPLE_497 1 0.1814 0.943 0.90 0.00 0.00 0.00 0 0.10
#> SAMPLE_498 5 0.0000 1.000 0.00 0.00 0.00 0.00 1 0.00
#> SAMPLE_499 3 0.0000 0.988 0.00 0.00 1.00 0.00 0 0.00
#> SAMPLE_500 1 0.0000 0.957 1.00 0.00 0.00 0.00 0 0.00
#> SAMPLE_501 6 0.2454 0.972 0.00 0.16 0.00 0.00 0 0.84
#> SAMPLE_502 1 0.1556 0.947 0.92 0.00 0.00 0.00 0 0.08
#> SAMPLE_503 2 0.0000 0.998 0.00 1.00 0.00 0.00 0 0.00
#> SAMPLE_504 5 0.0000 1.000 0.00 0.00 0.00 0.00 1 0.00
#> SAMPLE_505 2 0.0000 0.998 0.00 1.00 0.00 0.00 0 0.00
#> SAMPLE_506 1 0.0000 0.957 1.00 0.00 0.00 0.00 0 0.00
#> SAMPLE_507 1 0.0000 0.957 1.00 0.00 0.00 0.00 0 0.00
#> SAMPLE_508 1 0.0000 0.957 1.00 0.00 0.00 0.00 0 0.00
#> SAMPLE_509 2 0.0937 0.948 0.00 0.96 0.00 0.00 0 0.04
#> SAMPLE_510 3 0.0000 0.988 0.00 0.00 1.00 0.00 0 0.00
#> SAMPLE_511 1 0.0000 0.957 1.00 0.00 0.00 0.00 0 0.00
#> SAMPLE_512 5 0.0000 1.000 0.00 0.00 0.00 0.00 1 0.00
#> SAMPLE_513 1 0.0000 0.957 1.00 0.00 0.00 0.00 0 0.00
#> SAMPLE_514 3 0.0000 0.988 0.00 0.00 1.00 0.00 0 0.00
#> SAMPLE_515 3 0.0000 0.988 0.00 0.00 1.00 0.00 0 0.00
#> SAMPLE_516 1 0.1814 0.943 0.90 0.00 0.00 0.00 0 0.10
#> SAMPLE_517 3 0.0000 0.988 0.00 0.00 1.00 0.00 0 0.00
#> SAMPLE_518 1 0.1814 0.943 0.90 0.00 0.00 0.00 0 0.10
#> SAMPLE_519 1 0.0000 0.957 1.00 0.00 0.00 0.00 0 0.00
#> SAMPLE_520 3 0.0000 0.988 0.00 0.00 1.00 0.00 0 0.00
#> SAMPLE_521 5 0.0000 1.000 0.00 0.00 0.00 0.00 1 0.00
#> SAMPLE_522 2 0.0000 0.998 0.00 1.00 0.00 0.00 0 0.00
#> SAMPLE_523 1 0.1267 0.950 0.94 0.00 0.00 0.00 0 0.06
#> SAMPLE_524 1 0.1814 0.943 0.90 0.00 0.00 0.00 0 0.10
#> SAMPLE_525 3 0.0000 0.988 0.00 0.00 1.00 0.00 0 0.00
#> SAMPLE_526 1 0.0000 0.957 1.00 0.00 0.00 0.00 0 0.00
#> SAMPLE_527 1 0.1814 0.943 0.90 0.00 0.00 0.00 0 0.10
#> SAMPLE_528 6 0.2631 0.978 0.00 0.18 0.00 0.00 0 0.82
#> SAMPLE_529 3 0.0000 0.988 0.00 0.00 1.00 0.00 0 0.00
#> SAMPLE_530 6 0.2454 0.972 0.00 0.16 0.00 0.00 0 0.84
#> SAMPLE_531 1 0.1814 0.943 0.90 0.00 0.00 0.00 0 0.10
#> SAMPLE_532 3 0.0000 0.988 0.00 0.00 1.00 0.00 0 0.00
#> SAMPLE_533 1 0.1814 0.943 0.90 0.00 0.00 0.00 0 0.10
#> SAMPLE_534 1 0.1814 0.943 0.90 0.00 0.00 0.00 0 0.10
#> SAMPLE_535 1 0.0000 0.957 1.00 0.00 0.00 0.00 0 0.00
#> SAMPLE_536 6 0.2631 0.978 0.00 0.18 0.00 0.00 0 0.82
#> SAMPLE_537 1 0.1814 0.943 0.90 0.00 0.00 0.00 0 0.10
#> SAMPLE_538 3 0.0000 0.988 0.00 0.00 1.00 0.00 0 0.00
#> SAMPLE_539 2 0.0000 0.998 0.00 1.00 0.00 0.00 0 0.00
#> SAMPLE_540 3 0.0000 0.988 0.00 0.00 1.00 0.00 0 0.00
#> SAMPLE_541 2 0.0000 0.998 0.00 1.00 0.00 0.00 0 0.00
#> SAMPLE_542 3 0.0000 0.988 0.00 0.00 1.00 0.00 0 0.00
#> SAMPLE_543 1 0.0000 0.957 1.00 0.00 0.00 0.00 0 0.00
#> SAMPLE_544 1 0.0000 0.957 1.00 0.00 0.00 0.00 0 0.00
#> SAMPLE_545 3 0.0000 0.988 0.00 0.00 1.00 0.00 0 0.00
#> SAMPLE_546 3 0.0000 0.988 0.00 0.00 1.00 0.00 0 0.00
#> SAMPLE_547 1 0.1814 0.943 0.90 0.00 0.00 0.00 0 0.10
#> SAMPLE_548 3 0.0000 0.988 0.00 0.00 1.00 0.00 0 0.00
#> SAMPLE_549 1 0.1814 0.943 0.90 0.00 0.00 0.00 0 0.10
#> SAMPLE_550 1 0.0000 0.957 1.00 0.00 0.00 0.00 0 0.00
#> SAMPLE_551 1 0.0000 0.957 1.00 0.00 0.00 0.00 0 0.00
#> SAMPLE_552 1 0.1814 0.943 0.90 0.00 0.00 0.00 0 0.10
#> SAMPLE_554 2 0.0000 0.998 0.00 1.00 0.00 0.00 0 0.00
#> SAMPLE_555 3 0.0000 0.988 0.00 0.00 1.00 0.00 0 0.00
#> SAMPLE_556 2 0.0000 0.998 0.00 1.00 0.00 0.00 0 0.00
#> SAMPLE_557 2 0.0000 0.998 0.00 1.00 0.00 0.00 0 0.00
#> SAMPLE_558 3 0.0000 0.988 0.00 0.00 1.00 0.00 0 0.00
#> SAMPLE_559 1 0.0000 0.957 1.00 0.00 0.00 0.00 0 0.00
#> SAMPLE_560 1 0.0000 0.957 1.00 0.00 0.00 0.00 0 0.00
#> SAMPLE_561 2 0.0000 0.998 0.00 1.00 0.00 0.00 0 0.00
#> SAMPLE_562 2 0.0000 0.998 0.00 1.00 0.00 0.00 0 0.00
#> SAMPLE_563 2 0.0000 0.998 0.00 1.00 0.00 0.00 0 0.00
#> SAMPLE_564 1 0.0000 0.957 1.00 0.00 0.00 0.00 0 0.00
#> SAMPLE_565 2 0.0000 0.998 0.00 1.00 0.00 0.00 0 0.00
#> SAMPLE_566 2 0.0000 0.998 0.00 1.00 0.00 0.00 0 0.00
#> SAMPLE_567 2 0.0000 0.998 0.00 1.00 0.00 0.00 0 0.00
#> SAMPLE_573 2 0.0000 0.998 0.00 1.00 0.00 0.00 0 0.00
#> SAMPLE_574 2 0.0000 0.998 0.00 1.00 0.00 0.00 0 0.00
#> SAMPLE_575 2 0.0000 0.998 0.00 1.00 0.00 0.00 0 0.00
#> SAMPLE_576 2 0.0000 0.998 0.00 1.00 0.00 0.00 0 0.00
#> SAMPLE_577 3 0.0000 0.988 0.00 0.00 1.00 0.00 0 0.00
#> SAMPLE_578 1 0.1814 0.943 0.90 0.00 0.00 0.00 0 0.10
#> SAMPLE_579 5 0.0000 1.000 0.00 0.00 0.00 0.00 1 0.00
#> SAMPLE_580 3 0.0000 0.988 0.00 0.00 1.00 0.00 0 0.00
#> SAMPLE_581 6 0.2631 0.978 0.00 0.18 0.00 0.00 0 0.82
#> SAMPLE_582 1 0.0547 0.955 0.98 0.00 0.00 0.00 0 0.02
#> SAMPLE_583 3 0.1814 0.897 0.00 0.00 0.90 0.00 0 0.10
#> SAMPLE_584 2 0.0000 0.998 0.00 1.00 0.00 0.00 0 0.00
#> SAMPLE_585 1 0.1814 0.943 0.90 0.00 0.00 0.00 0 0.10
#> SAMPLE_586 3 0.0000 0.988 0.00 0.00 1.00 0.00 0 0.00
#> SAMPLE_587 6 0.2631 0.978 0.00 0.18 0.00 0.00 0 0.82
#> SAMPLE_588 1 0.1814 0.943 0.90 0.00 0.00 0.00 0 0.10
#> SAMPLE_611 2 0.0000 0.998 0.00 1.00 0.00 0.00 0 0.00
#> SAMPLE_612 1 0.1814 0.943 0.90 0.00 0.00 0.00 0 0.10
#> SAMPLE_613 2 0.0000 0.998 0.00 1.00 0.00 0.00 0 0.00
#> SAMPLE_615 3 0.0000 0.988 0.00 0.00 1.00 0.00 0 0.00
#> SAMPLE_616 1 0.0000 0.957 1.00 0.00 0.00 0.00 0 0.00
#> SAMPLE_617 3 0.0000 0.988 0.00 0.00 1.00 0.00 0 0.00
#> SAMPLE_642 2 0.0000 0.998 0.00 1.00 0.00 0.00 0 0.00
#> SAMPLE_670 6 0.2454 0.972 0.00 0.16 0.00 0.00 0 0.84
#> SAMPLE_671 1 0.0000 0.957 1.00 0.00 0.00 0.00 0 0.00
#> SAMPLE_731 2 0.0000 0.998 0.00 1.00 0.00 0.00 0 0.00
#> SAMPLE_749 2 0.0000 0.998 0.00 1.00 0.00 0.00 0 0.00
#> SAMPLE_750 1 0.0000 0.957 1.00 0.00 0.00 0.00 0 0.00
#> SAMPLE_765 2 0.0000 0.998 0.00 1.00 0.00 0.00 0 0.00
#> SAMPLE_769 2 0.0000 0.998 0.00 1.00 0.00 0.00 0 0.00
#> SAMPLE_770 2 0.0000 0.998 0.00 1.00 0.00 0.00 0 0.00
#> SAMPLE_793 4 0.0000 0.981 0.00 0.00 0.00 1.00 0 0.00
#> SAMPLE_839 6 0.2631 0.978 0.00 0.18 0.00 0.00 0 0.82
#> SAMPLE_845 6 0.2631 0.978 0.00 0.18 0.00 0.00 0 0.82
#> SAMPLE_847 6 0.2454 0.972 0.00 0.16 0.00 0.00 0 0.84
#> SAMPLE_857 4 0.0000 0.981 0.00 0.00 0.00 1.00 0 0.00
#> SAMPLE_858 4 0.0000 0.981 0.00 0.00 0.00 1.00 0 0.00
#> SAMPLE_870 4 0.1556 0.939 0.00 0.00 0.00 0.92 0 0.08
#> SAMPLE_878 4 0.0000 0.981 0.00 0.00 0.00 1.00 0 0.00
#> SAMPLE_891 4 0.0000 0.981 0.00 0.00 0.00 1.00 0 0.00
#> SAMPLE_893 4 0.0000 0.981 0.00 0.00 0.00 1.00 0 0.00
#> SAMPLE_976 2 0.0000 0.998 0.00 1.00 0.00 0.00 0 0.00
#> SAMPLE_977 2 0.0000 0.998 0.00 1.00 0.00 0.00 0 0.00
#> SAMPLE_978 2 0.0000 0.998 0.00 1.00 0.00 0.00 0 0.00
#> SAMPLE_979 2 0.0000 0.998 0.00 1.00 0.00 0.00 0 0.00
#> SAMPLE_983 2 0.0000 0.998 0.00 1.00 0.00 0.00 0 0.00
#> SAMPLE_984 2 0.0000 0.998 0.00 1.00 0.00 0.00 0 0.00
#> SAMPLE_985 2 0.2048 0.830 0.00 0.88 0.00 0.00 0 0.12
#> SAMPLE_986 4 0.1556 0.939 0.00 0.00 0.00 0.92 0 0.08
#> SAMPLE_991 6 0.2631 0.978 0.00 0.18 0.00 0.00 0 0.82
#> SAMPLE_992 1 0.0000 0.957 1.00 0.00 0.00 0.00 0 0.00
#> SAMPLE_1038 6 0.1814 0.914 0.00 0.10 0.00 0.00 0 0.90
#> SAMPLE_1039 2 0.0000 0.998 0.00 1.00 0.00 0.00 0 0.00
#> SAMPLE_1064 2 0.0000 0.998 0.00 1.00 0.00 0.00 0 0.00
#> SAMPLE_1065 6 0.2454 0.972 0.00 0.16 0.00 0.00 0 0.84
#> SAMPLE_1066 2 0.0000 0.998 0.00 1.00 0.00 0.00 0 0.00
#> SAMPLE_1111 3 0.0000 0.988 0.00 0.00 1.00 0.00 0 0.00
#> SAMPLE_1116 1 0.0000 0.957 1.00 0.00 0.00 0.00 0 0.00
#> SAMPLE_1149 2 0.0000 0.998 0.00 1.00 0.00 0.00 0 0.00
#> SAMPLE_1159 4 0.0000 0.981 0.00 0.00 0.00 1.00 0 0.00
#> SAMPLE_1160 4 0.0000 0.981 0.00 0.00 0.00 1.00 0 0.00
#> SAMPLE_1161 4 0.0000 0.981 0.00 0.00 0.00 1.00 0 0.00
#> SAMPLE_1168 3 0.0000 0.988 0.00 0.00 1.00 0.00 0 0.00
#> SAMPLE_1169 1 0.1556 0.947 0.92 0.00 0.00 0.00 0 0.08
#> SAMPLE_1192 1 0.0000 0.957 1.00 0.00 0.00 0.00 0 0.00
#> SAMPLE_1211 6 0.2631 0.978 0.00 0.18 0.00 0.00 0 0.82
#> SAMPLE_1212 6 0.2454 0.972 0.00 0.16 0.00 0.00 0 0.84
#> SAMPLE_1213 6 0.2631 0.978 0.00 0.18 0.00 0.00 0 0.82
#> SAMPLE_1241 2 0.0000 0.998 0.00 1.00 0.00 0.00 0 0.00
#> SAMPLE_1242 5 0.0000 1.000 0.00 0.00 0.00 0.00 1 0.00
#> SAMPLE_1243 6 0.2454 0.972 0.00 0.16 0.00 0.00 0 0.84
#> SAMPLE_1268 6 0.2631 0.978 0.00 0.18 0.00 0.00 0 0.82
#> SAMPLE_1336 6 0.2454 0.972 0.00 0.16 0.00 0.00 0 0.84
#> SAMPLE_1413 2 0.0000 0.998 0.00 1.00 0.00 0.00 0 0.00
#> SAMPLE_1414 2 0.0000 0.998 0.00 1.00 0.00 0.00 0 0.00
#> SAMPLE_1415 2 0.0000 0.998 0.00 1.00 0.00 0.00 0 0.00
#> SAMPLE_1416 6 0.2631 0.978 0.00 0.18 0.00 0.00 0 0.82
#> SAMPLE_1417 2 0.0000 0.998 0.00 1.00 0.00 0.00 0 0.00
#> SAMPLE_1418 2 0.0000 0.998 0.00 1.00 0.00 0.00 0 0.00
#> SAMPLE_1427 4 0.1556 0.939 0.00 0.00 0.00 0.92 0 0.08
#> SAMPLE_1440 6 0.2631 0.978 0.00 0.18 0.00 0.00 0 0.82
#> SAMPLE_1447 3 0.0000 0.988 0.00 0.00 1.00 0.00 0 0.00
#> SAMPLE_1448 3 0.0000 0.988 0.00 0.00 1.00 0.00 0 0.00
#> SAMPLE_1523 5 0.0000 1.000 0.00 0.00 0.00 0.00 1 0.00
#> SAMPLE_1525 2 0.0000 0.998 0.00 1.00 0.00 0.00 0 0.00
#> SAMPLE_1603 4 0.0000 0.981 0.00 0.00 0.00 1.00 0 0.00
#> SAMPLE_1605 4 0.0000 0.981 0.00 0.00 0.00 1.00 0 0.00
#> SAMPLE_1606 4 0.0000 0.981 0.00 0.00 0.00 1.00 0 0.00
#> SAMPLE_1607 4 0.0000 0.981 0.00 0.00 0.00 1.00 0 0.00
#> SAMPLE_1667 6 0.2631 0.978 0.00 0.18 0.00 0.00 0 0.82
#> SAMPLE_1673 1 0.1814 0.943 0.90 0.00 0.00 0.00 0 0.10
#> SAMPLE_1677 4 0.0000 0.981 0.00 0.00 0.00 1.00 0 0.00
#> SAMPLE_1694 4 0.0000 0.981 0.00 0.00 0.00 1.00 0 0.00
#> SAMPLE_1698 4 0.0000 0.981 0.00 0.00 0.00 1.00 0 0.00
#> SAMPLE_1712 6 0.2631 0.978 0.00 0.18 0.00 0.00 0 0.82
#> SAMPLE_1735 1 0.0000 0.957 1.00 0.00 0.00 0.00 0 0.00
#> SAMPLE_1736 4 0.0000 0.981 0.00 0.00 0.00 1.00 0 0.00
#> SAMPLE_1829 4 0.0000 0.981 0.00 0.00 0.00 1.00 0 0.00
#> SAMPLE_1838 4 0.0000 0.981 0.00 0.00 0.00 1.00 0 0.00
#> SAMPLE_1846 5 0.0000 1.000 0.00 0.00 0.00 0.00 1 0.00
#> SAMPLE_1859 4 0.1556 0.939 0.00 0.00 0.00 0.92 0 0.08
#> SAMPLE_1865 3 0.0000 0.988 0.00 0.00 1.00 0.00 0 0.00
#> SAMPLE_1870 4 0.1556 0.939 0.00 0.00 0.00 0.92 0 0.08
#> SAMPLE_1871 6 0.2631 0.978 0.00 0.18 0.00 0.00 0 0.82
#> SAMPLE_1875 4 0.1556 0.939 0.00 0.00 0.00 0.92 0 0.08
#> SAMPLE_1876 4 0.1556 0.939 0.00 0.00 0.00 0.92 0 0.08
#> SAMPLE_1877 4 0.1556 0.939 0.00 0.00 0.00 0.92 0 0.08
#> SAMPLE_1889 6 0.2454 0.972 0.00 0.16 0.00 0.00 0 0.84
#> SAMPLE_1890 6 0.2631 0.978 0.00 0.18 0.00 0.00 0 0.82
#> SAMPLE_1891 6 0.2631 0.978 0.00 0.18 0.00 0.00 0 0.82
#> SAMPLE_1892 6 0.2631 0.978 0.00 0.18 0.00 0.00 0 0.82
#> SAMPLE_1893 2 0.0000 0.998 0.00 1.00 0.00 0.00 0 0.00
#> SAMPLE_1894 6 0.2631 0.978 0.00 0.18 0.00 0.00 0 0.82
#> SAMPLE_1908 3 0.0000 0.988 0.00 0.00 1.00 0.00 0 0.00
#> SAMPLE_1921 3 0.0000 0.988 0.00 0.00 1.00 0.00 0 0.00
#> SAMPLE_1930 4 0.0000 0.981 0.00 0.00 0.00 1.00 0 0.00
#> SAMPLE_1932 1 0.1814 0.943 0.90 0.00 0.00 0.00 0 0.10
#> SAMPLE_1969 3 0.0000 0.988 0.00 0.00 1.00 0.00 0 0.00
#> SAMPLE_1973 3 0.1814 0.897 0.00 0.00 0.90 0.00 0 0.10
#> SAMPLE_2000 6 0.2454 0.972 0.00 0.16 0.00 0.00 0 0.84
#> SAMPLE_2061 5 0.0000 1.000 0.00 0.00 0.00 0.00 1 0.00
#> SAMPLE_2141 3 0.1814 0.897 0.00 0.00 0.90 0.00 0 0.10
#> SAMPLE_2182 4 0.0000 0.981 0.00 0.00 0.00 1.00 0 0.00
#> SAMPLE_2206 6 0.2631 0.978 0.00 0.18 0.00 0.00 0 0.82
#> SAMPLE_2226 6 0.2454 0.972 0.00 0.16 0.00 0.00 0 0.84
#> SAMPLE_2230 4 0.0000 0.981 0.00 0.00 0.00 1.00 0 0.00
#> SAMPLE_2251 4 0.3499 0.546 0.00 0.00 0.32 0.68 0 0.00
#> SAMPLE_2261 4 0.0000 0.981 0.00 0.00 0.00 1.00 0 0.00
#> SAMPLE_2262 1 0.0000 0.957 1.00 0.00 0.00 0.00 0 0.00
#> SAMPLE_2273 1 0.0000 0.957 1.00 0.00 0.00 0.00 0 0.00
#> SAMPLE_2288 1 0.0000 0.957 1.00 0.00 0.00 0.00 0 0.00
#> SAMPLE_2305 4 0.0000 0.981 0.00 0.00 0.00 1.00 0 0.00
#> SAMPLE_2319 4 0.0000 0.981 0.00 0.00 0.00 1.00 0 0.00
#> SAMPLE_2353 1 0.0000 0.957 1.00 0.00 0.00 0.00 0 0.00
#> SAMPLE_2369 4 0.0000 0.981 0.00 0.00 0.00 1.00 0 0.00
#> SAMPLE_2370 4 0.0000 0.981 0.00 0.00 0.00 1.00 0 0.00
#> SAMPLE_2373 4 0.0000 0.981 0.00 0.00 0.00 1.00 0 0.00
#> SAMPLE_2374 4 0.0000 0.981 0.00 0.00 0.00 1.00 0 0.00
#> SAMPLE_2376 4 0.0000 0.981 0.00 0.00 0.00 1.00 0 0.00
#> SAMPLE_2377 4 0.0000 0.981 0.00 0.00 0.00 1.00 0 0.00
#> SAMPLE_2378 4 0.0000 0.981 0.00 0.00 0.00 1.00 0 0.00
#> SAMPLE_2380 4 0.0000 0.981 0.00 0.00 0.00 1.00 0 0.00
#> SAMPLE_2382 4 0.0000 0.981 0.00 0.00 0.00 1.00 0 0.00
#> SAMPLE_2386 4 0.1556 0.939 0.00 0.00 0.00 0.92 0 0.08
#> SAMPLE_2398 4 0.0000 0.981 0.00 0.00 0.00 1.00 0 0.00
#> SAMPLE_2399 4 0.0000 0.981 0.00 0.00 0.00 1.00 0 0.00
#> SAMPLE_2400 4 0.0000 0.981 0.00 0.00 0.00 1.00 0 0.00
#> SAMPLE_2401 4 0.0000 0.981 0.00 0.00 0.00 1.00 0 0.00
#> SAMPLE_2402 4 0.0000 0.981 0.00 0.00 0.00 1.00 0 0.00
#> SAMPLE_2403 4 0.1556 0.939 0.00 0.00 0.00 0.92 0 0.08
#> SAMPLE_2404 4 0.1556 0.939 0.00 0.00 0.00 0.92 0 0.08
#> SAMPLE_2411 1 0.0000 0.957 1.00 0.00 0.00 0.00 0 0.00
#> SAMPLE_2421 1 0.0000 0.957 1.00 0.00 0.00 0.00 0 0.00
#> SAMPLE_2436 2 0.0000 0.998 0.00 1.00 0.00 0.00 0 0.00
#> SAMPLE_2447 2 0.0000 0.998 0.00 1.00 0.00 0.00 0 0.00
#> SAMPLE_2451 2 0.0000 0.998 0.00 1.00 0.00 0.00 0 0.00
#> SAMPLE_2459 3 0.0000 0.988 0.00 0.00 1.00 0.00 0 0.00
#> SAMPLE_2463 5 0.0000 1.000 0.00 0.00 0.00 0.00 1 0.00
#> SAMPLE_2465 1 0.0000 0.957 1.00 0.00 0.00 0.00 0 0.00
#> SAMPLE_2467 1 0.1814 0.943 0.90 0.00 0.00 0.00 0 0.10
#> SAMPLE_2508 4 0.0000 0.981 0.00 0.00 0.00 1.00 0 0.00
#> SAMPLE_2509 4 0.0000 0.981 0.00 0.00 0.00 1.00 0 0.00
#> SAMPLE_2515 6 0.2454 0.972 0.00 0.16 0.00 0.00 0 0.84
#> SAMPLE_2528 1 0.0000 0.957 1.00 0.00 0.00 0.00 0 0.00
#> SAMPLE_2539 4 0.0000 0.981 0.00 0.00 0.00 1.00 0 0.00
#> SAMPLE_2554 4 0.0000 0.981 0.00 0.00 0.00 1.00 0 0.00
#> SAMPLE_2555 4 0.0000 0.981 0.00 0.00 0.00 1.00 0 0.00
#> SAMPLE_2561 4 0.0000 0.981 0.00 0.00 0.00 1.00 0 0.00
#> SAMPLE_2563 4 0.0000 0.981 0.00 0.00 0.00 1.00 0 0.00
#> SAMPLE_2564 4 0.0000 0.981 0.00 0.00 0.00 1.00 0 0.00
#> SAMPLE_2565 4 0.0000 0.981 0.00 0.00 0.00 1.00 0 0.00
#> SAMPLE_2566 4 0.0000 0.981 0.00 0.00 0.00 1.00 0 0.00
#> SAMPLE_2568 4 0.0000 0.981 0.00 0.00 0.00 1.00 0 0.00
#> SAMPLE_2569 4 0.0000 0.981 0.00 0.00 0.00 1.00 0 0.00
#> SAMPLE_2608 4 0.0000 0.981 0.00 0.00 0.00 1.00 0 0.00
#> SAMPLE_2714 4 0.1556 0.939 0.00 0.00 0.00 0.92 0 0.08
#> SAMPLE_2716 4 0.1556 0.939 0.00 0.00 0.00 0.92 0 0.08
#> SAMPLE_2722 3 0.0000 0.988 0.00 0.00 1.00 0.00 0 0.00
#> SAMPLE_2736 6 0.2631 0.978 0.00 0.18 0.00 0.00 0 0.82
#> SAMPLE_2737 4 0.0000 0.981 0.00 0.00 0.00 1.00 0 0.00
#> SAMPLE_2738 4 0.0000 0.981 0.00 0.00 0.00 1.00 0 0.00
#> SAMPLE_2739 4 0.0000 0.981 0.00 0.00 0.00 1.00 0 0.00
#> SAMPLE_2740 4 0.0000 0.981 0.00 0.00 0.00 1.00 0 0.00
#> SAMPLE_2741 4 0.0000 0.981 0.00 0.00 0.00 1.00 0 0.00
#> SAMPLE_2742 4 0.0000 0.981 0.00 0.00 0.00 1.00 0 0.00
#> SAMPLE_2743 4 0.0000 0.981 0.00 0.00 0.00 1.00 0 0.00
#> SAMPLE_2744 4 0.0000 0.981 0.00 0.00 0.00 1.00 0 0.00
#> SAMPLE_2745 4 0.0000 0.981 0.00 0.00 0.00 1.00 0 0.00
#> SAMPLE_2747 6 0.1814 0.914 0.00 0.10 0.00 0.00 0 0.90
#> SAMPLE_2760 6 0.2631 0.978 0.00 0.18 0.00 0.00 0 0.82
#> SAMPLE_2785 6 0.2631 0.978 0.00 0.18 0.00 0.00 0 0.82
#> SAMPLE_2787 4 0.0000 0.981 0.00 0.00 0.00 1.00 0 0.00
#> SAMPLE_2788 4 0.1556 0.939 0.00 0.00 0.00 0.92 0 0.08
#> SAMPLE_2790 4 0.1556 0.939 0.00 0.00 0.00 0.92 0 0.08
#> SAMPLE_2791 4 0.1556 0.939 0.00 0.00 0.00 0.92 0 0.08
#> SAMPLE_2792 4 0.1556 0.939 0.00 0.00 0.00 0.92 0 0.08
cbind(get_classes(res, k = 7), get_membership(res, k = 7))
#> class entropy silhouette p1 p2 p3 p4 p5 p6 p7
#> SAMPLE_15 6 0.0504 0.961 0.00 0.00 0.00 0.00 0 0.98 0.02
#> SAMPLE_16 6 0.0504 0.961 0.00 0.00 0.00 0.00 0 0.98 0.02
#> SAMPLE_19 6 0.0504 0.961 0.00 0.00 0.00 0.00 0 0.98 0.02
#> SAMPLE_21 6 0.0504 0.961 0.00 0.00 0.00 0.00 0 0.98 0.02
#> SAMPLE_57 5 0.0000 1.000 0.00 0.00 0.00 0.00 1 0.00 0.00
#> SAMPLE_58 5 0.0000 1.000 0.00 0.00 0.00 0.00 1 0.00 0.00
#> SAMPLE_59 5 0.0000 1.000 0.00 0.00 0.00 0.00 1 0.00 0.00
#> SAMPLE_60 5 0.0000 1.000 0.00 0.00 0.00 0.00 1 0.00 0.00
#> SAMPLE_61 5 0.0000 1.000 0.00 0.00 0.00 0.00 1 0.00 0.00
#> SAMPLE_80 5 0.0000 1.000 0.00 0.00 0.00 0.00 1 0.00 0.00
#> SAMPLE_81 5 0.0000 1.000 0.00 0.00 0.00 0.00 1 0.00 0.00
#> SAMPLE_82 5 0.0000 1.000 0.00 0.00 0.00 0.00 1 0.00 0.00
#> SAMPLE_83 5 0.0000 1.000 0.00 0.00 0.00 0.00 1 0.00 0.00
#> SAMPLE_84 5 0.0000 1.000 0.00 0.00 0.00 0.00 1 0.00 0.00
#> SAMPLE_85 1 0.0000 0.792 1.00 0.00 0.00 0.00 0 0.00 0.00
#> SAMPLE_86 1 0.3558 0.680 0.52 0.00 0.48 0.00 0 0.00 0.00
#> SAMPLE_87 6 0.0504 0.961 0.00 0.00 0.00 0.00 0 0.98 0.02
#> SAMPLE_88 2 0.0000 0.988 0.00 1.00 0.00 0.00 0 0.00 0.00
#> SAMPLE_89 6 0.1166 0.963 0.00 0.00 0.00 0.00 0 0.94 0.06
#> SAMPLE_90 3 0.3558 0.882 0.00 0.00 0.52 0.00 0 0.00 0.48
#> SAMPLE_91 3 0.3558 0.882 0.00 0.00 0.52 0.00 0 0.00 0.48
#> SAMPLE_92 1 0.3496 0.699 0.58 0.00 0.42 0.00 0 0.00 0.00
#> SAMPLE_93 3 0.3558 0.882 0.00 0.00 0.52 0.00 0 0.00 0.48
#> SAMPLE_94 5 0.0000 1.000 0.00 0.00 0.00 0.00 1 0.00 0.00
#> SAMPLE_95 1 0.0000 0.792 1.00 0.00 0.00 0.00 0 0.00 0.00
#> SAMPLE_96 3 0.3558 0.882 0.00 0.00 0.52 0.00 0 0.00 0.48
#> SAMPLE_97 1 0.0000 0.792 1.00 0.00 0.00 0.00 0 0.00 0.00
#> SAMPLE_98 1 0.0000 0.792 1.00 0.00 0.00 0.00 0 0.00 0.00
#> SAMPLE_99 3 0.3558 0.882 0.00 0.00 0.52 0.00 0 0.00 0.48
#> SAMPLE_125 4 0.0504 0.789 0.00 0.00 0.00 0.98 0 0.00 0.02
#> SAMPLE_128 2 0.0000 0.988 0.00 1.00 0.00 0.00 0 0.00 0.00
#> SAMPLE_129 3 0.3558 0.882 0.00 0.00 0.52 0.00 0 0.00 0.48
#> SAMPLE_130 1 0.0000 0.792 1.00 0.00 0.00 0.00 0 0.00 0.00
#> SAMPLE_131 3 0.3558 0.882 0.00 0.00 0.52 0.00 0 0.00 0.48
#> SAMPLE_132 3 0.3558 0.882 0.00 0.00 0.52 0.00 0 0.00 0.48
#> SAMPLE_133 3 0.3558 0.882 0.00 0.00 0.52 0.00 0 0.00 0.48
#> SAMPLE_134 3 0.3558 0.882 0.00 0.00 0.52 0.00 0 0.00 0.48
#> SAMPLE_135 2 0.0000 0.988 0.00 1.00 0.00 0.00 0 0.00 0.00
#> SAMPLE_141 2 0.0000 0.988 0.00 1.00 0.00 0.00 0 0.00 0.00
#> SAMPLE_150 5 0.0000 1.000 0.00 0.00 0.00 0.00 1 0.00 0.00
#> SAMPLE_151 2 0.0000 0.988 0.00 1.00 0.00 0.00 0 0.00 0.00
#> SAMPLE_152 2 0.0000 0.988 0.00 1.00 0.00 0.00 0 0.00 0.00
#> SAMPLE_153 6 0.0863 0.965 0.00 0.00 0.00 0.00 0 0.96 0.04
#> SAMPLE_154 1 0.1166 0.783 0.94 0.00 0.06 0.00 0 0.00 0.00
#> SAMPLE_155 2 0.0000 0.988 0.00 1.00 0.00 0.00 0 0.00 0.00
#> SAMPLE_156 5 0.0000 1.000 0.00 0.00 0.00 0.00 1 0.00 0.00
#> SAMPLE_158 2 0.0000 0.988 0.00 1.00 0.00 0.00 0 0.00 0.00
#> SAMPLE_159 3 0.0000 0.283 0.00 0.00 1.00 0.00 0 0.00 0.00
#> SAMPLE_160 1 0.0000 0.792 1.00 0.00 0.00 0.00 0 0.00 0.00
#> SAMPLE_161 2 0.0000 0.988 0.00 1.00 0.00 0.00 0 0.00 0.00
#> SAMPLE_162 2 0.0000 0.988 0.00 1.00 0.00 0.00 0 0.00 0.00
#> SAMPLE_163 2 0.0000 0.988 0.00 1.00 0.00 0.00 0 0.00 0.00
#> SAMPLE_164 2 0.0000 0.988 0.00 1.00 0.00 0.00 0 0.00 0.00
#> SAMPLE_165 1 0.0000 0.792 1.00 0.00 0.00 0.00 0 0.00 0.00
#> SAMPLE_166 1 0.3558 0.680 0.52 0.00 0.48 0.00 0 0.00 0.00
#> SAMPLE_167 2 0.0000 0.988 0.00 1.00 0.00 0.00 0 0.00 0.00
#> SAMPLE_168 2 0.0000 0.988 0.00 1.00 0.00 0.00 0 0.00 0.00
#> SAMPLE_169 2 0.0000 0.988 0.00 1.00 0.00 0.00 0 0.00 0.00
#> SAMPLE_170 1 0.3558 0.680 0.52 0.00 0.48 0.00 0 0.00 0.00
#> SAMPLE_171 1 0.0000 0.792 1.00 0.00 0.00 0.00 0 0.00 0.00
#> SAMPLE_172 1 0.0000 0.792 1.00 0.00 0.00 0.00 0 0.00 0.00
#> SAMPLE_179 3 0.3558 -0.669 0.48 0.00 0.52 0.00 0 0.00 0.00
#> SAMPLE_180 1 0.3558 0.680 0.52 0.00 0.48 0.00 0 0.00 0.00
#> SAMPLE_181 6 0.1166 0.963 0.00 0.00 0.00 0.00 0 0.94 0.06
#> SAMPLE_182 2 0.0000 0.988 0.00 1.00 0.00 0.00 0 0.00 0.00
#> SAMPLE_183 2 0.1664 0.922 0.00 0.92 0.00 0.00 0 0.02 0.06
#> SAMPLE_184 6 0.1166 0.963 0.00 0.00 0.00 0.00 0 0.94 0.06
#> SAMPLE_185 1 0.0000 0.792 1.00 0.00 0.00 0.00 0 0.00 0.00
#> SAMPLE_186 3 0.3558 0.882 0.00 0.00 0.52 0.00 0 0.00 0.48
#> SAMPLE_187 3 0.3558 0.882 0.00 0.00 0.52 0.00 0 0.00 0.48
#> SAMPLE_188 1 0.3558 0.680 0.52 0.00 0.48 0.00 0 0.00 0.00
#> SAMPLE_189 1 0.0000 0.792 1.00 0.00 0.00 0.00 0 0.00 0.00
#> SAMPLE_190 6 0.3011 0.822 0.00 0.12 0.00 0.00 0 0.82 0.06
#> SAMPLE_191 1 0.3358 0.716 0.64 0.00 0.36 0.00 0 0.00 0.00
#> SAMPLE_192 3 0.0000 0.283 0.00 0.00 1.00 0.00 0 0.00 0.00
#> SAMPLE_193 1 0.3558 0.680 0.52 0.00 0.48 0.00 0 0.00 0.00
#> SAMPLE_196 1 0.0000 0.792 1.00 0.00 0.00 0.00 0 0.00 0.00
#> SAMPLE_197 1 0.3558 0.680 0.52 0.00 0.48 0.00 0 0.00 0.00
#> SAMPLE_198 1 0.3558 0.680 0.52 0.00 0.48 0.00 0 0.00 0.00
#> SAMPLE_199 1 0.3358 0.716 0.64 0.00 0.36 0.00 0 0.00 0.00
#> SAMPLE_200 6 0.1166 0.963 0.00 0.00 0.00 0.00 0 0.94 0.06
#> SAMPLE_201 1 0.3558 0.680 0.52 0.00 0.48 0.00 0 0.00 0.00
#> SAMPLE_202 3 0.3558 0.882 0.00 0.00 0.52 0.00 0 0.00 0.48
#> SAMPLE_203 1 0.0504 0.790 0.98 0.00 0.02 0.00 0 0.00 0.00
#> SAMPLE_204 1 0.3558 0.680 0.52 0.00 0.48 0.00 0 0.00 0.00
#> SAMPLE_205 3 0.3558 0.882 0.00 0.00 0.52 0.00 0 0.00 0.48
#> SAMPLE_206 3 0.0000 0.283 0.00 0.00 1.00 0.00 0 0.00 0.00
#> SAMPLE_207 1 0.0000 0.792 1.00 0.00 0.00 0.00 0 0.00 0.00
#> SAMPLE_224 2 0.0000 0.988 0.00 1.00 0.00 0.00 0 0.00 0.00
#> SAMPLE_225 2 0.0000 0.988 0.00 1.00 0.00 0.00 0 0.00 0.00
#> SAMPLE_226 2 0.0000 0.988 0.00 1.00 0.00 0.00 0 0.00 0.00
#> SAMPLE_227 2 0.0000 0.988 0.00 1.00 0.00 0.00 0 0.00 0.00
#> SAMPLE_228 2 0.0000 0.988 0.00 1.00 0.00 0.00 0 0.00 0.00
#> SAMPLE_229 1 0.3558 0.680 0.52 0.00 0.48 0.00 0 0.00 0.00
#> SAMPLE_230 3 0.3558 0.882 0.00 0.00 0.52 0.00 0 0.00 0.48
#> SAMPLE_276 2 0.0000 0.988 0.00 1.00 0.00 0.00 0 0.00 0.00
#> SAMPLE_277 2 0.0000 0.988 0.00 1.00 0.00 0.00 0 0.00 0.00
#> SAMPLE_278 3 0.3558 0.882 0.00 0.00 0.52 0.00 0 0.00 0.48
#> SAMPLE_279 5 0.0000 1.000 0.00 0.00 0.00 0.00 1 0.00 0.00
#> SAMPLE_280 1 0.3558 0.680 0.52 0.00 0.48 0.00 0 0.00 0.00
#> SAMPLE_281 1 0.3558 0.680 0.52 0.00 0.48 0.00 0 0.00 0.00
#> SAMPLE_282 5 0.0000 1.000 0.00 0.00 0.00 0.00 1 0.00 0.00
#> SAMPLE_283 5 0.0000 1.000 0.00 0.00 0.00 0.00 1 0.00 0.00
#> SAMPLE_284 1 0.0000 0.792 1.00 0.00 0.00 0.00 0 0.00 0.00
#> SAMPLE_285 1 0.0000 0.792 1.00 0.00 0.00 0.00 0 0.00 0.00
#> SAMPLE_290 5 0.0000 1.000 0.00 0.00 0.00 0.00 1 0.00 0.00
#> SAMPLE_291 1 0.3047 0.737 0.72 0.00 0.28 0.00 0 0.00 0.00
#> SAMPLE_292 1 0.0000 0.792 1.00 0.00 0.00 0.00 0 0.00 0.00
#> SAMPLE_293 1 0.0000 0.792 1.00 0.00 0.00 0.00 0 0.00 0.00
#> SAMPLE_294 5 0.0000 1.000 0.00 0.00 0.00 0.00 1 0.00 0.00
#> SAMPLE_295 5 0.0000 1.000 0.00 0.00 0.00 0.00 1 0.00 0.00
#> SAMPLE_380 6 0.0504 0.961 0.00 0.00 0.00 0.00 0 0.98 0.02
#> SAMPLE_381 6 0.0504 0.961 0.00 0.00 0.00 0.00 0 0.98 0.02
#> SAMPLE_388 6 0.0504 0.961 0.00 0.00 0.00 0.00 0 0.98 0.02
#> SAMPLE_389 1 0.0000 0.792 1.00 0.00 0.00 0.00 0 0.00 0.00
#> SAMPLE_390 3 0.3558 0.882 0.00 0.00 0.52 0.00 0 0.00 0.48
#> SAMPLE_391 5 0.0000 1.000 0.00 0.00 0.00 0.00 1 0.00 0.00
#> SAMPLE_392 1 0.3558 0.680 0.52 0.00 0.48 0.00 0 0.00 0.00
#> SAMPLE_393 1 0.0000 0.792 1.00 0.00 0.00 0.00 0 0.00 0.00
#> SAMPLE_394 1 0.3558 0.680 0.52 0.00 0.48 0.00 0 0.00 0.00
#> SAMPLE_395 2 0.0000 0.988 0.00 1.00 0.00 0.00 0 0.00 0.00
#> SAMPLE_396 3 0.3558 0.882 0.00 0.00 0.52 0.00 0 0.00 0.48
#> SAMPLE_397 1 0.0000 0.792 1.00 0.00 0.00 0.00 0 0.00 0.00
#> SAMPLE_398 6 0.1166 0.963 0.00 0.00 0.00 0.00 0 0.94 0.06
#> SAMPLE_399 1 0.0000 0.792 1.00 0.00 0.00 0.00 0 0.00 0.00
#> SAMPLE_400 1 0.3294 0.721 0.66 0.00 0.34 0.00 0 0.00 0.00
#> SAMPLE_401 1 0.0000 0.792 1.00 0.00 0.00 0.00 0 0.00 0.00
#> SAMPLE_402 6 0.0504 0.961 0.00 0.00 0.00 0.00 0 0.98 0.02
#> SAMPLE_403 5 0.0000 1.000 0.00 0.00 0.00 0.00 1 0.00 0.00
#> SAMPLE_404 6 0.1166 0.963 0.00 0.00 0.00 0.00 0 0.94 0.06
#> SAMPLE_405 6 0.0504 0.961 0.00 0.00 0.00 0.00 0 0.98 0.02
#> SAMPLE_406 2 0.0000 0.988 0.00 1.00 0.00 0.00 0 0.00 0.00
#> SAMPLE_407 1 0.0000 0.792 1.00 0.00 0.00 0.00 0 0.00 0.00
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#> SAMPLE_409 1 0.3558 0.680 0.52 0.00 0.48 0.00 0 0.00 0.00
#> SAMPLE_410 3 0.3558 0.882 0.00 0.00 0.52 0.00 0 0.00 0.48
#> SAMPLE_411 3 0.3558 0.882 0.00 0.00 0.52 0.00 0 0.00 0.48
#> SAMPLE_412 1 0.0000 0.792 1.00 0.00 0.00 0.00 0 0.00 0.00
#> SAMPLE_413 3 0.3558 0.882 0.00 0.00 0.52 0.00 0 0.00 0.48
#> SAMPLE_414 3 0.3558 0.882 0.00 0.00 0.52 0.00 0 0.00 0.48
#> SAMPLE_415 1 0.0000 0.792 1.00 0.00 0.00 0.00 0 0.00 0.00
#> SAMPLE_416 1 0.0000 0.792 1.00 0.00 0.00 0.00 0 0.00 0.00
#> SAMPLE_417 3 0.3558 0.882 0.00 0.00 0.52 0.00 0 0.00 0.48
#> SAMPLE_418 6 0.1166 0.963 0.00 0.00 0.00 0.00 0 0.94 0.06
#> SAMPLE_419 1 0.3358 0.716 0.64 0.00 0.36 0.00 0 0.00 0.00
#> SAMPLE_420 1 0.0863 0.787 0.96 0.00 0.04 0.00 0 0.00 0.00
#> SAMPLE_421 1 0.3558 0.680 0.52 0.00 0.48 0.00 0 0.00 0.00
#> SAMPLE_422 3 0.3558 0.882 0.00 0.00 0.52 0.00 0 0.00 0.48
#> SAMPLE_423 3 0.3413 -0.526 0.38 0.00 0.62 0.00 0 0.00 0.00
#> SAMPLE_424 1 0.0000 0.792 1.00 0.00 0.00 0.00 0 0.00 0.00
#> SAMPLE_425 6 0.1166 0.963 0.00 0.00 0.00 0.00 0 0.94 0.06
#> SAMPLE_426 1 0.0863 0.787 0.96 0.00 0.04 0.00 0 0.00 0.00
#> SAMPLE_427 1 0.3562 0.659 0.50 0.00 0.50 0.00 0 0.00 0.00
#> SAMPLE_428 1 0.0000 0.792 1.00 0.00 0.00 0.00 0 0.00 0.00
#> SAMPLE_429 3 0.3558 0.882 0.00 0.00 0.52 0.00 0 0.00 0.48
#> SAMPLE_430 5 0.0000 1.000 0.00 0.00 0.00 0.00 1 0.00 0.00
#> SAMPLE_431 3 0.3459 -0.559 0.40 0.00 0.60 0.00 0 0.00 0.00
#> SAMPLE_432 1 0.3558 0.680 0.52 0.00 0.48 0.00 0 0.00 0.00
#> SAMPLE_433 1 0.0000 0.792 1.00 0.00 0.00 0.00 0 0.00 0.00
#> SAMPLE_434 3 0.3558 0.882 0.00 0.00 0.52 0.00 0 0.00 0.48
#> SAMPLE_435 6 0.1166 0.963 0.00 0.00 0.00 0.00 0 0.94 0.06
#> SAMPLE_436 1 0.0000 0.792 1.00 0.00 0.00 0.00 0 0.00 0.00
#> SAMPLE_437 1 0.0000 0.792 1.00 0.00 0.00 0.00 0 0.00 0.00
#> SAMPLE_438 1 0.0000 0.792 1.00 0.00 0.00 0.00 0 0.00 0.00
#> SAMPLE_439 1 0.3558 0.680 0.52 0.00 0.48 0.00 0 0.00 0.00
#> SAMPLE_440 6 0.1166 0.963 0.00 0.00 0.00 0.00 0 0.94 0.06
#> SAMPLE_441 2 0.0000 0.988 0.00 1.00 0.00 0.00 0 0.00 0.00
#> SAMPLE_442 3 0.3558 0.882 0.00 0.00 0.52 0.00 0 0.00 0.48
#> SAMPLE_443 2 0.1363 0.941 0.00 0.94 0.00 0.00 0 0.02 0.04
#> SAMPLE_444 1 0.0000 0.792 1.00 0.00 0.00 0.00 0 0.00 0.00
#> SAMPLE_445 3 0.3558 0.882 0.00 0.00 0.52 0.00 0 0.00 0.48
#> SAMPLE_446 3 0.3525 0.838 0.00 0.00 0.56 0.00 0 0.00 0.44
#> SAMPLE_447 5 0.0000 1.000 0.00 0.00 0.00 0.00 1 0.00 0.00
#> SAMPLE_448 1 0.0000 0.792 1.00 0.00 0.00 0.00 0 0.00 0.00
#> SAMPLE_449 3 0.3558 0.882 0.00 0.00 0.52 0.00 0 0.00 0.48
#> SAMPLE_450 1 0.3558 0.680 0.52 0.00 0.48 0.00 0 0.00 0.00
#> SAMPLE_451 3 0.3558 0.882 0.00 0.00 0.52 0.00 0 0.00 0.48
#> SAMPLE_452 1 0.3558 0.680 0.52 0.00 0.48 0.00 0 0.00 0.00
#> SAMPLE_453 2 0.0000 0.988 0.00 1.00 0.00 0.00 0 0.00 0.00
#> SAMPLE_454 2 0.0000 0.988 0.00 1.00 0.00 0.00 0 0.00 0.00
#> SAMPLE_455 1 0.3558 0.680 0.52 0.00 0.48 0.00 0 0.00 0.00
#> SAMPLE_456 1 0.3558 0.680 0.52 0.00 0.48 0.00 0 0.00 0.00
#> SAMPLE_457 1 0.0000 0.792 1.00 0.00 0.00 0.00 0 0.00 0.00
#> SAMPLE_458 1 0.0000 0.792 1.00 0.00 0.00 0.00 0 0.00 0.00
#> SAMPLE_459 5 0.0000 1.000 0.00 0.00 0.00 0.00 1 0.00 0.00
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#> SAMPLE_462 3 0.3558 0.882 0.00 0.00 0.52 0.00 0 0.00 0.48
#> SAMPLE_463 3 0.3558 0.882 0.00 0.00 0.52 0.00 0 0.00 0.48
#> SAMPLE_464 3 0.0504 0.306 0.00 0.00 0.98 0.00 0 0.00 0.02
#> SAMPLE_465 6 0.1166 0.963 0.00 0.00 0.00 0.00 0 0.94 0.06
#> SAMPLE_466 5 0.0000 1.000 0.00 0.00 0.00 0.00 1 0.00 0.00
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#> SAMPLE_468 6 0.1166 0.963 0.00 0.00 0.00 0.00 0 0.94 0.06
#> SAMPLE_469 5 0.0000 1.000 0.00 0.00 0.00 0.00 1 0.00 0.00
#> SAMPLE_472 1 0.3558 0.680 0.52 0.00 0.48 0.00 0 0.00 0.00
#> SAMPLE_473 6 0.1166 0.963 0.00 0.00 0.00 0.00 0 0.94 0.06
#> SAMPLE_474 1 0.0000 0.792 1.00 0.00 0.00 0.00 0 0.00 0.00
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#> SAMPLE_476 1 0.3558 0.680 0.52 0.00 0.48 0.00 0 0.00 0.00
#> SAMPLE_477 3 0.3558 0.882 0.00 0.00 0.52 0.00 0 0.00 0.48
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#> SAMPLE_480 3 0.0000 0.283 0.00 0.00 1.00 0.00 0 0.00 0.00
#> SAMPLE_481 3 0.3558 0.882 0.00 0.00 0.52 0.00 0 0.00 0.48
#> SAMPLE_482 5 0.0000 1.000 0.00 0.00 0.00 0.00 1 0.00 0.00
#> SAMPLE_483 5 0.0000 1.000 0.00 0.00 0.00 0.00 1 0.00 0.00
#> SAMPLE_484 6 0.1166 0.963 0.00 0.00 0.00 0.00 0 0.94 0.06
#> SAMPLE_485 3 0.3558 0.882 0.00 0.00 0.52 0.00 0 0.00 0.48
#> SAMPLE_486 2 0.0000 0.988 0.00 1.00 0.00 0.00 0 0.00 0.00
#> SAMPLE_487 1 0.0000 0.792 1.00 0.00 0.00 0.00 0 0.00 0.00
#> SAMPLE_488 6 0.1166 0.963 0.00 0.00 0.00 0.00 0 0.94 0.06
#> SAMPLE_489 6 0.1166 0.963 0.00 0.00 0.00 0.00 0 0.94 0.06
#> SAMPLE_490 1 0.0000 0.792 1.00 0.00 0.00 0.00 0 0.00 0.00
#> SAMPLE_491 3 0.3558 0.882 0.00 0.00 0.52 0.00 0 0.00 0.48
#> SAMPLE_492 2 0.0000 0.988 0.00 1.00 0.00 0.00 0 0.00 0.00
#> SAMPLE_493 1 0.3358 0.716 0.64 0.00 0.36 0.00 0 0.00 0.00
#> SAMPLE_494 1 0.3558 0.680 0.52 0.00 0.48 0.00 0 0.00 0.00
#> SAMPLE_495 1 0.3558 0.680 0.52 0.00 0.48 0.00 0 0.00 0.00
#> SAMPLE_496 5 0.0000 1.000 0.00 0.00 0.00 0.00 1 0.00 0.00
#> SAMPLE_497 1 0.3558 0.680 0.52 0.00 0.48 0.00 0 0.00 0.00
#> SAMPLE_498 5 0.0000 1.000 0.00 0.00 0.00 0.00 1 0.00 0.00
#> SAMPLE_499 3 0.3558 0.882 0.00 0.00 0.52 0.00 0 0.00 0.48
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#> SAMPLE_501 6 0.0504 0.961 0.00 0.00 0.00 0.00 0 0.98 0.02
#> SAMPLE_502 1 0.2945 0.741 0.74 0.00 0.26 0.00 0 0.00 0.00
#> SAMPLE_503 2 0.1363 0.941 0.00 0.94 0.00 0.00 0 0.02 0.04
#> SAMPLE_504 5 0.0000 1.000 0.00 0.00 0.00 0.00 1 0.00 0.00
#> SAMPLE_505 2 0.0000 0.988 0.00 1.00 0.00 0.00 0 0.00 0.00
#> SAMPLE_506 1 0.0000 0.792 1.00 0.00 0.00 0.00 0 0.00 0.00
#> SAMPLE_507 1 0.0000 0.792 1.00 0.00 0.00 0.00 0 0.00 0.00
#> SAMPLE_508 1 0.0000 0.792 1.00 0.00 0.00 0.00 0 0.00 0.00
#> SAMPLE_509 2 0.2572 0.853 0.00 0.86 0.00 0.00 0 0.08 0.06
#> SAMPLE_510 3 0.3558 0.882 0.00 0.00 0.52 0.00 0 0.00 0.48
#> SAMPLE_511 1 0.0000 0.792 1.00 0.00 0.00 0.00 0 0.00 0.00
#> SAMPLE_512 5 0.0000 1.000 0.00 0.00 0.00 0.00 1 0.00 0.00
#> SAMPLE_513 1 0.0000 0.792 1.00 0.00 0.00 0.00 0 0.00 0.00
#> SAMPLE_514 3 0.3558 0.882 0.00 0.00 0.52 0.00 0 0.00 0.48
#> SAMPLE_515 3 0.3558 0.882 0.00 0.00 0.52 0.00 0 0.00 0.48
#> SAMPLE_516 1 0.3546 0.687 0.54 0.00 0.46 0.00 0 0.00 0.00
#> SAMPLE_517 3 0.3558 0.882 0.00 0.00 0.52 0.00 0 0.00 0.48
#> SAMPLE_518 1 0.3558 0.680 0.52 0.00 0.48 0.00 0 0.00 0.00
#> SAMPLE_519 1 0.0000 0.792 1.00 0.00 0.00 0.00 0 0.00 0.00
#> SAMPLE_520 3 0.3558 0.882 0.00 0.00 0.52 0.00 0 0.00 0.48
#> SAMPLE_521 5 0.0000 1.000 0.00 0.00 0.00 0.00 1 0.00 0.00
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#> SAMPLE_523 1 0.1886 0.771 0.88 0.00 0.12 0.00 0 0.00 0.00
#> SAMPLE_524 1 0.3558 0.680 0.52 0.00 0.48 0.00 0 0.00 0.00
#> SAMPLE_525 3 0.3558 0.882 0.00 0.00 0.52 0.00 0 0.00 0.48
#> SAMPLE_526 1 0.0000 0.792 1.00 0.00 0.00 0.00 0 0.00 0.00
#> SAMPLE_527 1 0.3558 0.680 0.52 0.00 0.48 0.00 0 0.00 0.00
#> SAMPLE_528 6 0.1166 0.963 0.00 0.00 0.00 0.00 0 0.94 0.06
#> SAMPLE_529 3 0.3558 0.882 0.00 0.00 0.52 0.00 0 0.00 0.48
#> SAMPLE_530 6 0.0504 0.961 0.00 0.00 0.00 0.00 0 0.98 0.02
#> SAMPLE_531 1 0.3558 0.680 0.52 0.00 0.48 0.00 0 0.00 0.00
#> SAMPLE_532 3 0.3558 0.882 0.00 0.00 0.52 0.00 0 0.00 0.48
#> SAMPLE_533 1 0.3558 0.680 0.52 0.00 0.48 0.00 0 0.00 0.00
#> SAMPLE_534 1 0.3558 0.680 0.52 0.00 0.48 0.00 0 0.00 0.00
#> SAMPLE_535 1 0.0000 0.792 1.00 0.00 0.00 0.00 0 0.00 0.00
#> SAMPLE_536 6 0.1166 0.963 0.00 0.00 0.00 0.00 0 0.94 0.06
#> SAMPLE_537 1 0.3558 0.680 0.52 0.00 0.48 0.00 0 0.00 0.00
#> SAMPLE_538 3 0.3558 0.882 0.00 0.00 0.52 0.00 0 0.00 0.48
#> SAMPLE_539 2 0.0000 0.988 0.00 1.00 0.00 0.00 0 0.00 0.00
#> SAMPLE_540 3 0.3558 0.882 0.00 0.00 0.52 0.00 0 0.00 0.48
#> SAMPLE_541 2 0.0000 0.988 0.00 1.00 0.00 0.00 0 0.00 0.00
#> SAMPLE_542 3 0.3558 0.882 0.00 0.00 0.52 0.00 0 0.00 0.48
#> SAMPLE_543 1 0.0000 0.792 1.00 0.00 0.00 0.00 0 0.00 0.00
#> SAMPLE_544 1 0.0000 0.792 1.00 0.00 0.00 0.00 0 0.00 0.00
#> SAMPLE_545 3 0.3558 0.882 0.00 0.00 0.52 0.00 0 0.00 0.48
#> SAMPLE_546 3 0.3558 0.882 0.00 0.00 0.52 0.00 0 0.00 0.48
#> SAMPLE_547 1 0.3558 0.680 0.52 0.00 0.48 0.00 0 0.00 0.00
#> SAMPLE_548 3 0.3558 0.882 0.00 0.00 0.52 0.00 0 0.00 0.48
#> SAMPLE_549 1 0.3558 0.680 0.52 0.00 0.48 0.00 0 0.00 0.00
#> SAMPLE_550 1 0.0000 0.792 1.00 0.00 0.00 0.00 0 0.00 0.00
#> SAMPLE_551 1 0.0000 0.792 1.00 0.00 0.00 0.00 0 0.00 0.00
#> SAMPLE_552 1 0.3558 0.680 0.52 0.00 0.48 0.00 0 0.00 0.00
#> SAMPLE_554 2 0.0000 0.988 0.00 1.00 0.00 0.00 0 0.00 0.00
#> SAMPLE_555 3 0.3558 0.882 0.00 0.00 0.52 0.00 0 0.00 0.48
#> SAMPLE_556 2 0.0000 0.988 0.00 1.00 0.00 0.00 0 0.00 0.00
#> SAMPLE_557 2 0.0000 0.988 0.00 1.00 0.00 0.00 0 0.00 0.00
#> SAMPLE_558 3 0.3558 0.882 0.00 0.00 0.52 0.00 0 0.00 0.48
#> SAMPLE_559 1 0.0000 0.792 1.00 0.00 0.00 0.00 0 0.00 0.00
#> SAMPLE_560 1 0.0000 0.792 1.00 0.00 0.00 0.00 0 0.00 0.00
#> SAMPLE_561 2 0.0000 0.988 0.00 1.00 0.00 0.00 0 0.00 0.00
#> SAMPLE_562 2 0.0000 0.988 0.00 1.00 0.00 0.00 0 0.00 0.00
#> SAMPLE_563 2 0.0000 0.988 0.00 1.00 0.00 0.00 0 0.00 0.00
#> SAMPLE_564 1 0.0000 0.792 1.00 0.00 0.00 0.00 0 0.00 0.00
#> SAMPLE_565 2 0.0000 0.988 0.00 1.00 0.00 0.00 0 0.00 0.00
#> SAMPLE_566 2 0.0000 0.988 0.00 1.00 0.00 0.00 0 0.00 0.00
#> SAMPLE_567 2 0.0000 0.988 0.00 1.00 0.00 0.00 0 0.00 0.00
#> SAMPLE_573 2 0.0000 0.988 0.00 1.00 0.00 0.00 0 0.00 0.00
#> SAMPLE_574 2 0.0000 0.988 0.00 1.00 0.00 0.00 0 0.00 0.00
#> SAMPLE_575 2 0.0000 0.988 0.00 1.00 0.00 0.00 0 0.00 0.00
#> SAMPLE_576 2 0.0000 0.988 0.00 1.00 0.00 0.00 0 0.00 0.00
#> SAMPLE_577 3 0.3558 0.882 0.00 0.00 0.52 0.00 0 0.00 0.48
#> SAMPLE_578 1 0.3558 0.680 0.52 0.00 0.48 0.00 0 0.00 0.00
#> SAMPLE_579 5 0.0000 1.000 0.00 0.00 0.00 0.00 1 0.00 0.00
#> SAMPLE_580 3 0.3558 0.882 0.00 0.00 0.52 0.00 0 0.00 0.48
#> SAMPLE_581 6 0.1166 0.963 0.00 0.00 0.00 0.00 0 0.94 0.06
#> SAMPLE_582 1 0.2572 0.754 0.80 0.00 0.20 0.00 0 0.00 0.00
#> SAMPLE_583 3 0.0000 0.283 0.00 0.00 1.00 0.00 0 0.00 0.00
#> SAMPLE_584 2 0.0000 0.988 0.00 1.00 0.00 0.00 0 0.00 0.00
#> SAMPLE_585 1 0.3558 0.680 0.52 0.00 0.48 0.00 0 0.00 0.00
#> SAMPLE_586 3 0.3558 0.882 0.00 0.00 0.52 0.00 0 0.00 0.48
#> SAMPLE_587 6 0.1166 0.963 0.00 0.00 0.00 0.00 0 0.94 0.06
#> SAMPLE_588 1 0.3558 0.680 0.52 0.00 0.48 0.00 0 0.00 0.00
#> SAMPLE_611 2 0.0000 0.988 0.00 1.00 0.00 0.00 0 0.00 0.00
#> SAMPLE_612 1 0.3558 0.680 0.52 0.00 0.48 0.00 0 0.00 0.00
#> SAMPLE_613 2 0.1363 0.941 0.00 0.94 0.00 0.00 0 0.02 0.04
#> SAMPLE_615 3 0.3558 0.882 0.00 0.00 0.52 0.00 0 0.00 0.48
#> SAMPLE_616 1 0.0000 0.792 1.00 0.00 0.00 0.00 0 0.00 0.00
#> SAMPLE_617 3 0.3558 0.882 0.00 0.00 0.52 0.00 0 0.00 0.48
#> SAMPLE_642 2 0.0000 0.988 0.00 1.00 0.00 0.00 0 0.00 0.00
#> SAMPLE_670 6 0.0504 0.961 0.00 0.00 0.00 0.00 0 0.98 0.02
#> SAMPLE_671 1 0.0000 0.792 1.00 0.00 0.00 0.00 0 0.00 0.00
#> SAMPLE_731 2 0.0000 0.988 0.00 1.00 0.00 0.00 0 0.00 0.00
#> SAMPLE_749 2 0.0000 0.988 0.00 1.00 0.00 0.00 0 0.00 0.00
#> SAMPLE_750 1 0.0000 0.792 1.00 0.00 0.00 0.00 0 0.00 0.00
#> SAMPLE_765 2 0.0000 0.988 0.00 1.00 0.00 0.00 0 0.00 0.00
#> SAMPLE_769 2 0.0000 0.988 0.00 1.00 0.00 0.00 0 0.00 0.00
#> SAMPLE_770 2 0.0000 0.988 0.00 1.00 0.00 0.00 0 0.00 0.00
#> SAMPLE_793 4 0.0504 0.789 0.00 0.00 0.00 0.98 0 0.00 0.02
#> SAMPLE_839 6 0.1166 0.963 0.00 0.00 0.00 0.00 0 0.94 0.06
#> SAMPLE_845 6 0.1166 0.963 0.00 0.00 0.00 0.00 0 0.94 0.06
#> SAMPLE_847 6 0.0504 0.961 0.00 0.00 0.00 0.00 0 0.98 0.02
#> SAMPLE_857 4 0.1433 0.737 0.00 0.00 0.00 0.92 0 0.00 0.08
#> SAMPLE_858 4 0.1433 0.737 0.00 0.00 0.00 0.92 0 0.00 0.08
#> SAMPLE_870 4 0.3496 -0.138 0.00 0.00 0.00 0.58 0 0.00 0.42
#> SAMPLE_878 4 0.1433 0.737 0.00 0.00 0.00 0.92 0 0.00 0.08
#> SAMPLE_891 4 0.1433 0.737 0.00 0.00 0.00 0.92 0 0.00 0.08
#> SAMPLE_893 4 0.1433 0.737 0.00 0.00 0.00 0.92 0 0.00 0.08
#> SAMPLE_976 2 0.0000 0.988 0.00 1.00 0.00 0.00 0 0.00 0.00
#> SAMPLE_977 2 0.0000 0.988 0.00 1.00 0.00 0.00 0 0.00 0.00
#> SAMPLE_978 2 0.0000 0.988 0.00 1.00 0.00 0.00 0 0.00 0.00
#> SAMPLE_979 2 0.0000 0.988 0.00 1.00 0.00 0.00 0 0.00 0.00
#> SAMPLE_983 2 0.0000 0.988 0.00 1.00 0.00 0.00 0 0.00 0.00
#> SAMPLE_984 2 0.0000 0.988 0.00 1.00 0.00 0.00 0 0.00 0.00
#> SAMPLE_985 2 0.3199 0.771 0.00 0.80 0.00 0.00 0 0.14 0.06
#> SAMPLE_986 4 0.3496 -0.138 0.00 0.00 0.00 0.58 0 0.00 0.42
#> SAMPLE_991 6 0.0000 0.965 0.00 0.00 0.00 0.00 0 1.00 0.00
#> SAMPLE_992 1 0.0000 0.792 1.00 0.00 0.00 0.00 0 0.00 0.00
#> SAMPLE_1038 6 0.0504 0.961 0.00 0.00 0.00 0.00 0 0.98 0.02
#> SAMPLE_1039 2 0.1363 0.941 0.00 0.94 0.00 0.00 0 0.02 0.04
#> SAMPLE_1064 2 0.1664 0.922 0.00 0.92 0.00 0.00 0 0.02 0.06
#> SAMPLE_1065 6 0.0504 0.961 0.00 0.00 0.00 0.00 0 0.98 0.02
#> SAMPLE_1066 2 0.1363 0.941 0.00 0.94 0.00 0.00 0 0.02 0.04
#> SAMPLE_1111 3 0.3558 0.882 0.00 0.00 0.52 0.00 0 0.00 0.48
#> SAMPLE_1116 1 0.0000 0.792 1.00 0.00 0.00 0.00 0 0.00 0.00
#> SAMPLE_1149 2 0.1363 0.941 0.00 0.94 0.00 0.00 0 0.02 0.04
#> SAMPLE_1159 4 0.1433 0.737 0.00 0.00 0.00 0.92 0 0.00 0.08
#> SAMPLE_1160 4 0.0504 0.789 0.00 0.00 0.00 0.98 0 0.00 0.02
#> SAMPLE_1161 4 0.0504 0.789 0.00 0.00 0.00 0.98 0 0.00 0.02
#> SAMPLE_1168 3 0.3558 0.882 0.00 0.00 0.52 0.00 0 0.00 0.48
#> SAMPLE_1169 1 0.2832 0.746 0.76 0.00 0.24 0.00 0 0.00 0.00
#> SAMPLE_1192 1 0.0000 0.792 1.00 0.00 0.00 0.00 0 0.00 0.00
#> SAMPLE_1211 6 0.1166 0.963 0.00 0.00 0.00 0.00 0 0.94 0.06
#> SAMPLE_1212 6 0.0504 0.961 0.00 0.00 0.00 0.00 0 0.98 0.02
#> SAMPLE_1213 6 0.0000 0.965 0.00 0.00 0.00 0.00 0 1.00 0.00
#> SAMPLE_1241 2 0.0000 0.988 0.00 1.00 0.00 0.00 0 0.00 0.00
#> SAMPLE_1242 5 0.0000 1.000 0.00 0.00 0.00 0.00 1 0.00 0.00
#> SAMPLE_1243 6 0.0504 0.961 0.00 0.00 0.00 0.00 0 0.98 0.02
#> SAMPLE_1268 6 0.0000 0.965 0.00 0.00 0.00 0.00 0 1.00 0.00
#> SAMPLE_1336 6 0.0000 0.965 0.00 0.00 0.00 0.00 0 1.00 0.00
#> SAMPLE_1413 2 0.0000 0.988 0.00 1.00 0.00 0.00 0 0.00 0.00
#> SAMPLE_1414 2 0.0000 0.988 0.00 1.00 0.00 0.00 0 0.00 0.00
#> SAMPLE_1415 2 0.0000 0.988 0.00 1.00 0.00 0.00 0 0.00 0.00
#> SAMPLE_1416 6 0.1166 0.963 0.00 0.00 0.00 0.00 0 0.94 0.06
#> SAMPLE_1417 2 0.0000 0.988 0.00 1.00 0.00 0.00 0 0.00 0.00
#> SAMPLE_1418 2 0.0000 0.988 0.00 1.00 0.00 0.00 0 0.00 0.00
#> SAMPLE_1427 4 0.3496 -0.138 0.00 0.00 0.00 0.58 0 0.00 0.42
#> SAMPLE_1440 6 0.0000 0.965 0.00 0.00 0.00 0.00 0 1.00 0.00
#> SAMPLE_1447 3 0.3558 0.882 0.00 0.00 0.52 0.00 0 0.00 0.48
#> SAMPLE_1448 3 0.3558 0.882 0.00 0.00 0.52 0.00 0 0.00 0.48
#> SAMPLE_1523 5 0.0000 1.000 0.00 0.00 0.00 0.00 1 0.00 0.00
#> SAMPLE_1525 2 0.0000 0.988 0.00 1.00 0.00 0.00 0 0.00 0.00
#> SAMPLE_1603 4 0.1433 0.737 0.00 0.00 0.00 0.92 0 0.00 0.08
#> SAMPLE_1605 4 0.0504 0.789 0.00 0.00 0.00 0.98 0 0.00 0.02
#> SAMPLE_1606 4 0.0504 0.789 0.00 0.00 0.00 0.98 0 0.00 0.02
#> SAMPLE_1607 4 0.0504 0.789 0.00 0.00 0.00 0.98 0 0.00 0.02
#> SAMPLE_1667 6 0.0863 0.965 0.00 0.00 0.00 0.00 0 0.96 0.04
#> SAMPLE_1673 1 0.3558 0.680 0.52 0.00 0.48 0.00 0 0.00 0.00
#> SAMPLE_1677 4 0.0504 0.789 0.00 0.00 0.00 0.98 0 0.00 0.02
#> SAMPLE_1694 4 0.1433 0.737 0.00 0.00 0.00 0.92 0 0.00 0.08
#> SAMPLE_1698 4 0.0504 0.789 0.00 0.00 0.00 0.98 0 0.00 0.02
#> SAMPLE_1712 6 0.0000 0.965 0.00 0.00 0.00 0.00 0 1.00 0.00
#> SAMPLE_1735 1 0.0000 0.792 1.00 0.00 0.00 0.00 0 0.00 0.00
#> SAMPLE_1736 4 0.0504 0.789 0.00 0.00 0.00 0.98 0 0.00 0.02
#> SAMPLE_1829 4 0.1433 0.737 0.00 0.00 0.00 0.92 0 0.00 0.08
#> SAMPLE_1838 4 0.1433 0.737 0.00 0.00 0.00 0.92 0 0.00 0.08
#> SAMPLE_1846 5 0.0000 1.000 0.00 0.00 0.00 0.00 1 0.00 0.00
#> SAMPLE_1859 4 0.3496 -0.138 0.00 0.00 0.00 0.58 0 0.00 0.42
#> SAMPLE_1865 3 0.3558 0.882 0.00 0.00 0.52 0.00 0 0.00 0.48
#> SAMPLE_1870 4 0.3496 -0.138 0.00 0.00 0.00 0.58 0 0.00 0.42
#> SAMPLE_1871 6 0.0000 0.965 0.00 0.00 0.00 0.00 0 1.00 0.00
#> SAMPLE_1875 4 0.3496 -0.138 0.00 0.00 0.00 0.58 0 0.00 0.42
#> SAMPLE_1876 4 0.3496 -0.138 0.00 0.00 0.00 0.58 0 0.00 0.42
#> SAMPLE_1877 4 0.3496 -0.138 0.00 0.00 0.00 0.58 0 0.00 0.42
#> SAMPLE_1889 6 0.0504 0.961 0.00 0.00 0.00 0.00 0 0.98 0.02
#> SAMPLE_1890 6 0.1166 0.963 0.00 0.00 0.00 0.00 0 0.94 0.06
#> SAMPLE_1891 6 0.1166 0.963 0.00 0.00 0.00 0.00 0 0.94 0.06
#> SAMPLE_1892 6 0.1166 0.963 0.00 0.00 0.00 0.00 0 0.94 0.06
#> SAMPLE_1893 2 0.0000 0.988 0.00 1.00 0.00 0.00 0 0.00 0.00
#> SAMPLE_1894 6 0.1166 0.963 0.00 0.00 0.00 0.00 0 0.94 0.06
#> SAMPLE_1908 3 0.3558 0.882 0.00 0.00 0.52 0.00 0 0.00 0.48
#> SAMPLE_1921 3 0.3558 0.882 0.00 0.00 0.52 0.00 0 0.00 0.48
#> SAMPLE_1930 4 0.1433 0.737 0.00 0.00 0.00 0.92 0 0.00 0.08
#> SAMPLE_1932 1 0.3558 0.680 0.52 0.00 0.48 0.00 0 0.00 0.00
#> SAMPLE_1969 3 0.3558 0.882 0.00 0.00 0.52 0.00 0 0.00 0.48
#> SAMPLE_1973 3 0.0504 0.306 0.00 0.00 0.98 0.00 0 0.00 0.02
#> SAMPLE_2000 6 0.0504 0.961 0.00 0.00 0.00 0.00 0 0.98 0.02
#> SAMPLE_2061 5 0.0000 1.000 0.00 0.00 0.00 0.00 1 0.00 0.00
#> SAMPLE_2141 3 0.0000 0.283 0.00 0.00 1.00 0.00 0 0.00 0.00
#> SAMPLE_2182 4 0.1433 0.737 0.00 0.00 0.00 0.92 0 0.00 0.08
#> SAMPLE_2206 6 0.1166 0.963 0.00 0.00 0.00 0.00 0 0.94 0.06
#> SAMPLE_2226 6 0.0504 0.961 0.00 0.00 0.00 0.00 0 0.98 0.02
#> SAMPLE_2230 4 0.1433 0.737 0.00 0.00 0.00 0.92 0 0.00 0.08
#> SAMPLE_2251 7 0.5020 0.000 0.00 0.00 0.12 0.44 0 0.00 0.44
#> SAMPLE_2261 4 0.0504 0.789 0.00 0.00 0.00 0.98 0 0.00 0.02
#> SAMPLE_2262 1 0.0000 0.792 1.00 0.00 0.00 0.00 0 0.00 0.00
#> SAMPLE_2273 1 0.0863 0.786 0.96 0.00 0.04 0.00 0 0.00 0.00
#> SAMPLE_2288 1 0.0000 0.792 1.00 0.00 0.00 0.00 0 0.00 0.00
#> SAMPLE_2305 4 0.0504 0.789 0.00 0.00 0.00 0.98 0 0.00 0.02
#> SAMPLE_2319 4 0.0504 0.789 0.00 0.00 0.00 0.98 0 0.00 0.02
#> SAMPLE_2353 1 0.0000 0.792 1.00 0.00 0.00 0.00 0 0.00 0.00
#> SAMPLE_2369 4 0.0000 0.788 0.00 0.00 0.00 1.00 0 0.00 0.00
#> SAMPLE_2370 4 0.0000 0.788 0.00 0.00 0.00 1.00 0 0.00 0.00
#> SAMPLE_2373 4 0.0000 0.788 0.00 0.00 0.00 1.00 0 0.00 0.00
#> SAMPLE_2374 4 0.0000 0.788 0.00 0.00 0.00 1.00 0 0.00 0.00
#> SAMPLE_2376 4 0.0000 0.788 0.00 0.00 0.00 1.00 0 0.00 0.00
#> SAMPLE_2377 4 0.0000 0.788 0.00 0.00 0.00 1.00 0 0.00 0.00
#> SAMPLE_2378 4 0.0000 0.788 0.00 0.00 0.00 1.00 0 0.00 0.00
#> SAMPLE_2380 4 0.0000 0.788 0.00 0.00 0.00 1.00 0 0.00 0.00
#> SAMPLE_2382 4 0.0000 0.788 0.00 0.00 0.00 1.00 0 0.00 0.00
#> SAMPLE_2386 4 0.3496 -0.138 0.00 0.00 0.00 0.58 0 0.00 0.42
#> SAMPLE_2398 4 0.0000 0.788 0.00 0.00 0.00 1.00 0 0.00 0.00
#> SAMPLE_2399 4 0.0000 0.788 0.00 0.00 0.00 1.00 0 0.00 0.00
#> SAMPLE_2400 4 0.0000 0.788 0.00 0.00 0.00 1.00 0 0.00 0.00
#> SAMPLE_2401 4 0.0000 0.788 0.00 0.00 0.00 1.00 0 0.00 0.00
#> SAMPLE_2402 4 0.0000 0.788 0.00 0.00 0.00 1.00 0 0.00 0.00
#> SAMPLE_2403 4 0.3496 -0.138 0.00 0.00 0.00 0.58 0 0.00 0.42
#> SAMPLE_2404 4 0.3496 -0.138 0.00 0.00 0.00 0.58 0 0.00 0.42
#> SAMPLE_2411 1 0.0863 0.787 0.96 0.00 0.04 0.00 0 0.00 0.00
#> SAMPLE_2421 1 0.0000 0.792 1.00 0.00 0.00 0.00 0 0.00 0.00
#> SAMPLE_2436 2 0.0000 0.988 0.00 1.00 0.00 0.00 0 0.00 0.00
#> SAMPLE_2447 2 0.0000 0.988 0.00 1.00 0.00 0.00 0 0.00 0.00
#> SAMPLE_2451 2 0.0000 0.988 0.00 1.00 0.00 0.00 0 0.00 0.00
#> SAMPLE_2459 3 0.3558 0.882 0.00 0.00 0.52 0.00 0 0.00 0.48
#> SAMPLE_2463 5 0.0000 1.000 0.00 0.00 0.00 0.00 1 0.00 0.00
#> SAMPLE_2465 1 0.0000 0.792 1.00 0.00 0.00 0.00 0 0.00 0.00
#> SAMPLE_2467 1 0.3558 0.680 0.52 0.00 0.48 0.00 0 0.00 0.00
#> SAMPLE_2508 4 0.1433 0.737 0.00 0.00 0.00 0.92 0 0.00 0.08
#> SAMPLE_2509 4 0.1433 0.737 0.00 0.00 0.00 0.92 0 0.00 0.08
#> SAMPLE_2515 6 0.0504 0.961 0.00 0.00 0.00 0.00 0 0.98 0.02
#> SAMPLE_2528 1 0.0000 0.792 1.00 0.00 0.00 0.00 0 0.00 0.00
#> SAMPLE_2539 4 0.1433 0.737 0.00 0.00 0.00 0.92 0 0.00 0.08
#> SAMPLE_2554 4 0.0504 0.789 0.00 0.00 0.00 0.98 0 0.00 0.02
#> SAMPLE_2555 4 0.0504 0.789 0.00 0.00 0.00 0.98 0 0.00 0.02
#> SAMPLE_2561 4 0.0504 0.789 0.00 0.00 0.00 0.98 0 0.00 0.02
#> SAMPLE_2563 4 0.0504 0.789 0.00 0.00 0.00 0.98 0 0.00 0.02
#> SAMPLE_2564 4 0.0504 0.789 0.00 0.00 0.00 0.98 0 0.00 0.02
#> SAMPLE_2565 4 0.0504 0.789 0.00 0.00 0.00 0.98 0 0.00 0.02
#> SAMPLE_2566 4 0.0504 0.789 0.00 0.00 0.00 0.98 0 0.00 0.02
#> SAMPLE_2568 4 0.0504 0.789 0.00 0.00 0.00 0.98 0 0.00 0.02
#> SAMPLE_2569 4 0.0504 0.789 0.00 0.00 0.00 0.98 0 0.00 0.02
#> SAMPLE_2608 4 0.0504 0.789 0.00 0.00 0.00 0.98 0 0.00 0.02
#> SAMPLE_2714 4 0.3496 -0.138 0.00 0.00 0.00 0.58 0 0.00 0.42
#> SAMPLE_2716 4 0.3496 -0.138 0.00 0.00 0.00 0.58 0 0.00 0.42
#> SAMPLE_2722 3 0.3558 0.882 0.00 0.00 0.52 0.00 0 0.00 0.48
#> SAMPLE_2736 6 0.0000 0.965 0.00 0.00 0.00 0.00 0 1.00 0.00
#> SAMPLE_2737 4 0.0504 0.789 0.00 0.00 0.00 0.98 0 0.00 0.02
#> SAMPLE_2738 4 0.0504 0.789 0.00 0.00 0.00 0.98 0 0.00 0.02
#> SAMPLE_2739 4 0.0504 0.789 0.00 0.00 0.00 0.98 0 0.00 0.02
#> SAMPLE_2740 4 0.0504 0.789 0.00 0.00 0.00 0.98 0 0.00 0.02
#> SAMPLE_2741 4 0.0504 0.789 0.00 0.00 0.00 0.98 0 0.00 0.02
#> SAMPLE_2742 4 0.0504 0.789 0.00 0.00 0.00 0.98 0 0.00 0.02
#> SAMPLE_2743 4 0.1433 0.737 0.00 0.00 0.00 0.92 0 0.00 0.08
#> SAMPLE_2744 4 0.0504 0.789 0.00 0.00 0.00 0.98 0 0.00 0.02
#> SAMPLE_2745 4 0.0504 0.789 0.00 0.00 0.00 0.98 0 0.00 0.02
#> SAMPLE_2747 6 0.0504 0.961 0.00 0.00 0.00 0.00 0 0.98 0.02
#> SAMPLE_2760 6 0.0000 0.965 0.00 0.00 0.00 0.00 0 1.00 0.00
#> SAMPLE_2785 6 0.0000 0.965 0.00 0.00 0.00 0.00 0 1.00 0.00
#> SAMPLE_2787 4 0.0504 0.789 0.00 0.00 0.00 0.98 0 0.00 0.02
#> SAMPLE_2788 4 0.3496 -0.138 0.00 0.00 0.00 0.58 0 0.00 0.42
#> SAMPLE_2790 4 0.3496 -0.138 0.00 0.00 0.00 0.58 0 0.00 0.42
#> SAMPLE_2791 4 0.3496 -0.138 0.00 0.00 0.00 0.58 0 0.00 0.42
#> SAMPLE_2792 4 0.3496 -0.138 0.00 0.00 0.00 0.58 0 0.00 0.42
cbind(get_classes(res, k = 8), get_membership(res, k = 8))
#> class entropy silhouette p1 p2 p3 p4 p5 p6 p7 p8
#> SAMPLE_15 6 0.3729 0.8490 0.00 0.00 0.00 0.00 0 0.72 0.18 0.10
#> SAMPLE_16 6 0.3729 0.8490 0.00 0.00 0.00 0.00 0 0.72 0.18 0.10
#> SAMPLE_19 6 0.3729 0.8490 0.00 0.00 0.00 0.00 0 0.72 0.18 0.10
#> SAMPLE_21 6 0.3729 0.8490 0.00 0.00 0.00 0.00 0 0.72 0.18 0.10
#> SAMPLE_57 5 0.0000 1.0000 0.00 0.00 0.00 0.00 1 0.00 0.00 0.00
#> SAMPLE_58 5 0.0000 1.0000 0.00 0.00 0.00 0.00 1 0.00 0.00 0.00
#> SAMPLE_59 5 0.0000 1.0000 0.00 0.00 0.00 0.00 1 0.00 0.00 0.00
#> SAMPLE_60 5 0.0000 1.0000 0.00 0.00 0.00 0.00 1 0.00 0.00 0.00
#> SAMPLE_61 5 0.0000 1.0000 0.00 0.00 0.00 0.00 1 0.00 0.00 0.00
#> SAMPLE_80 5 0.0000 1.0000 0.00 0.00 0.00 0.00 1 0.00 0.00 0.00
#> SAMPLE_81 5 0.0000 1.0000 0.00 0.00 0.00 0.00 1 0.00 0.00 0.00
#> SAMPLE_82 5 0.0000 1.0000 0.00 0.00 0.00 0.00 1 0.00 0.00 0.00
#> SAMPLE_83 5 0.0000 1.0000 0.00 0.00 0.00 0.00 1 0.00 0.00 0.00
#> SAMPLE_84 5 0.0000 1.0000 0.00 0.00 0.00 0.00 1 0.00 0.00 0.00
#> SAMPLE_85 1 0.0000 0.9654 1.00 0.00 0.00 0.00 0 0.00 0.00 0.00
#> SAMPLE_86 8 0.2267 0.9273 0.18 0.00 0.00 0.00 0 0.00 0.00 0.82
#> SAMPLE_87 6 0.3729 0.8490 0.00 0.00 0.00 0.00 0 0.72 0.18 0.10
#> SAMPLE_88 2 0.0000 0.9600 0.00 1.00 0.00 0.00 0 0.00 0.00 0.00
#> SAMPLE_89 6 0.0000 0.8747 0.00 0.00 0.00 0.00 0 1.00 0.00 0.00
#> SAMPLE_90 3 0.0471 0.9848 0.00 0.00 0.98 0.00 0 0.00 0.00 0.02
#> SAMPLE_91 3 0.0471 0.9848 0.00 0.00 0.98 0.00 0 0.00 0.00 0.02
#> SAMPLE_92 8 0.2852 0.8209 0.28 0.00 0.00 0.00 0 0.00 0.00 0.72
#> SAMPLE_93 3 0.0000 0.9886 0.00 0.00 1.00 0.00 0 0.00 0.00 0.00
#> SAMPLE_94 5 0.0000 1.0000 0.00 0.00 0.00 0.00 1 0.00 0.00 0.00
#> SAMPLE_95 1 0.0000 0.9654 1.00 0.00 0.00 0.00 0 0.00 0.00 0.00
#> SAMPLE_96 3 0.0471 0.9848 0.00 0.00 0.98 0.00 0 0.00 0.00 0.02
#> SAMPLE_97 1 0.0000 0.9654 1.00 0.00 0.00 0.00 0 0.00 0.00 0.00
#> SAMPLE_98 1 0.0000 0.9654 1.00 0.00 0.00 0.00 0 0.00 0.00 0.00
#> SAMPLE_99 3 0.0471 0.9848 0.00 0.00 0.98 0.00 0 0.00 0.00 0.02
#> SAMPLE_125 4 0.2165 0.8234 0.00 0.00 0.00 0.88 0 0.00 0.06 0.06
#> SAMPLE_128 2 0.0000 0.9600 0.00 1.00 0.00 0.00 0 0.00 0.00 0.00
#> SAMPLE_129 3 0.0000 0.9886 0.00 0.00 1.00 0.00 0 0.00 0.00 0.00
#> SAMPLE_130 1 0.0000 0.9654 1.00 0.00 0.00 0.00 0 0.00 0.00 0.00
#> SAMPLE_131 3 0.0471 0.9848 0.00 0.00 0.98 0.00 0 0.00 0.00 0.02
#> SAMPLE_132 3 0.0471 0.9848 0.00 0.00 0.98 0.00 0 0.00 0.00 0.02
#> SAMPLE_133 3 0.0471 0.9848 0.00 0.00 0.98 0.00 0 0.00 0.00 0.02
#> SAMPLE_134 3 0.0000 0.9886 0.00 0.00 1.00 0.00 0 0.00 0.00 0.00
#> SAMPLE_135 2 0.0000 0.9600 0.00 1.00 0.00 0.00 0 0.00 0.00 0.00
#> SAMPLE_141 2 0.0000 0.9600 0.00 1.00 0.00 0.00 0 0.00 0.00 0.00
#> SAMPLE_150 5 0.0000 1.0000 0.00 0.00 0.00 0.00 1 0.00 0.00 0.00
#> SAMPLE_151 2 0.0000 0.9600 0.00 1.00 0.00 0.00 0 0.00 0.00 0.00
#> SAMPLE_152 2 0.0000 0.9600 0.00 1.00 0.00 0.00 0 0.00 0.00 0.00
#> SAMPLE_153 6 0.0471 0.8752 0.00 0.00 0.00 0.00 0 0.98 0.02 0.00
#> SAMPLE_154 1 0.0808 0.9225 0.96 0.00 0.00 0.00 0 0.00 0.00 0.04
#> SAMPLE_155 2 0.0000 0.9600 0.00 1.00 0.00 0.00 0 0.00 0.00 0.00
#> SAMPLE_156 5 0.0000 1.0000 0.00 0.00 0.00 0.00 1 0.00 0.00 0.00
#> SAMPLE_158 2 0.0000 0.9600 0.00 1.00 0.00 0.00 0 0.00 0.00 0.00
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#> SAMPLE_878 4 0.2852 0.6400 0.00 0.00 0.00 0.72 0 0.00 0.28 0.00
#> SAMPLE_891 4 0.2852 0.6400 0.00 0.00 0.00 0.72 0 0.00 0.28 0.00
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#> SAMPLE_986 7 0.2267 0.9809 0.00 0.00 0.00 0.18 0 0.00 0.82 0.00
#> SAMPLE_991 6 0.2818 0.8718 0.00 0.00 0.00 0.00 0 0.82 0.12 0.06
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#> SAMPLE_1211 6 0.0000 0.8747 0.00 0.00 0.00 0.00 0 1.00 0.00 0.00
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#> SAMPLE_2569 4 0.0000 0.8370 0.00 0.00 0.00 1.00 0 0.00 0.00 0.00
#> SAMPLE_2608 4 0.0000 0.8370 0.00 0.00 0.00 1.00 0 0.00 0.00 0.00
#> SAMPLE_2714 7 0.2267 0.9809 0.00 0.00 0.00 0.18 0 0.00 0.82 0.00
#> SAMPLE_2716 7 0.2267 0.9809 0.00 0.00 0.00 0.18 0 0.00 0.82 0.00
#> SAMPLE_2722 3 0.0000 0.9886 0.00 0.00 1.00 0.00 0 0.00 0.00 0.00
#> SAMPLE_2736 6 0.2818 0.8718 0.00 0.00 0.00 0.00 0 0.82 0.12 0.06
#> SAMPLE_2737 4 0.0000 0.8370 0.00 0.00 0.00 1.00 0 0.00 0.00 0.00
#> SAMPLE_2738 4 0.0000 0.8370 0.00 0.00 0.00 1.00 0 0.00 0.00 0.00
#> SAMPLE_2739 4 0.0000 0.8370 0.00 0.00 0.00 1.00 0 0.00 0.00 0.00
#> SAMPLE_2740 4 0.0000 0.8370 0.00 0.00 0.00 1.00 0 0.00 0.00 0.00
#> SAMPLE_2741 4 0.2165 0.8234 0.00 0.00 0.00 0.88 0 0.00 0.06 0.06
#> SAMPLE_2742 4 0.0000 0.8370 0.00 0.00 0.00 1.00 0 0.00 0.00 0.00
#> SAMPLE_2743 4 0.2756 0.6697 0.00 0.00 0.00 0.74 0 0.00 0.26 0.00
#> SAMPLE_2744 4 0.0000 0.8370 0.00 0.00 0.00 1.00 0 0.00 0.00 0.00
#> SAMPLE_2745 4 0.0000 0.8370 0.00 0.00 0.00 1.00 0 0.00 0.00 0.00
#> SAMPLE_2747 6 0.3729 0.8490 0.00 0.00 0.00 0.00 0 0.72 0.18 0.10
#> SAMPLE_2760 6 0.2818 0.8718 0.00 0.00 0.00 0.00 0 0.82 0.12 0.06
#> SAMPLE_2785 6 0.2818 0.8718 0.00 0.00 0.00 0.00 0 0.82 0.12 0.06
#> SAMPLE_2787 4 0.0000 0.8370 0.00 0.00 0.00 1.00 0 0.00 0.00 0.00
#> SAMPLE_2788 7 0.2267 0.9809 0.00 0.00 0.00 0.18 0 0.00 0.82 0.00
#> SAMPLE_2790 7 0.2267 0.9809 0.00 0.00 0.00 0.18 0 0.00 0.82 0.00
#> SAMPLE_2791 7 0.2267 0.9809 0.00 0.00 0.00 0.18 0 0.00 0.82 0.00
#> SAMPLE_2792 7 0.2267 0.9809 0.00 0.00 0.00 0.18 0 0.00 0.82 0.00
Heatmaps for the consensus matrix. It visualizes the probability of two samples to be in a same group.
consensus_heatmap(res, k = 2)
consensus_heatmap(res, k = 3)
consensus_heatmap(res, k = 4)
consensus_heatmap(res, k = 5)
consensus_heatmap(res, k = 6)
consensus_heatmap(res, k = 7)
consensus_heatmap(res, k = 8)
Heatmaps for the membership of samples in all partitions to see how consistent they are:
membership_heatmap(res, k = 2)
membership_heatmap(res, k = 3)
membership_heatmap(res, k = 4)
membership_heatmap(res, k = 5)
membership_heatmap(res, k = 6)
membership_heatmap(res, k = 7)
membership_heatmap(res, k = 8)
As soon as the classes for columns are determined, the signatures that are significantly different between subgroups can be looked for. Following are the heatmaps for signatures.
get_signatures(res, k = 2)
get_signatures(res, k = 3)
get_signatures(res, k = 4)
get_signatures(res, k = 5)
get_signatures(res, k = 6)
get_signatures(res, k = 7)
get_signatures(res, k = 8)
Compare the overlap of signatures from different k:
compare_signatures(res)
get_signature() returns a data frame invisibly. To get the list of signatures, the function
call should be assigned to a variable explicitly. In following code, if plot argument is set
to FALSE, no heatmap is plotted while only the differential analysis is performed.
# code only for demonstration
tb = get_signature(res, k = ..., plot = FALSE)
An example of the output of tb is:
#> which_row fdr mean_1 mean_2 scaled_mean_1 scaled_mean_2 km
#> 1 38 0.042760348 8.373488 9.131774 -0.5533452 0.5164555 1
#> 2 40 0.018707592 7.106213 8.469186 -0.6173731 0.5762149 1
#> 3 55 0.019134737 10.221463 11.207825 -0.6159697 0.5749050 1
#> 4 59 0.006059896 5.921854 7.869574 -0.6899429 0.6439467 1
#> 5 60 0.018055526 8.928898 10.211722 -0.6204761 0.5791110 1
#> 6 98 0.009384629 15.714769 14.887706 0.6635654 -0.6193277 2
...
The columns in tb are:
which_row: row indices corresponding to the input matrix.fdr: FDR for the differential test. mean_x: The mean value in group x.scaled_mean_x: The mean value in group x after rows are scaled.km: Row groups if k-means clustering is applied to rows (which is done by automatically selecting number of clusters).If there are too many signatures, top_signatures = ... can be set to only show the
signatures with the highest FDRs:
# code only for demonstration
# e.g. to show the top 500 most significant rows
tb = get_signature(res, k = ..., top_signatures = 500)
If the signatures are defined as these which are uniquely high in current group, diff_method argument
can be set to "uniquely_high_in_one_group":
# code only for demonstration
tb = get_signature(res, k = ..., diff_method = "uniquely_high_in_one_group")
UMAP plot which shows how samples are separated.
dimension_reduction(res, k = 2, method = "UMAP")
dimension_reduction(res, k = 3, method = "UMAP")
dimension_reduction(res, k = 4, method = "UMAP")
dimension_reduction(res, k = 5, method = "UMAP")
dimension_reduction(res, k = 6, method = "UMAP")
dimension_reduction(res, k = 7, method = "UMAP")
dimension_reduction(res, k = 8, method = "UMAP")
Following heatmap shows how subgroups are split when increasing k:
collect_classes(res)
Test correlation between subgroups and known annotations. If the known annotation is numeric, one-way ANOVA test is applied, and if the known annotation is discrete, chi-squared contingency table test is applied.
test_to_known_factors(res)
#> n_sample meth_class(p-value) tumor_type(p-value) k
#> SD:skmeans 484 2.28e-94 3.45e-09 2
#> SD:skmeans 484 1.78e-161 9.26e-30 3
#> SD:skmeans 486 3.96e-264 3.50e-84 4
#> SD:skmeans 486 0.00e+00 4.27e-80 5
#> SD:skmeans 486 0.00e+00 3.24e-83 6
#> SD:skmeans 457 0.00e+00 2.64e-85 7
#> SD:skmeans 482 0.00e+00 5.57e-119 8
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.
Parent node: Node01. Child nodes: Node0111-leaf , Node0112-leaf , Node0113-leaf , Node0114-leaf , Node0121-leaf , Node0122-leaf , Node0123-leaf , Node0131-leaf , Node0132-leaf , Node0133-leaf , Node0134-leaf , Node0141-leaf , Node0142-leaf , Node0143-leaf , Node0144-leaf , Node0145-leaf , Node0161-leaf , Node0162-leaf , Node0163-leaf , Node0164-leaf , Node0165-leaf , Node0211 , Node0212 , Node0213 , Node0214 , Node0215-leaf , Node0216 , Node0217 , Node0221-leaf , Node0222-leaf , Node0223-leaf , Node0224-leaf , Node0225-leaf , Node0226-leaf , Node0227-leaf , Node0231 , Node0232 , Node0233 , Node0234-leaf , Node0235-leaf , Node0236 , Node0237 , Node0241-leaf , Node0242-leaf , Node0243 , Node0244-leaf , Node0245-leaf , Node0246-leaf , Node0247-leaf , Node0248-leaf .
The object with results only for a single top-value method and a single partitioning method can be extracted as:
res = res_rh["011"]
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, 7, 8.
#> On a matrix with 30000 rows and 138 columns.
#> Top rows (1000) are extracted by 'ATC' method.
#> Subgroups are detected by 'skmeans' method.
#> Performed in total 350 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_partitions"
#> [7] "compare_signatures" "consensus_heatmap" "dimension_reduction"
#> [10] "functional_enrichment" "get_anno_col" "get_anno"
#> [13] "get_classes" "get_consensus" "get_matrix"
#> [16] "get_membership" "get_param" "get_signatures"
#> [19] "get_stats" "is_best_k" "is_stable_k"
#> [22] "membership_heatmap" "ncol" "nrow"
#> [25] "plot_ecdf" "predict_classes" "rownames"
#> [28] "select_partition_number" "show" "suggest_best_k"
#> [31] "test_to_known_factors" "top_rows_heatmap"
collect_plots() function collects all the plots made from res for all k (number of subgroups)
into one single page to provide an easy and fast comparison between different k.
collect_plots(res)
The plots are:
k and the heatmap of
predicted classes for each k.k.k.k.All the plots in panels can be made by individual functions and they are plotted later in this section.
select_partition_number() produces several plots showing different
statistics for choosing “optimized” k. There are following statistics:
k;k, the area increased is defined as \(A_k - A_{k-1}\).The detailed explanations of these statistics can be found in the cola vignette.
Generally speaking, higher 1-PAC score, higher mean silhouette score or higher
concordance corresponds to better partition. Rand index and Jaccard index
measure how similar the current partition is compared to partition with k-1.
If they are too similar, we won't accept k is better than k-1.
select_partition_number(res)
The numeric values for all these statistics can be obtained by get_stats().
get_stats(res)
#> k 1-PAC mean_silhouette concordance area_increased Rand Jaccard
#> 2 2 1.000 0.996 0.998 0.4745 0.527 0.527
#> 3 3 1.000 0.980 0.991 0.3879 0.817 0.653
#> 4 4 0.994 0.969 0.981 0.1149 0.907 0.735
#> 5 5 0.827 0.715 0.834 0.0732 0.913 0.692
#> 6 6 0.796 0.692 0.768 0.0410 0.957 0.805
#> 7 7 0.828 0.755 0.846 0.0216 0.938 0.701
#> 8 8 0.781 0.623 0.767 0.0180 0.963 0.789
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 is 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 subgroup
label for an item is determined with the group with highest probability it
belongs to.
In get_classes() function, the entropy is calculated from the membership
matrix and the silhouette score is calculated from the consensus matrix.
cbind(get_classes(res, k = 2), get_membership(res, k = 2))
#> class entropy silhouette p1 p2
#> SAMPLE_85 1 0.000 1.000 1.00 0.00
#> SAMPLE_86 2 0.000 0.997 0.00 1.00
#> SAMPLE_92 2 0.000 0.997 0.00 1.00
#> SAMPLE_95 1 0.000 1.000 1.00 0.00
#> SAMPLE_97 2 0.141 0.978 0.02 0.98
#> SAMPLE_98 1 0.000 1.000 1.00 0.00
#> SAMPLE_130 2 0.000 0.997 0.00 1.00
#> SAMPLE_154 2 0.000 0.997 0.00 1.00
#> SAMPLE_160 1 0.000 1.000 1.00 0.00
#> SAMPLE_165 1 0.000 1.000 1.00 0.00
#> SAMPLE_166 2 0.000 0.997 0.00 1.00
#> SAMPLE_170 2 0.000 0.997 0.00 1.00
#> SAMPLE_171 1 0.000 1.000 1.00 0.00
#> SAMPLE_172 1 0.000 1.000 1.00 0.00
#> SAMPLE_179 2 0.000 0.997 0.00 1.00
#> SAMPLE_180 2 0.000 0.997 0.00 1.00
#> SAMPLE_185 1 0.000 1.000 1.00 0.00
#> SAMPLE_188 2 0.000 0.997 0.00 1.00
#> SAMPLE_189 2 0.000 0.997 0.00 1.00
#> SAMPLE_191 2 0.000 0.997 0.00 1.00
#> SAMPLE_193 2 0.000 0.997 0.00 1.00
#> SAMPLE_196 1 0.000 1.000 1.00 0.00
#> SAMPLE_197 2 0.000 0.997 0.00 1.00
#> SAMPLE_198 2 0.000 0.997 0.00 1.00
#> SAMPLE_199 2 0.000 0.997 0.00 1.00
#> SAMPLE_201 2 0.000 0.997 0.00 1.00
#> SAMPLE_203 2 0.000 0.997 0.00 1.00
#> SAMPLE_204 2 0.000 0.997 0.00 1.00
#> SAMPLE_207 2 0.000 0.997 0.00 1.00
#> SAMPLE_229 2 0.000 0.997 0.00 1.00
#> SAMPLE_280 2 0.000 0.997 0.00 1.00
#> SAMPLE_281 2 0.000 0.997 0.00 1.00
#> SAMPLE_284 2 0.000 0.997 0.00 1.00
#> SAMPLE_285 1 0.000 1.000 1.00 0.00
#> SAMPLE_291 2 0.000 0.997 0.00 1.00
#> SAMPLE_292 2 0.000 0.997 0.00 1.00
#> SAMPLE_293 1 0.000 1.000 1.00 0.00
#> SAMPLE_389 1 0.000 1.000 1.00 0.00
#> SAMPLE_392 2 0.000 0.997 0.00 1.00
#> SAMPLE_393 1 0.000 1.000 1.00 0.00
#> SAMPLE_394 2 0.000 0.997 0.00 1.00
#> SAMPLE_397 2 0.000 0.997 0.00 1.00
#> SAMPLE_399 1 0.000 1.000 1.00 0.00
#> SAMPLE_400 2 0.000 0.997 0.00 1.00
#> SAMPLE_401 1 0.000 1.000 1.00 0.00
#> SAMPLE_407 1 0.000 1.000 1.00 0.00
#> SAMPLE_409 2 0.000 0.997 0.00 1.00
#> SAMPLE_412 1 0.000 1.000 1.00 0.00
#> SAMPLE_415 2 0.000 0.997 0.00 1.00
#> SAMPLE_416 1 0.000 1.000 1.00 0.00
#> SAMPLE_419 2 0.000 0.997 0.00 1.00
#> SAMPLE_420 2 0.000 0.997 0.00 1.00
#> SAMPLE_421 2 0.000 0.997 0.00 1.00
#> SAMPLE_423 2 0.000 0.997 0.00 1.00
#> SAMPLE_424 2 0.000 0.997 0.00 1.00
#> SAMPLE_426 1 0.000 1.000 1.00 0.00
#> SAMPLE_427 2 0.000 0.997 0.00 1.00
#> SAMPLE_428 2 0.000 0.997 0.00 1.00
#> SAMPLE_431 2 0.000 0.997 0.00 1.00
#> SAMPLE_432 2 0.000 0.997 0.00 1.00
#> SAMPLE_433 1 0.000 1.000 1.00 0.00
#> SAMPLE_436 2 0.000 0.997 0.00 1.00
#> SAMPLE_437 1 0.000 1.000 1.00 0.00
#> SAMPLE_438 1 0.000 1.000 1.00 0.00
#> SAMPLE_439 2 0.000 0.997 0.00 1.00
#> SAMPLE_444 1 0.000 1.000 1.00 0.00
#> SAMPLE_448 1 0.000 1.000 1.00 0.00
#> SAMPLE_450 2 0.000 0.997 0.00 1.00
#> SAMPLE_452 2 0.000 0.997 0.00 1.00
#> SAMPLE_455 2 0.000 0.997 0.00 1.00
#> SAMPLE_456 2 0.000 0.997 0.00 1.00
#> SAMPLE_457 1 0.000 1.000 1.00 0.00
#> SAMPLE_458 1 0.000 1.000 1.00 0.00
#> SAMPLE_460 1 0.000 1.000 1.00 0.00
#> SAMPLE_467 2 0.000 0.997 0.00 1.00
#> SAMPLE_472 2 0.000 0.997 0.00 1.00
#> SAMPLE_474 1 0.000 1.000 1.00 0.00
#> SAMPLE_476 2 0.000 0.997 0.00 1.00
#> SAMPLE_479 2 0.000 0.997 0.00 1.00
#> SAMPLE_487 1 0.000 1.000 1.00 0.00
#> SAMPLE_490 2 0.000 0.997 0.00 1.00
#> SAMPLE_493 2 0.000 0.997 0.00 1.00
#> SAMPLE_494 2 0.000 0.997 0.00 1.00
#> SAMPLE_495 2 0.000 0.997 0.00 1.00
#> SAMPLE_497 2 0.000 0.997 0.00 1.00
#> SAMPLE_500 1 0.000 1.000 1.00 0.00
#> SAMPLE_502 2 0.000 0.997 0.00 1.00
#> SAMPLE_506 2 0.000 0.997 0.00 1.00
#> SAMPLE_507 1 0.000 1.000 1.00 0.00
#> SAMPLE_508 1 0.000 1.000 1.00 0.00
#> SAMPLE_511 1 0.000 1.000 1.00 0.00
#> SAMPLE_513 1 0.000 1.000 1.00 0.00
#> SAMPLE_516 2 0.000 0.997 0.00 1.00
#> SAMPLE_518 2 0.000 0.997 0.00 1.00
#> SAMPLE_519 1 0.000 1.000 1.00 0.00
#> SAMPLE_523 2 0.000 0.997 0.00 1.00
#> SAMPLE_524 2 0.000 0.997 0.00 1.00
#> SAMPLE_526 2 0.469 0.890 0.10 0.90
#> SAMPLE_527 2 0.000 0.997 0.00 1.00
#> SAMPLE_531 2 0.000 0.997 0.00 1.00
#> SAMPLE_533 2 0.000 0.997 0.00 1.00
#> SAMPLE_534 2 0.000 0.997 0.00 1.00
#> SAMPLE_535 1 0.000 1.000 1.00 0.00
#> SAMPLE_537 2 0.000 0.997 0.00 1.00
#> SAMPLE_543 1 0.000 1.000 1.00 0.00
#> SAMPLE_544 1 0.000 1.000 1.00 0.00
#> SAMPLE_547 2 0.000 0.997 0.00 1.00
#> SAMPLE_549 2 0.000 0.997 0.00 1.00
#> SAMPLE_550 1 0.000 1.000 1.00 0.00
#> SAMPLE_551 2 0.000 0.997 0.00 1.00
#> SAMPLE_552 2 0.000 0.997 0.00 1.00
#> SAMPLE_559 2 0.000 0.997 0.00 1.00
#> SAMPLE_560 1 0.000 1.000 1.00 0.00
#> SAMPLE_564 1 0.000 1.000 1.00 0.00
#> SAMPLE_578 2 0.000 0.997 0.00 1.00
#> SAMPLE_582 2 0.000 0.997 0.00 1.00
#> SAMPLE_585 2 0.000 0.997 0.00 1.00
#> SAMPLE_588 2 0.000 0.997 0.00 1.00
#> SAMPLE_612 2 0.000 0.997 0.00 1.00
#> SAMPLE_616 2 0.000 0.997 0.00 1.00
#> SAMPLE_671 1 0.000 1.000 1.00 0.00
#> SAMPLE_750 1 0.000 1.000 1.00 0.00
#> SAMPLE_992 1 0.000 1.000 1.00 0.00
#> SAMPLE_1116 1 0.000 1.000 1.00 0.00
#> SAMPLE_1169 2 0.000 0.997 0.00 1.00
#> SAMPLE_1192 1 0.000 1.000 1.00 0.00
#> SAMPLE_1673 2 0.000 0.997 0.00 1.00
#> SAMPLE_1735 2 0.000 0.997 0.00 1.00
#> SAMPLE_1932 2 0.000 0.997 0.00 1.00
#> SAMPLE_2262 1 0.000 1.000 1.00 0.00
#> SAMPLE_2273 1 0.000 1.000 1.00 0.00
#> SAMPLE_2288 1 0.000 1.000 1.00 0.00
#> SAMPLE_2353 1 0.000 1.000 1.00 0.00
#> SAMPLE_2411 2 0.584 0.840 0.14 0.86
#> SAMPLE_2421 1 0.000 1.000 1.00 0.00
#> SAMPLE_2465 2 0.000 0.997 0.00 1.00
#> SAMPLE_2467 2 0.000 0.997 0.00 1.00
#> SAMPLE_2528 1 0.000 1.000 1.00 0.00
cbind(get_classes(res, k = 3), get_membership(res, k = 3))
#> class entropy silhouette p1 p2 p3
#> SAMPLE_85 1 0.0000 0.987 1.00 0.00 0.00
#> SAMPLE_86 2 0.1529 0.955 0.00 0.96 0.04
#> SAMPLE_92 3 0.0000 1.000 0.00 0.00 1.00
#> SAMPLE_95 1 0.0000 0.987 1.00 0.00 0.00
#> SAMPLE_97 2 0.0892 0.971 0.02 0.98 0.00
#> SAMPLE_98 1 0.0000 0.987 1.00 0.00 0.00
#> SAMPLE_130 3 0.0000 1.000 0.00 0.00 1.00
#> SAMPLE_154 3 0.0000 1.000 0.00 0.00 1.00
#> SAMPLE_160 1 0.0000 0.987 1.00 0.00 0.00
#> SAMPLE_165 1 0.0000 0.987 1.00 0.00 0.00
#> SAMPLE_166 2 0.0892 0.974 0.00 0.98 0.02
#> SAMPLE_170 3 0.0000 1.000 0.00 0.00 1.00
#> SAMPLE_171 1 0.0000 0.987 1.00 0.00 0.00
#> SAMPLE_172 1 0.0000 0.987 1.00 0.00 0.00
#> SAMPLE_179 2 0.0000 0.990 0.00 1.00 0.00
#> SAMPLE_180 2 0.0000 0.990 0.00 1.00 0.00
#> SAMPLE_185 1 0.0000 0.987 1.00 0.00 0.00
#> SAMPLE_188 2 0.0000 0.990 0.00 1.00 0.00
#> SAMPLE_189 3 0.0000 1.000 0.00 0.00 1.00
#> SAMPLE_191 2 0.0000 0.990 0.00 1.00 0.00
#> SAMPLE_193 2 0.0000 0.990 0.00 1.00 0.00
#> SAMPLE_196 1 0.0000 0.987 1.00 0.00 0.00
#> SAMPLE_197 2 0.0000 0.990 0.00 1.00 0.00
#> SAMPLE_198 2 0.0000 0.990 0.00 1.00 0.00
#> SAMPLE_199 2 0.0000 0.990 0.00 1.00 0.00
#> SAMPLE_201 2 0.0000 0.990 0.00 1.00 0.00
#> SAMPLE_203 2 0.0000 0.990 0.00 1.00 0.00
#> SAMPLE_204 2 0.1529 0.955 0.00 0.96 0.04
#> SAMPLE_207 3 0.0000 1.000 0.00 0.00 1.00
#> SAMPLE_229 2 0.0000 0.990 0.00 1.00 0.00
#> SAMPLE_280 2 0.0000 0.990 0.00 1.00 0.00
#> SAMPLE_281 2 0.0000 0.990 0.00 1.00 0.00
#> SAMPLE_284 3 0.0000 1.000 0.00 0.00 1.00
#> SAMPLE_285 1 0.0000 0.987 1.00 0.00 0.00
#> SAMPLE_291 2 0.0000 0.990 0.00 1.00 0.00
#> SAMPLE_292 3 0.0000 1.000 0.00 0.00 1.00
#> SAMPLE_293 1 0.0000 0.987 1.00 0.00 0.00
#> SAMPLE_389 1 0.0000 0.987 1.00 0.00 0.00
#> SAMPLE_392 2 0.0000 0.990 0.00 1.00 0.00
#> SAMPLE_393 1 0.0000 0.987 1.00 0.00 0.00
#> SAMPLE_394 2 0.0000 0.990 0.00 1.00 0.00
#> SAMPLE_397 3 0.0000 1.000 0.00 0.00 1.00
#> SAMPLE_399 1 0.5216 0.652 0.74 0.00 0.26
#> SAMPLE_400 2 0.0000 0.990 0.00 1.00 0.00
#> SAMPLE_401 1 0.0000 0.987 1.00 0.00 0.00
#> SAMPLE_407 1 0.0000 0.987 1.00 0.00 0.00
#> SAMPLE_409 2 0.0000 0.990 0.00 1.00 0.00
#> SAMPLE_412 1 0.0000 0.987 1.00 0.00 0.00
#> SAMPLE_415 3 0.0000 1.000 0.00 0.00 1.00
#> SAMPLE_416 1 0.0000 0.987 1.00 0.00 0.00
#> SAMPLE_419 2 0.0000 0.990 0.00 1.00 0.00
#> SAMPLE_420 2 0.0000 0.990 0.00 1.00 0.00
#> SAMPLE_421 2 0.0000 0.990 0.00 1.00 0.00
#> SAMPLE_423 3 0.0000 1.000 0.00 0.00 1.00
#> SAMPLE_424 3 0.0000 1.000 0.00 0.00 1.00
#> SAMPLE_426 1 0.0000 0.987 1.00 0.00 0.00
#> SAMPLE_427 3 0.0000 1.000 0.00 0.00 1.00
#> SAMPLE_428 3 0.0000 1.000 0.00 0.00 1.00
#> SAMPLE_431 2 0.0000 0.990 0.00 1.00 0.00
#> SAMPLE_432 3 0.0000 1.000 0.00 0.00 1.00
#> SAMPLE_433 1 0.0000 0.987 1.00 0.00 0.00
#> SAMPLE_436 3 0.0000 1.000 0.00 0.00 1.00
#> SAMPLE_437 1 0.0000 0.987 1.00 0.00 0.00
#> SAMPLE_438 1 0.0000 0.987 1.00 0.00 0.00
#> SAMPLE_439 2 0.0000 0.990 0.00 1.00 0.00
#> SAMPLE_444 1 0.0000 0.987 1.00 0.00 0.00
#> SAMPLE_448 1 0.0000 0.987 1.00 0.00 0.00
#> SAMPLE_450 2 0.0000 0.990 0.00 1.00 0.00
#> SAMPLE_452 2 0.0000 0.990 0.00 1.00 0.00
#> SAMPLE_455 3 0.0000 1.000 0.00 0.00 1.00
#> SAMPLE_456 2 0.5706 0.539 0.00 0.68 0.32
#> SAMPLE_457 1 0.0000 0.987 1.00 0.00 0.00
#> SAMPLE_458 1 0.0000 0.987 1.00 0.00 0.00
#> SAMPLE_460 1 0.0000 0.987 1.00 0.00 0.00
#> SAMPLE_467 2 0.0000 0.990 0.00 1.00 0.00
#> SAMPLE_472 2 0.0000 0.990 0.00 1.00 0.00
#> SAMPLE_474 1 0.0000 0.987 1.00 0.00 0.00
#> SAMPLE_476 2 0.0000 0.990 0.00 1.00 0.00
#> SAMPLE_479 2 0.0892 0.974 0.00 0.98 0.02
#> SAMPLE_487 1 0.0000 0.987 1.00 0.00 0.00
#> SAMPLE_490 3 0.0000 1.000 0.00 0.00 1.00
#> SAMPLE_493 2 0.0000 0.990 0.00 1.00 0.00
#> SAMPLE_494 3 0.0000 1.000 0.00 0.00 1.00
#> SAMPLE_495 2 0.0000 0.990 0.00 1.00 0.00
#> SAMPLE_497 3 0.0000 1.000 0.00 0.00 1.00
#> SAMPLE_500 1 0.0000 0.987 1.00 0.00 0.00
#> SAMPLE_502 3 0.0000 1.000 0.00 0.00 1.00
#> SAMPLE_506 2 0.2066 0.934 0.00 0.94 0.06
#> SAMPLE_507 1 0.0000 0.987 1.00 0.00 0.00
#> SAMPLE_508 1 0.0000 0.987 1.00 0.00 0.00
#> SAMPLE_511 1 0.0000 0.987 1.00 0.00 0.00
#> SAMPLE_513 1 0.0000 0.987 1.00 0.00 0.00
#> SAMPLE_516 3 0.0000 1.000 0.00 0.00 1.00
#> SAMPLE_518 2 0.0000 0.990 0.00 1.00 0.00
#> SAMPLE_519 1 0.0000 0.987 1.00 0.00 0.00
#> SAMPLE_523 3 0.0000 1.000 0.00 0.00 1.00
#> SAMPLE_524 2 0.0000 0.990 0.00 1.00 0.00
#> SAMPLE_526 2 0.0000 0.990 0.00 1.00 0.00
#> SAMPLE_527 2 0.0000 0.990 0.00 1.00 0.00
#> SAMPLE_531 2 0.0000 0.990 0.00 1.00 0.00
#> SAMPLE_533 2 0.0000 0.990 0.00 1.00 0.00
#> SAMPLE_534 2 0.0000 0.990 0.00 1.00 0.00
#> SAMPLE_535 1 0.0000 0.987 1.00 0.00 0.00
#> SAMPLE_537 2 0.0000 0.990 0.00 1.00 0.00
#> SAMPLE_543 1 0.0000 0.987 1.00 0.00 0.00
#> SAMPLE_544 1 0.0000 0.987 1.00 0.00 0.00
#> SAMPLE_547 2 0.0000 0.990 0.00 1.00 0.00
#> SAMPLE_549 2 0.0000 0.990 0.00 1.00 0.00
#> SAMPLE_550 1 0.0000 0.987 1.00 0.00 0.00
#> SAMPLE_551 3 0.0000 1.000 0.00 0.00 1.00
#> SAMPLE_552 2 0.0000 0.990 0.00 1.00 0.00
#> SAMPLE_559 3 0.0000 1.000 0.00 0.00 1.00
#> SAMPLE_560 1 0.0000 0.987 1.00 0.00 0.00
#> SAMPLE_564 1 0.0000 0.987 1.00 0.00 0.00
#> SAMPLE_578 3 0.0000 1.000 0.00 0.00 1.00
#> SAMPLE_582 2 0.0000 0.990 0.00 1.00 0.00
#> SAMPLE_585 2 0.0000 0.990 0.00 1.00 0.00
#> SAMPLE_588 3 0.0000 1.000 0.00 0.00 1.00
#> SAMPLE_612 3 0.0000 1.000 0.00 0.00 1.00
#> SAMPLE_616 3 0.0000 1.000 0.00 0.00 1.00
#> SAMPLE_671 1 0.0000 0.987 1.00 0.00 0.00
#> SAMPLE_750 1 0.0000 0.987 1.00 0.00 0.00
#> SAMPLE_992 1 0.0000 0.987 1.00 0.00 0.00
#> SAMPLE_1116 1 0.6126 0.344 0.60 0.00 0.40
#> SAMPLE_1169 2 0.0000 0.990 0.00 1.00 0.00
#> SAMPLE_1192 1 0.0000 0.987 1.00 0.00 0.00
#> SAMPLE_1673 2 0.0000 0.990 0.00 1.00 0.00
#> SAMPLE_1735 3 0.0000 1.000 0.00 0.00 1.00
#> SAMPLE_1932 3 0.0000 1.000 0.00 0.00 1.00
#> SAMPLE_2262 1 0.0000 0.987 1.00 0.00 0.00
#> SAMPLE_2273 1 0.0000 0.987 1.00 0.00 0.00
#> SAMPLE_2288 1 0.0000 0.987 1.00 0.00 0.00
#> SAMPLE_2353 1 0.0000 0.987 1.00 0.00 0.00
#> SAMPLE_2411 2 0.0000 0.990 0.00 1.00 0.00
#> SAMPLE_2421 1 0.0000 0.987 1.00 0.00 0.00
#> SAMPLE_2465 3 0.0000 1.000 0.00 0.00 1.00
#> SAMPLE_2467 2 0.0000 0.990 0.00 1.00 0.00
#> SAMPLE_2528 1 0.0000 0.987 1.00 0.00 0.00
cbind(get_classes(res, k = 4), get_membership(res, k = 4))
#> class entropy silhouette p1 p2 p3 p4
#> SAMPLE_85 1 0.0000 0.998 1.00 0.00 0.00 0.00
#> SAMPLE_86 2 0.0707 0.975 0.00 0.98 0.00 0.02
#> SAMPLE_92 3 0.0707 0.989 0.00 0.00 0.98 0.02
#> SAMPLE_95 1 0.0000 0.998 1.00 0.00 0.00 0.00
#> SAMPLE_97 4 0.2647 0.835 0.00 0.12 0.00 0.88
#> SAMPLE_98 1 0.0000 0.998 1.00 0.00 0.00 0.00
#> SAMPLE_130 3 0.0000 0.992 0.00 0.00 1.00 0.00
#> SAMPLE_154 3 0.0000 0.992 0.00 0.00 1.00 0.00
#> SAMPLE_160 4 0.0707 0.942 0.02 0.00 0.00 0.98
#> SAMPLE_165 4 0.0707 0.942 0.02 0.00 0.00 0.98
#> SAMPLE_166 2 0.0707 0.975 0.00 0.98 0.00 0.02
#> SAMPLE_170 3 0.0707 0.989 0.00 0.00 0.98 0.02
#> SAMPLE_171 1 0.0000 0.998 1.00 0.00 0.00 0.00
#> SAMPLE_172 1 0.0000 0.998 1.00 0.00 0.00 0.00
#> SAMPLE_179 2 0.0000 0.987 0.00 1.00 0.00 0.00
#> SAMPLE_180 2 0.0000 0.987 0.00 1.00 0.00 0.00
#> SAMPLE_185 4 0.0707 0.942 0.02 0.00 0.00 0.98
#> SAMPLE_188 2 0.0000 0.987 0.00 1.00 0.00 0.00
#> SAMPLE_189 3 0.0000 0.992 0.00 0.00 1.00 0.00
#> SAMPLE_191 2 0.0000 0.987 0.00 1.00 0.00 0.00
#> SAMPLE_193 2 0.0000 0.987 0.00 1.00 0.00 0.00
#> SAMPLE_196 4 0.0707 0.942 0.02 0.00 0.00 0.98
#> SAMPLE_197 2 0.0000 0.987 0.00 1.00 0.00 0.00
#> SAMPLE_198 2 0.0707 0.975 0.00 0.98 0.00 0.02
#> SAMPLE_199 2 0.0000 0.987 0.00 1.00 0.00 0.00
#> SAMPLE_201 2 0.0000 0.987 0.00 1.00 0.00 0.00
#> SAMPLE_203 2 0.0000 0.987 0.00 1.00 0.00 0.00
#> SAMPLE_204 2 0.0707 0.975 0.00 0.98 0.00 0.02
#> SAMPLE_207 3 0.0000 0.992 0.00 0.00 1.00 0.00
#> SAMPLE_229 2 0.0000 0.987 0.00 1.00 0.00 0.00
#> SAMPLE_280 2 0.0707 0.975 0.00 0.98 0.00 0.02
#> SAMPLE_281 2 0.0000 0.987 0.00 1.00 0.00 0.00
#> SAMPLE_284 3 0.0000 0.992 0.00 0.00 1.00 0.00
#> SAMPLE_285 4 0.0707 0.942 0.02 0.00 0.00 0.98
#> SAMPLE_291 2 0.0000 0.987 0.00 1.00 0.00 0.00
#> SAMPLE_292 3 0.0707 0.989 0.00 0.00 0.98 0.02
#> SAMPLE_293 4 0.0707 0.942 0.02 0.00 0.00 0.98
#> SAMPLE_389 1 0.0000 0.998 1.00 0.00 0.00 0.00
#> SAMPLE_392 2 0.0000 0.987 0.00 1.00 0.00 0.00
#> SAMPLE_393 1 0.0000 0.998 1.00 0.00 0.00 0.00
#> SAMPLE_394 2 0.0000 0.987 0.00 1.00 0.00 0.00
#> SAMPLE_397 3 0.0000 0.992 0.00 0.00 1.00 0.00
#> SAMPLE_399 1 0.0707 0.976 0.98 0.00 0.02 0.00
#> SAMPLE_400 2 0.0000 0.987 0.00 1.00 0.00 0.00
#> SAMPLE_401 4 0.0707 0.942 0.02 0.00 0.00 0.98
#> SAMPLE_407 1 0.0000 0.998 1.00 0.00 0.00 0.00
#> SAMPLE_409 2 0.0707 0.975 0.00 0.98 0.00 0.02
#> SAMPLE_412 4 0.3172 0.844 0.16 0.00 0.00 0.84
#> SAMPLE_415 3 0.0000 0.992 0.00 0.00 1.00 0.00
#> SAMPLE_416 4 0.0707 0.942 0.02 0.00 0.00 0.98
#> SAMPLE_419 2 0.0000 0.987 0.00 1.00 0.00 0.00
#> SAMPLE_420 2 0.1211 0.953 0.00 0.96 0.00 0.04
#> SAMPLE_421 2 0.0000 0.987 0.00 1.00 0.00 0.00
#> SAMPLE_423 3 0.0707 0.989 0.00 0.00 0.98 0.02
#> SAMPLE_424 3 0.0000 0.992 0.00 0.00 1.00 0.00
#> SAMPLE_426 4 0.0707 0.942 0.02 0.00 0.00 0.98
#> SAMPLE_427 3 0.0707 0.989 0.00 0.00 0.98 0.02
#> SAMPLE_428 3 0.0000 0.992 0.00 0.00 1.00 0.00
#> SAMPLE_431 2 0.0000 0.987 0.00 1.00 0.00 0.00
#> SAMPLE_432 3 0.0707 0.989 0.00 0.00 0.98 0.02
#> SAMPLE_433 4 0.4713 0.538 0.36 0.00 0.00 0.64
#> SAMPLE_436 3 0.0000 0.992 0.00 0.00 1.00 0.00
#> SAMPLE_437 1 0.0000 0.998 1.00 0.00 0.00 0.00
#> SAMPLE_438 4 0.3801 0.778 0.22 0.00 0.00 0.78
#> SAMPLE_439 2 0.0000 0.987 0.00 1.00 0.00 0.00
#> SAMPLE_444 4 0.1637 0.922 0.06 0.00 0.00 0.94
#> SAMPLE_448 1 0.0000 0.998 1.00 0.00 0.00 0.00
#> SAMPLE_450 2 0.0000 0.987 0.00 1.00 0.00 0.00
#> SAMPLE_452 2 0.0000 0.987 0.00 1.00 0.00 0.00
#> SAMPLE_455 3 0.0707 0.989 0.00 0.00 0.98 0.02
#> SAMPLE_456 2 0.4079 0.768 0.00 0.80 0.18 0.02
#> SAMPLE_457 4 0.0707 0.942 0.02 0.00 0.00 0.98
#> SAMPLE_458 1 0.0000 0.998 1.00 0.00 0.00 0.00
#> SAMPLE_460 1 0.0000 0.998 1.00 0.00 0.00 0.00
#> SAMPLE_467 2 0.0000 0.987 0.00 1.00 0.00 0.00
#> SAMPLE_472 2 0.0000 0.987 0.00 1.00 0.00 0.00
#> SAMPLE_474 4 0.3610 0.803 0.20 0.00 0.00 0.80
#> SAMPLE_476 2 0.0000 0.987 0.00 1.00 0.00 0.00
#> SAMPLE_479 2 0.0707 0.972 0.00 0.98 0.02 0.00
#> SAMPLE_487 1 0.0000 0.998 1.00 0.00 0.00 0.00
#> SAMPLE_490 3 0.0000 0.992 0.00 0.00 1.00 0.00
#> SAMPLE_493 2 0.1637 0.932 0.00 0.94 0.06 0.00
#> SAMPLE_494 3 0.0707 0.989 0.00 0.00 0.98 0.02
#> SAMPLE_495 2 0.0000 0.987 0.00 1.00 0.00 0.00
#> SAMPLE_497 3 0.0000 0.992 0.00 0.00 1.00 0.00
#> SAMPLE_500 4 0.0707 0.942 0.02 0.00 0.00 0.98
#> SAMPLE_502 3 0.0707 0.989 0.00 0.00 0.98 0.02
#> SAMPLE_506 2 0.3172 0.822 0.00 0.84 0.16 0.00
#> SAMPLE_507 1 0.0000 0.998 1.00 0.00 0.00 0.00
#> SAMPLE_508 1 0.0000 0.998 1.00 0.00 0.00 0.00
#> SAMPLE_511 1 0.0000 0.998 1.00 0.00 0.00 0.00
#> SAMPLE_513 1 0.0000 0.998 1.00 0.00 0.00 0.00
#> SAMPLE_516 3 0.0707 0.989 0.00 0.00 0.98 0.02
#> SAMPLE_518 2 0.0000 0.987 0.00 1.00 0.00 0.00
#> SAMPLE_519 1 0.0000 0.998 1.00 0.00 0.00 0.00
#> SAMPLE_523 3 0.0000 0.992 0.00 0.00 1.00 0.00
#> SAMPLE_524 2 0.0707 0.975 0.00 0.98 0.00 0.02
#> SAMPLE_526 4 0.1211 0.911 0.00 0.04 0.00 0.96
#> SAMPLE_527 2 0.0000 0.987 0.00 1.00 0.00 0.00
#> SAMPLE_531 2 0.0000 0.987 0.00 1.00 0.00 0.00
#> SAMPLE_533 2 0.0000 0.987 0.00 1.00 0.00 0.00
#> SAMPLE_534 2 0.0000 0.987 0.00 1.00 0.00 0.00
#> SAMPLE_535 1 0.0000 0.998 1.00 0.00 0.00 0.00
#> SAMPLE_537 2 0.0000 0.987 0.00 1.00 0.00 0.00
#> SAMPLE_543 1 0.0000 0.998 1.00 0.00 0.00 0.00
#> SAMPLE_544 1 0.0000 0.998 1.00 0.00 0.00 0.00
#> SAMPLE_547 2 0.0000 0.987 0.00 1.00 0.00 0.00
#> SAMPLE_549 2 0.0000 0.987 0.00 1.00 0.00 0.00
#> SAMPLE_550 4 0.2011 0.907 0.08 0.00 0.00 0.92
#> SAMPLE_551 3 0.0000 0.992 0.00 0.00 1.00 0.00
#> SAMPLE_552 2 0.0000 0.987 0.00 1.00 0.00 0.00
#> SAMPLE_559 3 0.0000 0.992 0.00 0.00 1.00 0.00
#> SAMPLE_560 1 0.0000 0.998 1.00 0.00 0.00 0.00
#> SAMPLE_564 4 0.0707 0.942 0.02 0.00 0.00 0.98
#> SAMPLE_578 3 0.0000 0.992 0.00 0.00 1.00 0.00
#> SAMPLE_582 2 0.0000 0.987 0.00 1.00 0.00 0.00
#> SAMPLE_585 2 0.0000 0.987 0.00 1.00 0.00 0.00
#> SAMPLE_588 3 0.0707 0.989 0.00 0.00 0.98 0.02
#> SAMPLE_612 3 0.0707 0.989 0.00 0.00 0.98 0.02
#> SAMPLE_616 3 0.0000 0.992 0.00 0.00 1.00 0.00
#> SAMPLE_671 4 0.3610 0.803 0.20 0.00 0.00 0.80
#> SAMPLE_750 1 0.0000 0.998 1.00 0.00 0.00 0.00
#> SAMPLE_992 1 0.0000 0.998 1.00 0.00 0.00 0.00
#> SAMPLE_1116 1 0.0707 0.976 0.98 0.00 0.02 0.00
#> SAMPLE_1169 2 0.0000 0.987 0.00 1.00 0.00 0.00
#> SAMPLE_1192 1 0.0000 0.998 1.00 0.00 0.00 0.00
#> SAMPLE_1673 2 0.0000 0.987 0.00 1.00 0.00 0.00
#> SAMPLE_1735 3 0.0000 0.992 0.00 0.00 1.00 0.00
#> SAMPLE_1932 3 0.0707 0.989 0.00 0.00 0.98 0.02
#> SAMPLE_2262 4 0.0707 0.942 0.02 0.00 0.00 0.98
#> SAMPLE_2273 4 0.0707 0.942 0.02 0.00 0.00 0.98
#> SAMPLE_2288 4 0.0707 0.942 0.02 0.00 0.00 0.98
#> SAMPLE_2353 1 0.0000 0.998 1.00 0.00 0.00 0.00
#> SAMPLE_2411 4 0.0707 0.925 0.00 0.02 0.00 0.98
#> SAMPLE_2421 1 0.0000 0.998 1.00 0.00 0.00 0.00
#> SAMPLE_2465 3 0.0000 0.992 0.00 0.00 1.00 0.00
#> SAMPLE_2467 2 0.0000 0.987 0.00 1.00 0.00 0.00
#> SAMPLE_2528 1 0.0000 0.998 1.00 0.00 0.00 0.00
cbind(get_classes(res, k = 5), get_membership(res, k = 5))
#> class entropy silhouette p1 p2 p3 p4 p5
#> SAMPLE_85 1 0.0000 0.9968 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_86 5 0.4060 0.2093 0.00 0.36 0.00 0.00 0.64
#> SAMPLE_92 5 0.4227 0.3682 0.00 0.00 0.42 0.00 0.58
#> SAMPLE_95 1 0.0000 0.9968 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_97 4 0.8058 0.1016 0.00 0.24 0.28 0.38 0.10
#> SAMPLE_98 1 0.0000 0.9968 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_130 3 0.3796 0.4439 0.00 0.00 0.70 0.00 0.30
#> SAMPLE_154 3 0.1043 0.6571 0.00 0.00 0.96 0.00 0.04
#> SAMPLE_160 4 0.0000 0.8967 0.00 0.00 0.00 1.00 0.00
#> SAMPLE_165 4 0.0000 0.8967 0.00 0.00 0.00 1.00 0.00
#> SAMPLE_166 5 0.3983 0.3004 0.00 0.34 0.00 0.00 0.66
#> SAMPLE_170 5 0.4302 0.1071 0.00 0.00 0.48 0.00 0.52
#> SAMPLE_171 1 0.0000 0.9968 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_172 1 0.0000 0.9968 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_179 2 0.3424 0.7518 0.00 0.76 0.00 0.00 0.24
#> SAMPLE_180 2 0.3561 0.7318 0.00 0.74 0.00 0.00 0.26
#> SAMPLE_185 4 0.0000 0.8967 0.00 0.00 0.00 1.00 0.00
#> SAMPLE_188 2 0.1410 0.8838 0.00 0.94 0.00 0.00 0.06
#> SAMPLE_189 3 0.1043 0.6649 0.00 0.00 0.96 0.00 0.04
#> SAMPLE_191 2 0.0000 0.8800 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_193 2 0.0000 0.8800 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_196 4 0.0000 0.8967 0.00 0.00 0.00 1.00 0.00
#> SAMPLE_197 2 0.1410 0.8838 0.00 0.94 0.00 0.00 0.06
#> SAMPLE_198 5 0.4182 0.0856 0.00 0.40 0.00 0.00 0.60
#> SAMPLE_199 2 0.0000 0.8800 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_201 2 0.4360 0.6582 0.00 0.68 0.02 0.00 0.30
#> SAMPLE_203 2 0.1043 0.8578 0.00 0.96 0.00 0.00 0.04
#> SAMPLE_204 5 0.4060 0.2093 0.00 0.36 0.00 0.00 0.64
#> SAMPLE_207 3 0.3796 0.4439 0.00 0.00 0.70 0.00 0.30
#> SAMPLE_229 2 0.0000 0.8800 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_280 2 0.4307 0.0643 0.00 0.50 0.00 0.00 0.50
#> SAMPLE_281 2 0.0000 0.8800 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_284 3 0.1043 0.6571 0.00 0.00 0.96 0.00 0.04
#> SAMPLE_285 4 0.0000 0.8967 0.00 0.00 0.00 1.00 0.00
#> SAMPLE_291 2 0.1043 0.8578 0.00 0.96 0.00 0.00 0.04
#> SAMPLE_292 5 0.4262 0.3589 0.00 0.00 0.44 0.00 0.56
#> SAMPLE_293 4 0.0000 0.8967 0.00 0.00 0.00 1.00 0.00
#> SAMPLE_389 1 0.0000 0.9968 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_392 2 0.1410 0.8838 0.00 0.94 0.00 0.00 0.06
#> SAMPLE_393 1 0.0000 0.9968 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_394 2 0.1410 0.8838 0.00 0.94 0.00 0.00 0.06
#> SAMPLE_397 3 0.3796 0.4439 0.00 0.00 0.70 0.00 0.30
#> SAMPLE_399 3 0.4990 0.2585 0.36 0.00 0.60 0.00 0.04
#> SAMPLE_400 2 0.0000 0.8800 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_401 4 0.0000 0.8967 0.00 0.00 0.00 1.00 0.00
#> SAMPLE_407 1 0.0000 0.9968 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_409 2 0.3895 0.6229 0.00 0.68 0.00 0.00 0.32
#> SAMPLE_412 4 0.1410 0.8672 0.06 0.00 0.00 0.94 0.00
#> SAMPLE_415 3 0.0609 0.6704 0.00 0.00 0.98 0.00 0.02
#> SAMPLE_416 4 0.0000 0.8967 0.00 0.00 0.00 1.00 0.00
#> SAMPLE_419 2 0.0000 0.8800 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_420 2 0.7793 -0.1373 0.00 0.36 0.30 0.06 0.28
#> SAMPLE_421 2 0.3109 0.7833 0.00 0.80 0.00 0.00 0.20
#> SAMPLE_423 5 0.3684 0.3471 0.00 0.00 0.28 0.00 0.72
#> SAMPLE_424 3 0.1410 0.6550 0.00 0.00 0.94 0.00 0.06
#> SAMPLE_426 4 0.0000 0.8967 0.00 0.00 0.00 1.00 0.00
#> SAMPLE_427 5 0.4182 0.1569 0.00 0.00 0.40 0.00 0.60
#> SAMPLE_428 3 0.2020 0.6320 0.00 0.00 0.90 0.00 0.10
#> SAMPLE_431 2 0.2516 0.8338 0.00 0.86 0.00 0.00 0.14
#> SAMPLE_432 5 0.4287 0.1601 0.00 0.00 0.46 0.00 0.54
#> SAMPLE_433 4 0.4182 0.4024 0.40 0.00 0.00 0.60 0.00
#> SAMPLE_436 3 0.1043 0.6640 0.00 0.00 0.96 0.00 0.04
#> SAMPLE_437 1 0.0000 0.9968 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_438 4 0.3561 0.6780 0.26 0.00 0.00 0.74 0.00
#> SAMPLE_439 2 0.0000 0.8800 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_444 4 0.0609 0.8892 0.02 0.00 0.00 0.98 0.00
#> SAMPLE_448 1 0.0000 0.9968 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_450 2 0.1410 0.8838 0.00 0.94 0.00 0.00 0.06
#> SAMPLE_452 2 0.4252 0.6851 0.00 0.70 0.02 0.00 0.28
#> SAMPLE_455 5 0.4287 0.1601 0.00 0.00 0.46 0.00 0.54
#> SAMPLE_456 5 0.4872 0.3802 0.00 0.12 0.16 0.00 0.72
#> SAMPLE_457 4 0.0609 0.8893 0.02 0.00 0.00 0.98 0.00
#> SAMPLE_458 1 0.0000 0.9968 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_460 1 0.0000 0.9968 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_467 2 0.0000 0.8800 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_472 2 0.1410 0.8838 0.00 0.94 0.00 0.00 0.06
#> SAMPLE_474 4 0.2020 0.8391 0.10 0.00 0.00 0.90 0.00
#> SAMPLE_476 2 0.0000 0.8800 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_479 5 0.6705 0.0855 0.00 0.26 0.32 0.00 0.42
#> SAMPLE_487 1 0.0000 0.9968 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_490 3 0.1410 0.6588 0.00 0.00 0.94 0.00 0.06
#> SAMPLE_493 2 0.6824 -0.1685 0.00 0.34 0.34 0.00 0.32
#> SAMPLE_494 5 0.3983 0.3597 0.00 0.00 0.34 0.00 0.66
#> SAMPLE_495 2 0.1410 0.8838 0.00 0.94 0.00 0.00 0.06
#> SAMPLE_497 3 0.3796 0.4439 0.00 0.00 0.70 0.00 0.30
#> SAMPLE_500 4 0.0000 0.8967 0.00 0.00 0.00 1.00 0.00
#> SAMPLE_502 5 0.4302 0.3128 0.00 0.00 0.48 0.00 0.52
#> SAMPLE_506 3 0.6337 0.1211 0.00 0.18 0.50 0.00 0.32
#> SAMPLE_507 1 0.0000 0.9968 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_508 1 0.1410 0.9312 0.94 0.00 0.06 0.00 0.00
#> SAMPLE_511 1 0.0000 0.9968 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_513 1 0.0000 0.9968 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_516 5 0.4227 0.3682 0.00 0.00 0.42 0.00 0.58
#> SAMPLE_518 2 0.1410 0.8838 0.00 0.94 0.00 0.00 0.06
#> SAMPLE_519 1 0.0000 0.9968 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_523 3 0.2020 0.6218 0.00 0.00 0.90 0.00 0.10
#> SAMPLE_524 5 0.5854 0.2895 0.00 0.16 0.24 0.00 0.60
#> SAMPLE_526 4 0.3852 0.6792 0.00 0.22 0.00 0.76 0.02
#> SAMPLE_527 2 0.1410 0.8838 0.00 0.94 0.00 0.00 0.06
#> SAMPLE_531 2 0.0000 0.8800 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_533 2 0.1410 0.8838 0.00 0.94 0.00 0.00 0.06
#> SAMPLE_534 2 0.1410 0.8838 0.00 0.94 0.00 0.00 0.06
#> SAMPLE_535 1 0.0000 0.9968 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_537 2 0.1410 0.8838 0.00 0.94 0.00 0.00 0.06
#> SAMPLE_543 1 0.0000 0.9968 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_544 1 0.0000 0.9968 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_547 2 0.1410 0.8838 0.00 0.94 0.00 0.00 0.06
#> SAMPLE_549 2 0.1732 0.8757 0.00 0.92 0.00 0.00 0.08
#> SAMPLE_550 4 0.2280 0.8176 0.12 0.00 0.00 0.88 0.00
#> SAMPLE_551 3 0.1410 0.6536 0.00 0.00 0.94 0.00 0.06
#> SAMPLE_552 2 0.0000 0.8800 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_559 3 0.3796 0.4439 0.00 0.00 0.70 0.00 0.30
#> SAMPLE_560 1 0.0609 0.9759 0.98 0.00 0.00 0.02 0.00
#> SAMPLE_564 4 0.0000 0.8967 0.00 0.00 0.00 1.00 0.00
#> SAMPLE_578 3 0.3796 0.4439 0.00 0.00 0.70 0.00 0.30
#> SAMPLE_582 2 0.0000 0.8800 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_585 2 0.1410 0.8838 0.00 0.94 0.00 0.00 0.06
#> SAMPLE_588 5 0.3109 0.4210 0.00 0.00 0.20 0.00 0.80
#> SAMPLE_612 5 0.4262 0.3589 0.00 0.00 0.44 0.00 0.56
#> SAMPLE_616 3 0.0609 0.6704 0.00 0.00 0.98 0.00 0.02
#> SAMPLE_671 4 0.3999 0.6975 0.24 0.00 0.00 0.74 0.02
#> SAMPLE_750 1 0.0000 0.9968 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_992 1 0.0000 0.9968 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_1116 1 0.0000 0.9968 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_1169 3 0.6824 -0.0858 0.00 0.34 0.34 0.00 0.32
#> SAMPLE_1192 1 0.0000 0.9968 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_1673 2 0.0000 0.8800 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_1735 3 0.0609 0.6704 0.00 0.00 0.98 0.00 0.02
#> SAMPLE_1932 5 0.3983 0.3597 0.00 0.00 0.34 0.00 0.66
#> SAMPLE_2262 4 0.0000 0.8967 0.00 0.00 0.00 1.00 0.00
#> SAMPLE_2273 4 0.0000 0.8967 0.00 0.00 0.00 1.00 0.00
#> SAMPLE_2288 4 0.0000 0.8967 0.00 0.00 0.00 1.00 0.00
#> SAMPLE_2353 1 0.0000 0.9968 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_2411 4 0.2873 0.7968 0.00 0.12 0.00 0.86 0.02
#> SAMPLE_2421 1 0.0000 0.9968 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_2465 3 0.3424 0.4595 0.00 0.00 0.76 0.00 0.24
#> SAMPLE_2467 2 0.1410 0.8838 0.00 0.94 0.00 0.00 0.06
#> SAMPLE_2528 1 0.0000 0.9968 1.00 0.00 0.00 0.00 0.00
cbind(get_classes(res, k = 6), get_membership(res, k = 6))
#> class entropy silhouette p1 p2 p3 p4 p5 p6
#> SAMPLE_85 1 0.0000 0.9864 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_86 5 0.3679 0.6204 0.00 0.20 0.00 0.00 0.76 0.04
#> SAMPLE_92 5 0.3163 0.7010 0.00 0.00 0.14 0.00 0.82 0.04
#> SAMPLE_95 1 0.0000 0.9864 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_97 6 0.2345 0.5548 0.00 0.02 0.00 0.06 0.02 0.90
#> SAMPLE_98 1 0.0000 0.9864 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_130 3 0.0000 0.5644 0.00 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_154 3 0.4078 0.4879 0.00 0.00 0.64 0.00 0.02 0.34
#> SAMPLE_160 4 0.0000 0.8652 0.00 0.00 0.00 1.00 0.00 0.00
#> SAMPLE_165 4 0.0000 0.8652 0.00 0.00 0.00 1.00 0.00 0.00
#> SAMPLE_166 5 0.2048 0.6987 0.00 0.12 0.00 0.00 0.88 0.00
#> SAMPLE_170 3 0.3309 0.2940 0.00 0.00 0.72 0.00 0.28 0.00
#> SAMPLE_171 1 0.0000 0.9864 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_172 1 0.1092 0.9521 0.96 0.00 0.00 0.00 0.02 0.02
#> SAMPLE_179 2 0.3321 0.7258 0.00 0.82 0.00 0.00 0.10 0.08
#> SAMPLE_180 2 0.4737 0.6049 0.00 0.68 0.00 0.00 0.16 0.16
#> SAMPLE_185 4 0.0000 0.8652 0.00 0.00 0.00 1.00 0.00 0.00
#> SAMPLE_188 2 0.0000 0.8212 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_189 3 0.5235 0.4047 0.00 0.00 0.52 0.00 0.10 0.38
#> SAMPLE_191 2 0.3706 0.6053 0.00 0.62 0.00 0.00 0.00 0.38
#> SAMPLE_193 2 0.1556 0.8049 0.00 0.92 0.00 0.00 0.00 0.08
#> SAMPLE_196 4 0.0000 0.8652 0.00 0.00 0.00 1.00 0.00 0.00
#> SAMPLE_197 2 0.0000 0.8212 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_198 5 0.3679 0.6204 0.00 0.20 0.00 0.00 0.76 0.04
#> SAMPLE_199 2 0.3706 0.6053 0.00 0.62 0.00 0.00 0.00 0.38
#> SAMPLE_201 2 0.5173 0.5361 0.00 0.62 0.00 0.00 0.20 0.18
#> SAMPLE_203 2 0.3797 0.5516 0.00 0.58 0.00 0.00 0.00 0.42
#> SAMPLE_204 5 0.3679 0.6204 0.00 0.20 0.00 0.00 0.76 0.04
#> SAMPLE_207 3 0.0547 0.5666 0.00 0.00 0.98 0.00 0.02 0.00
#> SAMPLE_229 2 0.1556 0.8049 0.00 0.92 0.00 0.00 0.00 0.08
#> SAMPLE_280 5 0.3787 0.6351 0.00 0.10 0.00 0.00 0.78 0.12
#> SAMPLE_281 2 0.2260 0.7860 0.00 0.86 0.00 0.00 0.00 0.14
#> SAMPLE_284 3 0.4552 0.4981 0.00 0.00 0.64 0.00 0.06 0.30
#> SAMPLE_285 4 0.0000 0.8652 0.00 0.00 0.00 1.00 0.00 0.00
#> SAMPLE_291 2 0.3797 0.5516 0.00 0.58 0.00 0.00 0.00 0.42
#> SAMPLE_292 5 0.3163 0.7010 0.00 0.00 0.14 0.00 0.82 0.04
#> SAMPLE_293 4 0.0547 0.8635 0.00 0.00 0.00 0.98 0.00 0.02
#> SAMPLE_389 1 0.0000 0.9864 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_392 2 0.0000 0.8212 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_393 1 0.0000 0.9864 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_394 2 0.0000 0.8212 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_397 3 0.0547 0.5666 0.00 0.00 0.98 0.00 0.02 0.00
#> SAMPLE_399 6 0.6471 -0.0184 0.20 0.00 0.28 0.00 0.04 0.48
#> SAMPLE_400 2 0.3706 0.6053 0.00 0.62 0.00 0.00 0.00 0.38
#> SAMPLE_401 4 0.0547 0.8635 0.00 0.00 0.00 0.98 0.00 0.02
#> SAMPLE_407 1 0.0000 0.9864 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_409 2 0.4576 0.1920 0.00 0.56 0.00 0.00 0.40 0.04
#> SAMPLE_412 4 0.2350 0.8087 0.10 0.00 0.00 0.88 0.00 0.02
#> SAMPLE_415 3 0.5195 0.4246 0.00 0.00 0.54 0.00 0.10 0.36
#> SAMPLE_416 4 0.0547 0.8635 0.00 0.00 0.00 0.98 0.00 0.02
#> SAMPLE_419 2 0.3706 0.6053 0.00 0.62 0.00 0.00 0.00 0.38
#> SAMPLE_420 6 0.1480 0.5780 0.00 0.02 0.00 0.00 0.04 0.94
#> SAMPLE_421 2 0.3351 0.6808 0.00 0.80 0.00 0.00 0.16 0.04
#> SAMPLE_423 5 0.2094 0.6968 0.00 0.00 0.02 0.00 0.90 0.08
#> SAMPLE_424 3 0.4993 0.4423 0.00 0.00 0.56 0.00 0.08 0.36
#> SAMPLE_426 4 0.0000 0.8652 0.00 0.00 0.00 1.00 0.00 0.00
#> SAMPLE_427 5 0.5922 -0.1047 0.00 0.00 0.22 0.00 0.44 0.34
#> SAMPLE_428 6 0.5110 -0.3393 0.00 0.00 0.44 0.00 0.08 0.48
#> SAMPLE_431 2 0.2790 0.7200 0.00 0.84 0.00 0.00 0.14 0.02
#> SAMPLE_432 3 0.3409 0.1373 0.00 0.00 0.70 0.00 0.30 0.00
#> SAMPLE_433 4 0.3869 0.1302 0.50 0.00 0.00 0.50 0.00 0.00
#> SAMPLE_436 3 0.4534 0.4055 0.00 0.00 0.58 0.00 0.04 0.38
#> SAMPLE_437 1 0.0000 0.9864 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_438 4 0.4002 0.5816 0.32 0.00 0.00 0.66 0.00 0.02
#> SAMPLE_439 2 0.1814 0.7992 0.00 0.90 0.00 0.00 0.00 0.10
#> SAMPLE_444 4 0.1807 0.8359 0.06 0.00 0.00 0.92 0.00 0.02
#> SAMPLE_448 1 0.0000 0.9864 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_450 2 0.0000 0.8212 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_452 2 0.5150 0.5658 0.00 0.62 0.00 0.00 0.16 0.22
#> SAMPLE_455 3 0.3409 0.1373 0.00 0.00 0.70 0.00 0.30 0.00
#> SAMPLE_456 5 0.3787 0.6437 0.00 0.12 0.00 0.00 0.78 0.10
#> SAMPLE_457 4 0.0547 0.8635 0.00 0.00 0.00 0.98 0.00 0.02
#> SAMPLE_458 1 0.0000 0.9864 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_460 1 0.0000 0.9864 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_467 2 0.3706 0.6053 0.00 0.62 0.00 0.00 0.00 0.38
#> SAMPLE_472 2 0.0000 0.8212 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_474 4 0.3315 0.7217 0.20 0.00 0.00 0.78 0.00 0.02
#> SAMPLE_476 2 0.2260 0.7836 0.00 0.86 0.00 0.00 0.00 0.14
#> SAMPLE_479 6 0.4502 0.5182 0.00 0.10 0.02 0.00 0.14 0.74
#> SAMPLE_487 1 0.0000 0.9864 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_490 3 0.4902 0.3089 0.00 0.00 0.48 0.00 0.06 0.46
#> SAMPLE_493 6 0.3787 0.5477 0.00 0.10 0.00 0.00 0.12 0.78
#> SAMPLE_494 5 0.3309 0.6327 0.00 0.00 0.28 0.00 0.72 0.00
#> SAMPLE_495 2 0.0000 0.8212 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_497 3 0.0937 0.5599 0.00 0.00 0.96 0.00 0.04 0.00
#> SAMPLE_500 4 0.0547 0.8635 0.00 0.00 0.00 0.98 0.00 0.02
#> SAMPLE_502 5 0.4536 0.5388 0.00 0.00 0.18 0.00 0.70 0.12
#> SAMPLE_506 6 0.1480 0.5807 0.00 0.02 0.04 0.00 0.00 0.94
#> SAMPLE_507 1 0.0000 0.9864 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_508 1 0.3592 0.6286 0.74 0.00 0.00 0.00 0.02 0.24
#> SAMPLE_511 1 0.0000 0.9864 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_513 1 0.0000 0.9864 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_516 5 0.3163 0.7010 0.00 0.00 0.14 0.00 0.82 0.04
#> SAMPLE_518 2 0.0000 0.8212 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_519 1 0.0000 0.9864 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_523 3 0.4199 0.4377 0.00 0.00 0.60 0.00 0.02 0.38
#> SAMPLE_524 6 0.3828 -0.0126 0.00 0.00 0.00 0.00 0.44 0.56
#> SAMPLE_526 4 0.4609 0.2895 0.00 0.04 0.00 0.54 0.00 0.42
#> SAMPLE_527 2 0.0000 0.8212 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_531 2 0.1556 0.8049 0.00 0.92 0.00 0.00 0.00 0.08
#> SAMPLE_533 2 0.0000 0.8212 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_534 2 0.0000 0.8212 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_535 1 0.0000 0.9864 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_537 2 0.0000 0.8212 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_543 1 0.0000 0.9864 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_544 1 0.0000 0.9864 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_547 2 0.0000 0.8212 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_549 2 0.0937 0.8133 0.00 0.96 0.00 0.00 0.00 0.04
#> SAMPLE_550 4 0.2260 0.7689 0.14 0.00 0.00 0.86 0.00 0.00
#> SAMPLE_551 3 0.4902 0.3184 0.00 0.00 0.48 0.00 0.06 0.46
#> SAMPLE_552 2 0.1814 0.7992 0.00 0.90 0.00 0.00 0.00 0.10
#> SAMPLE_559 3 0.0547 0.5666 0.00 0.00 0.98 0.00 0.02 0.00
#> SAMPLE_560 1 0.0000 0.9864 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_564 4 0.0000 0.8652 0.00 0.00 0.00 1.00 0.00 0.00
#> SAMPLE_578 3 0.0937 0.5599 0.00 0.00 0.96 0.00 0.04 0.00
#> SAMPLE_582 2 0.3706 0.6053 0.00 0.62 0.00 0.00 0.00 0.38
#> SAMPLE_585 2 0.0000 0.8212 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_588 5 0.2474 0.7159 0.00 0.00 0.08 0.00 0.88 0.04
#> SAMPLE_612 5 0.3163 0.7010 0.00 0.00 0.14 0.00 0.82 0.04
#> SAMPLE_616 3 0.4845 0.4119 0.00 0.00 0.54 0.00 0.06 0.40
#> SAMPLE_671 4 0.4067 0.6426 0.26 0.00 0.00 0.70 0.00 0.04
#> SAMPLE_750 1 0.0000 0.9864 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_992 1 0.0000 0.9864 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1116 1 0.1635 0.9327 0.94 0.00 0.02 0.00 0.02 0.02
#> SAMPLE_1169 6 0.1635 0.5859 0.00 0.02 0.02 0.00 0.02 0.94
#> SAMPLE_1192 1 0.0000 0.9864 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1673 2 0.3647 0.6253 0.00 0.64 0.00 0.00 0.00 0.36
#> SAMPLE_1735 3 0.4806 0.4362 0.00 0.00 0.56 0.00 0.06 0.38
#> SAMPLE_1932 5 0.3309 0.6269 0.00 0.00 0.28 0.00 0.72 0.00
#> SAMPLE_2262 4 0.0000 0.8652 0.00 0.00 0.00 1.00 0.00 0.00
#> SAMPLE_2273 4 0.0000 0.8652 0.00 0.00 0.00 1.00 0.00 0.00
#> SAMPLE_2288 4 0.0547 0.8635 0.00 0.00 0.00 0.98 0.00 0.02
#> SAMPLE_2353 1 0.0000 0.9864 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2411 4 0.4482 0.4108 0.00 0.04 0.00 0.60 0.00 0.36
#> SAMPLE_2421 1 0.0000 0.9864 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2465 6 0.5037 -0.2202 0.00 0.00 0.38 0.00 0.08 0.54
#> SAMPLE_2467 2 0.0000 0.8212 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_2528 1 0.0000 0.9864 1.00 0.00 0.00 0.00 0.00 0.00
cbind(get_classes(res, k = 7), get_membership(res, k = 7))
#> class entropy silhouette p1 p2 p3 p4 p5 p6 p7
#> SAMPLE_85 1 0.0000 0.970 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_86 7 0.1928 0.715 0.00 0.08 0.00 0.00 0.02 0.00 0.90
#> SAMPLE_92 5 0.6360 0.655 0.00 0.00 0.22 0.00 0.48 0.10 0.20
#> SAMPLE_95 1 0.0504 0.957 0.98 0.00 0.00 0.00 0.00 0.02 0.00
#> SAMPLE_97 6 0.4269 0.527 0.00 0.02 0.00 0.02 0.36 0.60 0.00
#> SAMPLE_98 1 0.0000 0.970 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_130 3 0.2163 0.777 0.00 0.00 0.88 0.00 0.02 0.10 0.00
#> SAMPLE_154 6 0.3943 0.348 0.00 0.00 0.42 0.00 0.00 0.56 0.02
#> SAMPLE_160 4 0.2163 0.846 0.00 0.00 0.00 0.88 0.10 0.02 0.00
#> SAMPLE_165 4 0.1664 0.850 0.00 0.00 0.00 0.92 0.06 0.02 0.00
#> SAMPLE_166 5 0.6163 0.591 0.00 0.04 0.14 0.00 0.48 0.02 0.32
#> SAMPLE_170 3 0.3208 0.672 0.00 0.00 0.82 0.00 0.12 0.04 0.02
#> SAMPLE_171 1 0.0000 0.970 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_172 1 0.2163 0.886 0.88 0.00 0.00 0.00 0.02 0.10 0.00
#> SAMPLE_179 2 0.4514 -0.270 0.00 0.48 0.00 0.00 0.06 0.00 0.46
#> SAMPLE_180 7 0.3770 0.690 0.00 0.18 0.00 0.00 0.08 0.00 0.74
#> SAMPLE_185 4 0.2163 0.846 0.00 0.00 0.00 0.88 0.10 0.02 0.00
#> SAMPLE_188 2 0.0000 0.889 0.00 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_189 6 0.4079 0.677 0.00 0.00 0.12 0.00 0.08 0.76 0.04
#> SAMPLE_191 2 0.2832 0.775 0.00 0.76 0.00 0.00 0.24 0.00 0.00
#> SAMPLE_193 2 0.0863 0.884 0.00 0.96 0.00 0.00 0.04 0.00 0.00
#> SAMPLE_196 4 0.2163 0.846 0.00 0.00 0.00 0.88 0.10 0.02 0.00
#> SAMPLE_197 2 0.0000 0.889 0.00 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_198 7 0.2804 0.680 0.00 0.06 0.02 0.00 0.06 0.00 0.86
#> SAMPLE_199 2 0.2832 0.775 0.00 0.76 0.00 0.00 0.24 0.00 0.00
#> SAMPLE_201 7 0.3680 0.705 0.00 0.14 0.00 0.00 0.06 0.02 0.78
#> SAMPLE_203 2 0.4070 0.664 0.00 0.66 0.00 0.00 0.30 0.02 0.02
#> SAMPLE_204 7 0.2159 0.703 0.00 0.06 0.02 0.00 0.02 0.00 0.90
#> SAMPLE_207 3 0.1928 0.800 0.00 0.00 0.90 0.00 0.02 0.08 0.00
#> SAMPLE_229 2 0.0863 0.884 0.00 0.96 0.00 0.00 0.04 0.00 0.00
#> SAMPLE_280 5 0.5974 0.455 0.00 0.08 0.06 0.00 0.50 0.02 0.34
#> SAMPLE_281 2 0.0863 0.884 0.00 0.96 0.00 0.00 0.04 0.00 0.00
#> SAMPLE_284 6 0.3984 0.608 0.00 0.00 0.28 0.00 0.02 0.68 0.02
#> SAMPLE_285 4 0.2163 0.846 0.00 0.00 0.00 0.88 0.10 0.02 0.00
#> SAMPLE_291 2 0.4070 0.664 0.00 0.66 0.00 0.00 0.30 0.02 0.02
#> SAMPLE_292 5 0.6360 0.655 0.00 0.00 0.22 0.00 0.48 0.10 0.20
#> SAMPLE_293 4 0.0000 0.847 0.00 0.00 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_389 1 0.0504 0.968 0.98 0.00 0.00 0.00 0.02 0.00 0.00
#> SAMPLE_392 2 0.0000 0.889 0.00 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_393 1 0.0000 0.970 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_394 2 0.0000 0.889 0.00 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_397 3 0.1433 0.809 0.00 0.00 0.92 0.00 0.00 0.08 0.00
#> SAMPLE_399 6 0.1671 0.654 0.10 0.00 0.00 0.00 0.00 0.90 0.00
#> SAMPLE_400 2 0.3047 0.738 0.00 0.72 0.00 0.00 0.28 0.00 0.00
#> SAMPLE_401 4 0.0000 0.847 0.00 0.00 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_407 1 0.0504 0.968 0.98 0.00 0.00 0.00 0.02 0.00 0.00
#> SAMPLE_409 7 0.3685 0.600 0.00 0.32 0.00 0.00 0.02 0.00 0.66
#> SAMPLE_412 4 0.1664 0.813 0.06 0.00 0.00 0.92 0.02 0.00 0.00
#> SAMPLE_415 6 0.3734 0.674 0.00 0.00 0.14 0.00 0.04 0.78 0.04
#> SAMPLE_416 4 0.0863 0.850 0.00 0.00 0.00 0.96 0.04 0.00 0.00
#> SAMPLE_419 2 0.2832 0.775 0.00 0.76 0.00 0.00 0.24 0.00 0.00
#> SAMPLE_420 6 0.4994 0.539 0.00 0.00 0.00 0.02 0.34 0.56 0.08
#> SAMPLE_421 7 0.2945 0.671 0.00 0.26 0.00 0.00 0.00 0.00 0.74
#> SAMPLE_423 7 0.1006 0.662 0.00 0.00 0.00 0.00 0.02 0.02 0.96
#> SAMPLE_424 6 0.3902 0.667 0.00 0.00 0.16 0.00 0.04 0.76 0.04
#> SAMPLE_426 4 0.2163 0.846 0.00 0.00 0.00 0.88 0.10 0.02 0.00
#> SAMPLE_427 7 0.3863 0.537 0.00 0.00 0.02 0.00 0.04 0.20 0.74
#> SAMPLE_428 6 0.0504 0.707 0.00 0.00 0.02 0.00 0.00 0.98 0.00
#> SAMPLE_431 7 0.3496 0.485 0.00 0.42 0.00 0.00 0.00 0.00 0.58
#> SAMPLE_432 3 0.1505 0.798 0.00 0.00 0.94 0.00 0.02 0.02 0.02
#> SAMPLE_433 4 0.3755 0.502 0.34 0.00 0.00 0.64 0.02 0.00 0.00
#> SAMPLE_436 6 0.3221 0.530 0.00 0.00 0.32 0.00 0.00 0.68 0.00
#> SAMPLE_437 1 0.0504 0.968 0.98 0.00 0.00 0.00 0.02 0.00 0.00
#> SAMPLE_438 4 0.3186 0.662 0.22 0.00 0.00 0.76 0.02 0.00 0.00
#> SAMPLE_439 2 0.1166 0.878 0.00 0.94 0.00 0.00 0.06 0.00 0.00
#> SAMPLE_444 4 0.0504 0.842 0.00 0.00 0.00 0.98 0.02 0.00 0.00
#> SAMPLE_448 1 0.0000 0.970 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_450 2 0.0000 0.889 0.00 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_452 7 0.5575 0.593 0.00 0.20 0.00 0.00 0.12 0.08 0.60
#> SAMPLE_455 3 0.1505 0.798 0.00 0.00 0.94 0.00 0.02 0.02 0.02
#> SAMPLE_456 7 0.1363 0.707 0.00 0.04 0.00 0.00 0.02 0.00 0.94
#> SAMPLE_457 4 0.1006 0.836 0.02 0.00 0.00 0.96 0.02 0.00 0.00
#> SAMPLE_458 1 0.0000 0.970 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_460 1 0.0000 0.970 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_467 2 0.2832 0.775 0.00 0.76 0.00 0.00 0.24 0.00 0.00
#> SAMPLE_472 2 0.0000 0.889 0.00 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_474 4 0.2376 0.766 0.12 0.00 0.00 0.86 0.02 0.00 0.00
#> SAMPLE_476 2 0.1166 0.878 0.00 0.94 0.00 0.00 0.06 0.00 0.00
#> SAMPLE_479 6 0.5073 0.462 0.00 0.00 0.00 0.00 0.16 0.54 0.30
#> SAMPLE_487 1 0.0504 0.968 0.98 0.00 0.00 0.00 0.02 0.00 0.00
#> SAMPLE_490 6 0.2081 0.698 0.00 0.00 0.14 0.00 0.00 0.86 0.00
#> SAMPLE_493 6 0.5128 0.484 0.00 0.00 0.00 0.00 0.18 0.54 0.28
#> SAMPLE_494 3 0.4939 0.105 0.00 0.00 0.56 0.00 0.30 0.00 0.14
#> SAMPLE_495 2 0.0000 0.889 0.00 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_497 3 0.1664 0.814 0.00 0.00 0.92 0.00 0.02 0.06 0.00
#> SAMPLE_500 4 0.0000 0.847 0.00 0.00 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_502 5 0.6450 0.522 0.00 0.00 0.16 0.00 0.46 0.26 0.12
#> SAMPLE_506 6 0.3745 0.612 0.00 0.00 0.00 0.00 0.26 0.70 0.04
#> SAMPLE_507 1 0.0000 0.970 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_508 1 0.3815 0.448 0.62 0.00 0.00 0.00 0.02 0.36 0.00
#> SAMPLE_511 1 0.0504 0.968 0.98 0.00 0.00 0.00 0.02 0.00 0.00
#> SAMPLE_513 1 0.0504 0.968 0.98 0.00 0.00 0.00 0.02 0.00 0.00
#> SAMPLE_516 5 0.6360 0.655 0.00 0.00 0.22 0.00 0.48 0.10 0.20
#> SAMPLE_518 2 0.0000 0.889 0.00 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_519 1 0.0504 0.968 0.98 0.00 0.00 0.00 0.02 0.00 0.00
#> SAMPLE_523 6 0.3984 0.588 0.00 0.00 0.28 0.00 0.02 0.68 0.02
#> SAMPLE_524 7 0.3908 0.559 0.00 0.00 0.00 0.00 0.20 0.08 0.72
#> SAMPLE_526 5 0.5631 -0.116 0.00 0.30 0.00 0.34 0.36 0.00 0.00
#> SAMPLE_527 2 0.0000 0.889 0.00 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_531 2 0.0863 0.884 0.00 0.96 0.00 0.00 0.04 0.00 0.00
#> SAMPLE_533 2 0.0000 0.889 0.00 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_534 2 0.0000 0.889 0.00 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_535 1 0.0504 0.968 0.98 0.00 0.00 0.00 0.02 0.00 0.00
#> SAMPLE_537 2 0.0000 0.889 0.00 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_543 1 0.0000 0.970 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_544 1 0.0000 0.970 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_547 2 0.0000 0.889 0.00 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_549 2 0.1006 0.870 0.00 0.96 0.00 0.00 0.02 0.00 0.02
#> SAMPLE_550 4 0.4377 0.633 0.24 0.00 0.00 0.68 0.06 0.02 0.00
#> SAMPLE_551 6 0.3656 0.704 0.00 0.00 0.08 0.00 0.04 0.80 0.08
#> SAMPLE_552 2 0.0863 0.884 0.00 0.96 0.00 0.00 0.04 0.00 0.00
#> SAMPLE_559 3 0.1433 0.809 0.00 0.00 0.92 0.00 0.00 0.08 0.00
#> SAMPLE_560 1 0.0000 0.970 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_564 4 0.1928 0.849 0.00 0.00 0.00 0.90 0.08 0.02 0.00
#> SAMPLE_578 3 0.1664 0.814 0.00 0.00 0.92 0.00 0.02 0.06 0.00
#> SAMPLE_582 2 0.2832 0.771 0.00 0.76 0.00 0.00 0.24 0.00 0.00
#> SAMPLE_585 2 0.0000 0.889 0.00 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_588 7 0.2421 0.594 0.00 0.00 0.02 0.00 0.08 0.02 0.88
#> SAMPLE_612 5 0.6426 0.654 0.00 0.00 0.20 0.00 0.48 0.12 0.20
#> SAMPLE_616 6 0.3848 0.686 0.00 0.00 0.16 0.00 0.02 0.76 0.06
#> SAMPLE_671 4 0.3637 0.617 0.24 0.00 0.00 0.72 0.04 0.00 0.00
#> SAMPLE_750 1 0.0000 0.970 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_992 1 0.0504 0.968 0.98 0.00 0.00 0.00 0.02 0.00 0.00
#> SAMPLE_1116 1 0.2163 0.886 0.88 0.00 0.00 0.00 0.02 0.10 0.00
#> SAMPLE_1169 6 0.4992 0.567 0.00 0.02 0.00 0.00 0.28 0.60 0.10
#> SAMPLE_1192 1 0.0000 0.970 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1673 2 0.2572 0.803 0.00 0.80 0.00 0.00 0.20 0.00 0.00
#> SAMPLE_1735 6 0.4001 0.675 0.00 0.00 0.18 0.00 0.02 0.74 0.06
#> SAMPLE_1932 3 0.6041 -0.212 0.00 0.00 0.46 0.00 0.28 0.04 0.22
#> SAMPLE_2262 4 0.1928 0.849 0.00 0.00 0.00 0.90 0.08 0.02 0.00
#> SAMPLE_2273 4 0.2163 0.846 0.00 0.00 0.00 0.88 0.10 0.02 0.00
#> SAMPLE_2288 4 0.0000 0.847 0.00 0.00 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_2353 1 0.0504 0.968 0.98 0.00 0.00 0.00 0.02 0.00 0.00
#> SAMPLE_2411 4 0.5410 0.307 0.00 0.12 0.00 0.48 0.38 0.02 0.00
#> SAMPLE_2421 1 0.0000 0.970 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2465 6 0.2016 0.696 0.00 0.00 0.00 0.00 0.04 0.90 0.06
#> SAMPLE_2467 2 0.0000 0.889 0.00 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2528 1 0.0504 0.968 0.98 0.00 0.00 0.00 0.02 0.00 0.00
cbind(get_classes(res, k = 8), get_membership(res, k = 8))
#> class entropy silhouette p1 p2 p3 p4 p5 p6 p7 p8
#> SAMPLE_85 1 0.0000 0.8626 1.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_86 7 0.2020 0.4788 0.00 0.06 0.02 0.00 0.02 0.00 0.90 0.00
#> SAMPLE_92 5 0.5025 0.8750 0.00 0.00 0.10 0.00 0.56 0.04 0.30 0.00
#> SAMPLE_95 1 0.4098 0.7626 0.74 0.00 0.00 0.00 0.06 0.10 0.00 0.10
#> SAMPLE_97 8 0.4191 0.4394 0.00 0.02 0.00 0.00 0.06 0.26 0.00 0.66
#> SAMPLE_98 1 0.2624 0.8296 0.86 0.00 0.00 0.00 0.06 0.02 0.00 0.06
#> SAMPLE_130 3 0.1607 0.7255 0.00 0.00 0.92 0.00 0.00 0.04 0.00 0.04
#> SAMPLE_154 6 0.4562 0.4902 0.00 0.00 0.44 0.00 0.10 0.46 0.00 0.00
#> SAMPLE_160 4 0.0000 0.7677 0.00 0.00 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_165 4 0.0471 0.7692 0.00 0.00 0.00 0.98 0.00 0.02 0.00 0.00
#> SAMPLE_166 5 0.4325 0.7446 0.00 0.04 0.02 0.00 0.56 0.00 0.38 0.00
#> SAMPLE_170 3 0.3537 0.5847 0.00 0.00 0.72 0.00 0.24 0.00 0.02 0.02
#> SAMPLE_171 1 0.0941 0.8588 0.96 0.00 0.00 0.00 0.02 0.00 0.00 0.02
#> SAMPLE_172 1 0.5239 0.6937 0.64 0.00 0.02 0.00 0.08 0.16 0.00 0.10
#> SAMPLE_179 2 0.5503 0.1662 0.00 0.54 0.00 0.00 0.02 0.02 0.22 0.20
#> SAMPLE_180 7 0.5618 0.3999 0.00 0.18 0.00 0.00 0.02 0.02 0.50 0.28
#> SAMPLE_185 4 0.1091 0.7491 0.00 0.00 0.00 0.94 0.06 0.00 0.00 0.00
#> SAMPLE_188 2 0.1275 0.7821 0.00 0.94 0.00 0.00 0.00 0.00 0.04 0.02
#> SAMPLE_189 6 0.5975 0.5322 0.00 0.00 0.20 0.00 0.28 0.46 0.04 0.02
#> SAMPLE_191 2 0.3142 0.5418 0.00 0.64 0.00 0.00 0.00 0.00 0.00 0.36
#> SAMPLE_193 2 0.1341 0.7950 0.00 0.92 0.00 0.00 0.00 0.00 0.00 0.08
#> SAMPLE_196 4 0.1091 0.7491 0.00 0.00 0.00 0.94 0.06 0.00 0.00 0.00
#> SAMPLE_197 2 0.0000 0.8156 0.00 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_198 7 0.2020 0.4788 0.00 0.06 0.02 0.00 0.02 0.00 0.90 0.00
#> SAMPLE_199 2 0.3658 0.4358 0.00 0.58 0.00 0.00 0.02 0.00 0.00 0.40
#> SAMPLE_201 7 0.5723 0.3533 0.00 0.14 0.00 0.00 0.02 0.04 0.50 0.30
#> SAMPLE_203 8 0.3942 0.2643 0.00 0.34 0.00 0.00 0.02 0.02 0.00 0.62
#> SAMPLE_204 7 0.2020 0.4788 0.00 0.06 0.02 0.00 0.02 0.00 0.90 0.00
#> SAMPLE_207 3 0.2165 0.7091 0.00 0.00 0.88 0.00 0.00 0.06 0.00 0.06
#> SAMPLE_229 2 0.1341 0.7950 0.00 0.92 0.00 0.00 0.00 0.00 0.00 0.08
#> SAMPLE_280 5 0.3943 0.7175 0.00 0.04 0.00 0.00 0.56 0.00 0.40 0.00
#> SAMPLE_281 2 0.2267 0.7387 0.00 0.82 0.00 0.00 0.00 0.00 0.00 0.18
#> SAMPLE_284 6 0.5128 0.5843 0.00 0.00 0.36 0.00 0.08 0.52 0.02 0.02
#> SAMPLE_285 4 0.1091 0.7491 0.00 0.00 0.00 0.94 0.06 0.00 0.00 0.00
#> SAMPLE_291 8 0.3880 0.3139 0.00 0.32 0.00 0.00 0.02 0.02 0.00 0.64
#> SAMPLE_292 5 0.5025 0.8750 0.00 0.00 0.10 0.00 0.56 0.04 0.30 0.00
#> SAMPLE_293 4 0.3758 0.7521 0.00 0.00 0.00 0.76 0.14 0.04 0.00 0.06
#> SAMPLE_389 1 0.1557 0.8457 0.92 0.00 0.00 0.00 0.06 0.02 0.00 0.00
#> SAMPLE_392 2 0.1091 0.7901 0.00 0.94 0.00 0.00 0.00 0.00 0.06 0.00
#> SAMPLE_393 1 0.0000 0.8626 1.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_394 2 0.0000 0.8156 0.00 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_397 3 0.0471 0.7453 0.00 0.00 0.98 0.00 0.00 0.02 0.00 0.00
#> SAMPLE_399 6 0.2818 0.4499 0.06 0.00 0.00 0.00 0.00 0.82 0.00 0.12
#> SAMPLE_400 2 0.3237 0.4739 0.00 0.60 0.00 0.00 0.00 0.00 0.00 0.40
#> SAMPLE_401 4 0.4202 0.7479 0.02 0.00 0.00 0.74 0.14 0.04 0.00 0.06
#> SAMPLE_407 1 0.0471 0.8611 0.98 0.00 0.00 0.00 0.02 0.00 0.00 0.00
#> SAMPLE_409 7 0.4004 0.2702 0.00 0.46 0.00 0.00 0.00 0.00 0.50 0.04
#> SAMPLE_412 4 0.5722 0.6584 0.12 0.00 0.00 0.58 0.20 0.04 0.00 0.06
#> SAMPLE_415 6 0.5097 0.6155 0.00 0.00 0.24 0.00 0.12 0.60 0.02 0.02
#> SAMPLE_416 4 0.2591 0.7660 0.00 0.00 0.00 0.86 0.08 0.02 0.00 0.04
#> SAMPLE_419 2 0.3193 0.5121 0.00 0.62 0.00 0.00 0.00 0.00 0.00 0.38
#> SAMPLE_420 8 0.4241 0.4077 0.00 0.00 0.00 0.00 0.04 0.26 0.04 0.66
#> SAMPLE_421 7 0.4803 0.2987 0.00 0.44 0.00 0.00 0.02 0.02 0.48 0.04
#> SAMPLE_423 7 0.2807 0.3146 0.00 0.00 0.00 0.00 0.10 0.02 0.84 0.04
#> SAMPLE_424 6 0.4953 0.6111 0.00 0.00 0.24 0.00 0.16 0.58 0.02 0.00
#> SAMPLE_426 4 0.1091 0.7491 0.00 0.00 0.00 0.94 0.06 0.00 0.00 0.00
#> SAMPLE_427 7 0.5804 0.3213 0.00 0.00 0.02 0.00 0.08 0.18 0.56 0.16
#> SAMPLE_428 6 0.4578 0.4740 0.00 0.00 0.04 0.00 0.08 0.70 0.02 0.16
#> SAMPLE_431 2 0.3374 0.3495 0.00 0.68 0.00 0.00 0.00 0.00 0.30 0.02
#> SAMPLE_432 3 0.1563 0.7285 0.00 0.00 0.90 0.00 0.00 0.00 0.10 0.00
#> SAMPLE_433 1 0.6445 -0.0966 0.42 0.00 0.00 0.28 0.20 0.04 0.00 0.06
#> SAMPLE_436 6 0.3514 0.5035 0.00 0.00 0.34 0.00 0.00 0.64 0.02 0.00
#> SAMPLE_437 1 0.3021 0.7642 0.80 0.00 0.00 0.00 0.16 0.02 0.00 0.02
#> SAMPLE_438 1 0.6512 -0.2827 0.36 0.00 0.00 0.34 0.20 0.04 0.00 0.06
#> SAMPLE_439 2 0.1765 0.7781 0.00 0.88 0.00 0.00 0.00 0.00 0.00 0.12
#> SAMPLE_444 4 0.5376 0.6909 0.08 0.00 0.00 0.62 0.20 0.04 0.00 0.06
#> SAMPLE_448 1 0.0471 0.8612 0.98 0.00 0.00 0.00 0.02 0.00 0.00 0.00
#> SAMPLE_450 2 0.0000 0.8156 0.00 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_452 7 0.6323 0.1658 0.00 0.22 0.00 0.00 0.02 0.06 0.36 0.34
#> SAMPLE_455 3 0.1341 0.7386 0.00 0.00 0.92 0.00 0.00 0.00 0.08 0.00
#> SAMPLE_456 7 0.2020 0.4952 0.00 0.02 0.00 0.00 0.02 0.00 0.90 0.06
#> SAMPLE_457 4 0.5164 0.7031 0.06 0.00 0.00 0.64 0.20 0.04 0.00 0.06
#> SAMPLE_458 1 0.2947 0.8195 0.84 0.00 0.00 0.00 0.06 0.04 0.00 0.06
#> SAMPLE_460 1 0.1741 0.8487 0.92 0.00 0.00 0.00 0.04 0.02 0.00 0.02
#> SAMPLE_467 2 0.3193 0.5121 0.00 0.62 0.00 0.00 0.00 0.00 0.00 0.38
#> SAMPLE_472 2 0.0000 0.8156 0.00 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_474 4 0.6344 0.5225 0.24 0.00 0.00 0.46 0.20 0.04 0.00 0.06
#> SAMPLE_476 2 0.2114 0.7548 0.00 0.84 0.00 0.00 0.00 0.00 0.00 0.16
#> SAMPLE_479 6 0.6913 0.0449 0.00 0.02 0.02 0.00 0.10 0.36 0.20 0.30
#> SAMPLE_487 1 0.2807 0.8325 0.84 0.00 0.00 0.00 0.10 0.04 0.00 0.02
#> SAMPLE_490 6 0.3170 0.6319 0.00 0.00 0.20 0.00 0.04 0.76 0.00 0.00
#> SAMPLE_493 8 0.6623 0.1884 0.00 0.06 0.00 0.00 0.08 0.32 0.14 0.40
#> SAMPLE_494 3 0.4999 -0.1922 0.00 0.00 0.42 0.00 0.18 0.00 0.40 0.00
#> SAMPLE_495 2 0.0000 0.8156 0.00 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_497 3 0.0471 0.7453 0.00 0.00 0.98 0.00 0.00 0.02 0.00 0.00
#> SAMPLE_500 4 0.4492 0.7320 0.02 0.00 0.00 0.70 0.18 0.04 0.00 0.06
#> SAMPLE_502 5 0.5435 0.7218 0.00 0.00 0.10 0.00 0.58 0.14 0.18 0.00
#> SAMPLE_506 8 0.4125 0.1763 0.00 0.00 0.00 0.00 0.02 0.44 0.02 0.52
#> SAMPLE_507 1 0.0000 0.8626 1.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_508 1 0.5256 0.4694 0.54 0.00 0.00 0.00 0.10 0.30 0.00 0.06
#> SAMPLE_511 1 0.1091 0.8519 0.94 0.00 0.00 0.00 0.06 0.00 0.00 0.00
#> SAMPLE_513 1 0.1557 0.8440 0.92 0.00 0.00 0.00 0.06 0.02 0.00 0.00
#> SAMPLE_516 5 0.5025 0.8750 0.00 0.00 0.10 0.00 0.56 0.04 0.30 0.00
#> SAMPLE_518 2 0.0000 0.8156 0.00 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_519 1 0.2025 0.8240 0.88 0.00 0.00 0.00 0.10 0.02 0.00 0.00
#> SAMPLE_523 6 0.4174 0.5278 0.00 0.00 0.32 0.00 0.00 0.62 0.04 0.02
#> SAMPLE_524 8 0.5448 -0.1123 0.00 0.00 0.00 0.00 0.14 0.04 0.38 0.44
#> SAMPLE_526 8 0.5171 0.4331 0.00 0.20 0.00 0.18 0.04 0.00 0.00 0.58
#> SAMPLE_527 2 0.0000 0.8156 0.00 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_531 2 0.1341 0.7950 0.00 0.92 0.00 0.00 0.00 0.00 0.00 0.08
#> SAMPLE_533 2 0.0000 0.8156 0.00 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_534 2 0.0000 0.8156 0.00 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_535 1 0.2020 0.8430 0.90 0.00 0.00 0.00 0.06 0.02 0.00 0.02
#> SAMPLE_537 2 0.0000 0.8156 0.00 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_543 1 0.0000 0.8626 1.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_544 1 0.1275 0.8537 0.94 0.00 0.00 0.00 0.04 0.00 0.00 0.02
#> SAMPLE_547 2 0.1275 0.7827 0.00 0.94 0.00 0.00 0.00 0.00 0.04 0.02
#> SAMPLE_549 2 0.3450 0.6279 0.00 0.76 0.00 0.00 0.00 0.00 0.12 0.12
#> SAMPLE_550 4 0.3922 0.5141 0.30 0.00 0.00 0.64 0.06 0.00 0.00 0.00
#> SAMPLE_551 6 0.6037 0.6327 0.00 0.00 0.24 0.00 0.14 0.52 0.04 0.06
#> SAMPLE_552 2 0.1341 0.7950 0.00 0.92 0.00 0.00 0.00 0.00 0.00 0.08
#> SAMPLE_559 3 0.1275 0.7383 0.00 0.00 0.94 0.00 0.00 0.02 0.00 0.04
#> SAMPLE_560 1 0.0000 0.8626 1.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_564 4 0.0000 0.7677 0.00 0.00 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_578 3 0.0471 0.7453 0.00 0.00 0.98 0.00 0.00 0.02 0.00 0.00
#> SAMPLE_582 2 0.4040 0.4240 0.00 0.58 0.00 0.00 0.02 0.02 0.00 0.38
#> SAMPLE_585 2 0.0000 0.8156 0.00 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_588 7 0.2265 0.3193 0.00 0.00 0.02 0.00 0.08 0.02 0.88 0.00
#> SAMPLE_612 5 0.4847 0.8709 0.00 0.00 0.08 0.00 0.58 0.04 0.30 0.00
#> SAMPLE_616 6 0.4677 0.6162 0.00 0.00 0.32 0.00 0.14 0.54 0.00 0.00
#> SAMPLE_671 4 0.7085 0.3826 0.26 0.00 0.00 0.34 0.22 0.06 0.00 0.12
#> SAMPLE_750 1 0.0941 0.8588 0.96 0.00 0.00 0.00 0.02 0.00 0.00 0.02
#> SAMPLE_992 1 0.2348 0.8379 0.88 0.00 0.00 0.00 0.06 0.02 0.00 0.04
#> SAMPLE_1116 1 0.5239 0.6774 0.64 0.00 0.02 0.00 0.08 0.16 0.00 0.10
#> SAMPLE_1169 8 0.4534 0.3625 0.00 0.02 0.00 0.00 0.02 0.30 0.04 0.62
#> SAMPLE_1192 1 0.1741 0.8487 0.92 0.00 0.00 0.00 0.04 0.02 0.00 0.02
#> SAMPLE_1673 2 0.3142 0.5418 0.00 0.64 0.00 0.00 0.00 0.00 0.00 0.36
#> SAMPLE_1735 6 0.5363 0.6092 0.00 0.00 0.32 0.00 0.14 0.50 0.04 0.00
#> SAMPLE_1932 3 0.6405 -0.2417 0.00 0.00 0.38 0.00 0.26 0.04 0.28 0.04
#> SAMPLE_2262 4 0.0000 0.7677 0.00 0.00 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_2273 4 0.1091 0.7491 0.00 0.00 0.00 0.94 0.06 0.00 0.00 0.00
#> SAMPLE_2288 4 0.3444 0.7557 0.00 0.00 0.00 0.78 0.14 0.02 0.00 0.06
#> SAMPLE_2353 1 0.2569 0.7830 0.82 0.00 0.00 0.00 0.16 0.02 0.00 0.00
#> SAMPLE_2411 8 0.5860 0.1428 0.00 0.10 0.00 0.40 0.04 0.04 0.00 0.42
#> SAMPLE_2421 1 0.1275 0.8618 0.94 0.00 0.00 0.00 0.04 0.00 0.00 0.02
#> SAMPLE_2465 6 0.4053 0.4119 0.00 0.00 0.04 0.00 0.00 0.72 0.06 0.18
#> SAMPLE_2467 2 0.0000 0.8156 0.00 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2528 1 0.1275 0.8519 0.94 0.00 0.00 0.00 0.04 0.02 0.00 0.00
Heatmaps for the consensus matrix. It visualizes the probability of two samples to be in a same group.
consensus_heatmap(res, k = 2)
consensus_heatmap(res, k = 3)
consensus_heatmap(res, k = 4)
consensus_heatmap(res, k = 5)
consensus_heatmap(res, k = 6)
consensus_heatmap(res, k = 7)
consensus_heatmap(res, k = 8)
Heatmaps for the membership of samples in all partitions to see how consistent they are:
membership_heatmap(res, k = 2)
membership_heatmap(res, k = 3)
membership_heatmap(res, k = 4)
membership_heatmap(res, k = 5)
membership_heatmap(res, k = 6)
membership_heatmap(res, k = 7)
membership_heatmap(res, k = 8)
As soon as the classes for columns are determined, the signatures that are significantly different between subgroups can be looked for. Following are the heatmaps for signatures.
get_signatures(res, k = 2)
get_signatures(res, k = 3)
get_signatures(res, k = 4)
get_signatures(res, k = 5)
get_signatures(res, k = 6)
get_signatures(res, k = 7)
get_signatures(res, k = 8)
Compare the overlap of signatures from different k:
compare_signatures(res)
get_signature() returns a data frame invisibly. To get the list of signatures, the function
call should be assigned to a variable explicitly. In following code, if plot argument is set
to FALSE, no heatmap is plotted while only the differential analysis is performed.
# code only for demonstration
tb = get_signature(res, k = ..., plot = FALSE)
An example of the output of tb is:
#> which_row fdr mean_1 mean_2 scaled_mean_1 scaled_mean_2 km
#> 1 38 0.042760348 8.373488 9.131774 -0.5533452 0.5164555 1
#> 2 40 0.018707592 7.106213 8.469186 -0.6173731 0.5762149 1
#> 3 55 0.019134737 10.221463 11.207825 -0.6159697 0.5749050 1
#> 4 59 0.006059896 5.921854 7.869574 -0.6899429 0.6439467 1
#> 5 60 0.018055526 8.928898 10.211722 -0.6204761 0.5791110 1
#> 6 98 0.009384629 15.714769 14.887706 0.6635654 -0.6193277 2
...
The columns in tb are:
which_row: row indices corresponding to the input matrix.fdr: FDR for the differential test. mean_x: The mean value in group x.scaled_mean_x: The mean value in group x after rows are scaled.km: Row groups if k-means clustering is applied to rows (which is done by automatically selecting number of clusters).If there are too many signatures, top_signatures = ... can be set to only show the
signatures with the highest FDRs:
# code only for demonstration
# e.g. to show the top 500 most significant rows
tb = get_signature(res, k = ..., top_signatures = 500)
If the signatures are defined as these which are uniquely high in current group, diff_method argument
can be set to "uniquely_high_in_one_group":
# code only for demonstration
tb = get_signature(res, k = ..., diff_method = "uniquely_high_in_one_group")
UMAP plot which shows how samples are separated.
dimension_reduction(res, k = 2, method = "UMAP")
dimension_reduction(res, k = 3, method = "UMAP")
dimension_reduction(res, k = 4, method = "UMAP")
dimension_reduction(res, k = 5, method = "UMAP")
dimension_reduction(res, k = 6, method = "UMAP")
dimension_reduction(res, k = 7, method = "UMAP")
dimension_reduction(res, k = 8, method = "UMAP")
Following heatmap shows how subgroups are split when increasing k:
collect_classes(res)
Test correlation between subgroups and known annotations. If the known annotation is numeric, one-way ANOVA test is applied, and if the known annotation is discrete, chi-squared contingency table test is applied.
test_to_known_factors(res)
#> n_sample meth_class(p-value) tumor_type(p-value) k
#> ATC:skmeans 138 1.000 NA 2
#> ATC:skmeans 137 0.461 NA 3
#> ATC:skmeans 138 0.633 NA 4
#> ATC:skmeans 103 0.647 NA 5
#> ATC:skmeans 115 0.843 NA 6
#> ATC:skmeans 127 0.183 NA 7
#> ATC:skmeans 100 NA NA 8
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.
Parent node: Node01. Child nodes: Node0111-leaf , Node0112-leaf , Node0113-leaf , Node0114-leaf , Node0121-leaf , Node0122-leaf , Node0123-leaf , Node0131-leaf , Node0132-leaf , Node0133-leaf , Node0134-leaf , Node0141-leaf , Node0142-leaf , Node0143-leaf , Node0144-leaf , Node0145-leaf , Node0161-leaf , Node0162-leaf , Node0163-leaf , Node0164-leaf , Node0165-leaf , Node0211 , Node0212 , Node0213 , Node0214 , Node0215-leaf , Node0216 , Node0217 , Node0221-leaf , Node0222-leaf , Node0223-leaf , Node0224-leaf , Node0225-leaf , Node0226-leaf , Node0227-leaf , Node0231 , Node0232 , Node0233 , Node0234-leaf , Node0235-leaf , Node0236 , Node0237 , Node0241-leaf , Node0242-leaf , Node0243 , Node0244-leaf , Node0245-leaf , Node0246-leaf , Node0247-leaf , Node0248-leaf .
The object with results only for a single top-value method and a single partitioning method can be extracted as:
res = res_rh["012"]
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, 7, 8.
#> On a matrix with 30000 rows and 84 columns.
#> Top rows (1000) are extracted by 'ATC' method.
#> Subgroups are detected by 'skmeans' method.
#> Performed in total 350 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_partitions"
#> [7] "compare_signatures" "consensus_heatmap" "dimension_reduction"
#> [10] "functional_enrichment" "get_anno_col" "get_anno"
#> [13] "get_classes" "get_consensus" "get_matrix"
#> [16] "get_membership" "get_param" "get_signatures"
#> [19] "get_stats" "is_best_k" "is_stable_k"
#> [22] "membership_heatmap" "ncol" "nrow"
#> [25] "plot_ecdf" "predict_classes" "rownames"
#> [28] "select_partition_number" "show" "suggest_best_k"
#> [31] "test_to_known_factors" "top_rows_heatmap"
collect_plots() function collects all the plots made from res for all k (number of subgroups)
into one single page to provide an easy and fast comparison between different k.
collect_plots(res)
The plots are:
k and the heatmap of
predicted classes for each k.k.k.k.All the plots in panels can be made by individual functions and they are plotted later in this section.
select_partition_number() produces several plots showing different
statistics for choosing “optimized” k. There are following statistics:
k;k, the area increased is defined as \(A_k - A_{k-1}\).The detailed explanations of these statistics can be found in the cola vignette.
Generally speaking, higher 1-PAC score, higher mean silhouette score or higher
concordance corresponds to better partition. Rand index and Jaccard index
measure how similar the current partition is compared to partition with k-1.
If they are too similar, we won't accept k is better than k-1.
select_partition_number(res)
The numeric values for all these statistics can be obtained by get_stats().
get_stats(res)
#> k 1-PAC mean_silhouette concordance area_increased Rand Jaccard
#> 2 2 0.859 0.923 0.954 0.5006 0.494 0.494
#> 3 3 1.000 0.964 0.985 0.2964 0.792 0.604
#> 4 4 0.900 0.885 0.940 0.0761 0.944 0.843
#> 5 5 0.832 0.844 0.922 0.0675 0.886 0.663
#> 6 6 0.752 0.678 0.801 0.0461 0.972 0.890
#> 7 7 0.691 0.591 0.767 0.0358 0.928 0.711
#> 8 8 0.720 0.553 0.758 0.0131 0.957 0.802
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] 3
There is also optional best \(k\) = 3 that is worth to check.
Following is 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 subgroup
label for an item is determined with the group with highest probability it
belongs to.
In get_classes() function, the entropy is calculated from the membership
matrix and the silhouette score is calculated from the consensus matrix.
cbind(get_classes(res, k = 2), get_membership(res, k = 2))
#> class entropy silhouette p1 p2
#> SAMPLE_88 2 0.242 0.934 0.04 0.96
#> SAMPLE_128 2 0.000 0.957 0.00 1.00
#> SAMPLE_135 2 0.000 0.957 0.00 1.00
#> SAMPLE_141 2 0.000 0.957 0.00 1.00
#> SAMPLE_151 2 0.000 0.957 0.00 1.00
#> SAMPLE_152 1 0.327 0.959 0.94 0.06
#> SAMPLE_155 1 0.242 0.958 0.96 0.04
#> SAMPLE_158 2 0.000 0.957 0.00 1.00
#> SAMPLE_161 2 0.000 0.957 0.00 1.00
#> SAMPLE_162 2 0.000 0.957 0.00 1.00
#> SAMPLE_163 1 0.242 0.958 0.96 0.04
#> SAMPLE_164 1 0.327 0.959 0.94 0.06
#> SAMPLE_167 2 0.000 0.957 0.00 1.00
#> SAMPLE_168 1 0.327 0.959 0.94 0.06
#> SAMPLE_169 1 0.327 0.959 0.94 0.06
#> SAMPLE_182 2 0.904 0.567 0.32 0.68
#> SAMPLE_183 2 0.000 0.957 0.00 1.00
#> SAMPLE_224 2 0.000 0.957 0.00 1.00
#> SAMPLE_225 1 0.529 0.861 0.88 0.12
#> SAMPLE_226 1 0.327 0.959 0.94 0.06
#> SAMPLE_227 1 0.327 0.959 0.94 0.06
#> SAMPLE_228 2 0.000 0.957 0.00 1.00
#> SAMPLE_276 1 0.000 0.943 1.00 0.00
#> SAMPLE_277 1 0.242 0.958 0.96 0.04
#> SAMPLE_395 1 0.327 0.959 0.94 0.06
#> SAMPLE_406 1 0.242 0.958 0.96 0.04
#> SAMPLE_408 1 0.000 0.943 1.00 0.00
#> SAMPLE_441 1 0.242 0.958 0.96 0.04
#> SAMPLE_443 1 0.529 0.861 0.88 0.12
#> SAMPLE_453 1 0.327 0.959 0.94 0.06
#> SAMPLE_454 2 0.000 0.957 0.00 1.00
#> SAMPLE_478 2 0.141 0.946 0.02 0.98
#> SAMPLE_486 1 0.242 0.958 0.96 0.04
#> SAMPLE_492 2 0.000 0.957 0.00 1.00
#> SAMPLE_503 2 0.995 0.119 0.46 0.54
#> SAMPLE_505 1 0.327 0.959 0.94 0.06
#> SAMPLE_509 2 0.000 0.957 0.00 1.00
#> SAMPLE_522 1 0.529 0.861 0.88 0.12
#> SAMPLE_539 1 0.327 0.959 0.94 0.06
#> SAMPLE_541 2 0.327 0.922 0.06 0.94
#> SAMPLE_554 1 0.327 0.959 0.94 0.06
#> SAMPLE_556 2 0.000 0.957 0.00 1.00
#> SAMPLE_557 2 0.000 0.957 0.00 1.00
#> SAMPLE_561 1 0.327 0.959 0.94 0.06
#> SAMPLE_562 1 0.242 0.958 0.96 0.04
#> SAMPLE_563 1 0.000 0.943 1.00 0.00
#> SAMPLE_565 1 0.327 0.959 0.94 0.06
#> SAMPLE_566 1 0.000 0.943 1.00 0.00
#> SAMPLE_567 1 0.000 0.943 1.00 0.00
#> SAMPLE_573 2 0.327 0.922 0.06 0.94
#> SAMPLE_574 2 0.000 0.957 0.00 1.00
#> SAMPLE_575 2 0.000 0.957 0.00 1.00
#> SAMPLE_576 2 0.327 0.922 0.06 0.94
#> SAMPLE_584 2 0.327 0.922 0.06 0.94
#> SAMPLE_611 2 0.000 0.957 0.00 1.00
#> SAMPLE_613 1 0.529 0.861 0.88 0.12
#> SAMPLE_642 2 0.000 0.957 0.00 1.00
#> SAMPLE_731 1 0.242 0.958 0.96 0.04
#> SAMPLE_749 2 0.680 0.812 0.18 0.82
#> SAMPLE_765 1 0.000 0.943 1.00 0.00
#> SAMPLE_769 2 0.000 0.957 0.00 1.00
#> SAMPLE_770 1 0.327 0.959 0.94 0.06
#> SAMPLE_976 2 0.000 0.957 0.00 1.00
#> SAMPLE_977 2 0.000 0.957 0.00 1.00
#> SAMPLE_978 2 0.000 0.957 0.00 1.00
#> SAMPLE_979 1 0.327 0.959 0.94 0.06
#> SAMPLE_983 2 0.000 0.957 0.00 1.00
#> SAMPLE_984 2 0.000 0.957 0.00 1.00
#> SAMPLE_985 2 0.327 0.922 0.06 0.94
#> SAMPLE_1039 2 0.242 0.934 0.04 0.96
#> SAMPLE_1064 1 0.529 0.861 0.88 0.12
#> SAMPLE_1066 1 0.529 0.861 0.88 0.12
#> SAMPLE_1149 2 0.000 0.957 0.00 1.00
#> SAMPLE_1241 1 0.327 0.959 0.94 0.06
#> SAMPLE_1413 2 0.000 0.957 0.00 1.00
#> SAMPLE_1414 2 0.943 0.388 0.36 0.64
#> SAMPLE_1415 2 0.242 0.934 0.04 0.96
#> SAMPLE_1417 2 0.000 0.957 0.00 1.00
#> SAMPLE_1418 2 0.000 0.957 0.00 1.00
#> SAMPLE_1525 1 0.327 0.959 0.94 0.06
#> SAMPLE_1893 1 0.000 0.943 1.00 0.00
#> SAMPLE_2436 1 0.000 0.943 1.00 0.00
#> SAMPLE_2447 1 0.327 0.959 0.94 0.06
#> SAMPLE_2451 1 0.000 0.943 1.00 0.00
cbind(get_classes(res, k = 3), get_membership(res, k = 3))
#> class entropy silhouette p1 p2 p3
#> SAMPLE_88 2 0.000 0.993 0.00 1.00 0.00
#> SAMPLE_128 2 0.000 0.993 0.00 1.00 0.00
#> SAMPLE_135 2 0.000 0.993 0.00 1.00 0.00
#> SAMPLE_141 2 0.000 0.993 0.00 1.00 0.00
#> SAMPLE_151 2 0.000 0.993 0.00 1.00 0.00
#> SAMPLE_152 1 0.000 0.985 1.00 0.00 0.00
#> SAMPLE_155 1 0.000 0.985 1.00 0.00 0.00
#> SAMPLE_158 2 0.000 0.993 0.00 1.00 0.00
#> SAMPLE_161 2 0.000 0.993 0.00 1.00 0.00
#> SAMPLE_162 2 0.000 0.993 0.00 1.00 0.00
#> SAMPLE_163 1 0.000 0.985 1.00 0.00 0.00
#> SAMPLE_164 1 0.000 0.985 1.00 0.00 0.00
#> SAMPLE_167 2 0.000 0.993 0.00 1.00 0.00
#> SAMPLE_168 1 0.000 0.985 1.00 0.00 0.00
#> SAMPLE_169 1 0.000 0.985 1.00 0.00 0.00
#> SAMPLE_182 3 0.619 0.298 0.00 0.42 0.58
#> SAMPLE_183 2 0.000 0.993 0.00 1.00 0.00
#> SAMPLE_224 2 0.000 0.993 0.00 1.00 0.00
#> SAMPLE_225 3 0.000 0.960 0.00 0.00 1.00
#> SAMPLE_226 1 0.000 0.985 1.00 0.00 0.00
#> SAMPLE_227 1 0.000 0.985 1.00 0.00 0.00
#> SAMPLE_228 2 0.000 0.993 0.00 1.00 0.00
#> SAMPLE_276 3 0.000 0.960 0.00 0.00 1.00
#> SAMPLE_277 1 0.000 0.985 1.00 0.00 0.00
#> SAMPLE_395 1 0.000 0.985 1.00 0.00 0.00
#> SAMPLE_406 1 0.000 0.985 1.00 0.00 0.00
#> SAMPLE_408 1 0.000 0.985 1.00 0.00 0.00
#> SAMPLE_441 1 0.000 0.985 1.00 0.00 0.00
#> SAMPLE_443 3 0.000 0.960 0.00 0.00 1.00
#> SAMPLE_453 1 0.000 0.985 1.00 0.00 0.00
#> SAMPLE_454 2 0.000 0.993 0.00 1.00 0.00
#> SAMPLE_478 2 0.000 0.993 0.00 1.00 0.00
#> SAMPLE_486 1 0.000 0.985 1.00 0.00 0.00
#> SAMPLE_492 2 0.000 0.993 0.00 1.00 0.00
#> SAMPLE_503 2 0.207 0.926 0.06 0.94 0.00
#> SAMPLE_505 1 0.000 0.985 1.00 0.00 0.00
#> SAMPLE_509 2 0.000 0.993 0.00 1.00 0.00
#> SAMPLE_522 3 0.000 0.960 0.00 0.00 1.00
#> SAMPLE_539 1 0.000 0.985 1.00 0.00 0.00
#> SAMPLE_541 3 0.254 0.895 0.00 0.08 0.92
#> SAMPLE_554 1 0.000 0.985 1.00 0.00 0.00
#> SAMPLE_556 2 0.000 0.993 0.00 1.00 0.00
#> SAMPLE_557 2 0.000 0.993 0.00 1.00 0.00
#> SAMPLE_561 1 0.000 0.985 1.00 0.00 0.00
#> SAMPLE_562 1 0.000 0.985 1.00 0.00 0.00
#> SAMPLE_563 1 0.000 0.985 1.00 0.00 0.00
#> SAMPLE_565 1 0.000 0.985 1.00 0.00 0.00
#> SAMPLE_566 1 0.296 0.879 0.90 0.00 0.10
#> SAMPLE_567 3 0.000 0.960 0.00 0.00 1.00
#> SAMPLE_573 3 0.000 0.960 0.00 0.00 1.00
#> SAMPLE_574 2 0.000 0.993 0.00 1.00 0.00
#> SAMPLE_575 2 0.000 0.993 0.00 1.00 0.00
#> SAMPLE_576 3 0.000 0.960 0.00 0.00 1.00
#> SAMPLE_584 3 0.369 0.831 0.00 0.14 0.86
#> SAMPLE_611 2 0.000 0.993 0.00 1.00 0.00
#> SAMPLE_613 3 0.000 0.960 0.00 0.00 1.00
#> SAMPLE_642 2 0.000 0.993 0.00 1.00 0.00
#> SAMPLE_731 1 0.000 0.985 1.00 0.00 0.00
#> SAMPLE_749 3 0.000 0.960 0.00 0.00 1.00
#> SAMPLE_765 3 0.000 0.960 0.00 0.00 1.00
#> SAMPLE_769 2 0.000 0.993 0.00 1.00 0.00
#> SAMPLE_770 1 0.000 0.985 1.00 0.00 0.00
#> SAMPLE_976 2 0.000 0.993 0.00 1.00 0.00
#> SAMPLE_977 2 0.000 0.993 0.00 1.00 0.00
#> SAMPLE_978 2 0.000 0.993 0.00 1.00 0.00
#> SAMPLE_979 1 0.000 0.985 1.00 0.00 0.00
#> SAMPLE_983 2 0.000 0.993 0.00 1.00 0.00
#> SAMPLE_984 2 0.000 0.993 0.00 1.00 0.00
#> SAMPLE_985 3 0.000 0.960 0.00 0.00 1.00
#> SAMPLE_1039 2 0.000 0.993 0.00 1.00 0.00
#> SAMPLE_1064 3 0.000 0.960 0.00 0.00 1.00
#> SAMPLE_1066 3 0.000 0.960 0.00 0.00 1.00
#> SAMPLE_1149 2 0.369 0.824 0.14 0.86 0.00
#> SAMPLE_1241 1 0.000 0.985 1.00 0.00 0.00
#> SAMPLE_1413 2 0.000 0.993 0.00 1.00 0.00
#> SAMPLE_1414 1 0.540 0.604 0.72 0.28 0.00
#> SAMPLE_1415 2 0.000 0.993 0.00 1.00 0.00
#> SAMPLE_1417 2 0.000 0.993 0.00 1.00 0.00
#> SAMPLE_1418 2 0.000 0.993 0.00 1.00 0.00
#> SAMPLE_1525 1 0.000 0.985 1.00 0.00 0.00
#> SAMPLE_1893 3 0.000 0.960 0.00 0.00 1.00
#> SAMPLE_2436 1 0.000 0.985 1.00 0.00 0.00
#> SAMPLE_2447 1 0.000 0.985 1.00 0.00 0.00
#> SAMPLE_2451 3 0.000 0.960 0.00 0.00 1.00
cbind(get_classes(res, k = 4), get_membership(res, k = 4))
#> class entropy silhouette p1 p2 p3 p4
#> SAMPLE_88 2 0.3975 0.732 0.00 0.76 0.24 0.00
#> SAMPLE_128 2 0.0707 0.921 0.00 0.98 0.00 0.02
#> SAMPLE_135 2 0.0707 0.921 0.00 0.98 0.00 0.02
#> SAMPLE_141 2 0.2647 0.847 0.00 0.88 0.12 0.00
#> SAMPLE_151 2 0.0707 0.921 0.00 0.98 0.00 0.02
#> SAMPLE_152 1 0.0707 0.944 0.98 0.00 0.00 0.02
#> SAMPLE_155 1 0.0000 0.963 1.00 0.00 0.00 0.00
#> SAMPLE_158 2 0.0707 0.914 0.00 0.98 0.02 0.00
#> SAMPLE_161 2 0.0000 0.920 0.00 1.00 0.00 0.00
#> SAMPLE_162 2 0.0707 0.921 0.00 0.98 0.00 0.02
#> SAMPLE_163 1 0.0000 0.963 1.00 0.00 0.00 0.00
#> SAMPLE_164 1 0.0000 0.963 1.00 0.00 0.00 0.00
#> SAMPLE_167 2 0.0707 0.914 0.00 0.98 0.02 0.00
#> SAMPLE_168 1 0.0000 0.963 1.00 0.00 0.00 0.00
#> SAMPLE_169 1 0.0000 0.963 1.00 0.00 0.00 0.00
#> SAMPLE_182 3 0.2011 0.903 0.00 0.00 0.92 0.08
#> SAMPLE_183 2 0.0707 0.914 0.00 0.98 0.02 0.00
#> SAMPLE_224 2 0.0707 0.921 0.00 0.98 0.00 0.02
#> SAMPLE_225 3 0.3172 0.903 0.00 0.00 0.84 0.16
#> SAMPLE_226 1 0.0000 0.963 1.00 0.00 0.00 0.00
#> SAMPLE_227 1 0.0000 0.963 1.00 0.00 0.00 0.00
#> SAMPLE_228 2 0.0707 0.921 0.00 0.98 0.00 0.02
#> SAMPLE_276 4 0.0707 0.923 0.00 0.00 0.02 0.98
#> SAMPLE_277 1 0.0000 0.963 1.00 0.00 0.00 0.00
#> SAMPLE_395 1 0.0000 0.963 1.00 0.00 0.00 0.00
#> SAMPLE_406 1 0.0000 0.963 1.00 0.00 0.00 0.00
#> SAMPLE_408 1 0.2335 0.885 0.92 0.00 0.02 0.06
#> SAMPLE_441 1 0.0000 0.963 1.00 0.00 0.00 0.00
#> SAMPLE_443 3 0.3172 0.903 0.00 0.00 0.84 0.16
#> SAMPLE_453 1 0.0000 0.963 1.00 0.00 0.00 0.00
#> SAMPLE_454 2 0.0707 0.921 0.00 0.98 0.00 0.02
#> SAMPLE_478 2 0.4790 0.533 0.00 0.62 0.38 0.00
#> SAMPLE_486 1 0.0000 0.963 1.00 0.00 0.00 0.00
#> SAMPLE_492 2 0.0000 0.920 0.00 1.00 0.00 0.00
#> SAMPLE_503 2 0.6843 0.195 0.10 0.46 0.44 0.00
#> SAMPLE_505 1 0.0000 0.963 1.00 0.00 0.00 0.00
#> SAMPLE_509 2 0.1211 0.903 0.00 0.96 0.04 0.00
#> SAMPLE_522 3 0.3172 0.903 0.00 0.00 0.84 0.16
#> SAMPLE_539 1 0.0000 0.963 1.00 0.00 0.00 0.00
#> SAMPLE_541 3 0.1411 0.879 0.00 0.02 0.96 0.02
#> SAMPLE_554 1 0.0000 0.963 1.00 0.00 0.00 0.00
#> SAMPLE_556 2 0.0707 0.921 0.00 0.98 0.00 0.02
#> SAMPLE_557 2 0.0707 0.921 0.00 0.98 0.00 0.02
#> SAMPLE_561 1 0.0000 0.963 1.00 0.00 0.00 0.00
#> SAMPLE_562 1 0.0000 0.963 1.00 0.00 0.00 0.00
#> SAMPLE_563 4 0.3610 0.718 0.20 0.00 0.00 0.80
#> SAMPLE_565 1 0.0000 0.963 1.00 0.00 0.00 0.00
#> SAMPLE_566 4 0.2011 0.857 0.08 0.00 0.00 0.92
#> SAMPLE_567 4 0.0707 0.923 0.00 0.00 0.02 0.98
#> SAMPLE_573 3 0.1637 0.898 0.00 0.00 0.94 0.06
#> SAMPLE_574 2 0.0707 0.921 0.00 0.98 0.00 0.02
#> SAMPLE_575 2 0.0000 0.920 0.00 1.00 0.00 0.00
#> SAMPLE_576 3 0.1211 0.903 0.00 0.00 0.96 0.04
#> SAMPLE_584 3 0.0000 0.882 0.00 0.00 1.00 0.00
#> SAMPLE_611 2 0.0000 0.920 0.00 1.00 0.00 0.00
#> SAMPLE_613 3 0.3172 0.903 0.00 0.00 0.84 0.16
#> SAMPLE_642 2 0.0000 0.920 0.00 1.00 0.00 0.00
#> SAMPLE_731 1 0.0000 0.963 1.00 0.00 0.00 0.00
#> SAMPLE_749 3 0.1211 0.903 0.00 0.00 0.96 0.04
#> SAMPLE_765 4 0.0707 0.923 0.00 0.00 0.02 0.98
#> SAMPLE_769 2 0.0000 0.920 0.00 1.00 0.00 0.00
#> SAMPLE_770 1 0.0000 0.963 1.00 0.00 0.00 0.00
#> SAMPLE_976 2 0.0707 0.921 0.00 0.98 0.00 0.02
#> SAMPLE_977 2 0.0000 0.920 0.00 1.00 0.00 0.00
#> SAMPLE_978 2 0.0000 0.920 0.00 1.00 0.00 0.00
#> SAMPLE_979 1 0.0000 0.963 1.00 0.00 0.00 0.00
#> SAMPLE_983 2 0.0707 0.921 0.00 0.98 0.00 0.02
#> SAMPLE_984 2 0.0707 0.921 0.00 0.98 0.00 0.02
#> SAMPLE_985 3 0.0000 0.882 0.00 0.00 1.00 0.00
#> SAMPLE_1039 2 0.4713 0.554 0.00 0.64 0.36 0.00
#> SAMPLE_1064 3 0.3172 0.903 0.00 0.00 0.84 0.16
#> SAMPLE_1066 3 0.3172 0.903 0.00 0.00 0.84 0.16
#> SAMPLE_1149 1 0.6488 0.269 0.56 0.38 0.04 0.02
#> SAMPLE_1241 1 0.0000 0.963 1.00 0.00 0.00 0.00
#> SAMPLE_1413 2 0.0000 0.920 0.00 1.00 0.00 0.00
#> SAMPLE_1414 1 0.3610 0.691 0.80 0.20 0.00 0.00
#> SAMPLE_1415 2 0.4977 0.330 0.00 0.54 0.46 0.00
#> SAMPLE_1417 2 0.0707 0.921 0.00 0.98 0.00 0.02
#> SAMPLE_1418 2 0.3400 0.796 0.00 0.82 0.18 0.00
#> SAMPLE_1525 1 0.0000 0.963 1.00 0.00 0.00 0.00
#> SAMPLE_1893 4 0.0707 0.923 0.00 0.00 0.02 0.98
#> SAMPLE_2436 1 0.3198 0.840 0.88 0.00 0.08 0.04
#> SAMPLE_2447 1 0.0000 0.963 1.00 0.00 0.00 0.00
#> SAMPLE_2451 4 0.0707 0.923 0.00 0.00 0.02 0.98
cbind(get_classes(res, k = 5), get_membership(res, k = 5))
#> class entropy silhouette p1 p2 p3 p4 p5
#> SAMPLE_88 5 0.202 0.739 0.00 0.10 0.00 0.00 0.90
#> SAMPLE_128 2 0.000 0.897 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_135 2 0.000 0.897 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_141 5 0.431 -0.255 0.00 0.50 0.00 0.00 0.50
#> SAMPLE_151 2 0.141 0.895 0.00 0.94 0.00 0.00 0.06
#> SAMPLE_152 1 0.173 0.892 0.92 0.08 0.00 0.00 0.00
#> SAMPLE_155 1 0.000 0.987 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_158 2 0.273 0.869 0.00 0.84 0.00 0.00 0.16
#> SAMPLE_161 2 0.202 0.893 0.00 0.90 0.00 0.00 0.10
#> SAMPLE_162 2 0.000 0.897 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_163 1 0.000 0.987 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_164 1 0.000 0.987 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_167 2 0.311 0.834 0.00 0.80 0.00 0.00 0.20
#> SAMPLE_168 1 0.000 0.987 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_169 1 0.000 0.987 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_182 3 0.173 0.730 0.00 0.00 0.92 0.00 0.08
#> SAMPLE_183 2 0.273 0.871 0.00 0.84 0.00 0.00 0.16
#> SAMPLE_224 2 0.000 0.897 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_225 3 0.202 0.712 0.00 0.00 0.90 0.00 0.10
#> SAMPLE_226 1 0.000 0.987 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_227 1 0.000 0.987 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_228 2 0.000 0.897 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_276 4 0.000 0.922 0.00 0.00 0.00 1.00 0.00
#> SAMPLE_277 1 0.000 0.987 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_395 1 0.000 0.987 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_406 1 0.000 0.987 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_408 3 0.429 0.237 0.46 0.00 0.54 0.00 0.00
#> SAMPLE_441 1 0.000 0.987 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_443 3 0.000 0.787 0.00 0.00 1.00 0.00 0.00
#> SAMPLE_453 1 0.000 0.987 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_454 2 0.104 0.898 0.00 0.96 0.00 0.00 0.04
#> SAMPLE_478 5 0.165 0.769 0.00 0.04 0.02 0.00 0.94
#> SAMPLE_486 1 0.000 0.987 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_492 2 0.252 0.882 0.00 0.86 0.00 0.00 0.14
#> SAMPLE_503 5 0.244 0.761 0.00 0.06 0.04 0.00 0.90
#> SAMPLE_505 1 0.000 0.987 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_509 2 0.380 0.693 0.00 0.70 0.00 0.00 0.30
#> SAMPLE_522 3 0.000 0.787 0.00 0.00 1.00 0.00 0.00
#> SAMPLE_539 1 0.000 0.987 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_541 5 0.351 0.726 0.00 0.02 0.18 0.00 0.80
#> SAMPLE_554 1 0.000 0.987 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_556 2 0.000 0.897 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_557 2 0.000 0.897 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_561 1 0.000 0.987 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_562 1 0.000 0.987 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_563 4 0.351 0.731 0.18 0.00 0.00 0.80 0.02
#> SAMPLE_565 1 0.000 0.987 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_566 4 0.262 0.839 0.10 0.00 0.00 0.88 0.02
#> SAMPLE_567 4 0.000 0.922 0.00 0.00 0.00 1.00 0.00
#> SAMPLE_573 5 0.327 0.695 0.00 0.00 0.22 0.00 0.78
#> SAMPLE_574 2 0.000 0.897 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_575 2 0.252 0.882 0.00 0.86 0.00 0.00 0.14
#> SAMPLE_576 5 0.356 0.674 0.00 0.00 0.26 0.00 0.74
#> SAMPLE_584 5 0.202 0.750 0.00 0.00 0.10 0.00 0.90
#> SAMPLE_611 2 0.252 0.882 0.00 0.86 0.00 0.00 0.14
#> SAMPLE_613 3 0.000 0.787 0.00 0.00 1.00 0.00 0.00
#> SAMPLE_642 2 0.252 0.882 0.00 0.86 0.00 0.00 0.14
#> SAMPLE_731 1 0.000 0.987 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_749 5 0.380 0.634 0.00 0.00 0.30 0.00 0.70
#> SAMPLE_765 4 0.000 0.922 0.00 0.00 0.00 1.00 0.00
#> SAMPLE_769 2 0.202 0.893 0.00 0.90 0.00 0.00 0.10
#> SAMPLE_770 1 0.000 0.987 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_976 2 0.000 0.897 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_977 2 0.252 0.882 0.00 0.86 0.00 0.00 0.14
#> SAMPLE_978 2 0.252 0.882 0.00 0.86 0.00 0.00 0.14
#> SAMPLE_979 1 0.000 0.987 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_983 2 0.000 0.897 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_984 2 0.000 0.897 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_985 5 0.380 0.627 0.00 0.00 0.30 0.00 0.70
#> SAMPLE_1039 5 0.122 0.767 0.00 0.02 0.02 0.00 0.96
#> SAMPLE_1064 3 0.000 0.787 0.00 0.00 1.00 0.00 0.00
#> SAMPLE_1066 3 0.000 0.787 0.00 0.00 1.00 0.00 0.00
#> SAMPLE_1149 2 0.492 0.369 0.34 0.62 0.00 0.00 0.04
#> SAMPLE_1241 1 0.000 0.987 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_1413 2 0.252 0.882 0.00 0.86 0.00 0.00 0.14
#> SAMPLE_1414 1 0.352 0.726 0.82 0.14 0.00 0.00 0.04
#> SAMPLE_1415 5 0.173 0.751 0.00 0.08 0.00 0.00 0.92
#> SAMPLE_1417 2 0.000 0.897 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_1418 5 0.252 0.704 0.00 0.14 0.00 0.00 0.86
#> SAMPLE_1525 1 0.000 0.987 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_1893 4 0.122 0.908 0.00 0.00 0.02 0.96 0.02
#> SAMPLE_2436 3 0.426 0.296 0.44 0.00 0.56 0.00 0.00
#> SAMPLE_2447 1 0.000 0.987 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_2451 4 0.000 0.922 0.00 0.00 0.00 1.00 0.00
cbind(get_classes(res, k = 6), get_membership(res, k = 6))
#> class entropy silhouette p1 p2 p3 p4 p5 p6
#> SAMPLE_88 6 0.4646 0.5248 0.00 0.04 0.00 0.00 0.46 0.50
#> SAMPLE_128 2 0.0000 0.7248 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_135 2 0.0000 0.7248 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_141 6 0.5769 0.6332 0.00 0.18 0.00 0.00 0.36 0.46
#> SAMPLE_151 2 0.2981 0.6369 0.00 0.82 0.00 0.00 0.02 0.16
#> SAMPLE_152 1 0.2956 0.8088 0.84 0.12 0.00 0.00 0.00 0.04
#> SAMPLE_155 1 0.2631 0.8692 0.82 0.00 0.00 0.00 0.00 0.18
#> SAMPLE_158 2 0.5289 0.3250 0.00 0.58 0.00 0.00 0.14 0.28
#> SAMPLE_161 2 0.4121 0.5721 0.00 0.72 0.00 0.00 0.06 0.22
#> SAMPLE_162 2 0.0000 0.7248 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_163 1 0.1556 0.9063 0.92 0.00 0.00 0.00 0.00 0.08
#> SAMPLE_164 1 0.0937 0.9156 0.96 0.00 0.00 0.00 0.00 0.04
#> SAMPLE_167 6 0.6047 0.4616 0.00 0.34 0.00 0.00 0.26 0.40
#> SAMPLE_168 1 0.0547 0.9208 0.98 0.00 0.00 0.00 0.00 0.02
#> SAMPLE_169 1 0.0000 0.9226 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_182 3 0.2728 0.6437 0.00 0.00 0.86 0.00 0.04 0.10
#> SAMPLE_183 2 0.5144 0.3339 0.00 0.56 0.00 0.00 0.10 0.34
#> SAMPLE_224 2 0.0000 0.7248 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_225 3 0.3916 0.3596 0.00 0.00 0.68 0.02 0.30 0.00
#> SAMPLE_226 1 0.0547 0.9212 0.98 0.00 0.00 0.00 0.00 0.02
#> SAMPLE_227 1 0.0937 0.9156 0.96 0.00 0.00 0.00 0.00 0.04
#> SAMPLE_228 2 0.0000 0.7248 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_276 4 0.0000 0.8437 0.00 0.00 0.00 1.00 0.00 0.00
#> SAMPLE_277 1 0.3156 0.8511 0.80 0.00 0.00 0.02 0.00 0.18
#> SAMPLE_395 1 0.0000 0.9226 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_406 1 0.1556 0.9042 0.92 0.00 0.00 0.00 0.00 0.08
#> SAMPLE_408 3 0.5523 0.2866 0.36 0.00 0.50 0.00 0.00 0.14
#> SAMPLE_441 1 0.1556 0.9042 0.92 0.00 0.00 0.00 0.00 0.08
#> SAMPLE_443 3 0.1267 0.6943 0.00 0.00 0.94 0.00 0.06 0.00
#> SAMPLE_453 1 0.0000 0.9226 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_454 2 0.1480 0.7060 0.00 0.94 0.00 0.00 0.02 0.04
#> SAMPLE_478 5 0.3572 0.4606 0.00 0.06 0.02 0.00 0.82 0.10
#> SAMPLE_486 1 0.2048 0.8827 0.88 0.00 0.00 0.00 0.00 0.12
#> SAMPLE_492 2 0.5012 0.4184 0.00 0.60 0.00 0.00 0.10 0.30
#> SAMPLE_503 5 0.5653 0.4716 0.08 0.04 0.08 0.00 0.70 0.10
#> SAMPLE_505 1 0.0547 0.9170 0.98 0.02 0.00 0.00 0.00 0.00
#> SAMPLE_509 6 0.6070 0.5191 0.00 0.32 0.00 0.00 0.28 0.40
#> SAMPLE_522 3 0.0000 0.7314 0.00 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_539 1 0.0547 0.9216 0.98 0.00 0.00 0.00 0.00 0.02
#> SAMPLE_541 5 0.3351 0.6463 0.00 0.00 0.16 0.00 0.80 0.04
#> SAMPLE_554 1 0.1267 0.9101 0.94 0.00 0.00 0.00 0.00 0.06
#> SAMPLE_556 2 0.0000 0.7248 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_557 2 0.0000 0.7248 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_561 1 0.2048 0.8880 0.88 0.00 0.00 0.00 0.00 0.12
#> SAMPLE_562 1 0.2260 0.8856 0.86 0.00 0.00 0.00 0.00 0.14
#> SAMPLE_563 4 0.5039 0.5964 0.18 0.00 0.00 0.64 0.00 0.18
#> SAMPLE_565 1 0.0937 0.9156 0.96 0.00 0.00 0.00 0.00 0.04
#> SAMPLE_566 4 0.4200 0.7078 0.12 0.00 0.00 0.74 0.00 0.14
#> SAMPLE_567 4 0.0937 0.8387 0.00 0.00 0.00 0.96 0.04 0.00
#> SAMPLE_573 5 0.3746 0.6532 0.00 0.00 0.14 0.00 0.78 0.08
#> SAMPLE_574 2 0.0000 0.7248 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_575 2 0.5083 0.3784 0.00 0.58 0.00 0.00 0.10 0.32
#> SAMPLE_576 5 0.4890 0.6407 0.00 0.00 0.18 0.00 0.66 0.16
#> SAMPLE_584 5 0.4798 0.3883 0.00 0.00 0.08 0.00 0.62 0.30
#> SAMPLE_611 2 0.5324 0.2588 0.00 0.54 0.00 0.00 0.12 0.34
#> SAMPLE_613 3 0.0000 0.7314 0.00 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_642 2 0.4929 0.4525 0.00 0.62 0.00 0.00 0.10 0.28
#> SAMPLE_731 1 0.3679 0.7813 0.76 0.00 0.00 0.04 0.00 0.20
#> SAMPLE_749 5 0.5029 0.5461 0.00 0.00 0.26 0.00 0.62 0.12
#> SAMPLE_765 4 0.0000 0.8437 0.00 0.00 0.00 1.00 0.00 0.00
#> SAMPLE_769 2 0.3821 0.5905 0.00 0.74 0.00 0.00 0.04 0.22
#> SAMPLE_770 1 0.1556 0.9042 0.92 0.00 0.00 0.00 0.00 0.08
#> SAMPLE_976 2 0.0000 0.7248 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_977 2 0.4613 0.5074 0.00 0.66 0.00 0.00 0.08 0.26
#> SAMPLE_978 2 0.4929 0.4525 0.00 0.62 0.00 0.00 0.10 0.28
#> SAMPLE_979 1 0.0000 0.9226 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_983 2 0.0000 0.7248 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_984 2 0.0000 0.7248 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_985 5 0.5798 0.4925 0.00 0.00 0.32 0.00 0.48 0.20
#> SAMPLE_1039 5 0.3198 0.2048 0.00 0.00 0.00 0.00 0.74 0.26
#> SAMPLE_1064 3 0.0000 0.7314 0.00 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_1066 3 0.0000 0.7314 0.00 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_1149 2 0.5906 -0.0582 0.42 0.44 0.00 0.00 0.02 0.12
#> SAMPLE_1241 1 0.0547 0.9216 0.98 0.00 0.00 0.00 0.00 0.02
#> SAMPLE_1413 2 0.5083 0.3784 0.00 0.58 0.00 0.00 0.10 0.32
#> SAMPLE_1414 1 0.6199 0.4984 0.60 0.14 0.02 0.00 0.04 0.20
#> SAMPLE_1415 6 0.4632 0.5215 0.00 0.04 0.00 0.00 0.44 0.52
#> SAMPLE_1417 2 0.0000 0.7248 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_1418 6 0.4632 0.5359 0.00 0.04 0.00 0.00 0.44 0.52
#> SAMPLE_1525 1 0.0000 0.9226 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1893 4 0.3483 0.7785 0.00 0.00 0.02 0.82 0.04 0.12
#> SAMPLE_2436 3 0.6499 0.3465 0.26 0.00 0.48 0.04 0.00 0.22
#> SAMPLE_2447 1 0.0000 0.9226 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2451 4 0.0937 0.8387 0.00 0.00 0.00 0.96 0.04 0.00
cbind(get_classes(res, k = 7), get_membership(res, k = 7))
#> class entropy silhouette p1 p2 p3 p4 p5 p6 p7
#> SAMPLE_88 6 0.3722 0.3048 0.00 0.04 0.00 0.02 0.18 0.76 0.00
#> SAMPLE_128 2 0.0863 0.8060 0.00 0.96 0.00 0.00 0.00 0.04 0.00
#> SAMPLE_135 2 0.0504 0.8042 0.00 0.98 0.00 0.02 0.00 0.00 0.00
#> SAMPLE_141 6 0.3765 0.4556 0.00 0.10 0.00 0.02 0.10 0.78 0.00
#> SAMPLE_151 2 0.3848 0.5880 0.00 0.76 0.00 0.06 0.02 0.16 0.00
#> SAMPLE_152 1 0.3449 0.7176 0.78 0.14 0.00 0.08 0.00 0.00 0.00
#> SAMPLE_155 1 0.5103 0.6278 0.60 0.00 0.00 0.30 0.02 0.02 0.06
#> SAMPLE_158 6 0.4421 0.3142 0.00 0.46 0.00 0.02 0.02 0.50 0.00
#> SAMPLE_161 2 0.3413 0.0767 0.00 0.62 0.00 0.00 0.00 0.38 0.00
#> SAMPLE_162 2 0.0504 0.8042 0.00 0.98 0.00 0.02 0.00 0.00 0.00
#> SAMPLE_163 1 0.3780 0.7488 0.72 0.02 0.00 0.24 0.02 0.00 0.00
#> SAMPLE_164 1 0.2163 0.8084 0.88 0.02 0.00 0.10 0.00 0.00 0.00
#> SAMPLE_167 6 0.2422 0.5922 0.00 0.18 0.00 0.00 0.00 0.82 0.00
#> SAMPLE_168 1 0.1006 0.8211 0.96 0.02 0.00 0.02 0.00 0.00 0.00
#> SAMPLE_169 1 0.0504 0.8235 0.98 0.02 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_182 3 0.3887 0.5376 0.00 0.02 0.80 0.06 0.04 0.08 0.00
#> SAMPLE_183 6 0.3606 0.5611 0.00 0.30 0.00 0.00 0.02 0.68 0.00
#> SAMPLE_224 2 0.0504 0.8042 0.00 0.98 0.00 0.02 0.00 0.00 0.00
#> SAMPLE_225 3 0.3755 0.2111 0.00 0.00 0.64 0.02 0.34 0.00 0.00
#> SAMPLE_226 1 0.2864 0.8000 0.84 0.02 0.00 0.12 0.00 0.00 0.02
#> SAMPLE_227 1 0.1886 0.8170 0.88 0.00 0.00 0.12 0.00 0.00 0.00
#> SAMPLE_228 2 0.0504 0.8042 0.00 0.98 0.00 0.02 0.00 0.00 0.00
#> SAMPLE_276 7 0.0504 0.7471 0.00 0.00 0.02 0.00 0.00 0.00 0.98
#> SAMPLE_277 1 0.5166 0.6172 0.62 0.00 0.00 0.26 0.02 0.02 0.08
#> SAMPLE_395 1 0.0000 0.8227 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_406 1 0.2422 0.7827 0.82 0.00 0.00 0.18 0.00 0.00 0.00
#> SAMPLE_408 3 0.5890 0.2560 0.26 0.00 0.44 0.28 0.00 0.00 0.02
#> SAMPLE_441 1 0.2832 0.7606 0.76 0.00 0.00 0.24 0.00 0.00 0.00
#> SAMPLE_443 3 0.2509 0.6027 0.00 0.00 0.88 0.04 0.06 0.02 0.00
#> SAMPLE_453 1 0.1363 0.8201 0.94 0.02 0.00 0.04 0.00 0.00 0.00
#> SAMPLE_454 2 0.2259 0.6476 0.00 0.84 0.00 0.00 0.00 0.16 0.00
#> SAMPLE_478 5 0.4479 0.5922 0.00 0.06 0.02 0.00 0.66 0.26 0.00
#> SAMPLE_486 1 0.3517 0.7034 0.70 0.00 0.00 0.28 0.00 0.00 0.02
#> SAMPLE_492 6 0.3546 0.4074 0.00 0.46 0.00 0.00 0.00 0.54 0.00
#> SAMPLE_503 5 0.7418 0.4797 0.08 0.08 0.08 0.06 0.50 0.20 0.00
#> SAMPLE_505 1 0.1006 0.8211 0.96 0.02 0.00 0.02 0.00 0.00 0.00
#> SAMPLE_509 6 0.2906 0.5874 0.00 0.18 0.00 0.00 0.02 0.80 0.00
#> SAMPLE_522 3 0.0863 0.6531 0.00 0.00 0.96 0.00 0.04 0.00 0.00
#> SAMPLE_539 1 0.1664 0.8145 0.92 0.00 0.00 0.06 0.02 0.00 0.00
#> SAMPLE_541 5 0.4939 0.6276 0.00 0.00 0.20 0.02 0.64 0.14 0.00
#> SAMPLE_554 1 0.2163 0.8028 0.88 0.00 0.00 0.10 0.02 0.00 0.00
#> SAMPLE_556 2 0.0863 0.8060 0.00 0.96 0.00 0.00 0.00 0.04 0.00
#> SAMPLE_557 2 0.0863 0.8060 0.00 0.96 0.00 0.00 0.00 0.04 0.00
#> SAMPLE_561 1 0.3055 0.7776 0.82 0.00 0.00 0.14 0.02 0.02 0.00
#> SAMPLE_562 1 0.3864 0.7482 0.76 0.00 0.00 0.18 0.02 0.02 0.02
#> SAMPLE_563 7 0.5517 0.4982 0.14 0.00 0.00 0.36 0.00 0.02 0.48
#> SAMPLE_565 1 0.1671 0.8084 0.90 0.00 0.00 0.10 0.00 0.00 0.00
#> SAMPLE_566 7 0.5438 0.5255 0.14 0.00 0.00 0.32 0.00 0.02 0.52
#> SAMPLE_567 7 0.1505 0.7369 0.00 0.00 0.02 0.02 0.02 0.00 0.94
#> SAMPLE_573 5 0.4812 0.6437 0.00 0.00 0.12 0.08 0.70 0.10 0.00
#> SAMPLE_574 2 0.0863 0.8060 0.00 0.96 0.00 0.00 0.00 0.04 0.00
#> SAMPLE_575 6 0.3459 0.4912 0.00 0.40 0.00 0.00 0.00 0.60 0.00
#> SAMPLE_576 5 0.6020 0.5883 0.00 0.00 0.22 0.10 0.54 0.14 0.00
#> SAMPLE_584 6 0.5413 -0.4683 0.00 0.00 0.08 0.04 0.44 0.44 0.00
#> SAMPLE_611 6 0.3294 0.5435 0.00 0.34 0.00 0.00 0.00 0.66 0.00
#> SAMPLE_613 3 0.0000 0.6662 0.00 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_642 6 0.3546 0.4074 0.00 0.46 0.00 0.00 0.00 0.54 0.00
#> SAMPLE_731 1 0.4597 0.5694 0.56 0.00 0.00 0.36 0.00 0.00 0.08
#> SAMPLE_749 5 0.5370 0.4679 0.00 0.00 0.30 0.10 0.56 0.04 0.00
#> SAMPLE_765 7 0.0504 0.7471 0.00 0.00 0.02 0.00 0.00 0.00 0.98
#> SAMPLE_769 2 0.3525 -0.1764 0.00 0.56 0.00 0.00 0.00 0.44 0.00
#> SAMPLE_770 1 0.4354 0.7158 0.68 0.02 0.00 0.26 0.02 0.00 0.02
#> SAMPLE_976 2 0.0863 0.8060 0.00 0.96 0.00 0.00 0.00 0.04 0.00
#> SAMPLE_977 6 0.3558 0.3587 0.00 0.48 0.00 0.00 0.00 0.52 0.00
#> SAMPLE_978 6 0.3546 0.4074 0.00 0.46 0.00 0.00 0.00 0.54 0.00
#> SAMPLE_979 1 0.0504 0.8236 0.98 0.00 0.00 0.02 0.00 0.00 0.00
#> SAMPLE_983 2 0.0863 0.8060 0.00 0.96 0.00 0.00 0.00 0.04 0.00
#> SAMPLE_984 2 0.0504 0.8042 0.00 0.98 0.00 0.02 0.00 0.00 0.00
#> SAMPLE_985 5 0.6337 0.4681 0.00 0.00 0.32 0.06 0.40 0.22 0.00
#> SAMPLE_1039 6 0.3558 -0.2815 0.00 0.00 0.00 0.00 0.48 0.52 0.00
#> SAMPLE_1064 3 0.0000 0.6662 0.00 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_1066 3 0.0000 0.6662 0.00 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_1149 2 0.6297 0.1678 0.28 0.50 0.00 0.14 0.02 0.06 0.00
#> SAMPLE_1241 1 0.4892 0.7270 0.70 0.08 0.00 0.16 0.04 0.00 0.02
#> SAMPLE_1413 6 0.3496 0.4668 0.00 0.42 0.00 0.00 0.00 0.58 0.00
#> SAMPLE_1414 1 0.7664 0.2551 0.44 0.18 0.06 0.20 0.04 0.08 0.00
#> SAMPLE_1415 6 0.4107 0.1359 0.00 0.02 0.00 0.04 0.24 0.70 0.00
#> SAMPLE_1417 2 0.0504 0.8042 0.00 0.98 0.00 0.02 0.00 0.00 0.00
#> SAMPLE_1418 6 0.3566 0.3331 0.00 0.04 0.00 0.02 0.16 0.78 0.00
#> SAMPLE_1525 1 0.1006 0.8211 0.96 0.02 0.00 0.02 0.00 0.00 0.00
#> SAMPLE_1893 7 0.5731 0.5217 0.00 0.00 0.02 0.26 0.08 0.06 0.58
#> SAMPLE_2436 3 0.5888 0.2116 0.22 0.00 0.40 0.36 0.00 0.00 0.02
#> SAMPLE_2447 1 0.0504 0.8235 0.98 0.02 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2451 7 0.0863 0.7363 0.00 0.00 0.04 0.00 0.00 0.00 0.96
cbind(get_classes(res, k = 8), get_membership(res, k = 8))
#> class entropy silhouette p1 p2 p3 p4 p5 p6 p7 p8
#> SAMPLE_88 6 0.6346 0.080 0.00 0.10 0.00 0.08 0.30 0.46 0.00 0.06
#> SAMPLE_128 2 0.3658 0.774 0.00 0.58 0.00 0.02 0.00 0.40 0.00 0.00
#> SAMPLE_135 2 0.2852 0.837 0.00 0.72 0.00 0.00 0.00 0.28 0.00 0.00
#> SAMPLE_141 6 0.5838 0.326 0.00 0.10 0.00 0.10 0.18 0.58 0.00 0.04
#> SAMPLE_151 2 0.5395 0.441 0.00 0.46 0.00 0.20 0.00 0.32 0.00 0.02
#> SAMPLE_152 1 0.2756 0.568 0.74 0.26 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_155 1 0.5804 0.534 0.56 0.06 0.00 0.24 0.00 0.00 0.06 0.08
#> SAMPLE_158 6 0.3303 0.567 0.00 0.02 0.00 0.20 0.00 0.76 0.00 0.02
#> SAMPLE_161 6 0.2224 0.547 0.00 0.12 0.00 0.02 0.00 0.86 0.00 0.00
#> SAMPLE_162 2 0.2852 0.837 0.00 0.72 0.00 0.00 0.00 0.28 0.00 0.00
#> SAMPLE_163 1 0.2650 0.751 0.76 0.00 0.00 0.24 0.00 0.00 0.00 0.00
#> SAMPLE_164 1 0.1091 0.801 0.94 0.06 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_167 6 0.2348 0.682 0.00 0.04 0.00 0.02 0.06 0.88 0.00 0.00
#> SAMPLE_168 1 0.0471 0.805 0.98 0.02 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_169 1 0.0471 0.805 0.98 0.02 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_182 3 0.3744 0.485 0.00 0.06 0.74 0.18 0.02 0.00 0.00 0.00
#> SAMPLE_183 6 0.1874 0.709 0.00 0.02 0.00 0.02 0.02 0.92 0.00 0.02
#> SAMPLE_224 2 0.2852 0.837 0.00 0.72 0.00 0.00 0.00 0.28 0.00 0.00
#> SAMPLE_225 3 0.5758 0.263 0.00 0.04 0.56 0.16 0.20 0.00 0.04 0.00
#> SAMPLE_226 1 0.2406 0.777 0.80 0.00 0.00 0.20 0.00 0.00 0.00 0.00
#> SAMPLE_227 1 0.1887 0.807 0.90 0.04 0.00 0.06 0.00 0.00 0.00 0.00
#> SAMPLE_228 2 0.2852 0.837 0.00 0.72 0.00 0.00 0.00 0.28 0.00 0.00
#> SAMPLE_276 7 0.0941 0.433 0.00 0.00 0.00 0.02 0.00 0.00 0.96 0.02
#> SAMPLE_277 1 0.5805 0.536 0.60 0.06 0.00 0.14 0.00 0.00 0.12 0.08
#> SAMPLE_395 1 0.0000 0.807 1.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_406 1 0.2404 0.777 0.84 0.02 0.00 0.14 0.00 0.00 0.00 0.00
#> SAMPLE_408 3 0.6225 -0.364 0.20 0.06 0.42 0.30 0.00 0.00 0.02 0.00
#> SAMPLE_441 1 0.2406 0.758 0.80 0.00 0.00 0.20 0.00 0.00 0.00 0.00
#> SAMPLE_443 3 0.2725 0.612 0.00 0.00 0.82 0.00 0.14 0.00 0.00 0.04
#> SAMPLE_453 1 0.1275 0.802 0.94 0.02 0.00 0.04 0.00 0.00 0.00 0.00
#> SAMPLE_454 6 0.3737 -0.618 0.00 0.48 0.00 0.02 0.00 0.50 0.00 0.00
#> SAMPLE_478 5 0.6436 0.212 0.00 0.04 0.02 0.32 0.40 0.20 0.00 0.02
#> SAMPLE_486 1 0.2719 0.756 0.80 0.02 0.00 0.18 0.00 0.00 0.00 0.00
#> SAMPLE_492 6 0.0471 0.704 0.00 0.02 0.00 0.00 0.00 0.98 0.00 0.00
#> SAMPLE_503 4 0.6211 -0.338 0.00 0.04 0.06 0.52 0.28 0.06 0.04 0.00
#> SAMPLE_505 1 0.1275 0.798 0.94 0.04 0.00 0.02 0.00 0.00 0.00 0.00
#> SAMPLE_509 6 0.3002 0.639 0.00 0.02 0.00 0.04 0.12 0.82 0.00 0.00
#> SAMPLE_522 3 0.0471 0.713 0.00 0.00 0.98 0.00 0.02 0.00 0.00 0.00
#> SAMPLE_539 1 0.1765 0.796 0.88 0.00 0.00 0.12 0.00 0.00 0.00 0.00
#> SAMPLE_541 5 0.5277 0.270 0.00 0.00 0.06 0.42 0.46 0.04 0.00 0.02
#> SAMPLE_554 1 0.1741 0.800 0.92 0.04 0.00 0.02 0.00 0.00 0.00 0.02
#> SAMPLE_556 2 0.3193 0.813 0.00 0.62 0.00 0.00 0.00 0.38 0.00 0.00
#> SAMPLE_557 2 0.3142 0.822 0.00 0.64 0.00 0.00 0.00 0.36 0.00 0.00
#> SAMPLE_561 1 0.4339 0.694 0.74 0.06 0.00 0.10 0.00 0.00 0.02 0.08
#> SAMPLE_562 1 0.5560 0.559 0.60 0.06 0.00 0.20 0.00 0.00 0.04 0.10
#> SAMPLE_563 7 0.6789 0.189 0.24 0.04 0.00 0.24 0.00 0.00 0.38 0.10
#> SAMPLE_565 1 0.1275 0.801 0.94 0.04 0.00 0.02 0.00 0.00 0.00 0.00
#> SAMPLE_566 7 0.6261 0.219 0.24 0.00 0.02 0.20 0.00 0.00 0.46 0.08
#> SAMPLE_567 7 0.0471 0.432 0.00 0.00 0.00 0.02 0.00 0.00 0.98 0.00
#> SAMPLE_573 5 0.2807 0.444 0.00 0.00 0.06 0.02 0.86 0.00 0.02 0.04
#> SAMPLE_574 2 0.3193 0.813 0.00 0.62 0.00 0.00 0.00 0.38 0.00 0.00
#> SAMPLE_575 6 0.0471 0.704 0.00 0.02 0.00 0.00 0.00 0.98 0.00 0.00
#> SAMPLE_576 5 0.1557 0.458 0.00 0.00 0.02 0.00 0.92 0.00 0.00 0.06
#> SAMPLE_584 5 0.6729 0.391 0.00 0.10 0.04 0.14 0.54 0.10 0.00 0.08
#> SAMPLE_611 6 0.1091 0.713 0.00 0.00 0.00 0.00 0.06 0.94 0.00 0.00
#> SAMPLE_613 3 0.0000 0.713 0.00 0.00 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_642 6 0.0471 0.704 0.00 0.02 0.00 0.00 0.00 0.98 0.00 0.00
#> SAMPLE_731 1 0.5422 0.573 0.60 0.04 0.00 0.22 0.00 0.00 0.10 0.04
#> SAMPLE_749 5 0.4605 0.307 0.00 0.02 0.18 0.02 0.68 0.00 0.00 0.10
#> SAMPLE_765 7 0.0471 0.448 0.00 0.00 0.00 0.02 0.00 0.00 0.98 0.00
#> SAMPLE_769 6 0.1275 0.682 0.00 0.04 0.00 0.02 0.00 0.94 0.00 0.00
#> SAMPLE_770 1 0.3449 0.629 0.66 0.00 0.02 0.32 0.00 0.00 0.00 0.00
#> SAMPLE_976 2 0.3193 0.813 0.00 0.62 0.00 0.00 0.00 0.38 0.00 0.00
#> SAMPLE_977 6 0.1275 0.683 0.00 0.04 0.00 0.02 0.00 0.94 0.00 0.00
#> SAMPLE_978 6 0.0941 0.696 0.00 0.02 0.00 0.02 0.00 0.96 0.00 0.00
#> SAMPLE_979 1 0.0471 0.808 0.98 0.02 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_983 2 0.3193 0.813 0.00 0.62 0.00 0.00 0.00 0.38 0.00 0.00
#> SAMPLE_984 2 0.2852 0.837 0.00 0.72 0.00 0.00 0.00 0.28 0.00 0.00
#> SAMPLE_985 5 0.7302 0.279 0.00 0.10 0.16 0.22 0.42 0.04 0.00 0.06
#> SAMPLE_1039 5 0.6436 0.330 0.00 0.06 0.00 0.16 0.46 0.26 0.00 0.06
#> SAMPLE_1064 3 0.0471 0.713 0.00 0.00 0.98 0.00 0.02 0.00 0.00 0.00
#> SAMPLE_1066 3 0.0000 0.713 0.00 0.00 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1149 2 0.5939 -0.182 0.22 0.48 0.00 0.24 0.00 0.04 0.00 0.02
#> SAMPLE_1241 1 0.3431 0.726 0.74 0.06 0.00 0.20 0.00 0.00 0.00 0.00
#> SAMPLE_1413 6 0.0000 0.709 0.00 0.00 0.00 0.00 0.00 1.00 0.00 0.00
#> SAMPLE_1414 1 0.5277 0.137 0.46 0.06 0.02 0.42 0.00 0.04 0.00 0.00
#> SAMPLE_1415 6 0.6458 0.122 0.00 0.10 0.00 0.10 0.28 0.46 0.00 0.06
#> SAMPLE_1417 2 0.2852 0.837 0.00 0.72 0.00 0.00 0.00 0.28 0.00 0.00
#> SAMPLE_1418 6 0.6185 0.201 0.00 0.10 0.00 0.10 0.26 0.50 0.00 0.04
#> SAMPLE_1525 1 0.0941 0.803 0.96 0.02 0.00 0.02 0.00 0.00 0.00 0.00
#> SAMPLE_1893 8 0.3374 0.000 0.00 0.00 0.02 0.00 0.00 0.00 0.30 0.68
#> SAMPLE_2436 4 0.5698 -0.141 0.20 0.04 0.36 0.40 0.00 0.00 0.00 0.00
#> SAMPLE_2447 1 0.0808 0.808 0.96 0.04 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2451 7 0.0471 0.438 0.00 0.00 0.00 0.00 0.00 0.00 0.98 0.02
Heatmaps for the consensus matrix. It visualizes the probability of two samples to be in a same group.
consensus_heatmap(res, k = 2)
consensus_heatmap(res, k = 3)
consensus_heatmap(res, k = 4)
consensus_heatmap(res, k = 5)
consensus_heatmap(res, k = 6)
consensus_heatmap(res, k = 7)
consensus_heatmap(res, k = 8)
Heatmaps for the membership of samples in all partitions to see how consistent they are:
membership_heatmap(res, k = 2)
membership_heatmap(res, k = 3)
membership_heatmap(res, k = 4)
membership_heatmap(res, k = 5)
membership_heatmap(res, k = 6)
membership_heatmap(res, k = 7)
membership_heatmap(res, k = 8)
As soon as the classes for columns are determined, the signatures that are significantly different between subgroups can be looked for. Following are the heatmaps for signatures.
get_signatures(res, k = 2)
get_signatures(res, k = 3)
get_signatures(res, k = 4)
get_signatures(res, k = 5)
get_signatures(res, k = 6)
get_signatures(res, k = 7)
get_signatures(res, k = 8)
Compare the overlap of signatures from different k:
compare_signatures(res)
get_signature() returns a data frame invisibly. To get the list of signatures, the function
call should be assigned to a variable explicitly. In following code, if plot argument is set
to FALSE, no heatmap is plotted while only the differential analysis is performed.
# code only for demonstration
tb = get_signature(res, k = ..., plot = FALSE)
An example of the output of tb is:
#> which_row fdr mean_1 mean_2 scaled_mean_1 scaled_mean_2 km
#> 1 38 0.042760348 8.373488 9.131774 -0.5533452 0.5164555 1
#> 2 40 0.018707592 7.106213 8.469186 -0.6173731 0.5762149 1
#> 3 55 0.019134737 10.221463 11.207825 -0.6159697 0.5749050 1
#> 4 59 0.006059896 5.921854 7.869574 -0.6899429 0.6439467 1
#> 5 60 0.018055526 8.928898 10.211722 -0.6204761 0.5791110 1
#> 6 98 0.009384629 15.714769 14.887706 0.6635654 -0.6193277 2
...
The columns in tb are:
which_row: row indices corresponding to the input matrix.fdr: FDR for the differential test. mean_x: The mean value in group x.scaled_mean_x: The mean value in group x after rows are scaled.km: Row groups if k-means clustering is applied to rows (which is done by automatically selecting number of clusters).If there are too many signatures, top_signatures = ... can be set to only show the
signatures with the highest FDRs:
# code only for demonstration
# e.g. to show the top 500 most significant rows
tb = get_signature(res, k = ..., top_signatures = 500)
If the signatures are defined as these which are uniquely high in current group, diff_method argument
can be set to "uniquely_high_in_one_group":
# code only for demonstration
tb = get_signature(res, k = ..., diff_method = "uniquely_high_in_one_group")
UMAP plot which shows how samples are separated.
dimension_reduction(res, k = 2, method = "UMAP")
dimension_reduction(res, k = 3, method = "UMAP")
dimension_reduction(res, k = 4, method = "UMAP")
dimension_reduction(res, k = 5, method = "UMAP")
dimension_reduction(res, k = 6, method = "UMAP")
dimension_reduction(res, k = 7, method = "UMAP")
dimension_reduction(res, k = 8, method = "UMAP")
Following heatmap shows how subgroups are split when increasing k:
collect_classes(res)
Test correlation between subgroups and known annotations. If the known annotation is numeric, one-way ANOVA test is applied, and if the known annotation is discrete, chi-squared contingency table test is applied.
test_to_known_factors(res)
#> n_sample meth_class(p-value) tumor_type(p-value) k
#> ATC:skmeans 82 1.0000 NA 2
#> ATC:skmeans 83 0.8513 NA 3
#> ATC:skmeans 81 0.8292 NA 4
#> ATC:skmeans 80 0.5769 NA 5
#> ATC:skmeans 65 0.0323 NA 6
#> ATC:skmeans 60 0.0142 NA 7
#> ATC:skmeans 56 0.3383 NA 8
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.
Parent node: Node01. Child nodes: Node0111-leaf , Node0112-leaf , Node0113-leaf , Node0114-leaf , Node0121-leaf , Node0122-leaf , Node0123-leaf , Node0131-leaf , Node0132-leaf , Node0133-leaf , Node0134-leaf , Node0141-leaf , Node0142-leaf , Node0143-leaf , Node0144-leaf , Node0145-leaf , Node0161-leaf , Node0162-leaf , Node0163-leaf , Node0164-leaf , Node0165-leaf , Node0211 , Node0212 , Node0213 , Node0214 , Node0215-leaf , Node0216 , Node0217 , Node0221-leaf , Node0222-leaf , Node0223-leaf , Node0224-leaf , Node0225-leaf , Node0226-leaf , Node0227-leaf , Node0231 , Node0232 , Node0233 , Node0234-leaf , Node0235-leaf , Node0236 , Node0237 , Node0241-leaf , Node0242-leaf , Node0243 , Node0244-leaf , Node0245-leaf , Node0246-leaf , Node0247-leaf , Node0248-leaf .
The object with results only for a single top-value method and a single partitioning method can be extracted as:
res = res_rh["013"]
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, 7, 8.
#> On a matrix with 30000 rows and 77 columns.
#> Top rows (1000) are extracted by 'ATC' method.
#> Subgroups are detected by 'kmeans' method.
#> Performed in total 350 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_partitions"
#> [7] "compare_signatures" "consensus_heatmap" "dimension_reduction"
#> [10] "functional_enrichment" "get_anno_col" "get_anno"
#> [13] "get_classes" "get_consensus" "get_matrix"
#> [16] "get_membership" "get_param" "get_signatures"
#> [19] "get_stats" "is_best_k" "is_stable_k"
#> [22] "membership_heatmap" "ncol" "nrow"
#> [25] "plot_ecdf" "predict_classes" "rownames"
#> [28] "select_partition_number" "show" "suggest_best_k"
#> [31] "test_to_known_factors" "top_rows_heatmap"
collect_plots() function collects all the plots made from res for all k (number of subgroups)
into one single page to provide an easy and fast comparison between different k.
collect_plots(res)
The plots are:
k and the heatmap of
predicted classes for each k.k.k.k.All the plots in panels can be made by individual functions and they are plotted later in this section.
select_partition_number() produces several plots showing different
statistics for choosing “optimized” k. There are following statistics:
k;k, the area increased is defined as \(A_k - A_{k-1}\).The detailed explanations of these statistics can be found in the cola vignette.
Generally speaking, higher 1-PAC score, higher mean silhouette score or higher
concordance corresponds to better partition. Rand index and Jaccard index
measure how similar the current partition is compared to partition with k-1.
If they are too similar, we won't accept k is better than k-1.
select_partition_number(res)
The numeric values for all these statistics can be obtained by get_stats().
get_stats(res)
#> k 1-PAC mean_silhouette concordance area_increased Rand Jaccard
#> 2 2 1.000 0.997 0.998 0.4702 0.531 0.531
#> 3 3 0.756 0.864 0.932 0.3988 0.692 0.475
#> 4 4 1.000 0.954 0.977 0.1224 0.802 0.501
#> 5 5 0.790 0.673 0.850 0.0594 0.967 0.877
#> 6 6 0.795 0.720 0.808 0.0438 0.869 0.513
#> 7 7 0.801 0.709 0.794 0.0275 0.970 0.823
#> 8 8 0.802 0.709 0.792 0.0284 0.988 0.926
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 is 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 subgroup
label for an item is determined with the group with highest probability it
belongs to.
In get_classes() function, the entropy is calculated from the membership
matrix and the silhouette score is calculated from the consensus matrix.
cbind(get_classes(res, k = 2), get_membership(res, k = 2))
#> class entropy silhouette p1 p2
#> SAMPLE_90 1 0.000 0.997 1.00 0.00
#> SAMPLE_91 2 0.000 1.000 0.00 1.00
#> SAMPLE_93 2 0.000 1.000 0.00 1.00
#> SAMPLE_96 1 0.000 0.997 1.00 0.00
#> SAMPLE_99 1 0.000 0.997 1.00 0.00
#> SAMPLE_129 2 0.000 1.000 0.00 1.00
#> SAMPLE_131 1 0.000 0.997 1.00 0.00
#> SAMPLE_132 1 0.000 0.997 1.00 0.00
#> SAMPLE_133 1 0.000 0.997 1.00 0.00
#> SAMPLE_134 2 0.000 1.000 0.00 1.00
#> SAMPLE_159 2 0.000 1.000 0.00 1.00
#> SAMPLE_186 1 0.000 0.997 1.00 0.00
#> SAMPLE_187 1 0.000 0.997 1.00 0.00
#> SAMPLE_192 2 0.000 1.000 0.00 1.00
#> SAMPLE_202 2 0.000 1.000 0.00 1.00
#> SAMPLE_205 1 0.000 0.997 1.00 0.00
#> SAMPLE_206 2 0.000 1.000 0.00 1.00
#> SAMPLE_230 2 0.000 1.000 0.00 1.00
#> SAMPLE_278 1 0.000 0.997 1.00 0.00
#> SAMPLE_390 1 0.000 0.997 1.00 0.00
#> SAMPLE_396 1 0.000 0.997 1.00 0.00
#> SAMPLE_410 1 0.000 0.997 1.00 0.00
#> SAMPLE_411 2 0.000 1.000 0.00 1.00
#> SAMPLE_413 1 0.000 0.997 1.00 0.00
#> SAMPLE_414 1 0.000 0.997 1.00 0.00
#> SAMPLE_417 1 0.000 0.997 1.00 0.00
#> SAMPLE_422 1 0.000 0.997 1.00 0.00
#> SAMPLE_429 1 0.000 0.997 1.00 0.00
#> SAMPLE_434 1 0.000 0.997 1.00 0.00
#> SAMPLE_442 2 0.000 1.000 0.00 1.00
#> SAMPLE_445 2 0.000 1.000 0.00 1.00
#> SAMPLE_446 2 0.000 1.000 0.00 1.00
#> SAMPLE_449 1 0.000 0.997 1.00 0.00
#> SAMPLE_451 1 0.000 0.997 1.00 0.00
#> SAMPLE_462 1 0.000 0.997 1.00 0.00
#> SAMPLE_463 1 0.000 0.997 1.00 0.00
#> SAMPLE_464 2 0.000 1.000 0.00 1.00
#> SAMPLE_477 1 0.000 0.997 1.00 0.00
#> SAMPLE_480 2 0.000 1.000 0.00 1.00
#> SAMPLE_481 1 0.000 0.997 1.00 0.00
#> SAMPLE_485 1 0.529 0.864 0.88 0.12
#> SAMPLE_491 1 0.000 0.997 1.00 0.00
#> SAMPLE_499 1 0.000 0.997 1.00 0.00
#> SAMPLE_510 1 0.000 0.997 1.00 0.00
#> SAMPLE_514 1 0.000 0.997 1.00 0.00
#> SAMPLE_515 1 0.000 0.997 1.00 0.00
#> SAMPLE_517 2 0.000 1.000 0.00 1.00
#> SAMPLE_520 2 0.000 1.000 0.00 1.00
#> SAMPLE_525 1 0.000 0.997 1.00 0.00
#> SAMPLE_529 1 0.000 0.997 1.00 0.00
#> SAMPLE_532 2 0.000 1.000 0.00 1.00
#> SAMPLE_538 2 0.000 1.000 0.00 1.00
#> SAMPLE_540 1 0.000 0.997 1.00 0.00
#> SAMPLE_542 2 0.000 1.000 0.00 1.00
#> SAMPLE_545 1 0.000 0.997 1.00 0.00
#> SAMPLE_546 1 0.000 0.997 1.00 0.00
#> SAMPLE_548 2 0.000 1.000 0.00 1.00
#> SAMPLE_555 2 0.000 1.000 0.00 1.00
#> SAMPLE_558 1 0.000 0.997 1.00 0.00
#> SAMPLE_577 2 0.000 1.000 0.00 1.00
#> SAMPLE_580 1 0.000 0.997 1.00 0.00
#> SAMPLE_583 2 0.000 1.000 0.00 1.00
#> SAMPLE_586 1 0.000 0.997 1.00 0.00
#> SAMPLE_615 1 0.000 0.997 1.00 0.00
#> SAMPLE_617 1 0.000 0.997 1.00 0.00
#> SAMPLE_1111 1 0.000 0.997 1.00 0.00
#> SAMPLE_1168 1 0.000 0.997 1.00 0.00
#> SAMPLE_1447 1 0.000 0.997 1.00 0.00
#> SAMPLE_1448 1 0.000 0.997 1.00 0.00
#> SAMPLE_1865 2 0.000 1.000 0.00 1.00
#> SAMPLE_1908 1 0.000 0.997 1.00 0.00
#> SAMPLE_1921 1 0.000 0.997 1.00 0.00
#> SAMPLE_1969 1 0.000 0.997 1.00 0.00
#> SAMPLE_1973 2 0.000 1.000 0.00 1.00
#> SAMPLE_2141 2 0.000 1.000 0.00 1.00
#> SAMPLE_2459 1 0.000 0.997 1.00 0.00
#> SAMPLE_2722 2 0.000 1.000 0.00 1.00
cbind(get_classes(res, k = 3), get_membership(res, k = 3))
#> class entropy silhouette p1 p2 p3
#> SAMPLE_90 1 0.0000 0.984 1.00 0.00 0.00
#> SAMPLE_91 2 0.4002 0.852 0.00 0.84 0.16
#> SAMPLE_93 3 0.6302 -0.211 0.00 0.48 0.52
#> SAMPLE_96 3 0.5016 0.753 0.24 0.00 0.76
#> SAMPLE_99 3 0.4555 0.787 0.20 0.00 0.80
#> SAMPLE_129 2 0.0000 0.921 0.00 1.00 0.00
#> SAMPLE_131 1 0.0000 0.984 1.00 0.00 0.00
#> SAMPLE_132 1 0.0000 0.984 1.00 0.00 0.00
#> SAMPLE_133 3 0.4796 0.774 0.22 0.00 0.78
#> SAMPLE_134 2 0.3686 0.863 0.00 0.86 0.14
#> SAMPLE_159 2 0.0000 0.921 0.00 1.00 0.00
#> SAMPLE_186 1 0.0000 0.984 1.00 0.00 0.00
#> SAMPLE_187 1 0.0000 0.984 1.00 0.00 0.00
#> SAMPLE_192 2 0.0000 0.921 0.00 1.00 0.00
#> SAMPLE_202 2 0.5016 0.797 0.00 0.76 0.24
#> SAMPLE_205 1 0.0000 0.984 1.00 0.00 0.00
#> SAMPLE_206 2 0.0000 0.921 0.00 1.00 0.00
#> SAMPLE_230 3 0.6045 0.158 0.00 0.38 0.62
#> SAMPLE_278 3 0.5016 0.753 0.24 0.00 0.76
#> SAMPLE_390 1 0.0000 0.984 1.00 0.00 0.00
#> SAMPLE_396 3 0.4796 0.774 0.22 0.00 0.78
#> SAMPLE_410 3 0.4796 0.774 0.22 0.00 0.78
#> SAMPLE_411 2 0.5016 0.797 0.00 0.76 0.24
#> SAMPLE_413 1 0.0000 0.984 1.00 0.00 0.00
#> SAMPLE_414 1 0.0892 0.967 0.98 0.00 0.02
#> SAMPLE_417 1 0.0000 0.984 1.00 0.00 0.00
#> SAMPLE_422 3 0.0000 0.837 0.00 0.00 1.00
#> SAMPLE_429 1 0.0000 0.984 1.00 0.00 0.00
#> SAMPLE_434 3 0.2066 0.831 0.06 0.00 0.94
#> SAMPLE_442 3 0.0892 0.825 0.00 0.02 0.98
#> SAMPLE_445 2 0.5016 0.797 0.00 0.76 0.24
#> SAMPLE_446 2 0.0000 0.921 0.00 1.00 0.00
#> SAMPLE_449 1 0.5706 0.439 0.68 0.00 0.32
#> SAMPLE_451 1 0.0000 0.984 1.00 0.00 0.00
#> SAMPLE_462 1 0.0892 0.967 0.98 0.00 0.02
#> SAMPLE_463 1 0.0000 0.984 1.00 0.00 0.00
#> SAMPLE_464 2 0.0000 0.921 0.00 1.00 0.00
#> SAMPLE_477 3 0.0000 0.837 0.00 0.00 1.00
#> SAMPLE_480 2 0.0000 0.921 0.00 1.00 0.00
#> SAMPLE_481 1 0.0000 0.984 1.00 0.00 0.00
#> SAMPLE_485 3 0.0000 0.837 0.00 0.00 1.00
#> SAMPLE_491 1 0.0000 0.984 1.00 0.00 0.00
#> SAMPLE_499 1 0.0000 0.984 1.00 0.00 0.00
#> SAMPLE_510 3 0.0000 0.837 0.00 0.00 1.00
#> SAMPLE_514 3 0.5016 0.753 0.24 0.00 0.76
#> SAMPLE_515 3 0.3340 0.819 0.12 0.00 0.88
#> SAMPLE_517 3 0.0892 0.825 0.00 0.02 0.98
#> SAMPLE_520 2 0.5016 0.797 0.00 0.76 0.24
#> SAMPLE_525 1 0.0000 0.984 1.00 0.00 0.00
#> SAMPLE_529 3 0.0000 0.837 0.00 0.00 1.00
#> SAMPLE_532 2 0.5016 0.797 0.00 0.76 0.24
#> SAMPLE_538 3 0.0892 0.825 0.00 0.02 0.98
#> SAMPLE_540 1 0.0000 0.984 1.00 0.00 0.00
#> SAMPLE_542 3 0.0000 0.837 0.00 0.00 1.00
#> SAMPLE_545 1 0.0000 0.984 1.00 0.00 0.00
#> SAMPLE_546 3 0.4796 0.774 0.22 0.00 0.78
#> SAMPLE_548 2 0.0000 0.921 0.00 1.00 0.00
#> SAMPLE_555 2 0.0000 0.921 0.00 1.00 0.00
#> SAMPLE_558 1 0.0000 0.984 1.00 0.00 0.00
#> SAMPLE_577 3 0.0000 0.837 0.00 0.00 1.00
#> SAMPLE_580 1 0.0000 0.984 1.00 0.00 0.00
#> SAMPLE_583 2 0.0000 0.921 0.00 1.00 0.00
#> SAMPLE_586 1 0.0000 0.984 1.00 0.00 0.00
#> SAMPLE_615 3 0.0000 0.837 0.00 0.00 1.00
#> SAMPLE_617 1 0.0000 0.984 1.00 0.00 0.00
#> SAMPLE_1111 1 0.0000 0.984 1.00 0.00 0.00
#> SAMPLE_1168 1 0.0000 0.984 1.00 0.00 0.00
#> SAMPLE_1447 3 0.0000 0.837 0.00 0.00 1.00
#> SAMPLE_1448 3 0.4796 0.774 0.22 0.00 0.78
#> SAMPLE_1865 3 0.0000 0.837 0.00 0.00 1.00
#> SAMPLE_1908 1 0.0892 0.967 0.98 0.00 0.02
#> SAMPLE_1921 1 0.0000 0.984 1.00 0.00 0.00
#> SAMPLE_1969 3 0.0000 0.837 0.00 0.00 1.00
#> SAMPLE_1973 2 0.0000 0.921 0.00 1.00 0.00
#> SAMPLE_2141 2 0.0000 0.921 0.00 1.00 0.00
#> SAMPLE_2459 3 0.5216 0.726 0.26 0.00 0.74
#> SAMPLE_2722 2 0.0000 0.921 0.00 1.00 0.00
cbind(get_classes(res, k = 4), get_membership(res, k = 4))
#> class entropy silhouette p1 p2 p3 p4
#> SAMPLE_90 1 0.0000 1.0000 1.00 0.00 0.00 0.00
#> SAMPLE_91 4 0.0707 0.9947 0.00 0.02 0.00 0.98
#> SAMPLE_93 4 0.0707 0.9947 0.00 0.02 0.00 0.98
#> SAMPLE_96 3 0.0707 0.9661 0.00 0.00 0.98 0.02
#> SAMPLE_99 3 0.0707 0.9661 0.00 0.00 0.98 0.02
#> SAMPLE_129 4 0.0707 0.9947 0.00 0.02 0.00 0.98
#> SAMPLE_131 1 0.0000 1.0000 1.00 0.00 0.00 0.00
#> SAMPLE_132 1 0.0000 1.0000 1.00 0.00 0.00 0.00
#> SAMPLE_133 3 0.0707 0.9661 0.00 0.00 0.98 0.02
#> SAMPLE_134 4 0.0707 0.9947 0.00 0.02 0.00 0.98
#> SAMPLE_159 2 0.3400 0.7573 0.00 0.82 0.00 0.18
#> SAMPLE_186 3 0.4855 0.3444 0.40 0.00 0.60 0.00
#> SAMPLE_187 1 0.0000 1.0000 1.00 0.00 0.00 0.00
#> SAMPLE_192 2 0.0000 0.9377 0.00 1.00 0.00 0.00
#> SAMPLE_202 4 0.0707 0.9947 0.00 0.02 0.00 0.98
#> SAMPLE_205 1 0.0000 1.0000 1.00 0.00 0.00 0.00
#> SAMPLE_206 2 0.0000 0.9377 0.00 1.00 0.00 0.00
#> SAMPLE_230 4 0.0707 0.9947 0.00 0.02 0.00 0.98
#> SAMPLE_278 3 0.0707 0.9661 0.00 0.00 0.98 0.02
#> SAMPLE_390 1 0.0000 1.0000 1.00 0.00 0.00 0.00
#> SAMPLE_396 3 0.0707 0.9661 0.00 0.00 0.98 0.02
#> SAMPLE_410 3 0.0000 0.9656 0.00 0.00 1.00 0.00
#> SAMPLE_411 4 0.0707 0.9947 0.00 0.02 0.00 0.98
#> SAMPLE_413 1 0.0000 1.0000 1.00 0.00 0.00 0.00
#> SAMPLE_414 3 0.0707 0.9545 0.02 0.00 0.98 0.00
#> SAMPLE_417 1 0.0000 1.0000 1.00 0.00 0.00 0.00
#> SAMPLE_422 3 0.0000 0.9656 0.00 0.00 1.00 0.00
#> SAMPLE_429 1 0.0000 1.0000 1.00 0.00 0.00 0.00
#> SAMPLE_434 3 0.0000 0.9656 0.00 0.00 1.00 0.00
#> SAMPLE_442 4 0.0707 0.9947 0.00 0.02 0.00 0.98
#> SAMPLE_445 4 0.0707 0.9947 0.00 0.02 0.00 0.98
#> SAMPLE_446 2 0.0000 0.9377 0.00 1.00 0.00 0.00
#> SAMPLE_449 3 0.0000 0.9656 0.00 0.00 1.00 0.00
#> SAMPLE_451 1 0.0000 1.0000 1.00 0.00 0.00 0.00
#> SAMPLE_462 3 0.0707 0.9545 0.02 0.00 0.98 0.00
#> SAMPLE_463 1 0.0000 1.0000 1.00 0.00 0.00 0.00
#> SAMPLE_464 2 0.4994 0.0878 0.00 0.52 0.00 0.48
#> SAMPLE_477 3 0.0707 0.9661 0.00 0.00 0.98 0.02
#> SAMPLE_480 2 0.0000 0.9377 0.00 1.00 0.00 0.00
#> SAMPLE_481 1 0.0000 1.0000 1.00 0.00 0.00 0.00
#> SAMPLE_485 3 0.0707 0.9661 0.00 0.00 0.98 0.02
#> SAMPLE_491 1 0.0000 1.0000 1.00 0.00 0.00 0.00
#> SAMPLE_499 1 0.0000 1.0000 1.00 0.00 0.00 0.00
#> SAMPLE_510 3 0.0707 0.9661 0.00 0.00 0.98 0.02
#> SAMPLE_514 3 0.0707 0.9661 0.00 0.00 0.98 0.02
#> SAMPLE_515 3 0.0707 0.9661 0.00 0.00 0.98 0.02
#> SAMPLE_517 4 0.0707 0.9947 0.00 0.02 0.00 0.98
#> SAMPLE_520 4 0.0707 0.9947 0.00 0.02 0.00 0.98
#> SAMPLE_525 1 0.0000 1.0000 1.00 0.00 0.00 0.00
#> SAMPLE_529 3 0.0000 0.9656 0.00 0.00 1.00 0.00
#> SAMPLE_532 4 0.0707 0.9947 0.00 0.02 0.00 0.98
#> SAMPLE_538 4 0.0707 0.9947 0.00 0.02 0.00 0.98
#> SAMPLE_540 3 0.2011 0.8927 0.08 0.00 0.92 0.00
#> SAMPLE_542 4 0.0000 0.9758 0.00 0.00 0.00 1.00
#> SAMPLE_545 1 0.0000 1.0000 1.00 0.00 0.00 0.00
#> SAMPLE_546 3 0.0000 0.9656 0.00 0.00 1.00 0.00
#> SAMPLE_548 2 0.0000 0.9377 0.00 1.00 0.00 0.00
#> SAMPLE_555 2 0.0000 0.9377 0.00 1.00 0.00 0.00
#> SAMPLE_558 1 0.0000 1.0000 1.00 0.00 0.00 0.00
#> SAMPLE_577 4 0.0000 0.9758 0.00 0.00 0.00 1.00
#> SAMPLE_580 1 0.0000 1.0000 1.00 0.00 0.00 0.00
#> SAMPLE_583 2 0.0000 0.9377 0.00 1.00 0.00 0.00
#> SAMPLE_586 1 0.0000 1.0000 1.00 0.00 0.00 0.00
#> SAMPLE_615 3 0.0000 0.9656 0.00 0.00 1.00 0.00
#> SAMPLE_617 1 0.0000 1.0000 1.00 0.00 0.00 0.00
#> SAMPLE_1111 1 0.0000 1.0000 1.00 0.00 0.00 0.00
#> SAMPLE_1168 1 0.0000 1.0000 1.00 0.00 0.00 0.00
#> SAMPLE_1447 3 0.0000 0.9656 0.00 0.00 1.00 0.00
#> SAMPLE_1448 3 0.0000 0.9656 0.00 0.00 1.00 0.00
#> SAMPLE_1865 4 0.0707 0.9740 0.00 0.00 0.02 0.98
#> SAMPLE_1908 3 0.0707 0.9545 0.02 0.00 0.98 0.00
#> SAMPLE_1921 1 0.0000 1.0000 1.00 0.00 0.00 0.00
#> SAMPLE_1969 3 0.1211 0.9524 0.00 0.00 0.96 0.04
#> SAMPLE_1973 2 0.0000 0.9377 0.00 1.00 0.00 0.00
#> SAMPLE_2141 2 0.0000 0.9377 0.00 1.00 0.00 0.00
#> SAMPLE_2459 3 0.0707 0.9661 0.00 0.00 0.98 0.02
#> SAMPLE_2722 2 0.0000 0.9377 0.00 1.00 0.00 0.00
cbind(get_classes(res, k = 5), get_membership(res, k = 5))
#> class entropy silhouette p1 p2 p3 p4 p5
#> SAMPLE_90 1 0.0000 0.949 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_91 4 0.2732 0.831 0.00 0.00 0.00 0.84 0.16
#> SAMPLE_93 4 0.2020 0.853 0.00 0.00 0.00 0.90 0.10
#> SAMPLE_96 3 0.3895 0.474 0.00 0.00 0.68 0.00 0.32
#> SAMPLE_99 3 0.4126 0.433 0.00 0.00 0.62 0.00 0.38
#> SAMPLE_129 4 0.2732 0.836 0.00 0.00 0.00 0.84 0.16
#> SAMPLE_131 1 0.2516 0.887 0.86 0.00 0.14 0.00 0.00
#> SAMPLE_132 1 0.0000 0.949 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_133 3 0.3983 0.462 0.00 0.00 0.66 0.00 0.34
#> SAMPLE_134 4 0.3424 0.769 0.00 0.00 0.00 0.76 0.24
#> SAMPLE_159 2 0.6503 0.355 0.00 0.48 0.00 0.30 0.22
#> SAMPLE_186 3 0.3684 0.085 0.28 0.00 0.72 0.00 0.00
#> SAMPLE_187 1 0.0000 0.949 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_192 2 0.0000 0.884 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_202 4 0.2280 0.871 0.00 0.00 0.00 0.88 0.12
#> SAMPLE_205 1 0.2929 0.862 0.82 0.00 0.18 0.00 0.00
#> SAMPLE_206 2 0.0000 0.884 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_230 4 0.0609 0.881 0.00 0.00 0.00 0.98 0.02
#> SAMPLE_278 3 0.3983 0.462 0.00 0.00 0.66 0.00 0.34
#> SAMPLE_390 1 0.0000 0.949 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_396 3 0.4182 0.428 0.00 0.00 0.60 0.00 0.40
#> SAMPLE_410 3 0.2280 0.407 0.00 0.00 0.88 0.00 0.12
#> SAMPLE_411 4 0.2020 0.865 0.00 0.00 0.00 0.90 0.10
#> SAMPLE_413 1 0.2929 0.862 0.82 0.00 0.18 0.00 0.00
#> SAMPLE_414 3 0.0609 0.377 0.02 0.00 0.98 0.00 0.00
#> SAMPLE_417 1 0.0000 0.949 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_422 3 0.4227 -0.355 0.00 0.00 0.58 0.00 0.42
#> SAMPLE_429 1 0.0000 0.949 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_434 3 0.4182 -0.329 0.00 0.00 0.60 0.00 0.40
#> SAMPLE_442 4 0.0609 0.881 0.00 0.00 0.00 0.98 0.02
#> SAMPLE_445 4 0.1410 0.870 0.00 0.00 0.00 0.94 0.06
#> SAMPLE_446 2 0.5555 0.654 0.00 0.64 0.00 0.14 0.22
#> SAMPLE_449 3 0.3424 0.471 0.00 0.00 0.76 0.00 0.24
#> SAMPLE_451 1 0.2732 0.877 0.84 0.00 0.16 0.00 0.00
#> SAMPLE_462 3 0.0609 0.377 0.02 0.00 0.98 0.00 0.00
#> SAMPLE_463 1 0.2929 0.862 0.82 0.00 0.18 0.00 0.00
#> SAMPLE_464 4 0.6146 0.434 0.00 0.20 0.00 0.56 0.24
#> SAMPLE_477 5 0.4126 0.441 0.00 0.00 0.38 0.00 0.62
#> SAMPLE_480 2 0.0000 0.884 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_481 1 0.0000 0.949 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_485 3 0.4262 0.379 0.00 0.00 0.56 0.00 0.44
#> SAMPLE_491 1 0.0000 0.949 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_499 1 0.0000 0.949 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_510 3 0.4060 0.428 0.00 0.00 0.64 0.00 0.36
#> SAMPLE_514 3 0.3895 0.474 0.00 0.00 0.68 0.00 0.32
#> SAMPLE_515 3 0.4182 0.428 0.00 0.00 0.60 0.00 0.40
#> SAMPLE_517 4 0.2732 0.806 0.00 0.00 0.00 0.84 0.16
#> SAMPLE_520 4 0.2280 0.871 0.00 0.00 0.00 0.88 0.12
#> SAMPLE_525 1 0.0000 0.949 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_529 5 0.5498 0.580 0.00 0.00 0.34 0.08 0.58
#> SAMPLE_532 4 0.0609 0.880 0.00 0.00 0.00 0.98 0.02
#> SAMPLE_538 4 0.0609 0.881 0.00 0.00 0.00 0.98 0.02
#> SAMPLE_540 3 0.1732 0.305 0.08 0.00 0.92 0.00 0.00
#> SAMPLE_542 4 0.1043 0.878 0.00 0.00 0.00 0.96 0.04
#> SAMPLE_545 1 0.0000 0.949 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_546 3 0.3983 0.441 0.00 0.00 0.66 0.00 0.34
#> SAMPLE_548 2 0.0000 0.884 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_555 2 0.0000 0.884 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_558 1 0.2732 0.877 0.84 0.00 0.16 0.00 0.00
#> SAMPLE_577 4 0.0609 0.881 0.00 0.00 0.00 0.98 0.02
#> SAMPLE_580 1 0.0000 0.949 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_583 2 0.0000 0.884 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_586 1 0.2732 0.877 0.84 0.00 0.16 0.00 0.00
#> SAMPLE_615 3 0.4227 -0.355 0.00 0.00 0.58 0.00 0.42
#> SAMPLE_617 1 0.0000 0.949 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_1111 1 0.0000 0.949 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_1168 1 0.0000 0.949 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_1447 3 0.4262 -0.380 0.00 0.00 0.56 0.00 0.44
#> SAMPLE_1448 3 0.3274 0.434 0.00 0.00 0.78 0.00 0.22
#> SAMPLE_1865 4 0.3983 0.584 0.00 0.00 0.00 0.66 0.34
#> SAMPLE_1908 3 0.0609 0.377 0.02 0.00 0.98 0.00 0.00
#> SAMPLE_1921 1 0.0000 0.949 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_1969 5 0.5130 0.624 0.00 0.00 0.22 0.10 0.68
#> SAMPLE_1973 2 0.0000 0.884 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_2141 2 0.0000 0.884 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_2459 3 0.3983 0.462 0.00 0.00 0.66 0.00 0.34
#> SAMPLE_2722 2 0.5555 0.654 0.00 0.64 0.00 0.14 0.22
cbind(get_classes(res, k = 6), get_membership(res, k = 6))
#> class entropy silhouette p1 p2 p3 p4 p5 p6
#> SAMPLE_90 1 0.0000 0.988 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_91 4 0.3985 0.775 0.00 0.00 0.14 0.76 0.10 0.00
#> SAMPLE_93 4 0.2020 0.795 0.00 0.00 0.02 0.92 0.04 0.02
#> SAMPLE_96 3 0.3916 0.893 0.00 0.00 0.68 0.00 0.02 0.30
#> SAMPLE_99 3 0.3309 0.891 0.00 0.00 0.72 0.00 0.00 0.28
#> SAMPLE_129 4 0.3321 0.787 0.00 0.00 0.10 0.82 0.08 0.00
#> SAMPLE_131 6 0.3864 0.404 0.48 0.00 0.00 0.00 0.00 0.52
#> SAMPLE_132 1 0.0547 0.988 0.98 0.00 0.00 0.00 0.02 0.00
#> SAMPLE_133 3 0.3409 0.895 0.00 0.00 0.70 0.00 0.00 0.30
#> SAMPLE_134 4 0.5150 0.665 0.00 0.00 0.22 0.62 0.16 0.00
#> SAMPLE_159 4 0.7455 0.150 0.00 0.26 0.24 0.36 0.14 0.00
#> SAMPLE_186 6 0.1556 0.445 0.08 0.00 0.00 0.00 0.00 0.92
#> SAMPLE_187 1 0.0000 0.988 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_192 2 0.0000 0.890 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_202 4 0.1865 0.811 0.00 0.00 0.04 0.92 0.04 0.00
#> SAMPLE_205 6 0.3851 0.434 0.46 0.00 0.00 0.00 0.00 0.54
#> SAMPLE_206 2 0.0000 0.890 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_230 4 0.2728 0.803 0.00 0.00 0.04 0.86 0.10 0.00
#> SAMPLE_278 3 0.3409 0.895 0.00 0.00 0.70 0.00 0.00 0.30
#> SAMPLE_390 1 0.0000 0.988 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_396 3 0.4348 0.882 0.00 0.00 0.64 0.00 0.04 0.32
#> SAMPLE_410 6 0.3916 -0.434 0.00 0.00 0.30 0.00 0.02 0.68
#> SAMPLE_411 4 0.3045 0.795 0.00 0.00 0.10 0.84 0.06 0.00
#> SAMPLE_413 6 0.3851 0.434 0.46 0.00 0.00 0.00 0.00 0.54
#> SAMPLE_414 6 0.0547 0.409 0.02 0.00 0.00 0.00 0.00 0.98
#> SAMPLE_417 1 0.0547 0.988 0.98 0.00 0.00 0.00 0.02 0.00
#> SAMPLE_422 5 0.5029 0.752 0.00 0.00 0.12 0.00 0.62 0.26
#> SAMPLE_429 1 0.0000 0.988 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_434 5 0.5029 0.752 0.00 0.00 0.12 0.00 0.62 0.26
#> SAMPLE_442 4 0.2094 0.811 0.00 0.00 0.02 0.90 0.08 0.00
#> SAMPLE_445 4 0.1635 0.803 0.00 0.00 0.02 0.94 0.02 0.02
#> SAMPLE_446 2 0.6866 0.433 0.00 0.50 0.22 0.14 0.14 0.00
#> SAMPLE_449 6 0.3864 -0.709 0.00 0.00 0.48 0.00 0.00 0.52
#> SAMPLE_451 6 0.3851 0.434 0.46 0.00 0.00 0.00 0.00 0.54
#> SAMPLE_462 6 0.0547 0.409 0.02 0.00 0.00 0.00 0.00 0.98
#> SAMPLE_463 6 0.3851 0.434 0.46 0.00 0.00 0.00 0.00 0.54
#> SAMPLE_464 4 0.6335 0.569 0.00 0.08 0.22 0.56 0.14 0.00
#> SAMPLE_477 5 0.5569 0.561 0.00 0.00 0.32 0.00 0.52 0.16
#> SAMPLE_480 2 0.0000 0.890 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_481 1 0.0000 0.988 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_485 3 0.5486 0.718 0.00 0.00 0.62 0.02 0.14 0.22
#> SAMPLE_491 1 0.0547 0.988 0.98 0.00 0.00 0.00 0.02 0.00
#> SAMPLE_499 1 0.0547 0.988 0.98 0.00 0.00 0.00 0.02 0.00
#> SAMPLE_510 3 0.4806 0.833 0.00 0.00 0.56 0.00 0.06 0.38
#> SAMPLE_514 3 0.3916 0.893 0.00 0.00 0.68 0.00 0.02 0.30
#> SAMPLE_515 3 0.4631 0.880 0.00 0.00 0.62 0.00 0.06 0.32
#> SAMPLE_517 4 0.3483 0.760 0.00 0.00 0.04 0.82 0.12 0.02
#> SAMPLE_520 4 0.1865 0.811 0.00 0.00 0.04 0.92 0.04 0.00
#> SAMPLE_525 1 0.0000 0.988 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_529 5 0.5184 0.669 0.00 0.00 0.20 0.02 0.66 0.12
#> SAMPLE_532 4 0.1807 0.807 0.00 0.00 0.00 0.92 0.06 0.02
#> SAMPLE_538 4 0.2728 0.803 0.00 0.00 0.04 0.86 0.10 0.00
#> SAMPLE_540 6 0.0547 0.409 0.02 0.00 0.00 0.00 0.00 0.98
#> SAMPLE_542 4 0.2956 0.792 0.00 0.00 0.04 0.84 0.12 0.00
#> SAMPLE_545 1 0.0547 0.988 0.98 0.00 0.00 0.00 0.02 0.00
#> SAMPLE_546 3 0.4534 0.849 0.00 0.00 0.58 0.00 0.04 0.38
#> SAMPLE_548 2 0.0000 0.890 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_555 2 0.0000 0.890 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_558 6 0.3851 0.434 0.46 0.00 0.00 0.00 0.00 0.54
#> SAMPLE_577 4 0.2728 0.803 0.00 0.00 0.04 0.86 0.10 0.00
#> SAMPLE_580 1 0.0000 0.988 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_583 2 0.0000 0.890 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_586 6 0.3851 0.434 0.46 0.00 0.00 0.00 0.00 0.54
#> SAMPLE_615 5 0.5029 0.752 0.00 0.00 0.12 0.00 0.62 0.26
#> SAMPLE_617 1 0.0000 0.988 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1111 1 0.0547 0.988 0.98 0.00 0.00 0.00 0.02 0.00
#> SAMPLE_1168 1 0.0547 0.988 0.98 0.00 0.00 0.00 0.02 0.00
#> SAMPLE_1447 5 0.5029 0.752 0.00 0.00 0.12 0.00 0.62 0.26
#> SAMPLE_1448 3 0.4609 0.817 0.00 0.00 0.54 0.00 0.04 0.42
#> SAMPLE_1865 5 0.4246 0.188 0.00 0.00 0.02 0.40 0.58 0.00
#> SAMPLE_1908 6 0.0547 0.409 0.02 0.00 0.00 0.00 0.00 0.98
#> SAMPLE_1921 1 0.0547 0.988 0.98 0.00 0.00 0.00 0.02 0.00
#> SAMPLE_1969 5 0.5347 0.420 0.00 0.00 0.42 0.06 0.50 0.02
#> SAMPLE_1973 2 0.0000 0.890 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_2141 2 0.0000 0.890 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_2459 3 0.3409 0.895 0.00 0.00 0.70 0.00 0.00 0.30
#> SAMPLE_2722 2 0.6866 0.433 0.00 0.50 0.22 0.14 0.14 0.00
cbind(get_classes(res, k = 7), get_membership(res, k = 7))
#> class entropy silhouette p1 p2 p3 p4 p5 p6 p7
#> SAMPLE_90 1 0.1664 0.9499 0.92 0.00 0.00 0.00 0.02 0.00 0.06
#> SAMPLE_91 4 0.3985 0.0800 0.00 0.00 0.00 0.52 0.00 0.02 0.46
#> SAMPLE_93 4 0.1671 0.6201 0.00 0.00 0.00 0.90 0.10 0.00 0.00
#> SAMPLE_96 3 0.0504 0.7798 0.00 0.00 0.98 0.00 0.00 0.02 0.00
#> SAMPLE_99 3 0.1006 0.7750 0.00 0.00 0.96 0.00 0.02 0.00 0.02
#> SAMPLE_129 4 0.2832 0.4463 0.00 0.00 0.00 0.76 0.00 0.00 0.24
#> SAMPLE_131 6 0.4936 0.4339 0.44 0.00 0.00 0.00 0.02 0.48 0.06
#> SAMPLE_132 1 0.0000 0.9501 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_133 3 0.0504 0.7798 0.00 0.00 0.98 0.00 0.00 0.02 0.00
#> SAMPLE_134 7 0.3139 0.5811 0.00 0.00 0.00 0.30 0.00 0.00 0.70
#> SAMPLE_159 7 0.4033 0.7334 0.00 0.08 0.00 0.22 0.00 0.00 0.70
#> SAMPLE_186 6 0.3687 0.5665 0.12 0.00 0.12 0.00 0.00 0.76 0.00
#> SAMPLE_187 1 0.1664 0.9499 0.92 0.00 0.00 0.00 0.02 0.00 0.06
#> SAMPLE_192 2 0.0504 0.9778 0.00 0.98 0.00 0.00 0.00 0.02 0.00
#> SAMPLE_202 4 0.2376 0.5805 0.00 0.00 0.00 0.86 0.02 0.00 0.12
#> SAMPLE_205 6 0.4505 0.5278 0.44 0.00 0.00 0.00 0.00 0.50 0.06
#> SAMPLE_206 2 0.0000 0.9858 0.00 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_230 4 0.5170 0.6298 0.00 0.00 0.00 0.66 0.08 0.14 0.12
#> SAMPLE_278 3 0.0504 0.7798 0.00 0.00 0.98 0.00 0.00 0.02 0.00
#> SAMPLE_390 1 0.1664 0.9499 0.92 0.00 0.00 0.00 0.02 0.00 0.06
#> SAMPLE_396 3 0.4536 0.7475 0.00 0.00 0.72 0.00 0.06 0.08 0.14
#> SAMPLE_410 6 0.4787 0.0146 0.00 0.00 0.30 0.00 0.12 0.58 0.00
#> SAMPLE_411 4 0.2708 0.4834 0.00 0.00 0.00 0.78 0.00 0.00 0.22
#> SAMPLE_413 6 0.4505 0.5278 0.44 0.00 0.00 0.00 0.00 0.50 0.06
#> SAMPLE_414 6 0.3244 0.4934 0.04 0.00 0.18 0.00 0.00 0.78 0.00
#> SAMPLE_417 1 0.0000 0.9501 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_422 5 0.3449 0.7386 0.00 0.00 0.08 0.00 0.78 0.14 0.00
#> SAMPLE_429 1 0.1664 0.9499 0.92 0.00 0.00 0.00 0.02 0.00 0.06
#> SAMPLE_434 5 0.3449 0.7386 0.00 0.00 0.08 0.00 0.78 0.14 0.00
#> SAMPLE_442 4 0.4187 0.6573 0.00 0.00 0.00 0.76 0.08 0.08 0.08
#> SAMPLE_445 4 0.1006 0.6437 0.00 0.00 0.00 0.96 0.02 0.00 0.02
#> SAMPLE_446 7 0.4538 0.6844 0.00 0.28 0.00 0.10 0.00 0.00 0.62
#> SAMPLE_449 3 0.3139 0.6456 0.00 0.00 0.70 0.00 0.00 0.30 0.00
#> SAMPLE_451 6 0.3496 0.5604 0.42 0.00 0.00 0.00 0.00 0.58 0.00
#> SAMPLE_462 6 0.3244 0.4934 0.04 0.00 0.18 0.00 0.00 0.78 0.00
#> SAMPLE_463 6 0.3496 0.5604 0.42 0.00 0.00 0.00 0.00 0.58 0.00
#> SAMPLE_464 7 0.3911 0.7159 0.00 0.06 0.00 0.24 0.00 0.00 0.70
#> SAMPLE_477 5 0.4479 0.6062 0.00 0.00 0.26 0.00 0.66 0.06 0.02
#> SAMPLE_480 2 0.0000 0.9858 0.00 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_481 1 0.1664 0.9499 0.92 0.00 0.00 0.00 0.02 0.00 0.06
#> SAMPLE_485 3 0.6300 0.6023 0.00 0.00 0.56 0.02 0.12 0.16 0.14
#> SAMPLE_491 1 0.0000 0.9501 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_499 1 0.0000 0.9501 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_510 3 0.6005 0.6281 0.00 0.00 0.56 0.00 0.16 0.14 0.14
#> SAMPLE_514 3 0.0504 0.7798 0.00 0.00 0.98 0.00 0.00 0.02 0.00
#> SAMPLE_515 3 0.4536 0.7475 0.00 0.00 0.72 0.00 0.06 0.08 0.14
#> SAMPLE_517 4 0.3833 0.6378 0.00 0.00 0.00 0.78 0.12 0.06 0.04
#> SAMPLE_520 4 0.2376 0.5805 0.00 0.00 0.00 0.86 0.02 0.00 0.12
#> SAMPLE_525 1 0.1664 0.9499 0.92 0.00 0.00 0.00 0.02 0.00 0.06
#> SAMPLE_529 5 0.5668 0.5512 0.00 0.00 0.02 0.12 0.64 0.10 0.12
#> SAMPLE_532 4 0.3404 0.6534 0.00 0.00 0.00 0.82 0.06 0.04 0.08
#> SAMPLE_538 4 0.5170 0.6298 0.00 0.00 0.00 0.66 0.08 0.14 0.12
#> SAMPLE_540 6 0.3244 0.4934 0.04 0.00 0.18 0.00 0.00 0.78 0.00
#> SAMPLE_542 4 0.5793 0.6118 0.00 0.00 0.02 0.62 0.08 0.14 0.14
#> SAMPLE_545 1 0.0000 0.9501 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_546 3 0.5229 0.7063 0.00 0.00 0.64 0.00 0.06 0.18 0.12
#> SAMPLE_548 2 0.0504 0.9858 0.00 0.98 0.00 0.00 0.00 0.02 0.00
#> SAMPLE_555 2 0.0863 0.9778 0.00 0.96 0.00 0.00 0.00 0.04 0.00
#> SAMPLE_558 6 0.4505 0.5278 0.44 0.00 0.00 0.00 0.00 0.50 0.06
#> SAMPLE_577 4 0.5793 0.6118 0.00 0.00 0.02 0.62 0.08 0.14 0.14
#> SAMPLE_580 1 0.1664 0.9499 0.92 0.00 0.00 0.00 0.02 0.00 0.06
#> SAMPLE_583 2 0.0000 0.9858 0.00 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_586 6 0.4505 0.5278 0.44 0.00 0.00 0.00 0.00 0.50 0.06
#> SAMPLE_615 5 0.3449 0.7386 0.00 0.00 0.08 0.00 0.78 0.14 0.00
#> SAMPLE_617 1 0.1664 0.9499 0.92 0.00 0.00 0.00 0.02 0.00 0.06
#> SAMPLE_1111 1 0.0000 0.9501 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1168 1 0.0000 0.9501 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1447 5 0.3263 0.7354 0.00 0.00 0.08 0.00 0.80 0.12 0.00
#> SAMPLE_1448 3 0.6037 0.5669 0.00 0.00 0.54 0.00 0.12 0.22 0.12
#> SAMPLE_1865 5 0.3546 0.1796 0.00 0.00 0.00 0.46 0.54 0.00 0.00
#> SAMPLE_1908 6 0.3244 0.4934 0.04 0.00 0.18 0.00 0.00 0.78 0.00
#> SAMPLE_1921 1 0.0000 0.9501 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1969 5 0.7048 0.4418 0.00 0.00 0.14 0.16 0.50 0.12 0.08
#> SAMPLE_1973 2 0.0504 0.9858 0.00 0.98 0.00 0.00 0.00 0.02 0.00
#> SAMPLE_2141 2 0.0504 0.9858 0.00 0.98 0.00 0.00 0.00 0.02 0.00
#> SAMPLE_2459 3 0.0504 0.7798 0.00 0.00 0.98 0.00 0.00 0.02 0.00
#> SAMPLE_2722 7 0.4992 0.6754 0.00 0.28 0.00 0.10 0.00 0.02 0.60
cbind(get_classes(res, k = 8), get_membership(res, k = 8))
#> class entropy silhouette p1 p2 p3 p4 p5 p6 p7 p8
#> SAMPLE_90 1 0.3385 0.8603 0.76 0.00 0.00 0.00 0.00 0.00 0.16 0.08
#> SAMPLE_91 4 0.3449 0.3088 0.00 0.00 0.00 0.66 0.00 0.00 0.32 0.02
#> SAMPLE_93 4 0.3758 0.5880 0.00 0.00 0.00 0.76 0.06 0.00 0.14 0.04
#> SAMPLE_96 3 0.3178 0.6825 0.00 0.00 0.80 0.00 0.00 0.02 0.14 0.04
#> SAMPLE_99 3 0.0471 0.7189 0.00 0.00 0.98 0.00 0.00 0.00 0.00 0.02
#> SAMPLE_129 4 0.4174 0.4540 0.00 0.00 0.00 0.62 0.02 0.00 0.32 0.04
#> SAMPLE_131 6 0.5718 0.5970 0.12 0.00 0.00 0.00 0.00 0.54 0.16 0.18
#> SAMPLE_132 1 0.0000 0.9066 1.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_133 3 0.0000 0.7132 0.00 0.00 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_134 4 0.3318 -0.0652 0.00 0.00 0.00 0.54 0.00 0.00 0.46 0.00
#> SAMPLE_159 7 0.4693 0.2994 0.00 0.12 0.00 0.42 0.00 0.00 0.46 0.00
#> SAMPLE_186 6 0.0471 0.7486 0.00 0.00 0.02 0.00 0.00 0.98 0.00 0.00
#> SAMPLE_187 1 0.2407 0.8966 0.86 0.00 0.00 0.00 0.00 0.00 0.08 0.06
#> SAMPLE_192 2 0.0000 1.0000 0.00 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_202 4 0.4041 0.5669 0.00 0.00 0.00 0.70 0.04 0.00 0.22 0.04
#> SAMPLE_205 6 0.4870 0.7036 0.12 0.00 0.00 0.00 0.00 0.62 0.04 0.22
#> SAMPLE_206 2 0.0000 1.0000 0.00 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_230 4 0.3444 0.5667 0.00 0.00 0.00 0.78 0.02 0.00 0.06 0.14
#> SAMPLE_278 3 0.0471 0.7196 0.00 0.00 0.98 0.00 0.00 0.02 0.00 0.00
#> SAMPLE_390 1 0.3154 0.8706 0.78 0.00 0.00 0.00 0.00 0.00 0.16 0.06
#> SAMPLE_396 3 0.3618 0.7228 0.00 0.00 0.60 0.00 0.00 0.02 0.00 0.38
#> SAMPLE_410 6 0.3048 0.7102 0.00 0.00 0.04 0.00 0.02 0.84 0.02 0.08
#> SAMPLE_411 4 0.4028 0.5081 0.00 0.00 0.00 0.66 0.02 0.00 0.28 0.04
#> SAMPLE_413 6 0.4870 0.7036 0.12 0.00 0.00 0.00 0.00 0.62 0.04 0.22
#> SAMPLE_414 6 0.2265 0.7393 0.00 0.00 0.02 0.00 0.00 0.88 0.02 0.08
#> SAMPLE_417 1 0.0000 0.9066 1.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_422 5 0.2025 0.7875 0.00 0.00 0.02 0.00 0.88 0.10 0.00 0.00
#> SAMPLE_429 1 0.2165 0.8998 0.88 0.00 0.00 0.00 0.00 0.00 0.06 0.06
#> SAMPLE_434 5 0.2025 0.7875 0.00 0.00 0.02 0.00 0.88 0.10 0.00 0.00
#> SAMPLE_442 4 0.0471 0.6087 0.00 0.00 0.00 0.98 0.00 0.00 0.00 0.02
#> SAMPLE_445 4 0.3494 0.5957 0.00 0.00 0.00 0.78 0.04 0.00 0.14 0.04
#> SAMPLE_446 7 0.5292 0.7398 0.00 0.38 0.00 0.16 0.00 0.02 0.44 0.00
#> SAMPLE_449 3 0.4399 0.1113 0.00 0.00 0.50 0.00 0.00 0.44 0.04 0.02
#> SAMPLE_451 6 0.2224 0.7566 0.12 0.00 0.00 0.00 0.00 0.86 0.00 0.02
#> SAMPLE_462 6 0.2265 0.7393 0.00 0.00 0.02 0.00 0.00 0.88 0.02 0.08
#> SAMPLE_463 6 0.2224 0.7566 0.12 0.00 0.00 0.00 0.00 0.86 0.00 0.02
#> SAMPLE_464 4 0.4004 -0.2450 0.00 0.04 0.00 0.50 0.00 0.00 0.46 0.00
#> SAMPLE_477 5 0.3198 0.6497 0.00 0.00 0.26 0.00 0.72 0.02 0.00 0.00
#> SAMPLE_480 2 0.0000 1.0000 0.00 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_481 1 0.3154 0.8706 0.78 0.00 0.00 0.00 0.00 0.00 0.16 0.06
#> SAMPLE_485 3 0.3658 0.6992 0.00 0.00 0.58 0.02 0.00 0.00 0.00 0.40
#> SAMPLE_491 1 0.0000 0.9066 1.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_499 1 0.0000 0.9066 1.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_510 3 0.4105 0.6852 0.00 0.00 0.54 0.00 0.02 0.02 0.00 0.42
#> SAMPLE_514 3 0.3178 0.6825 0.00 0.00 0.80 0.00 0.00 0.02 0.14 0.04
#> SAMPLE_515 3 0.3690 0.7186 0.00 0.00 0.56 0.00 0.00 0.02 0.00 0.42
#> SAMPLE_517 4 0.5180 0.5085 0.00 0.00 0.00 0.60 0.16 0.00 0.18 0.06
#> SAMPLE_520 4 0.4041 0.5669 0.00 0.00 0.00 0.70 0.04 0.00 0.22 0.04
#> SAMPLE_525 1 0.3385 0.8603 0.76 0.00 0.00 0.00 0.00 0.00 0.16 0.08
#> SAMPLE_529 5 0.4684 0.6402 0.00 0.00 0.02 0.14 0.70 0.00 0.06 0.08
#> SAMPLE_532 4 0.2348 0.5953 0.00 0.00 0.00 0.88 0.06 0.00 0.02 0.04
#> SAMPLE_538 4 0.3444 0.5667 0.00 0.00 0.00 0.78 0.02 0.00 0.06 0.14
#> SAMPLE_540 6 0.2484 0.7355 0.00 0.00 0.02 0.00 0.00 0.86 0.02 0.10
#> SAMPLE_542 4 0.3891 0.5607 0.00 0.00 0.02 0.76 0.02 0.00 0.06 0.14
#> SAMPLE_545 1 0.0000 0.9066 1.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_546 3 0.3992 0.7003 0.00 0.00 0.52 0.00 0.00 0.04 0.00 0.44
#> SAMPLE_548 2 0.0000 1.0000 0.00 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_555 2 0.0000 1.0000 0.00 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_558 6 0.4870 0.7036 0.12 0.00 0.00 0.00 0.00 0.62 0.04 0.22
#> SAMPLE_577 4 0.3444 0.5667 0.00 0.00 0.00 0.78 0.02 0.00 0.06 0.14
#> SAMPLE_580 1 0.3385 0.8603 0.76 0.00 0.00 0.00 0.00 0.00 0.16 0.08
#> SAMPLE_583 2 0.0000 1.0000 0.00 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_586 6 0.4870 0.7036 0.12 0.00 0.00 0.00 0.00 0.62 0.04 0.22
#> SAMPLE_615 5 0.2025 0.7875 0.00 0.00 0.02 0.00 0.88 0.10 0.00 0.00
#> SAMPLE_617 1 0.2407 0.8966 0.86 0.00 0.00 0.00 0.00 0.00 0.08 0.06
#> SAMPLE_1111 1 0.0000 0.9066 1.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1168 1 0.0000 0.9066 1.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1447 5 0.1804 0.7835 0.00 0.00 0.02 0.00 0.90 0.08 0.00 0.00
#> SAMPLE_1448 3 0.5213 0.6729 0.00 0.00 0.54 0.00 0.02 0.10 0.02 0.32
#> SAMPLE_1865 5 0.4593 0.4667 0.00 0.00 0.00 0.20 0.66 0.00 0.10 0.04
#> SAMPLE_1908 6 0.2265 0.7393 0.00 0.00 0.02 0.00 0.00 0.88 0.02 0.08
#> SAMPLE_1921 1 0.0000 0.9066 1.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1969 5 0.6522 0.5375 0.00 0.00 0.16 0.16 0.50 0.00 0.06 0.12
#> SAMPLE_1973 2 0.0000 1.0000 0.00 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2141 2 0.0000 1.0000 0.00 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2459 3 0.0471 0.7196 0.00 0.00 0.98 0.00 0.00 0.02 0.00 0.00
#> SAMPLE_2722 7 0.5292 0.7398 0.00 0.38 0.00 0.16 0.00 0.02 0.44 0.00
Heatmaps for the consensus matrix. It visualizes the probability of two samples to be in a same group.
consensus_heatmap(res, k = 2)
consensus_heatmap(res, k = 3)
consensus_heatmap(res, k = 4)
consensus_heatmap(res, k = 5)
consensus_heatmap(res, k = 6)
consensus_heatmap(res, k = 7)
consensus_heatmap(res, k = 8)
Heatmaps for the membership of samples in all partitions to see how consistent they are:
membership_heatmap(res, k = 2)
membership_heatmap(res, k = 3)
membership_heatmap(res, k = 4)
membership_heatmap(res, k = 5)
membership_heatmap(res, k = 6)
membership_heatmap(res, k = 7)
membership_heatmap(res, k = 8)
As soon as the classes for columns are determined, the signatures that are significantly different between subgroups can be looked for. Following are the heatmaps for signatures.
get_signatures(res, k = 2)
get_signatures(res, k = 3)
get_signatures(res, k = 4)
get_signatures(res, k = 5)
get_signatures(res, k = 6)
get_signatures(res, k = 7)
get_signatures(res, k = 8)
Compare the overlap of signatures from different k:
compare_signatures(res)
get_signature() returns a data frame invisibly. To get the list of signatures, the function
call should be assigned to a variable explicitly. In following code, if plot argument is set
to FALSE, no heatmap is plotted while only the differential analysis is performed.
# code only for demonstration
tb = get_signature(res, k = ..., plot = FALSE)
An example of the output of tb is:
#> which_row fdr mean_1 mean_2 scaled_mean_1 scaled_mean_2 km
#> 1 38 0.042760348 8.373488 9.131774 -0.5533452 0.5164555 1
#> 2 40 0.018707592 7.106213 8.469186 -0.6173731 0.5762149 1
#> 3 55 0.019134737 10.221463 11.207825 -0.6159697 0.5749050 1
#> 4 59 0.006059896 5.921854 7.869574 -0.6899429 0.6439467 1
#> 5 60 0.018055526 8.928898 10.211722 -0.6204761 0.5791110 1
#> 6 98 0.009384629 15.714769 14.887706 0.6635654 -0.6193277 2
...
The columns in tb are:
which_row: row indices corresponding to the input matrix.fdr: FDR for the differential test. mean_x: The mean value in group x.scaled_mean_x: The mean value in group x after rows are scaled.km: Row groups if k-means clustering is applied to rows (which is done by automatically selecting number of clusters).If there are too many signatures, top_signatures = ... can be set to only show the
signatures with the highest FDRs:
# code only for demonstration
# e.g. to show the top 500 most significant rows
tb = get_signature(res, k = ..., top_signatures = 500)
If the signatures are defined as these which are uniquely high in current group, diff_method argument
can be set to "uniquely_high_in_one_group":
# code only for demonstration
tb = get_signature(res, k = ..., diff_method = "uniquely_high_in_one_group")
UMAP plot which shows how samples are separated.
dimension_reduction(res, k = 2, method = "UMAP")
dimension_reduction(res, k = 3, method = "UMAP")
dimension_reduction(res, k = 4, method = "UMAP")
dimension_reduction(res, k = 5, method = "UMAP")
dimension_reduction(res, k = 6, method = "UMAP")
dimension_reduction(res, k = 7, method = "UMAP")
dimension_reduction(res, k = 8, method = "UMAP")
Following heatmap shows how subgroups are split when increasing k:
collect_classes(res)
Test correlation between subgroups and known annotations. If the known annotation is numeric, one-way ANOVA test is applied, and if the known annotation is discrete, chi-squared contingency table test is applied.
test_to_known_factors(res)
#> n_sample meth_class(p-value) tumor_type(p-value) k
#> ATC:kmeans 77 0.7754 NA 2
#> ATC:kmeans 74 0.2545 NA 3
#> ATC:kmeans 75 0.1167 NA 4
#> ATC:kmeans 51 NA NA 5
#> ATC:kmeans 58 NA NA 6
#> ATC:kmeans 66 0.0539 NA 7
#> ATC:kmeans 70 NA NA 8
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.
Parent node: Node01. Child nodes: Node0111-leaf , Node0112-leaf , Node0113-leaf , Node0114-leaf , Node0121-leaf , Node0122-leaf , Node0123-leaf , Node0131-leaf , Node0132-leaf , Node0133-leaf , Node0134-leaf , Node0141-leaf , Node0142-leaf , Node0143-leaf , Node0144-leaf , Node0145-leaf , Node0161-leaf , Node0162-leaf , Node0163-leaf , Node0164-leaf , Node0165-leaf , Node0211 , Node0212 , Node0213 , Node0214 , Node0215-leaf , Node0216 , Node0217 , Node0221-leaf , Node0222-leaf , Node0223-leaf , Node0224-leaf , Node0225-leaf , Node0226-leaf , Node0227-leaf , Node0231 , Node0232 , Node0233 , Node0234-leaf , Node0235-leaf , Node0236 , Node0237 , Node0241-leaf , Node0242-leaf , Node0243 , Node0244-leaf , Node0245-leaf , Node0246-leaf , Node0247-leaf , Node0248-leaf .
The object with results only for a single top-value method and a single partitioning method can be extracted as:
res = res_rh["014"]
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, 7, 8.
#> On a matrix with 30000 rows and 81 columns.
#> Top rows (1000) are extracted by 'SD' method.
#> Subgroups are detected by 'skmeans' method.
#> Performed in total 350 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_partitions"
#> [7] "compare_signatures" "consensus_heatmap" "dimension_reduction"
#> [10] "functional_enrichment" "get_anno_col" "get_anno"
#> [13] "get_classes" "get_consensus" "get_matrix"
#> [16] "get_membership" "get_param" "get_signatures"
#> [19] "get_stats" "is_best_k" "is_stable_k"
#> [22] "membership_heatmap" "ncol" "nrow"
#> [25] "plot_ecdf" "predict_classes" "rownames"
#> [28] "select_partition_number" "show" "suggest_best_k"
#> [31] "test_to_known_factors" "top_rows_heatmap"
collect_plots() function collects all the plots made from res for all k (number of subgroups)
into one single page to provide an easy and fast comparison between different k.
collect_plots(res)
The plots are:
k and the heatmap of
predicted classes for each k.k.k.k.All the plots in panels can be made by individual functions and they are plotted later in this section.
select_partition_number() produces several plots showing different
statistics for choosing “optimized” k. There are following statistics:
k;k, the area increased is defined as \(A_k - A_{k-1}\).The detailed explanations of these statistics can be found in the cola vignette.
Generally speaking, higher 1-PAC score, higher mean silhouette score or higher
concordance corresponds to better partition. Rand index and Jaccard index
measure how similar the current partition is compared to partition with k-1.
If they are too similar, we won't accept k is better than k-1.
select_partition_number(res)
The numeric values for all these statistics can be obtained by get_stats().
get_stats(res)
#> k 1-PAC mean_silhouette concordance area_increased Rand Jaccard
#> 2 2 0.364 0.919 0.924 0.3705 0.650 0.650
#> 3 3 0.615 0.897 0.911 0.6912 0.722 0.572
#> 4 4 1.000 0.998 0.999 0.2099 0.870 0.651
#> 5 5 0.956 0.963 0.961 0.0243 0.986 0.943
#> 6 6 0.945 0.958 0.930 0.0271 0.969 0.866
#> 7 7 0.884 0.891 0.895 0.0234 1.000 1.000
#> 8 8 0.881 0.830 0.887 0.0168 0.999 0.997
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] 4
There is also optional best \(k\) = 4 that is worth to check.
Following is 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 subgroup
label for an item is determined with the group with highest probability it
belongs to.
In get_classes() function, the entropy is calculated from the membership
matrix and the silhouette score is calculated from the consensus matrix.
cbind(get_classes(res, k = 2), get_membership(res, k = 2))
#> class entropy silhouette p1 p2
#> SAMPLE_125 2 0.469 0.882 0.10 0.90
#> SAMPLE_793 2 0.469 0.894 0.10 0.90
#> SAMPLE_857 2 0.000 0.918 0.00 1.00
#> SAMPLE_858 2 0.000 0.918 0.00 1.00
#> SAMPLE_870 1 0.469 0.997 0.90 0.10
#> SAMPLE_878 2 0.000 0.918 0.00 1.00
#> SAMPLE_891 2 0.000 0.918 0.00 1.00
#> SAMPLE_893 2 0.000 0.918 0.00 1.00
#> SAMPLE_986 1 0.469 0.997 0.90 0.10
#> SAMPLE_1159 2 0.000 0.918 0.00 1.00
#> SAMPLE_1160 2 0.000 0.918 0.00 1.00
#> SAMPLE_1161 2 0.469 0.894 0.10 0.90
#> SAMPLE_1427 1 0.469 0.997 0.90 0.10
#> SAMPLE_1603 2 0.000 0.918 0.00 1.00
#> SAMPLE_1605 2 0.000 0.918 0.00 1.00
#> SAMPLE_1606 2 0.469 0.894 0.10 0.90
#> SAMPLE_1607 2 0.469 0.894 0.10 0.90
#> SAMPLE_1677 2 0.469 0.894 0.10 0.90
#> SAMPLE_1694 2 0.000 0.918 0.00 1.00
#> SAMPLE_1698 2 0.469 0.882 0.10 0.90
#> SAMPLE_1736 2 0.469 0.882 0.10 0.90
#> SAMPLE_1829 2 0.000 0.918 0.00 1.00
#> SAMPLE_1838 2 0.000 0.918 0.00 1.00
#> SAMPLE_1859 1 0.469 0.997 0.90 0.10
#> SAMPLE_1870 1 0.469 0.997 0.90 0.10
#> SAMPLE_1875 1 0.469 0.997 0.90 0.10
#> SAMPLE_1876 1 0.469 0.997 0.90 0.10
#> SAMPLE_1877 1 0.469 0.997 0.90 0.10
#> SAMPLE_1930 2 0.000 0.918 0.00 1.00
#> SAMPLE_2182 2 0.000 0.918 0.00 1.00
#> SAMPLE_2230 2 0.000 0.918 0.00 1.00
#> SAMPLE_2251 1 0.584 0.950 0.86 0.14
#> SAMPLE_2261 2 0.469 0.882 0.10 0.90
#> SAMPLE_2305 2 0.000 0.918 0.00 1.00
#> SAMPLE_2319 2 0.469 0.894 0.10 0.90
#> SAMPLE_2369 2 0.469 0.882 0.10 0.90
#> SAMPLE_2370 2 0.469 0.882 0.10 0.90
#> SAMPLE_2373 2 0.469 0.882 0.10 0.90
#> SAMPLE_2374 2 0.469 0.882 0.10 0.90
#> SAMPLE_2376 2 0.469 0.882 0.10 0.90
#> SAMPLE_2377 2 0.469 0.882 0.10 0.90
#> SAMPLE_2378 2 0.469 0.882 0.10 0.90
#> SAMPLE_2380 2 0.469 0.882 0.10 0.90
#> SAMPLE_2382 2 0.469 0.882 0.10 0.90
#> SAMPLE_2386 1 0.469 0.997 0.90 0.10
#> SAMPLE_2398 2 0.469 0.882 0.10 0.90
#> SAMPLE_2399 2 0.469 0.882 0.10 0.90
#> SAMPLE_2400 2 0.469 0.882 0.10 0.90
#> SAMPLE_2401 2 0.469 0.882 0.10 0.90
#> SAMPLE_2402 2 0.469 0.882 0.10 0.90
#> SAMPLE_2403 1 0.469 0.997 0.90 0.10
#> SAMPLE_2404 1 0.469 0.997 0.90 0.10
#> SAMPLE_2508 2 0.000 0.918 0.00 1.00
#> SAMPLE_2509 2 0.000 0.918 0.00 1.00
#> SAMPLE_2539 2 0.000 0.918 0.00 1.00
#> SAMPLE_2554 2 0.469 0.882 0.10 0.90
#> SAMPLE_2555 2 0.469 0.894 0.10 0.90
#> SAMPLE_2561 2 0.469 0.894 0.10 0.90
#> SAMPLE_2563 2 0.469 0.894 0.10 0.90
#> SAMPLE_2564 2 0.469 0.894 0.10 0.90
#> SAMPLE_2565 2 0.469 0.894 0.10 0.90
#> SAMPLE_2566 2 0.469 0.894 0.10 0.90
#> SAMPLE_2568 2 0.469 0.882 0.10 0.90
#> SAMPLE_2569 2 0.469 0.894 0.10 0.90
#> SAMPLE_2608 2 0.469 0.894 0.10 0.90
#> SAMPLE_2714 1 0.469 0.997 0.90 0.10
#> SAMPLE_2716 1 0.469 0.997 0.90 0.10
#> SAMPLE_2737 2 0.469 0.894 0.10 0.90
#> SAMPLE_2738 2 0.469 0.894 0.10 0.90
#> SAMPLE_2739 2 0.469 0.894 0.10 0.90
#> SAMPLE_2740 2 0.469 0.894 0.10 0.90
#> SAMPLE_2741 2 0.469 0.882 0.10 0.90
#> SAMPLE_2742 2 0.469 0.894 0.10 0.90
#> SAMPLE_2743 2 0.000 0.918 0.00 1.00
#> SAMPLE_2744 2 0.469 0.894 0.10 0.90
#> SAMPLE_2745 2 0.469 0.894 0.10 0.90
#> SAMPLE_2787 2 0.469 0.894 0.10 0.90
#> SAMPLE_2788 1 0.469 0.997 0.90 0.10
#> SAMPLE_2790 1 0.469 0.997 0.90 0.10
#> SAMPLE_2791 1 0.469 0.997 0.90 0.10
#> SAMPLE_2792 1 0.469 0.997 0.90 0.10
cbind(get_classes(res, k = 3), get_membership(res, k = 3))
#> class entropy silhouette p1 p2 p3
#> SAMPLE_125 2 0.542 0.819 0.10 0.82 0.08
#> SAMPLE_793 3 0.000 1.000 0.00 0.00 1.00
#> SAMPLE_857 2 0.400 0.805 0.00 0.84 0.16
#> SAMPLE_858 2 0.400 0.805 0.00 0.84 0.16
#> SAMPLE_870 1 0.000 0.983 1.00 0.00 0.00
#> SAMPLE_878 2 0.400 0.805 0.00 0.84 0.16
#> SAMPLE_891 2 0.400 0.805 0.00 0.84 0.16
#> SAMPLE_893 2 0.400 0.805 0.00 0.84 0.16
#> SAMPLE_986 1 0.000 0.983 1.00 0.00 0.00
#> SAMPLE_1159 2 0.400 0.805 0.00 0.84 0.16
#> SAMPLE_1160 2 0.400 0.805 0.00 0.84 0.16
#> SAMPLE_1161 3 0.000 1.000 0.00 0.00 1.00
#> SAMPLE_1427 1 0.000 0.983 1.00 0.00 0.00
#> SAMPLE_1603 2 0.400 0.805 0.00 0.84 0.16
#> SAMPLE_1605 2 0.400 0.805 0.00 0.84 0.16
#> SAMPLE_1606 3 0.000 1.000 0.00 0.00 1.00
#> SAMPLE_1607 3 0.000 1.000 0.00 0.00 1.00
#> SAMPLE_1677 3 0.000 1.000 0.00 0.00 1.00
#> SAMPLE_1694 2 0.400 0.805 0.00 0.84 0.16
#> SAMPLE_1698 2 0.542 0.819 0.10 0.82 0.08
#> SAMPLE_1736 2 0.542 0.819 0.10 0.82 0.08
#> SAMPLE_1829 2 0.400 0.805 0.00 0.84 0.16
#> SAMPLE_1838 2 0.400 0.805 0.00 0.84 0.16
#> SAMPLE_1859 1 0.000 0.983 1.00 0.00 0.00
#> SAMPLE_1870 1 0.000 0.983 1.00 0.00 0.00
#> SAMPLE_1875 1 0.000 0.983 1.00 0.00 0.00
#> SAMPLE_1876 1 0.000 0.983 1.00 0.00 0.00
#> SAMPLE_1877 1 0.000 0.983 1.00 0.00 0.00
#> SAMPLE_1930 2 0.400 0.805 0.00 0.84 0.16
#> SAMPLE_2182 2 0.400 0.805 0.00 0.84 0.16
#> SAMPLE_2230 2 0.400 0.805 0.00 0.84 0.16
#> SAMPLE_2251 1 0.502 0.627 0.76 0.24 0.00
#> SAMPLE_2261 2 0.542 0.819 0.10 0.82 0.08
#> SAMPLE_2305 2 0.400 0.805 0.00 0.84 0.16
#> SAMPLE_2319 3 0.000 1.000 0.00 0.00 1.00
#> SAMPLE_2369 2 0.542 0.819 0.10 0.82 0.08
#> SAMPLE_2370 2 0.542 0.819 0.10 0.82 0.08
#> SAMPLE_2373 2 0.542 0.819 0.10 0.82 0.08
#> SAMPLE_2374 2 0.542 0.819 0.10 0.82 0.08
#> SAMPLE_2376 2 0.542 0.819 0.10 0.82 0.08
#> SAMPLE_2377 2 0.542 0.819 0.10 0.82 0.08
#> SAMPLE_2378 2 0.542 0.819 0.10 0.82 0.08
#> SAMPLE_2380 2 0.542 0.819 0.10 0.82 0.08
#> SAMPLE_2382 2 0.542 0.819 0.10 0.82 0.08
#> SAMPLE_2386 1 0.000 0.983 1.00 0.00 0.00
#> SAMPLE_2398 2 0.542 0.819 0.10 0.82 0.08
#> SAMPLE_2399 2 0.542 0.819 0.10 0.82 0.08
#> SAMPLE_2400 2 0.542 0.819 0.10 0.82 0.08
#> SAMPLE_2401 2 0.542 0.819 0.10 0.82 0.08
#> SAMPLE_2402 2 0.542 0.819 0.10 0.82 0.08
#> SAMPLE_2403 1 0.000 0.983 1.00 0.00 0.00
#> SAMPLE_2404 1 0.000 0.983 1.00 0.00 0.00
#> SAMPLE_2508 2 0.400 0.805 0.00 0.84 0.16
#> SAMPLE_2509 2 0.400 0.805 0.00 0.84 0.16
#> SAMPLE_2539 2 0.400 0.805 0.00 0.84 0.16
#> SAMPLE_2554 2 0.542 0.819 0.10 0.82 0.08
#> SAMPLE_2555 3 0.000 1.000 0.00 0.00 1.00
#> SAMPLE_2561 3 0.000 1.000 0.00 0.00 1.00
#> SAMPLE_2563 3 0.000 1.000 0.00 0.00 1.00
#> SAMPLE_2564 3 0.000 1.000 0.00 0.00 1.00
#> SAMPLE_2565 3 0.000 1.000 0.00 0.00 1.00
#> SAMPLE_2566 3 0.000 1.000 0.00 0.00 1.00
#> SAMPLE_2568 2 0.542 0.819 0.10 0.82 0.08
#> SAMPLE_2569 3 0.000 1.000 0.00 0.00 1.00
#> SAMPLE_2608 3 0.000 1.000 0.00 0.00 1.00
#> SAMPLE_2714 1 0.000 0.983 1.00 0.00 0.00
#> SAMPLE_2716 1 0.000 0.983 1.00 0.00 0.00
#> SAMPLE_2737 3 0.000 1.000 0.00 0.00 1.00
#> SAMPLE_2738 3 0.000 1.000 0.00 0.00 1.00
#> SAMPLE_2739 3 0.000 1.000 0.00 0.00 1.00
#> SAMPLE_2740 3 0.000 1.000 0.00 0.00 1.00
#> SAMPLE_2741 2 0.542 0.819 0.10 0.82 0.08
#> SAMPLE_2742 3 0.000 1.000 0.00 0.00 1.00
#> SAMPLE_2743 2 0.400 0.805 0.00 0.84 0.16
#> SAMPLE_2744 3 0.000 1.000 0.00 0.00 1.00
#> SAMPLE_2745 3 0.000 1.000 0.00 0.00 1.00
#> SAMPLE_2787 3 0.000 1.000 0.00 0.00 1.00
#> SAMPLE_2788 1 0.000 0.983 1.00 0.00 0.00
#> SAMPLE_2790 1 0.000 0.983 1.00 0.00 0.00
#> SAMPLE_2791 1 0.000 0.983 1.00 0.00 0.00
#> SAMPLE_2792 1 0.000 0.983 1.00 0.00 0.00
cbind(get_classes(res, k = 4), get_membership(res, k = 4))
#> class entropy silhouette p1 p2 p3 p4
#> SAMPLE_125 2 0.000 1.000 0.00 1.00 0 0
#> SAMPLE_793 3 0.000 1.000 0.00 0.00 1 0
#> SAMPLE_857 4 0.000 1.000 0.00 0.00 0 1
#> SAMPLE_858 4 0.000 1.000 0.00 0.00 0 1
#> SAMPLE_870 1 0.000 0.995 1.00 0.00 0 0
#> SAMPLE_878 4 0.000 1.000 0.00 0.00 0 1
#> SAMPLE_891 4 0.000 1.000 0.00 0.00 0 1
#> SAMPLE_893 4 0.000 1.000 0.00 0.00 0 1
#> SAMPLE_986 1 0.000 0.995 1.00 0.00 0 0
#> SAMPLE_1159 4 0.000 1.000 0.00 0.00 0 1
#> SAMPLE_1160 4 0.000 1.000 0.00 0.00 0 1
#> SAMPLE_1161 3 0.000 1.000 0.00 0.00 1 0
#> SAMPLE_1427 1 0.000 0.995 1.00 0.00 0 0
#> SAMPLE_1603 4 0.000 1.000 0.00 0.00 0 1
#> SAMPLE_1605 4 0.000 1.000 0.00 0.00 0 1
#> SAMPLE_1606 3 0.000 1.000 0.00 0.00 1 0
#> SAMPLE_1607 3 0.000 1.000 0.00 0.00 1 0
#> SAMPLE_1677 3 0.000 1.000 0.00 0.00 1 0
#> SAMPLE_1694 4 0.000 1.000 0.00 0.00 0 1
#> SAMPLE_1698 2 0.000 1.000 0.00 1.00 0 0
#> SAMPLE_1736 2 0.000 1.000 0.00 1.00 0 0
#> SAMPLE_1829 4 0.000 1.000 0.00 0.00 0 1
#> SAMPLE_1838 4 0.000 1.000 0.00 0.00 0 1
#> SAMPLE_1859 1 0.000 0.995 1.00 0.00 0 0
#> SAMPLE_1870 1 0.000 0.995 1.00 0.00 0 0
#> SAMPLE_1875 1 0.000 0.995 1.00 0.00 0 0
#> SAMPLE_1876 1 0.000 0.995 1.00 0.00 0 0
#> SAMPLE_1877 1 0.000 0.995 1.00 0.00 0 0
#> SAMPLE_1930 4 0.000 1.000 0.00 0.00 0 1
#> SAMPLE_2182 4 0.000 1.000 0.00 0.00 0 1
#> SAMPLE_2230 4 0.000 1.000 0.00 0.00 0 1
#> SAMPLE_2251 1 0.201 0.913 0.92 0.08 0 0
#> SAMPLE_2261 2 0.000 1.000 0.00 1.00 0 0
#> SAMPLE_2305 4 0.000 1.000 0.00 0.00 0 1
#> SAMPLE_2319 3 0.000 1.000 0.00 0.00 1 0
#> SAMPLE_2369 2 0.000 1.000 0.00 1.00 0 0
#> SAMPLE_2370 2 0.000 1.000 0.00 1.00 0 0
#> SAMPLE_2373 2 0.000 1.000 0.00 1.00 0 0
#> SAMPLE_2374 2 0.000 1.000 0.00 1.00 0 0
#> SAMPLE_2376 2 0.000 1.000 0.00 1.00 0 0
#> SAMPLE_2377 2 0.000 1.000 0.00 1.00 0 0
#> SAMPLE_2378 2 0.000 1.000 0.00 1.00 0 0
#> SAMPLE_2380 2 0.000 1.000 0.00 1.00 0 0
#> SAMPLE_2382 2 0.000 1.000 0.00 1.00 0 0
#> SAMPLE_2386 1 0.000 0.995 1.00 0.00 0 0
#> SAMPLE_2398 2 0.000 1.000 0.00 1.00 0 0
#> SAMPLE_2399 2 0.000 1.000 0.00 1.00 0 0
#> SAMPLE_2400 2 0.000 1.000 0.00 1.00 0 0
#> SAMPLE_2401 2 0.000 1.000 0.00 1.00 0 0
#> SAMPLE_2402 2 0.000 1.000 0.00 1.00 0 0
#> SAMPLE_2403 1 0.000 0.995 1.00 0.00 0 0
#> SAMPLE_2404 1 0.000 0.995 1.00 0.00 0 0
#> SAMPLE_2508 4 0.000 1.000 0.00 0.00 0 1
#> SAMPLE_2509 4 0.000 1.000 0.00 0.00 0 1
#> SAMPLE_2539 4 0.000 1.000 0.00 0.00 0 1
#> SAMPLE_2554 2 0.000 1.000 0.00 1.00 0 0
#> SAMPLE_2555 3 0.000 1.000 0.00 0.00 1 0
#> SAMPLE_2561 3 0.000 1.000 0.00 0.00 1 0
#> SAMPLE_2563 3 0.000 1.000 0.00 0.00 1 0
#> SAMPLE_2564 3 0.000 1.000 0.00 0.00 1 0
#> SAMPLE_2565 3 0.000 1.000 0.00 0.00 1 0
#> SAMPLE_2566 3 0.000 1.000 0.00 0.00 1 0
#> SAMPLE_2568 2 0.000 1.000 0.00 1.00 0 0
#> SAMPLE_2569 3 0.000 1.000 0.00 0.00 1 0
#> SAMPLE_2608 3 0.000 1.000 0.00 0.00 1 0
#> SAMPLE_2714 1 0.000 0.995 1.00 0.00 0 0
#> SAMPLE_2716 1 0.000 0.995 1.00 0.00 0 0
#> SAMPLE_2737 3 0.000 1.000 0.00 0.00 1 0
#> SAMPLE_2738 3 0.000 1.000 0.00 0.00 1 0
#> SAMPLE_2739 3 0.000 1.000 0.00 0.00 1 0
#> SAMPLE_2740 3 0.000 1.000 0.00 0.00 1 0
#> SAMPLE_2741 2 0.000 1.000 0.00 1.00 0 0
#> SAMPLE_2742 3 0.000 1.000 0.00 0.00 1 0
#> SAMPLE_2743 4 0.000 1.000 0.00 0.00 0 1
#> SAMPLE_2744 3 0.000 1.000 0.00 0.00 1 0
#> SAMPLE_2745 3 0.000 1.000 0.00 0.00 1 0
#> SAMPLE_2787 3 0.000 1.000 0.00 0.00 1 0
#> SAMPLE_2788 1 0.000 0.995 1.00 0.00 0 0
#> SAMPLE_2790 1 0.000 0.995 1.00 0.00 0 0
#> SAMPLE_2791 1 0.000 0.995 1.00 0.00 0 0
#> SAMPLE_2792 1 0.000 0.995 1.00 0.00 0 0
cbind(get_classes(res, k = 5), get_membership(res, k = 5))
#> class entropy silhouette p1 p2 p3 p4 p5
#> SAMPLE_125 2 0.0000 1.000 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_793 3 0.0000 0.992 0.00 0.00 1.00 0.00 0.00
#> SAMPLE_857 4 0.3424 0.858 0.00 0.00 0.00 0.76 0.24
#> SAMPLE_858 4 0.0000 0.886 0.00 0.00 0.00 1.00 0.00
#> SAMPLE_870 1 0.0000 0.996 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_878 4 0.3424 0.858 0.00 0.00 0.00 0.76 0.24
#> SAMPLE_891 4 0.3424 0.858 0.00 0.00 0.00 0.76 0.24
#> SAMPLE_893 4 0.0000 0.886 0.00 0.00 0.00 1.00 0.00
#> SAMPLE_986 1 0.0000 0.996 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_1159 4 0.3424 0.858 0.00 0.00 0.00 0.76 0.24
#> SAMPLE_1160 4 0.0000 0.886 0.00 0.00 0.00 1.00 0.00
#> SAMPLE_1161 3 0.0000 0.992 0.00 0.00 1.00 0.00 0.00
#> SAMPLE_1427 1 0.0000 0.996 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_1603 4 0.3424 0.858 0.00 0.00 0.00 0.76 0.24
#> SAMPLE_1605 4 0.0000 0.886 0.00 0.00 0.00 1.00 0.00
#> SAMPLE_1606 3 0.0000 0.992 0.00 0.00 1.00 0.00 0.00
#> SAMPLE_1607 3 0.0609 0.988 0.00 0.00 0.98 0.00 0.02
#> SAMPLE_1677 3 0.0000 0.992 0.00 0.00 1.00 0.00 0.00
#> SAMPLE_1694 4 0.0000 0.886 0.00 0.00 0.00 1.00 0.00
#> SAMPLE_1698 2 0.0000 1.000 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_1736 2 0.0000 1.000 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_1829 4 0.3424 0.858 0.00 0.00 0.00 0.76 0.24
#> SAMPLE_1838 4 0.3424 0.858 0.00 0.00 0.00 0.76 0.24
#> SAMPLE_1859 1 0.0000 0.996 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_1870 1 0.0000 0.996 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_1875 1 0.0000 0.996 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_1876 1 0.0000 0.996 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_1877 1 0.0000 0.996 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_1930 4 0.0000 0.886 0.00 0.00 0.00 1.00 0.00
#> SAMPLE_2182 4 0.0000 0.886 0.00 0.00 0.00 1.00 0.00
#> SAMPLE_2230 4 0.0000 0.886 0.00 0.00 0.00 1.00 0.00
#> SAMPLE_2251 5 0.4254 0.923 0.22 0.04 0.00 0.00 0.74
#> SAMPLE_2261 2 0.0000 1.000 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_2305 4 0.0000 0.886 0.00 0.00 0.00 1.00 0.00
#> SAMPLE_2319 3 0.0000 0.992 0.00 0.00 1.00 0.00 0.00
#> SAMPLE_2369 2 0.0000 1.000 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_2370 2 0.0000 1.000 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_2373 2 0.0000 1.000 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_2374 2 0.0000 1.000 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_2376 2 0.0000 1.000 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_2377 2 0.0000 1.000 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_2378 2 0.0000 1.000 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_2380 2 0.0000 1.000 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_2382 2 0.0000 1.000 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_2386 1 0.0000 0.996 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_2398 2 0.0000 1.000 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_2399 2 0.0000 1.000 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_2400 2 0.0000 1.000 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_2401 2 0.0000 1.000 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_2402 2 0.0000 1.000 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_2403 1 0.0609 0.975 0.98 0.00 0.00 0.00 0.02
#> SAMPLE_2404 1 0.0609 0.975 0.98 0.00 0.00 0.00 0.02
#> SAMPLE_2508 4 0.0000 0.886 0.00 0.00 0.00 1.00 0.00
#> SAMPLE_2509 4 0.3424 0.858 0.00 0.00 0.00 0.76 0.24
#> SAMPLE_2539 4 0.3424 0.858 0.00 0.00 0.00 0.76 0.24
#> SAMPLE_2554 2 0.0000 1.000 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_2555 3 0.0609 0.988 0.00 0.00 0.98 0.00 0.02
#> SAMPLE_2561 3 0.0000 0.992 0.00 0.00 1.00 0.00 0.00
#> SAMPLE_2563 3 0.0000 0.992 0.00 0.00 1.00 0.00 0.00
#> SAMPLE_2564 3 0.0609 0.988 0.00 0.00 0.98 0.00 0.02
#> SAMPLE_2565 3 0.0000 0.992 0.00 0.00 1.00 0.00 0.00
#> SAMPLE_2566 3 0.0609 0.988 0.00 0.00 0.98 0.00 0.02
#> SAMPLE_2568 2 0.0000 1.000 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_2569 3 0.0609 0.988 0.00 0.00 0.98 0.00 0.02
#> SAMPLE_2608 3 0.0609 0.988 0.00 0.00 0.98 0.00 0.02
#> SAMPLE_2714 5 0.3561 0.960 0.26 0.00 0.00 0.00 0.74
#> SAMPLE_2716 5 0.3561 0.960 0.26 0.00 0.00 0.00 0.74
#> SAMPLE_2737 3 0.0609 0.988 0.00 0.00 0.98 0.00 0.02
#> SAMPLE_2738 3 0.0609 0.988 0.00 0.00 0.98 0.00 0.02
#> SAMPLE_2739 3 0.0000 0.992 0.00 0.00 1.00 0.00 0.00
#> SAMPLE_2740 3 0.0000 0.992 0.00 0.00 1.00 0.00 0.00
#> SAMPLE_2741 2 0.0000 1.000 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_2742 3 0.0000 0.992 0.00 0.00 1.00 0.00 0.00
#> SAMPLE_2743 4 0.0000 0.886 0.00 0.00 0.00 1.00 0.00
#> SAMPLE_2744 3 0.0000 0.992 0.00 0.00 1.00 0.00 0.00
#> SAMPLE_2745 3 0.0000 0.992 0.00 0.00 1.00 0.00 0.00
#> SAMPLE_2787 3 0.0609 0.988 0.00 0.00 0.98 0.00 0.02
#> SAMPLE_2788 1 0.0000 0.996 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_2790 1 0.0000 0.996 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_2791 1 0.0000 0.996 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_2792 1 0.0000 0.996 1.00 0.00 0.00 0.00 0.00
cbind(get_classes(res, k = 6), get_membership(res, k = 6))
#> class entropy silhouette p1 p2 p3 p4 p5 p6
#> SAMPLE_125 2 0.2581 0.902 0.00 0.86 0.00 0.00 0.02 0.12
#> SAMPLE_793 3 0.0937 0.971 0.00 0.00 0.96 0.00 0.00 0.04
#> SAMPLE_857 6 0.3828 0.925 0.00 0.00 0.00 0.44 0.00 0.56
#> SAMPLE_858 4 0.0000 0.997 0.00 0.00 0.00 1.00 0.00 0.00
#> SAMPLE_870 1 0.0000 0.989 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_878 6 0.4078 0.862 0.00 0.00 0.00 0.34 0.02 0.64
#> SAMPLE_891 6 0.3828 0.925 0.00 0.00 0.00 0.44 0.00 0.56
#> SAMPLE_893 4 0.0000 0.997 0.00 0.00 0.00 1.00 0.00 0.00
#> SAMPLE_986 1 0.0937 0.970 0.96 0.00 0.00 0.00 0.00 0.04
#> SAMPLE_1159 6 0.3828 0.925 0.00 0.00 0.00 0.44 0.00 0.56
#> SAMPLE_1160 4 0.0000 0.997 0.00 0.00 0.00 1.00 0.00 0.00
#> SAMPLE_1161 3 0.0937 0.971 0.00 0.00 0.96 0.00 0.00 0.04
#> SAMPLE_1427 1 0.0000 0.989 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1603 6 0.3828 0.925 0.00 0.00 0.00 0.44 0.00 0.56
#> SAMPLE_1605 4 0.0000 0.997 0.00 0.00 0.00 1.00 0.00 0.00
#> SAMPLE_1606 3 0.0937 0.971 0.00 0.00 0.96 0.00 0.00 0.04
#> SAMPLE_1607 3 0.0547 0.971 0.00 0.00 0.98 0.00 0.00 0.02
#> SAMPLE_1677 3 0.0937 0.971 0.00 0.00 0.96 0.00 0.00 0.04
#> SAMPLE_1694 4 0.0000 0.997 0.00 0.00 0.00 1.00 0.00 0.00
#> SAMPLE_1698 2 0.2581 0.902 0.00 0.86 0.00 0.00 0.02 0.12
#> SAMPLE_1736 2 0.2581 0.902 0.00 0.86 0.00 0.00 0.02 0.12
#> SAMPLE_1829 6 0.3828 0.925 0.00 0.00 0.00 0.44 0.00 0.56
#> SAMPLE_1838 6 0.4078 0.862 0.00 0.00 0.00 0.34 0.02 0.64
#> SAMPLE_1859 1 0.0000 0.989 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1870 1 0.0000 0.989 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1875 1 0.0000 0.989 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1876 1 0.0937 0.970 0.96 0.00 0.00 0.00 0.00 0.04
#> SAMPLE_1877 1 0.0000 0.989 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1930 4 0.0000 0.997 0.00 0.00 0.00 1.00 0.00 0.00
#> SAMPLE_2182 4 0.0000 0.997 0.00 0.00 0.00 1.00 0.00 0.00
#> SAMPLE_2230 4 0.0000 0.997 0.00 0.00 0.00 1.00 0.00 0.00
#> SAMPLE_2251 5 0.2581 0.910 0.00 0.02 0.00 0.00 0.86 0.12
#> SAMPLE_2261 2 0.2581 0.902 0.00 0.86 0.00 0.00 0.02 0.12
#> SAMPLE_2305 4 0.0000 0.997 0.00 0.00 0.00 1.00 0.00 0.00
#> SAMPLE_2319 3 0.0000 0.973 0.00 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_2369 2 0.0000 0.950 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_2370 2 0.0000 0.950 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_2373 2 0.0937 0.939 0.00 0.96 0.00 0.00 0.00 0.04
#> SAMPLE_2374 2 0.0000 0.950 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_2376 2 0.0000 0.950 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_2377 2 0.0000 0.950 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_2378 2 0.0000 0.950 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_2380 2 0.0000 0.950 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_2382 2 0.0000 0.950 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_2386 1 0.0000 0.989 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2398 2 0.0000 0.950 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_2399 2 0.0000 0.950 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_2400 2 0.0000 0.950 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_2401 2 0.0000 0.950 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_2402 2 0.0000 0.950 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_2403 1 0.0937 0.970 0.96 0.00 0.00 0.00 0.00 0.04
#> SAMPLE_2404 1 0.0937 0.970 0.96 0.00 0.00 0.00 0.00 0.04
#> SAMPLE_2508 4 0.0547 0.967 0.00 0.00 0.00 0.98 0.00 0.02
#> SAMPLE_2509 6 0.3828 0.925 0.00 0.00 0.00 0.44 0.00 0.56
#> SAMPLE_2539 6 0.4078 0.862 0.00 0.00 0.00 0.34 0.02 0.64
#> SAMPLE_2554 2 0.2581 0.902 0.00 0.86 0.00 0.00 0.02 0.12
#> SAMPLE_2555 3 0.0547 0.971 0.00 0.00 0.98 0.00 0.00 0.02
#> SAMPLE_2561 3 0.0937 0.971 0.00 0.00 0.96 0.00 0.00 0.04
#> SAMPLE_2563 3 0.0000 0.973 0.00 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_2564 3 0.0547 0.971 0.00 0.00 0.98 0.00 0.00 0.02
#> SAMPLE_2565 3 0.0937 0.971 0.00 0.00 0.96 0.00 0.00 0.04
#> SAMPLE_2566 3 0.0547 0.971 0.00 0.00 0.98 0.00 0.00 0.02
#> SAMPLE_2568 2 0.2581 0.902 0.00 0.86 0.00 0.00 0.02 0.12
#> SAMPLE_2569 3 0.0547 0.971 0.00 0.00 0.98 0.00 0.00 0.02
#> SAMPLE_2608 3 0.0547 0.971 0.00 0.00 0.98 0.00 0.00 0.02
#> SAMPLE_2714 5 0.0547 0.955 0.02 0.00 0.00 0.00 0.98 0.00
#> SAMPLE_2716 5 0.0547 0.955 0.02 0.00 0.00 0.00 0.98 0.00
#> SAMPLE_2737 3 0.0547 0.971 0.00 0.00 0.98 0.00 0.00 0.02
#> SAMPLE_2738 3 0.0547 0.971 0.00 0.00 0.98 0.00 0.00 0.02
#> SAMPLE_2739 3 0.0937 0.971 0.00 0.00 0.96 0.00 0.00 0.04
#> SAMPLE_2740 3 0.0937 0.971 0.00 0.00 0.96 0.00 0.00 0.04
#> SAMPLE_2741 2 0.2581 0.902 0.00 0.86 0.00 0.00 0.02 0.12
#> SAMPLE_2742 3 0.0937 0.971 0.00 0.00 0.96 0.00 0.00 0.04
#> SAMPLE_2743 4 0.0000 0.997 0.00 0.00 0.00 1.00 0.00 0.00
#> SAMPLE_2744 3 0.0000 0.973 0.00 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_2745 3 0.0937 0.971 0.00 0.00 0.96 0.00 0.00 0.04
#> SAMPLE_2787 3 0.0547 0.971 0.00 0.00 0.98 0.00 0.00 0.02
#> SAMPLE_2788 1 0.0000 0.989 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2790 1 0.0000 0.989 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2791 1 0.0000 0.989 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2792 1 0.0000 0.989 1.00 0.00 0.00 0.00 0.00 0.00
cbind(get_classes(res, k = 7), get_membership(res, k = 7))
#> class entropy silhouette p1 p2 p3 p4 p5 p6 p7
#> SAMPLE_125 2 0.2572 0.855 0.00 0.80 0.00 0.00 0.00 0.20 0.00
#> SAMPLE_793 3 0.3221 0.839 0.00 0.00 0.68 0.00 0.00 0.32 0.00
#> SAMPLE_857 7 0.3139 0.887 0.00 0.00 0.00 0.30 0.00 0.00 0.70
#> SAMPLE_858 4 0.0000 0.980 0.00 0.00 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_870 1 0.0000 0.956 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_878 7 0.2376 0.782 0.00 0.00 0.00 0.12 0.00 0.02 0.86
#> SAMPLE_891 7 0.3221 0.870 0.00 0.00 0.00 0.32 0.00 0.00 0.68
#> SAMPLE_893 4 0.0000 0.980 0.00 0.00 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_986 1 0.1860 0.925 0.92 0.00 0.00 0.00 0.02 0.04 0.02
#> SAMPLE_1159 7 0.3139 0.887 0.00 0.00 0.00 0.30 0.00 0.00 0.70
#> SAMPLE_1160 4 0.0000 0.980 0.00 0.00 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_1161 3 0.2945 0.853 0.00 0.00 0.74 0.00 0.00 0.26 0.00
#> SAMPLE_1427 1 0.1166 0.943 0.94 0.00 0.00 0.00 0.00 0.06 0.00
#> SAMPLE_1603 7 0.3139 0.887 0.00 0.00 0.00 0.30 0.00 0.00 0.70
#> SAMPLE_1605 4 0.0863 0.928 0.00 0.00 0.00 0.96 0.00 0.04 0.00
#> SAMPLE_1606 3 0.3139 0.847 0.00 0.00 0.70 0.00 0.00 0.30 0.00
#> SAMPLE_1607 3 0.0000 0.828 0.00 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_1677 3 0.3139 0.847 0.00 0.00 0.70 0.00 0.00 0.30 0.00
#> SAMPLE_1694 4 0.0000 0.980 0.00 0.00 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_1698 2 0.2572 0.855 0.00 0.80 0.00 0.00 0.00 0.20 0.00
#> SAMPLE_1736 2 0.2572 0.855 0.00 0.80 0.00 0.00 0.00 0.20 0.00
#> SAMPLE_1829 7 0.3221 0.870 0.00 0.00 0.00 0.32 0.00 0.00 0.68
#> SAMPLE_1838 7 0.2376 0.782 0.00 0.00 0.00 0.12 0.00 0.02 0.86
#> SAMPLE_1859 1 0.1166 0.943 0.94 0.00 0.00 0.00 0.00 0.06 0.00
#> SAMPLE_1870 1 0.1166 0.943 0.94 0.00 0.00 0.00 0.00 0.06 0.00
#> SAMPLE_1875 1 0.0000 0.956 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1876 1 0.1860 0.925 0.92 0.00 0.00 0.00 0.02 0.04 0.02
#> SAMPLE_1877 1 0.1166 0.943 0.94 0.00 0.00 0.00 0.00 0.06 0.00
#> SAMPLE_1930 4 0.0000 0.980 0.00 0.00 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_2182 4 0.0000 0.980 0.00 0.00 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_2230 4 0.0000 0.980 0.00 0.00 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_2251 5 0.4875 0.694 0.00 0.00 0.00 0.00 0.46 0.44 0.10
#> SAMPLE_2261 2 0.2572 0.855 0.00 0.80 0.00 0.00 0.00 0.20 0.00
#> SAMPLE_2305 4 0.0000 0.980 0.00 0.00 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_2319 3 0.2259 0.855 0.00 0.00 0.84 0.00 0.00 0.16 0.00
#> SAMPLE_2369 2 0.0000 0.926 0.00 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2370 2 0.0000 0.926 0.00 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2373 2 0.1433 0.901 0.00 0.92 0.00 0.00 0.00 0.08 0.00
#> SAMPLE_2374 2 0.0000 0.926 0.00 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2376 2 0.0000 0.926 0.00 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2377 2 0.0000 0.926 0.00 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2378 2 0.0000 0.926 0.00 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2380 2 0.0000 0.926 0.00 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2382 2 0.0000 0.926 0.00 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2386 1 0.0000 0.956 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2398 2 0.0000 0.926 0.00 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2399 2 0.0000 0.926 0.00 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2400 2 0.0000 0.926 0.00 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2401 2 0.0000 0.926 0.00 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2402 2 0.0000 0.926 0.00 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2403 1 0.1860 0.925 0.92 0.00 0.00 0.00 0.02 0.04 0.02
#> SAMPLE_2404 1 0.1860 0.925 0.92 0.00 0.00 0.00 0.02 0.04 0.02
#> SAMPLE_2508 4 0.1671 0.842 0.00 0.00 0.00 0.90 0.00 0.00 0.10
#> SAMPLE_2509 7 0.3139 0.887 0.00 0.00 0.00 0.30 0.00 0.00 0.70
#> SAMPLE_2539 7 0.2376 0.782 0.00 0.00 0.00 0.12 0.00 0.02 0.86
#> SAMPLE_2554 2 0.2572 0.855 0.00 0.80 0.00 0.00 0.00 0.20 0.00
#> SAMPLE_2555 3 0.0000 0.828 0.00 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_2561 3 0.3221 0.839 0.00 0.00 0.68 0.00 0.00 0.32 0.00
#> SAMPLE_2563 3 0.2081 0.853 0.00 0.00 0.86 0.00 0.00 0.14 0.00
#> SAMPLE_2564 3 0.0000 0.828 0.00 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_2565 3 0.3139 0.847 0.00 0.00 0.70 0.00 0.00 0.30 0.00
#> SAMPLE_2566 3 0.0000 0.828 0.00 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_2568 2 0.2572 0.855 0.00 0.80 0.00 0.00 0.00 0.20 0.00
#> SAMPLE_2569 3 0.0000 0.828 0.00 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_2608 3 0.0000 0.828 0.00 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_2714 5 0.0000 0.853 0.00 0.00 0.00 0.00 1.00 0.00 0.00
#> SAMPLE_2716 5 0.0000 0.853 0.00 0.00 0.00 0.00 1.00 0.00 0.00
#> SAMPLE_2737 3 0.0000 0.828 0.00 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_2738 3 0.0000 0.828 0.00 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_2739 3 0.3221 0.839 0.00 0.00 0.68 0.00 0.00 0.32 0.00
#> SAMPLE_2740 3 0.3139 0.847 0.00 0.00 0.70 0.00 0.00 0.30 0.00
#> SAMPLE_2741 2 0.2572 0.855 0.00 0.80 0.00 0.00 0.00 0.20 0.00
#> SAMPLE_2742 3 0.3139 0.847 0.00 0.00 0.70 0.00 0.00 0.30 0.00
#> SAMPLE_2743 4 0.0000 0.980 0.00 0.00 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_2744 3 0.2572 0.856 0.00 0.00 0.80 0.00 0.00 0.20 0.00
#> SAMPLE_2745 3 0.3139 0.847 0.00 0.00 0.70 0.00 0.00 0.30 0.00
#> SAMPLE_2787 3 0.0863 0.825 0.00 0.00 0.96 0.00 0.00 0.04 0.00
#> SAMPLE_2788 1 0.0000 0.956 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2790 1 0.1166 0.943 0.94 0.00 0.00 0.00 0.00 0.06 0.00
#> SAMPLE_2791 1 0.0000 0.956 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2792 1 0.0000 0.956 1.00 0.00 0.00 0.00 0.00 0.00 0.00
cbind(get_classes(res, k = 8), get_membership(res, k = 8))
#> class entropy silhouette p1 p2 p3 p4 p5 p6 p7 p8
#> SAMPLE_125 2 0.3329 0.570 0.00 0.52 0.00 0.00 0.00 0.00 0.48 0.00
#> SAMPLE_793 3 0.0808 0.858 0.00 0.00 0.96 0.00 0.00 0.00 0.00 0.04
#> SAMPLE_857 6 0.2114 0.872 0.00 0.00 0.00 0.16 0.00 0.84 0.00 0.00
#> SAMPLE_858 4 0.0000 0.976 0.00 0.00 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_870 1 0.1275 0.912 0.94 0.00 0.00 0.00 0.00 0.00 0.02 0.04
#> SAMPLE_878 6 0.3494 0.712 0.00 0.00 0.00 0.04 0.00 0.78 0.14 0.04
#> SAMPLE_891 6 0.2114 0.872 0.00 0.00 0.00 0.16 0.00 0.84 0.00 0.00
#> SAMPLE_893 4 0.0000 0.976 0.00 0.00 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_986 1 0.2224 0.850 0.86 0.00 0.00 0.00 0.00 0.02 0.12 0.00
#> SAMPLE_1159 6 0.2114 0.872 0.00 0.00 0.00 0.16 0.00 0.84 0.00 0.00
#> SAMPLE_1160 4 0.0000 0.976 0.00 0.00 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_1161 3 0.0000 0.875 0.00 0.00 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1427 1 0.1557 0.908 0.92 0.00 0.00 0.00 0.00 0.00 0.02 0.06
#> SAMPLE_1603 6 0.2114 0.872 0.00 0.00 0.00 0.16 0.00 0.84 0.00 0.00
#> SAMPLE_1605 4 0.0000 0.976 0.00 0.00 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_1606 3 0.0000 0.875 0.00 0.00 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1607 3 0.3615 0.831 0.00 0.00 0.74 0.00 0.00 0.02 0.20 0.04
#> SAMPLE_1677 3 0.0000 0.875 0.00 0.00 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1694 4 0.0000 0.976 0.00 0.00 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_1698 2 0.3329 0.570 0.00 0.52 0.00 0.00 0.00 0.00 0.48 0.00
#> SAMPLE_1736 2 0.3329 0.570 0.00 0.52 0.00 0.00 0.00 0.00 0.48 0.00
#> SAMPLE_1829 6 0.2114 0.872 0.00 0.00 0.00 0.16 0.00 0.84 0.00 0.00
#> SAMPLE_1838 6 0.3494 0.712 0.00 0.00 0.00 0.04 0.00 0.78 0.14 0.04
#> SAMPLE_1859 1 0.1557 0.908 0.92 0.00 0.00 0.00 0.00 0.00 0.02 0.06
#> SAMPLE_1870 1 0.1557 0.908 0.92 0.00 0.00 0.00 0.00 0.00 0.02 0.06
#> SAMPLE_1875 1 0.0000 0.917 1.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1876 1 0.2569 0.823 0.82 0.00 0.00 0.00 0.00 0.02 0.16 0.00
#> SAMPLE_1877 1 0.1557 0.908 0.92 0.00 0.00 0.00 0.00 0.00 0.02 0.06
#> SAMPLE_1930 4 0.0000 0.976 0.00 0.00 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_2182 4 0.0000 0.976 0.00 0.00 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_2230 4 0.0000 0.976 0.00 0.00 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_2251 8 0.2569 0.000 0.00 0.00 0.00 0.00 0.16 0.00 0.02 0.82
#> SAMPLE_2261 2 0.3329 0.570 0.00 0.52 0.00 0.00 0.00 0.00 0.48 0.00
#> SAMPLE_2305 4 0.0000 0.976 0.00 0.00 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_2319 3 0.1275 0.877 0.00 0.00 0.94 0.00 0.00 0.00 0.04 0.02
#> SAMPLE_2369 2 0.0000 0.806 0.00 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2370 2 0.0000 0.806 0.00 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2373 2 0.2114 0.738 0.00 0.84 0.00 0.00 0.00 0.00 0.16 0.00
#> SAMPLE_2374 2 0.0000 0.806 0.00 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2376 2 0.0000 0.806 0.00 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2377 2 0.0000 0.806 0.00 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2378 2 0.0000 0.806 0.00 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2380 2 0.0000 0.806 0.00 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2382 2 0.0000 0.806 0.00 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2386 1 0.0000 0.917 1.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2398 2 0.0000 0.806 0.00 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2399 2 0.0000 0.806 0.00 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2400 2 0.0000 0.806 0.00 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2401 2 0.0000 0.806 0.00 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2402 2 0.0000 0.806 0.00 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2403 1 0.2569 0.823 0.82 0.00 0.00 0.00 0.00 0.02 0.16 0.00
#> SAMPLE_2404 1 0.2569 0.823 0.82 0.00 0.00 0.00 0.00 0.02 0.16 0.00
#> SAMPLE_2508 4 0.2267 0.761 0.00 0.00 0.00 0.82 0.00 0.18 0.00 0.00
#> SAMPLE_2509 6 0.2114 0.872 0.00 0.00 0.00 0.16 0.00 0.84 0.00 0.00
#> SAMPLE_2539 6 0.3494 0.712 0.00 0.00 0.00 0.04 0.00 0.78 0.14 0.04
#> SAMPLE_2554 2 0.3329 0.570 0.00 0.52 0.00 0.00 0.00 0.00 0.48 0.00
#> SAMPLE_2555 3 0.3615 0.831 0.00 0.00 0.74 0.00 0.00 0.02 0.20 0.04
#> SAMPLE_2561 3 0.0808 0.858 0.00 0.00 0.96 0.00 0.00 0.00 0.00 0.04
#> SAMPLE_2563 3 0.1275 0.877 0.00 0.00 0.94 0.00 0.00 0.00 0.04 0.02
#> SAMPLE_2564 3 0.3615 0.831 0.00 0.00 0.74 0.00 0.00 0.02 0.20 0.04
#> SAMPLE_2565 3 0.0000 0.875 0.00 0.00 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2566 3 0.3615 0.831 0.00 0.00 0.74 0.00 0.00 0.02 0.20 0.04
#> SAMPLE_2568 2 0.3329 0.570 0.00 0.52 0.00 0.00 0.00 0.00 0.48 0.00
#> SAMPLE_2569 3 0.2888 0.850 0.00 0.00 0.80 0.00 0.00 0.00 0.16 0.04
#> SAMPLE_2608 3 0.3615 0.831 0.00 0.00 0.74 0.00 0.00 0.02 0.20 0.04
#> SAMPLE_2714 5 0.0000 1.000 0.00 0.00 0.00 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_2716 5 0.0000 1.000 0.00 0.00 0.00 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_2737 3 0.3615 0.831 0.00 0.00 0.74 0.00 0.00 0.02 0.20 0.04
#> SAMPLE_2738 3 0.3615 0.831 0.00 0.00 0.74 0.00 0.00 0.02 0.20 0.04
#> SAMPLE_2739 3 0.0808 0.858 0.00 0.00 0.96 0.00 0.00 0.00 0.00 0.04
#> SAMPLE_2740 3 0.0000 0.875 0.00 0.00 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2741 2 0.3329 0.570 0.00 0.52 0.00 0.00 0.00 0.00 0.48 0.00
#> SAMPLE_2742 3 0.0000 0.875 0.00 0.00 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2743 4 0.0471 0.959 0.00 0.00 0.00 0.98 0.00 0.02 0.00 0.00
#> SAMPLE_2744 3 0.1275 0.877 0.00 0.00 0.94 0.00 0.00 0.00 0.04 0.02
#> SAMPLE_2745 3 0.0000 0.875 0.00 0.00 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2787 3 0.3970 0.817 0.00 0.00 0.72 0.00 0.00 0.02 0.18 0.08
#> SAMPLE_2788 1 0.0000 0.917 1.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2790 1 0.1557 0.908 0.92 0.00 0.00 0.00 0.00 0.00 0.02 0.06
#> SAMPLE_2791 1 0.0000 0.917 1.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2792 1 0.0000 0.917 1.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
Heatmaps for the consensus matrix. It visualizes the probability of two samples to be in a same group.
consensus_heatmap(res, k = 2)
consensus_heatmap(res, k = 3)
consensus_heatmap(res, k = 4)
consensus_heatmap(res, k = 5)
consensus_heatmap(res, k = 6)
consensus_heatmap(res, k = 7)
consensus_heatmap(res, k = 8)
Heatmaps for the membership of samples in all partitions to see how consistent they are:
membership_heatmap(res, k = 2)
membership_heatmap(res, k = 3)
membership_heatmap(res, k = 4)
membership_heatmap(res, k = 5)
membership_heatmap(res, k = 6)
membership_heatmap(res, k = 7)
membership_heatmap(res, k = 8)
As soon as the classes for columns are determined, the signatures that are significantly different between subgroups can be looked for. Following are the heatmaps for signatures.
get_signatures(res, k = 2)
get_signatures(res, k = 3)
get_signatures(res, k = 4)
get_signatures(res, k = 5)
get_signatures(res, k = 6)
get_signatures(res, k = 7)
get_signatures(res, k = 8)
Compare the overlap of signatures from different k:
compare_signatures(res)
get_signature() returns a data frame invisibly. To get the list of signatures, the function
call should be assigned to a variable explicitly. In following code, if plot argument is set
to FALSE, no heatmap is plotted while only the differential analysis is performed.
# code only for demonstration
tb = get_signature(res, k = ..., plot = FALSE)
An example of the output of tb is:
#> which_row fdr mean_1 mean_2 scaled_mean_1 scaled_mean_2 km
#> 1 38 0.042760348 8.373488 9.131774 -0.5533452 0.5164555 1
#> 2 40 0.018707592 7.106213 8.469186 -0.6173731 0.5762149 1
#> 3 55 0.019134737 10.221463 11.207825 -0.6159697 0.5749050 1
#> 4 59 0.006059896 5.921854 7.869574 -0.6899429 0.6439467 1
#> 5 60 0.018055526 8.928898 10.211722 -0.6204761 0.5791110 1
#> 6 98 0.009384629 15.714769 14.887706 0.6635654 -0.6193277 2
...
The columns in tb are:
which_row: row indices corresponding to the input matrix.fdr: FDR for the differential test. mean_x: The mean value in group x.scaled_mean_x: The mean value in group x after rows are scaled.km: Row groups if k-means clustering is applied to rows (which is done by automatically selecting number of clusters).If there are too many signatures, top_signatures = ... can be set to only show the
signatures with the highest FDRs:
# code only for demonstration
# e.g. to show the top 500 most significant rows
tb = get_signature(res, k = ..., top_signatures = 500)
If the signatures are defined as these which are uniquely high in current group, diff_method argument
can be set to "uniquely_high_in_one_group":
# code only for demonstration
tb = get_signature(res, k = ..., diff_method = "uniquely_high_in_one_group")
UMAP plot which shows how samples are separated.
dimension_reduction(res, k = 2, method = "UMAP")
dimension_reduction(res, k = 3, method = "UMAP")
dimension_reduction(res, k = 4, method = "UMAP")
dimension_reduction(res, k = 5, method = "UMAP")
dimension_reduction(res, k = 6, method = "UMAP")
dimension_reduction(res, k = 7, method = "UMAP")
dimension_reduction(res, k = 8, method = "UMAP")
Following heatmap shows how subgroups are split when increasing k:
collect_classes(res)
Test correlation between subgroups and known annotations. If the known annotation is numeric, one-way ANOVA test is applied, and if the known annotation is discrete, chi-squared contingency table test is applied.
test_to_known_factors(res)
#> n_sample meth_class(p-value) tumor_type(p-value) k
#> SD:skmeans 81 3.07e-14 6.63e-08 2
#> SD:skmeans 81 3.29e-26 3.79e-08 3
#> SD:skmeans 81 4.01e-38 5.86e-11 4
#> SD:skmeans 81 5.16e-50 1.61e-23 5
#> SD:skmeans 81 1.70e-49 1.14e-24 6
#> SD:skmeans 81 1.70e-49 1.14e-24 7
#> SD:skmeans 80 4.19e-51 8.94e-27 8
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.
Parent node: Node01. Child nodes: Node0111-leaf , Node0112-leaf , Node0113-leaf , Node0114-leaf , Node0121-leaf , Node0122-leaf , Node0123-leaf , Node0131-leaf , Node0132-leaf , Node0133-leaf , Node0134-leaf , Node0141-leaf , Node0142-leaf , Node0143-leaf , Node0144-leaf , Node0145-leaf , Node0161-leaf , Node0162-leaf , Node0163-leaf , Node0164-leaf , Node0165-leaf , Node0211 , Node0212 , Node0213 , Node0214 , Node0215-leaf , Node0216 , Node0217 , Node0221-leaf , Node0222-leaf , Node0223-leaf , Node0224-leaf , Node0225-leaf , Node0226-leaf , Node0227-leaf , Node0231 , Node0232 , Node0233 , Node0234-leaf , Node0235-leaf , Node0236 , Node0237 , Node0241-leaf , Node0242-leaf , Node0243 , Node0244-leaf , Node0245-leaf , Node0246-leaf , Node0247-leaf , Node0248-leaf .
The object with results only for a single top-value method and a single partitioning method can be extracted as:
res = res_rh["016"]
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, 7, 8.
#> On a matrix with 30000 rows and 67 columns.
#> Top rows (1000) are extracted by 'SD' method.
#> Subgroups are detected by 'skmeans' method.
#> Performed in total 350 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_partitions"
#> [7] "compare_signatures" "consensus_heatmap" "dimension_reduction"
#> [10] "functional_enrichment" "get_anno_col" "get_anno"
#> [13] "get_classes" "get_consensus" "get_matrix"
#> [16] "get_membership" "get_param" "get_signatures"
#> [19] "get_stats" "is_best_k" "is_stable_k"
#> [22] "membership_heatmap" "ncol" "nrow"
#> [25] "plot_ecdf" "predict_classes" "rownames"
#> [28] "select_partition_number" "show" "suggest_best_k"
#> [31] "test_to_known_factors" "top_rows_heatmap"
collect_plots() function collects all the plots made from res for all k (number of subgroups)
into one single page to provide an easy and fast comparison between different k.
collect_plots(res)
The plots are:
k and the heatmap of
predicted classes for each k.k.k.k.All the plots in panels can be made by individual functions and they are plotted later in this section.
select_partition_number() produces several plots showing different
statistics for choosing “optimized” k. There are following statistics:
k;k, the area increased is defined as \(A_k - A_{k-1}\).The detailed explanations of these statistics can be found in the cola vignette.
Generally speaking, higher 1-PAC score, higher mean silhouette score or higher
concordance corresponds to better partition. Rand index and Jaccard index
measure how similar the current partition is compared to partition with k-1.
If they are too similar, we won't accept k is better than k-1.
select_partition_number(res)
The numeric values for all these statistics can be obtained by get_stats().
get_stats(res)
#> k 1-PAC mean_silhouette concordance area_increased Rand Jaccard
#> 2 2 1.000 1.000 1.000 0.4257 0.575 0.575
#> 3 3 0.889 0.939 0.973 0.4674 0.689 0.508
#> 4 4 1.000 0.981 0.992 0.1884 0.788 0.499
#> 5 5 1.000 0.982 0.993 0.0393 0.971 0.886
#> 6 6 0.913 0.929 0.964 0.0606 0.881 0.548
#> 7 7 0.871 0.757 0.866 0.0345 0.964 0.804
#> 8 8 0.846 0.740 0.860 0.0221 0.974 0.838
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 4 5
There is also optional best \(k\) = 2 4 5 that is worth to check.
Following is 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 subgroup
label for an item is determined with the group with highest probability it
belongs to.
In get_classes() function, the entropy is calculated from the membership
matrix and the silhouette score is calculated from the consensus matrix.
cbind(get_classes(res, k = 2), get_membership(res, k = 2))
#> class entropy silhouette p1 p2
#> SAMPLE_15 1 0 1 1 0
#> SAMPLE_16 1 0 1 1 0
#> SAMPLE_19 2 0 1 0 1
#> SAMPLE_21 2 0 1 0 1
#> SAMPLE_87 1 0 1 1 0
#> SAMPLE_89 2 0 1 0 1
#> SAMPLE_153 2 0 1 0 1
#> SAMPLE_181 2 0 1 0 1
#> SAMPLE_184 2 0 1 0 1
#> SAMPLE_190 2 0 1 0 1
#> SAMPLE_200 2 0 1 0 1
#> SAMPLE_380 1 0 1 1 0
#> SAMPLE_381 1 0 1 1 0
#> SAMPLE_388 2 0 1 0 1
#> SAMPLE_398 2 0 1 0 1
#> SAMPLE_402 2 0 1 0 1
#> SAMPLE_404 2 0 1 0 1
#> SAMPLE_405 2 0 1 0 1
#> SAMPLE_418 2 0 1 0 1
#> SAMPLE_425 2 0 1 0 1
#> SAMPLE_435 2 0 1 0 1
#> SAMPLE_440 2 0 1 0 1
#> SAMPLE_461 2 0 1 0 1
#> SAMPLE_465 2 0 1 0 1
#> SAMPLE_468 2 0 1 0 1
#> SAMPLE_473 2 0 1 0 1
#> SAMPLE_475 2 0 1 0 1
#> SAMPLE_484 2 0 1 0 1
#> SAMPLE_488 2 0 1 0 1
#> SAMPLE_489 2 0 1 0 1
#> SAMPLE_501 2 0 1 0 1
#> SAMPLE_528 2 0 1 0 1
#> SAMPLE_530 2 0 1 0 1
#> SAMPLE_536 2 0 1 0 1
#> SAMPLE_581 2 0 1 0 1
#> SAMPLE_587 2 0 1 0 1
#> SAMPLE_670 2 0 1 0 1
#> SAMPLE_839 2 0 1 0 1
#> SAMPLE_845 2 0 1 0 1
#> SAMPLE_847 1 0 1 1 0
#> SAMPLE_991 1 0 1 1 0
#> SAMPLE_1038 2 0 1 0 1
#> SAMPLE_1065 2 0 1 0 1
#> SAMPLE_1211 2 0 1 0 1
#> SAMPLE_1212 2 0 1 0 1
#> SAMPLE_1213 1 0 1 1 0
#> SAMPLE_1243 2 0 1 0 1
#> SAMPLE_1268 1 0 1 1 0
#> SAMPLE_1336 1 0 1 1 0
#> SAMPLE_1416 1 0 1 1 0
#> SAMPLE_1440 1 0 1 1 0
#> SAMPLE_1667 2 0 1 0 1
#> SAMPLE_1712 1 0 1 1 0
#> SAMPLE_1871 1 0 1 1 0
#> SAMPLE_1889 1 0 1 1 0
#> SAMPLE_1890 2 0 1 0 1
#> SAMPLE_1891 2 0 1 0 1
#> SAMPLE_1892 2 0 1 0 1
#> SAMPLE_1894 2 0 1 0 1
#> SAMPLE_2000 1 0 1 1 0
#> SAMPLE_2206 2 0 1 0 1
#> SAMPLE_2226 2 0 1 0 1
#> SAMPLE_2515 2 0 1 0 1
#> SAMPLE_2736 1 0 1 1 0
#> SAMPLE_2747 1 0 1 1 0
#> SAMPLE_2760 1 0 1 1 0
#> SAMPLE_2785 1 0 1 1 0
cbind(get_classes(res, k = 3), get_membership(res, k = 3))
#> class entropy silhouette p1 p2 p3
#> SAMPLE_15 3 0.000 0.931 0.00 0.00 1.00
#> SAMPLE_16 3 0.000 0.931 0.00 0.00 1.00
#> SAMPLE_19 3 0.000 0.931 0.00 0.00 1.00
#> SAMPLE_21 3 0.000 0.931 0.00 0.00 1.00
#> SAMPLE_87 3 0.571 0.576 0.32 0.00 0.68
#> SAMPLE_89 2 0.000 0.990 0.00 1.00 0.00
#> SAMPLE_153 2 0.000 0.990 0.00 1.00 0.00
#> SAMPLE_181 2 0.000 0.990 0.00 1.00 0.00
#> SAMPLE_184 2 0.000 0.990 0.00 1.00 0.00
#> SAMPLE_190 2 0.000 0.990 0.00 1.00 0.00
#> SAMPLE_200 2 0.000 0.990 0.00 1.00 0.00
#> SAMPLE_380 3 0.000 0.931 0.00 0.00 1.00
#> SAMPLE_381 3 0.000 0.931 0.00 0.00 1.00
#> SAMPLE_388 3 0.429 0.741 0.00 0.18 0.82
#> SAMPLE_398 2 0.000 0.990 0.00 1.00 0.00
#> SAMPLE_402 3 0.000 0.931 0.00 0.00 1.00
#> SAMPLE_404 2 0.000 0.990 0.00 1.00 0.00
#> SAMPLE_405 3 0.000 0.931 0.00 0.00 1.00
#> SAMPLE_418 2 0.000 0.990 0.00 1.00 0.00
#> SAMPLE_425 2 0.000 0.990 0.00 1.00 0.00
#> SAMPLE_435 2 0.296 0.893 0.10 0.90 0.00
#> SAMPLE_440 2 0.000 0.990 0.00 1.00 0.00
#> SAMPLE_461 3 0.000 0.931 0.00 0.00 1.00
#> SAMPLE_465 2 0.153 0.955 0.04 0.96 0.00
#> SAMPLE_468 2 0.000 0.990 0.00 1.00 0.00
#> SAMPLE_473 2 0.000 0.990 0.00 1.00 0.00
#> SAMPLE_475 2 0.000 0.990 0.00 1.00 0.00
#> SAMPLE_484 2 0.000 0.990 0.00 1.00 0.00
#> SAMPLE_488 2 0.000 0.990 0.00 1.00 0.00
#> SAMPLE_489 2 0.000 0.990 0.00 1.00 0.00
#> SAMPLE_501 3 0.000 0.931 0.00 0.00 1.00
#> SAMPLE_528 2 0.000 0.990 0.00 1.00 0.00
#> SAMPLE_530 3 0.429 0.741 0.00 0.18 0.82
#> SAMPLE_536 2 0.000 0.990 0.00 1.00 0.00
#> SAMPLE_581 2 0.000 0.990 0.00 1.00 0.00
#> SAMPLE_587 2 0.296 0.893 0.10 0.90 0.00
#> SAMPLE_670 3 0.000 0.931 0.00 0.00 1.00
#> SAMPLE_839 2 0.000 0.990 0.00 1.00 0.00
#> SAMPLE_845 2 0.000 0.990 0.00 1.00 0.00
#> SAMPLE_847 3 0.583 0.540 0.34 0.00 0.66
#> SAMPLE_991 1 0.000 0.982 1.00 0.00 0.00
#> SAMPLE_1038 3 0.000 0.931 0.00 0.00 1.00
#> SAMPLE_1065 3 0.000 0.931 0.00 0.00 1.00
#> SAMPLE_1211 2 0.000 0.990 0.00 1.00 0.00
#> SAMPLE_1212 3 0.000 0.931 0.00 0.00 1.00
#> SAMPLE_1213 1 0.000 0.982 1.00 0.00 0.00
#> SAMPLE_1243 2 0.000 0.990 0.00 1.00 0.00
#> SAMPLE_1268 1 0.000 0.982 1.00 0.00 0.00
#> SAMPLE_1336 1 0.000 0.982 1.00 0.00 0.00
#> SAMPLE_1416 1 0.369 0.818 0.86 0.14 0.00
#> SAMPLE_1440 1 0.000 0.982 1.00 0.00 0.00
#> SAMPLE_1667 2 0.254 0.915 0.08 0.92 0.00
#> SAMPLE_1712 1 0.000 0.982 1.00 0.00 0.00
#> SAMPLE_1871 1 0.000 0.982 1.00 0.00 0.00
#> SAMPLE_1889 3 0.000 0.931 0.00 0.00 1.00
#> SAMPLE_1890 2 0.000 0.990 0.00 1.00 0.00
#> SAMPLE_1891 2 0.000 0.990 0.00 1.00 0.00
#> SAMPLE_1892 2 0.000 0.990 0.00 1.00 0.00
#> SAMPLE_1894 2 0.000 0.990 0.00 1.00 0.00
#> SAMPLE_2000 3 0.583 0.540 0.34 0.00 0.66
#> SAMPLE_2206 2 0.000 0.990 0.00 1.00 0.00
#> SAMPLE_2226 3 0.000 0.931 0.00 0.00 1.00
#> SAMPLE_2515 3 0.000 0.931 0.00 0.00 1.00
#> SAMPLE_2736 1 0.000 0.982 1.00 0.00 0.00
#> SAMPLE_2747 3 0.000 0.931 0.00 0.00 1.00
#> SAMPLE_2760 1 0.000 0.982 1.00 0.00 0.00
#> SAMPLE_2785 1 0.000 0.982 1.00 0.00 0.00
cbind(get_classes(res, k = 4), get_membership(res, k = 4))
#> class entropy silhouette p1 p2 p3 p4
#> SAMPLE_15 3 0.000 0.989 0 0.00 1.00 0.00
#> SAMPLE_16 3 0.000 0.989 0 0.00 1.00 0.00
#> SAMPLE_19 3 0.000 0.989 0 0.00 1.00 0.00
#> SAMPLE_21 3 0.000 0.989 0 0.00 1.00 0.00
#> SAMPLE_87 4 0.000 1.000 0 0.00 0.00 1.00
#> SAMPLE_89 2 0.164 0.921 0 0.94 0.00 0.06
#> SAMPLE_153 4 0.000 1.000 0 0.00 0.00 1.00
#> SAMPLE_181 4 0.000 1.000 0 0.00 0.00 1.00
#> SAMPLE_184 2 0.000 0.977 0 1.00 0.00 0.00
#> SAMPLE_190 2 0.000 0.977 0 1.00 0.00 0.00
#> SAMPLE_200 2 0.000 0.977 0 1.00 0.00 0.00
#> SAMPLE_380 3 0.000 0.989 0 0.00 1.00 0.00
#> SAMPLE_381 3 0.000 0.989 0 0.00 1.00 0.00
#> SAMPLE_388 4 0.000 1.000 0 0.00 0.00 1.00
#> SAMPLE_398 2 0.000 0.977 0 1.00 0.00 0.00
#> SAMPLE_402 3 0.000 0.989 0 0.00 1.00 0.00
#> SAMPLE_404 2 0.000 0.977 0 1.00 0.00 0.00
#> SAMPLE_405 3 0.000 0.989 0 0.00 1.00 0.00
#> SAMPLE_418 4 0.000 1.000 0 0.00 0.00 1.00
#> SAMPLE_425 4 0.000 1.000 0 0.00 0.00 1.00
#> SAMPLE_435 4 0.000 1.000 0 0.00 0.00 1.00
#> SAMPLE_440 4 0.000 1.000 0 0.00 0.00 1.00
#> SAMPLE_461 3 0.000 0.989 0 0.00 1.00 0.00
#> SAMPLE_465 4 0.000 1.000 0 0.00 0.00 1.00
#> SAMPLE_468 2 0.000 0.977 0 1.00 0.00 0.00
#> SAMPLE_473 2 0.000 0.977 0 1.00 0.00 0.00
#> SAMPLE_475 2 0.234 0.879 0 0.90 0.00 0.10
#> SAMPLE_484 4 0.000 1.000 0 0.00 0.00 1.00
#> SAMPLE_488 4 0.000 1.000 0 0.00 0.00 1.00
#> SAMPLE_489 2 0.000 0.977 0 1.00 0.00 0.00
#> SAMPLE_501 3 0.000 0.989 0 0.00 1.00 0.00
#> SAMPLE_528 2 0.000 0.977 0 1.00 0.00 0.00
#> SAMPLE_530 4 0.000 1.000 0 0.00 0.00 1.00
#> SAMPLE_536 2 0.000 0.977 0 1.00 0.00 0.00
#> SAMPLE_581 4 0.000 1.000 0 0.00 0.00 1.00
#> SAMPLE_587 4 0.000 1.000 0 0.00 0.00 1.00
#> SAMPLE_670 3 0.000 0.989 0 0.00 1.00 0.00
#> SAMPLE_839 2 0.000 0.977 0 1.00 0.00 0.00
#> SAMPLE_845 2 0.000 0.977 0 1.00 0.00 0.00
#> SAMPLE_847 4 0.000 1.000 0 0.00 0.00 1.00
#> SAMPLE_991 1 0.000 1.000 1 0.00 0.00 0.00
#> SAMPLE_1038 3 0.000 0.989 0 0.00 1.00 0.00
#> SAMPLE_1065 3 0.000 0.989 0 0.00 1.00 0.00
#> SAMPLE_1211 2 0.000 0.977 0 1.00 0.00 0.00
#> SAMPLE_1212 3 0.000 0.989 0 0.00 1.00 0.00
#> SAMPLE_1213 4 0.000 1.000 0 0.00 0.00 1.00
#> SAMPLE_1243 2 0.000 0.977 0 1.00 0.00 0.00
#> SAMPLE_1268 1 0.000 1.000 1 0.00 0.00 0.00
#> SAMPLE_1336 1 0.000 1.000 1 0.00 0.00 0.00
#> SAMPLE_1416 4 0.000 1.000 0 0.00 0.00 1.00
#> SAMPLE_1440 1 0.000 1.000 1 0.00 0.00 0.00
#> SAMPLE_1667 4 0.000 1.000 0 0.00 0.00 1.00
#> SAMPLE_1712 1 0.000 1.000 1 0.00 0.00 0.00
#> SAMPLE_1871 1 0.000 1.000 1 0.00 0.00 0.00
#> SAMPLE_1889 3 0.000 0.989 0 0.00 1.00 0.00
#> SAMPLE_1890 4 0.000 1.000 0 0.00 0.00 1.00
#> SAMPLE_1891 2 0.000 0.977 0 1.00 0.00 0.00
#> SAMPLE_1892 2 0.380 0.725 0 0.78 0.00 0.22
#> SAMPLE_1894 2 0.000 0.977 0 1.00 0.00 0.00
#> SAMPLE_2000 4 0.000 1.000 0 0.00 0.00 1.00
#> SAMPLE_2206 2 0.000 0.977 0 1.00 0.00 0.00
#> SAMPLE_2226 3 0.000 0.989 0 0.00 1.00 0.00
#> SAMPLE_2515 3 0.317 0.798 0 0.16 0.84 0.00
#> SAMPLE_2736 1 0.000 1.000 1 0.00 0.00 0.00
#> SAMPLE_2747 3 0.000 0.989 0 0.00 1.00 0.00
#> SAMPLE_2760 1 0.000 1.000 1 0.00 0.00 0.00
#> SAMPLE_2785 1 0.000 1.000 1 0.00 0.00 0.00
cbind(get_classes(res, k = 5), get_membership(res, k = 5))
#> class entropy silhouette p1 p2 p3 p4 p5
#> SAMPLE_15 5 0.0000 1.000 0 0.00 0.00 0.00 1
#> SAMPLE_16 5 0.0000 1.000 0 0.00 0.00 0.00 1
#> SAMPLE_19 3 0.0000 0.993 0 0.00 1.00 0.00 0
#> SAMPLE_21 3 0.0000 0.993 0 0.00 1.00 0.00 0
#> SAMPLE_87 4 0.0000 0.999 0 0.00 0.00 1.00 0
#> SAMPLE_89 2 0.1410 0.916 0 0.94 0.00 0.06 0
#> SAMPLE_153 4 0.0000 0.999 0 0.00 0.00 1.00 0
#> SAMPLE_181 4 0.0000 0.999 0 0.00 0.00 1.00 0
#> SAMPLE_184 2 0.0000 0.972 0 1.00 0.00 0.00 0
#> SAMPLE_190 2 0.0609 0.955 0 0.98 0.00 0.02 0
#> SAMPLE_200 2 0.0000 0.972 0 1.00 0.00 0.00 0
#> SAMPLE_380 5 0.0000 1.000 0 0.00 0.00 0.00 1
#> SAMPLE_381 5 0.0000 1.000 0 0.00 0.00 0.00 1
#> SAMPLE_388 4 0.0000 0.999 0 0.00 0.00 1.00 0
#> SAMPLE_398 2 0.0000 0.972 0 1.00 0.00 0.00 0
#> SAMPLE_402 3 0.0000 0.993 0 0.00 1.00 0.00 0
#> SAMPLE_404 2 0.0000 0.972 0 1.00 0.00 0.00 0
#> SAMPLE_405 3 0.0000 0.993 0 0.00 1.00 0.00 0
#> SAMPLE_418 4 0.0000 0.999 0 0.00 0.00 1.00 0
#> SAMPLE_425 4 0.0609 0.973 0 0.02 0.00 0.98 0
#> SAMPLE_435 4 0.0000 0.999 0 0.00 0.00 1.00 0
#> SAMPLE_440 4 0.0000 0.999 0 0.00 0.00 1.00 0
#> SAMPLE_461 3 0.0000 0.993 0 0.00 1.00 0.00 0
#> SAMPLE_465 4 0.0000 0.999 0 0.00 0.00 1.00 0
#> SAMPLE_468 2 0.0000 0.972 0 1.00 0.00 0.00 0
#> SAMPLE_473 2 0.0000 0.972 0 1.00 0.00 0.00 0
#> SAMPLE_475 2 0.2020 0.869 0 0.90 0.00 0.10 0
#> SAMPLE_484 4 0.0000 0.999 0 0.00 0.00 1.00 0
#> SAMPLE_488 4 0.0000 0.999 0 0.00 0.00 1.00 0
#> SAMPLE_489 2 0.0000 0.972 0 1.00 0.00 0.00 0
#> SAMPLE_501 3 0.0609 0.978 0 0.00 0.98 0.02 0
#> SAMPLE_528 2 0.0000 0.972 0 1.00 0.00 0.00 0
#> SAMPLE_530 4 0.0000 0.999 0 0.00 0.00 1.00 0
#> SAMPLE_536 2 0.0000 0.972 0 1.00 0.00 0.00 0
#> SAMPLE_581 4 0.0000 0.999 0 0.00 0.00 1.00 0
#> SAMPLE_587 4 0.0000 0.999 0 0.00 0.00 1.00 0
#> SAMPLE_670 3 0.0000 0.993 0 0.00 1.00 0.00 0
#> SAMPLE_839 2 0.0000 0.972 0 1.00 0.00 0.00 0
#> SAMPLE_845 2 0.0000 0.972 0 1.00 0.00 0.00 0
#> SAMPLE_847 4 0.0000 0.999 0 0.00 0.00 1.00 0
#> SAMPLE_991 1 0.0000 1.000 1 0.00 0.00 0.00 0
#> SAMPLE_1038 3 0.0000 0.993 0 0.00 1.00 0.00 0
#> SAMPLE_1065 3 0.0609 0.978 0 0.00 0.98 0.02 0
#> SAMPLE_1211 2 0.0000 0.972 0 1.00 0.00 0.00 0
#> SAMPLE_1212 3 0.0000 0.993 0 0.00 1.00 0.00 0
#> SAMPLE_1213 4 0.0000 0.999 0 0.00 0.00 1.00 0
#> SAMPLE_1243 2 0.0000 0.972 0 1.00 0.00 0.00 0
#> SAMPLE_1268 1 0.0000 1.000 1 0.00 0.00 0.00 0
#> SAMPLE_1336 1 0.0000 1.000 1 0.00 0.00 0.00 0
#> SAMPLE_1416 4 0.0000 0.999 0 0.00 0.00 1.00 0
#> SAMPLE_1440 1 0.0000 1.000 1 0.00 0.00 0.00 0
#> SAMPLE_1667 4 0.0000 0.999 0 0.00 0.00 1.00 0
#> SAMPLE_1712 1 0.0000 1.000 1 0.00 0.00 0.00 0
#> SAMPLE_1871 1 0.0000 1.000 1 0.00 0.00 0.00 0
#> SAMPLE_1889 3 0.0609 0.978 0 0.00 0.98 0.02 0
#> SAMPLE_1890 4 0.0000 0.999 0 0.00 0.00 1.00 0
#> SAMPLE_1891 2 0.0000 0.972 0 1.00 0.00 0.00 0
#> SAMPLE_1892 2 0.3424 0.668 0 0.76 0.00 0.24 0
#> SAMPLE_1894 2 0.0000 0.972 0 1.00 0.00 0.00 0
#> SAMPLE_2000 4 0.0000 0.999 0 0.00 0.00 1.00 0
#> SAMPLE_2206 2 0.0000 0.972 0 1.00 0.00 0.00 0
#> SAMPLE_2226 3 0.0000 0.993 0 0.00 1.00 0.00 0
#> SAMPLE_2515 3 0.0000 0.993 0 0.00 1.00 0.00 0
#> SAMPLE_2736 1 0.0000 1.000 1 0.00 0.00 0.00 0
#> SAMPLE_2747 5 0.0000 1.000 0 0.00 0.00 0.00 1
#> SAMPLE_2760 1 0.0000 1.000 1 0.00 0.00 0.00 0
#> SAMPLE_2785 1 0.0000 1.000 1 0.00 0.00 0.00 0
cbind(get_classes(res, k = 6), get_membership(res, k = 6))
#> class entropy silhouette p1 p2 p3 p4 p5 p6
#> SAMPLE_15 5 0.0000 1.000 0.00 0.00 0.00 0.00 1 0.00
#> SAMPLE_16 5 0.0000 1.000 0.00 0.00 0.00 0.00 1 0.00
#> SAMPLE_19 3 0.0000 1.000 0.00 0.00 1.00 0.00 0 0.00
#> SAMPLE_21 3 0.0000 1.000 0.00 0.00 1.00 0.00 0 0.00
#> SAMPLE_87 6 0.0937 0.850 0.00 0.00 0.00 0.04 0 0.96
#> SAMPLE_89 4 0.2260 0.814 0.00 0.14 0.00 0.86 0 0.00
#> SAMPLE_153 4 0.0000 0.909 0.00 0.00 0.00 1.00 0 0.00
#> SAMPLE_181 4 0.0000 0.909 0.00 0.00 0.00 1.00 0 0.00
#> SAMPLE_184 2 0.0000 0.995 0.00 1.00 0.00 0.00 0 0.00
#> SAMPLE_190 4 0.2631 0.769 0.00 0.18 0.00 0.82 0 0.00
#> SAMPLE_200 2 0.0000 0.995 0.00 1.00 0.00 0.00 0 0.00
#> SAMPLE_380 5 0.0000 1.000 0.00 0.00 0.00 0.00 1 0.00
#> SAMPLE_381 5 0.0000 1.000 0.00 0.00 0.00 0.00 1 0.00
#> SAMPLE_388 6 0.3076 0.696 0.00 0.00 0.00 0.24 0 0.76
#> SAMPLE_398 2 0.0000 0.995 0.00 1.00 0.00 0.00 0 0.00
#> SAMPLE_402 3 0.0000 1.000 0.00 0.00 1.00 0.00 0 0.00
#> SAMPLE_404 2 0.0000 0.995 0.00 1.00 0.00 0.00 0 0.00
#> SAMPLE_405 3 0.0000 1.000 0.00 0.00 1.00 0.00 0 0.00
#> SAMPLE_418 4 0.0000 0.909 0.00 0.00 0.00 1.00 0 0.00
#> SAMPLE_425 4 0.0000 0.909 0.00 0.00 0.00 1.00 0 0.00
#> SAMPLE_435 4 0.2454 0.824 0.00 0.00 0.00 0.84 0 0.16
#> SAMPLE_440 4 0.0000 0.909 0.00 0.00 0.00 1.00 0 0.00
#> SAMPLE_461 3 0.0000 1.000 0.00 0.00 1.00 0.00 0 0.00
#> SAMPLE_465 4 0.2454 0.824 0.00 0.00 0.00 0.84 0 0.16
#> SAMPLE_468 2 0.0000 0.995 0.00 1.00 0.00 0.00 0 0.00
#> SAMPLE_473 2 0.0000 0.995 0.00 1.00 0.00 0.00 0 0.00
#> SAMPLE_475 4 0.1814 0.850 0.00 0.10 0.00 0.90 0 0.00
#> SAMPLE_484 4 0.0000 0.909 0.00 0.00 0.00 1.00 0 0.00
#> SAMPLE_488 4 0.0000 0.909 0.00 0.00 0.00 1.00 0 0.00
#> SAMPLE_489 2 0.0000 0.995 0.00 1.00 0.00 0.00 0 0.00
#> SAMPLE_501 6 0.0937 0.857 0.00 0.00 0.04 0.00 0 0.96
#> SAMPLE_528 2 0.0000 0.995 0.00 1.00 0.00 0.00 0 0.00
#> SAMPLE_530 6 0.2793 0.726 0.00 0.00 0.00 0.20 0 0.80
#> SAMPLE_536 2 0.0000 0.995 0.00 1.00 0.00 0.00 0 0.00
#> SAMPLE_581 4 0.0000 0.909 0.00 0.00 0.00 1.00 0 0.00
#> SAMPLE_587 4 0.2454 0.824 0.00 0.00 0.00 0.84 0 0.16
#> SAMPLE_670 6 0.3756 0.372 0.00 0.00 0.40 0.00 0 0.60
#> SAMPLE_839 2 0.0000 0.995 0.00 1.00 0.00 0.00 0 0.00
#> SAMPLE_845 2 0.0000 0.995 0.00 1.00 0.00 0.00 0 0.00
#> SAMPLE_847 6 0.0000 0.858 0.00 0.00 0.00 0.00 0 1.00
#> SAMPLE_991 1 0.0000 1.000 1.00 0.00 0.00 0.00 0 0.00
#> SAMPLE_1038 3 0.0000 1.000 0.00 0.00 1.00 0.00 0 0.00
#> SAMPLE_1065 6 0.0937 0.857 0.00 0.00 0.04 0.00 0 0.96
#> SAMPLE_1211 2 0.0000 0.995 0.00 1.00 0.00 0.00 0 0.00
#> SAMPLE_1212 3 0.0000 1.000 0.00 0.00 1.00 0.00 0 0.00
#> SAMPLE_1213 6 0.1092 0.850 0.02 0.00 0.00 0.02 0 0.96
#> SAMPLE_1243 2 0.0000 0.995 0.00 1.00 0.00 0.00 0 0.00
#> SAMPLE_1268 1 0.0000 1.000 1.00 0.00 0.00 0.00 0 0.00
#> SAMPLE_1336 1 0.0000 1.000 1.00 0.00 0.00 0.00 0 0.00
#> SAMPLE_1416 4 0.2454 0.824 0.00 0.00 0.00 0.84 0 0.16
#> SAMPLE_1440 1 0.0000 1.000 1.00 0.00 0.00 0.00 0 0.00
#> SAMPLE_1667 4 0.2048 0.850 0.00 0.00 0.00 0.88 0 0.12
#> SAMPLE_1712 1 0.0000 1.000 1.00 0.00 0.00 0.00 0 0.00
#> SAMPLE_1871 1 0.0000 1.000 1.00 0.00 0.00 0.00 0 0.00
#> SAMPLE_1889 6 0.0937 0.857 0.00 0.00 0.04 0.00 0 0.96
#> SAMPLE_1890 4 0.0000 0.909 0.00 0.00 0.00 1.00 0 0.00
#> SAMPLE_1891 2 0.0000 0.995 0.00 1.00 0.00 0.00 0 0.00
#> SAMPLE_1892 4 0.2048 0.834 0.00 0.12 0.00 0.88 0 0.00
#> SAMPLE_1894 2 0.1267 0.927 0.00 0.94 0.00 0.06 0 0.00
#> SAMPLE_2000 6 0.0000 0.858 0.00 0.00 0.00 0.00 0 1.00
#> SAMPLE_2206 2 0.0000 0.995 0.00 1.00 0.00 0.00 0 0.00
#> SAMPLE_2226 3 0.0000 1.000 0.00 0.00 1.00 0.00 0 0.00
#> SAMPLE_2515 3 0.0000 1.000 0.00 0.00 1.00 0.00 0 0.00
#> SAMPLE_2736 1 0.0000 1.000 1.00 0.00 0.00 0.00 0 0.00
#> SAMPLE_2747 5 0.0000 1.000 0.00 0.00 0.00 0.00 1 0.00
#> SAMPLE_2760 1 0.0000 1.000 1.00 0.00 0.00 0.00 0 0.00
#> SAMPLE_2785 1 0.0000 1.000 1.00 0.00 0.00 0.00 0 0.00
cbind(get_classes(res, k = 7), get_membership(res, k = 7))
#> class entropy silhouette p1 p2 p3 p4 p5 p6 p7
#> SAMPLE_15 5 0.0000 1.0000 0.00 0.00 0.00 0.00 1 0.00 0.00
#> SAMPLE_16 5 0.0000 1.0000 0.00 0.00 0.00 0.00 1 0.00 0.00
#> SAMPLE_19 3 0.0863 0.9553 0.00 0.00 0.96 0.00 0 0.00 0.04
#> SAMPLE_21 3 0.0863 0.9553 0.00 0.00 0.96 0.00 0 0.00 0.04
#> SAMPLE_87 7 0.3558 -0.4188 0.00 0.00 0.00 0.00 0 0.48 0.52
#> SAMPLE_89 4 0.2722 0.6843 0.00 0.04 0.00 0.84 0 0.00 0.12
#> SAMPLE_153 4 0.0863 0.7213 0.00 0.00 0.00 0.96 0 0.00 0.04
#> SAMPLE_181 4 0.0863 0.7213 0.00 0.00 0.00 0.96 0 0.00 0.04
#> SAMPLE_184 2 0.0504 0.9280 0.00 0.98 0.00 0.00 0 0.00 0.02
#> SAMPLE_190 4 0.3770 0.6352 0.00 0.08 0.00 0.74 0 0.00 0.18
#> SAMPLE_200 2 0.0000 0.9343 0.00 1.00 0.00 0.00 0 0.00 0.00
#> SAMPLE_380 5 0.0000 1.0000 0.00 0.00 0.00 0.00 1 0.00 0.00
#> SAMPLE_381 5 0.0000 1.0000 0.00 0.00 0.00 0.00 1 0.00 0.00
#> SAMPLE_388 6 0.5232 0.0859 0.00 0.00 0.00 0.16 0 0.46 0.38
#> SAMPLE_398 2 0.2512 0.8642 0.00 0.86 0.00 0.04 0 0.00 0.10
#> SAMPLE_402 3 0.0000 0.9728 0.00 0.00 1.00 0.00 0 0.00 0.00
#> SAMPLE_404 2 0.0000 0.9343 0.00 1.00 0.00 0.00 0 0.00 0.00
#> SAMPLE_405 3 0.0000 0.9728 0.00 0.00 1.00 0.00 0 0.00 0.00
#> SAMPLE_418 4 0.2081 0.6948 0.00 0.00 0.00 0.86 0 0.00 0.14
#> SAMPLE_425 4 0.0504 0.7258 0.00 0.00 0.00 0.98 0 0.00 0.02
#> SAMPLE_435 7 0.4127 0.5576 0.00 0.00 0.00 0.36 0 0.04 0.60
#> SAMPLE_440 4 0.0000 0.7258 0.00 0.00 0.00 1.00 0 0.00 0.00
#> SAMPLE_461 3 0.2572 0.8362 0.00 0.00 0.86 0.00 0 0.08 0.06
#> SAMPLE_465 7 0.3867 0.5133 0.00 0.00 0.00 0.38 0 0.02 0.60
#> SAMPLE_468 2 0.0000 0.9343 0.00 1.00 0.00 0.00 0 0.00 0.00
#> SAMPLE_473 2 0.0000 0.9343 0.00 1.00 0.00 0.00 0 0.00 0.00
#> SAMPLE_475 4 0.3370 0.6707 0.00 0.06 0.00 0.78 0 0.00 0.16
#> SAMPLE_484 4 0.1166 0.7098 0.00 0.00 0.00 0.94 0 0.00 0.06
#> SAMPLE_488 4 0.3459 0.2228 0.00 0.00 0.00 0.60 0 0.00 0.40
#> SAMPLE_489 2 0.0000 0.9343 0.00 1.00 0.00 0.00 0 0.00 0.00
#> SAMPLE_501 6 0.0504 0.6890 0.00 0.00 0.02 0.00 0 0.98 0.00
#> SAMPLE_528 2 0.0000 0.9343 0.00 1.00 0.00 0.00 0 0.00 0.00
#> SAMPLE_530 7 0.4692 -0.2078 0.00 0.00 0.00 0.08 0 0.42 0.50
#> SAMPLE_536 2 0.0000 0.9343 0.00 1.00 0.00 0.00 0 0.00 0.00
#> SAMPLE_581 4 0.2572 0.5775 0.00 0.00 0.00 0.80 0 0.00 0.20
#> SAMPLE_587 7 0.4127 0.5576 0.00 0.00 0.00 0.36 0 0.04 0.60
#> SAMPLE_670 6 0.5332 0.1941 0.00 0.00 0.38 0.00 0 0.44 0.18
#> SAMPLE_839 2 0.0000 0.9343 0.00 1.00 0.00 0.00 0 0.00 0.00
#> SAMPLE_845 2 0.2512 0.8671 0.00 0.86 0.00 0.04 0 0.00 0.10
#> SAMPLE_847 6 0.2081 0.6567 0.00 0.00 0.00 0.00 0 0.86 0.14
#> SAMPLE_991 1 0.0000 1.0000 1.00 0.00 0.00 0.00 0 0.00 0.00
#> SAMPLE_1038 3 0.0000 0.9728 0.00 0.00 1.00 0.00 0 0.00 0.00
#> SAMPLE_1065 6 0.2912 0.6321 0.00 0.00 0.04 0.00 0 0.82 0.14
#> SAMPLE_1211 2 0.1664 0.9017 0.00 0.92 0.00 0.02 0 0.00 0.06
#> SAMPLE_1212 3 0.0000 0.9728 0.00 0.00 1.00 0.00 0 0.00 0.00
#> SAMPLE_1213 6 0.2906 0.6222 0.02 0.00 0.00 0.00 0 0.80 0.18
#> SAMPLE_1243 2 0.0504 0.9229 0.00 0.98 0.02 0.00 0 0.00 0.00
#> SAMPLE_1268 1 0.0000 1.0000 1.00 0.00 0.00 0.00 0 0.00 0.00
#> SAMPLE_1336 1 0.0000 1.0000 1.00 0.00 0.00 0.00 0 0.00 0.00
#> SAMPLE_1416 7 0.4127 0.5576 0.00 0.00 0.00 0.36 0 0.04 0.60
#> SAMPLE_1440 1 0.0000 1.0000 1.00 0.00 0.00 0.00 0 0.00 0.00
#> SAMPLE_1667 4 0.4191 0.1608 0.00 0.00 0.00 0.64 0 0.06 0.30
#> SAMPLE_1712 1 0.0000 1.0000 1.00 0.00 0.00 0.00 0 0.00 0.00
#> SAMPLE_1871 1 0.0000 1.0000 1.00 0.00 0.00 0.00 0 0.00 0.00
#> SAMPLE_1889 6 0.0504 0.6890 0.00 0.00 0.02 0.00 0 0.98 0.00
#> SAMPLE_1890 4 0.3459 0.2228 0.00 0.00 0.00 0.60 0 0.00 0.40
#> SAMPLE_1891 2 0.0000 0.9343 0.00 1.00 0.00 0.00 0 0.00 0.00
#> SAMPLE_1892 4 0.3519 0.6513 0.00 0.04 0.00 0.74 0 0.00 0.22
#> SAMPLE_1894 2 0.4630 0.5478 0.00 0.62 0.00 0.26 0 0.00 0.12
#> SAMPLE_2000 6 0.2422 0.6315 0.00 0.00 0.00 0.00 0 0.82 0.18
#> SAMPLE_2206 2 0.3487 0.7895 0.00 0.78 0.00 0.12 0 0.00 0.10
#> SAMPLE_2226 3 0.0000 0.9728 0.00 0.00 1.00 0.00 0 0.00 0.00
#> SAMPLE_2515 3 0.0000 0.9728 0.00 0.00 1.00 0.00 0 0.00 0.00
#> SAMPLE_2736 1 0.0000 1.0000 1.00 0.00 0.00 0.00 0 0.00 0.00
#> SAMPLE_2747 5 0.0000 1.0000 0.00 0.00 0.00 0.00 1 0.00 0.00
#> SAMPLE_2760 1 0.0000 1.0000 1.00 0.00 0.00 0.00 0 0.00 0.00
#> SAMPLE_2785 1 0.0000 1.0000 1.00 0.00 0.00 0.00 0 0.00 0.00
cbind(get_classes(res, k = 8), get_membership(res, k = 8))
#> class entropy silhouette p1 p2 p3 p4 p5 p6 p7 p8
#> SAMPLE_15 5 0.0000 1.0000 0 0.00 0.00 0.00 1 0.00 0.00 0.00
#> SAMPLE_16 5 0.0000 1.0000 0 0.00 0.00 0.00 1 0.00 0.00 0.00
#> SAMPLE_19 3 0.2719 0.8443 0 0.00 0.80 0.00 0 0.00 0.02 0.18
#> SAMPLE_21 3 0.2719 0.8443 0 0.00 0.80 0.00 0 0.00 0.02 0.18
#> SAMPLE_87 6 0.4982 -0.0954 0 0.00 0.00 0.02 0 0.58 0.22 0.18
#> SAMPLE_89 4 0.2348 0.6833 0 0.02 0.00 0.88 0 0.00 0.04 0.06
#> SAMPLE_153 4 0.3073 0.6697 0 0.00 0.00 0.80 0 0.00 0.10 0.10
#> SAMPLE_181 4 0.2350 0.7006 0 0.00 0.00 0.86 0 0.00 0.10 0.04
#> SAMPLE_184 2 0.0941 0.8734 0 0.96 0.00 0.02 0 0.00 0.00 0.02
#> SAMPLE_190 4 0.4244 0.5157 0 0.12 0.00 0.64 0 0.00 0.00 0.24
#> SAMPLE_200 2 0.0471 0.8823 0 0.98 0.00 0.00 0 0.00 0.00 0.02
#> SAMPLE_380 5 0.0000 1.0000 0 0.00 0.00 0.00 1 0.00 0.00 0.00
#> SAMPLE_381 5 0.0000 1.0000 0 0.00 0.00 0.00 1 0.00 0.00 0.00
#> SAMPLE_388 8 0.5897 0.2862 0 0.00 0.00 0.06 0 0.36 0.20 0.38
#> SAMPLE_398 2 0.2725 0.7913 0 0.82 0.00 0.14 0 0.00 0.00 0.04
#> SAMPLE_402 3 0.0808 0.9117 0 0.00 0.96 0.00 0 0.00 0.00 0.04
#> SAMPLE_404 2 0.0471 0.8823 0 0.98 0.00 0.00 0 0.00 0.00 0.02
#> SAMPLE_405 3 0.0000 0.9152 0 0.00 1.00 0.00 0 0.00 0.00 0.00
#> SAMPLE_418 4 0.1887 0.7011 0 0.00 0.00 0.90 0 0.00 0.06 0.04
#> SAMPLE_425 4 0.2623 0.6979 0 0.00 0.00 0.84 0 0.00 0.10 0.06
#> SAMPLE_435 7 0.0808 0.7593 0 0.00 0.00 0.04 0 0.00 0.96 0.00
#> SAMPLE_440 4 0.2350 0.6993 0 0.00 0.00 0.86 0 0.00 0.10 0.04
#> SAMPLE_461 3 0.2224 0.8249 0 0.00 0.86 0.00 0 0.02 0.00 0.12
#> SAMPLE_465 7 0.0808 0.7593 0 0.00 0.00 0.04 0 0.00 0.96 0.00
#> SAMPLE_468 2 0.0000 0.8827 0 1.00 0.00 0.00 0 0.00 0.00 0.00
#> SAMPLE_473 2 0.0000 0.8827 0 1.00 0.00 0.00 0 0.00 0.00 0.00
#> SAMPLE_475 4 0.3483 0.6162 0 0.04 0.00 0.76 0 0.00 0.02 0.18
#> SAMPLE_484 4 0.3660 0.5794 0 0.00 0.00 0.70 0 0.00 0.24 0.06
#> SAMPLE_488 7 0.3404 0.5381 0 0.00 0.00 0.24 0 0.00 0.72 0.04
#> SAMPLE_489 2 0.0808 0.8754 0 0.96 0.00 0.00 0 0.00 0.00 0.04
#> SAMPLE_501 6 0.1341 0.6773 0 0.00 0.00 0.00 0 0.92 0.00 0.08
#> SAMPLE_528 2 0.0471 0.8806 0 0.98 0.00 0.00 0 0.00 0.00 0.02
#> SAMPLE_530 7 0.5798 -0.4974 0 0.00 0.00 0.04 0 0.24 0.38 0.34
#> SAMPLE_536 2 0.0471 0.8823 0 0.98 0.00 0.00 0 0.00 0.00 0.02
#> SAMPLE_581 4 0.4174 0.2743 0 0.00 0.00 0.54 0 0.00 0.40 0.06
#> SAMPLE_587 7 0.0808 0.7593 0 0.00 0.00 0.04 0 0.00 0.96 0.00
#> SAMPLE_670 8 0.5577 0.3338 0 0.00 0.26 0.02 0 0.32 0.00 0.40
#> SAMPLE_839 2 0.0471 0.8823 0 0.98 0.00 0.00 0 0.00 0.00 0.02
#> SAMPLE_845 2 0.4332 0.6122 0 0.64 0.00 0.20 0 0.00 0.00 0.16
#> SAMPLE_847 6 0.1341 0.7020 0 0.00 0.00 0.00 0 0.92 0.08 0.00
#> SAMPLE_991 1 0.0000 1.0000 1 0.00 0.00 0.00 0 0.00 0.00 0.00
#> SAMPLE_1038 3 0.1765 0.8910 0 0.00 0.88 0.00 0 0.00 0.00 0.12
#> SAMPLE_1065 6 0.3299 0.4652 0 0.00 0.06 0.00 0 0.76 0.00 0.18
#> SAMPLE_1211 2 0.2407 0.8374 0 0.86 0.00 0.06 0 0.00 0.00 0.08
#> SAMPLE_1212 3 0.0000 0.9152 0 0.00 1.00 0.00 0 0.00 0.00 0.00
#> SAMPLE_1213 6 0.2267 0.6253 0 0.00 0.00 0.00 0 0.82 0.18 0.00
#> SAMPLE_1243 2 0.2407 0.8162 0 0.86 0.08 0.00 0 0.00 0.00 0.06
#> SAMPLE_1268 1 0.0000 1.0000 1 0.00 0.00 0.00 0 0.00 0.00 0.00
#> SAMPLE_1336 1 0.0000 1.0000 1 0.00 0.00 0.00 0 0.00 0.00 0.00
#> SAMPLE_1416 7 0.0808 0.7593 0 0.00 0.00 0.04 0 0.00 0.96 0.00
#> SAMPLE_1440 1 0.0000 1.0000 1 0.00 0.00 0.00 0 0.00 0.00 0.00
#> SAMPLE_1667 4 0.5522 0.0863 0 0.00 0.00 0.46 0 0.06 0.36 0.12
#> SAMPLE_1712 1 0.0000 1.0000 1 0.00 0.00 0.00 0 0.00 0.00 0.00
#> SAMPLE_1871 1 0.0000 1.0000 1 0.00 0.00 0.00 0 0.00 0.00 0.00
#> SAMPLE_1889 6 0.1341 0.6773 0 0.00 0.00 0.00 0 0.92 0.00 0.08
#> SAMPLE_1890 7 0.3404 0.5400 0 0.00 0.00 0.24 0 0.00 0.72 0.04
#> SAMPLE_1891 2 0.0471 0.8823 0 0.98 0.00 0.00 0 0.00 0.00 0.02
#> SAMPLE_1892 4 0.4244 0.5120 0 0.12 0.00 0.64 0 0.00 0.00 0.24
#> SAMPLE_1894 2 0.4904 0.3496 0 0.50 0.00 0.32 0 0.00 0.00 0.18
#> SAMPLE_2000 6 0.1563 0.6968 0 0.00 0.00 0.00 0 0.90 0.10 0.00
#> SAMPLE_2206 2 0.3657 0.6956 0 0.72 0.00 0.20 0 0.00 0.00 0.08
#> SAMPLE_2226 3 0.0000 0.9152 0 0.00 1.00 0.00 0 0.00 0.00 0.00
#> SAMPLE_2515 3 0.0471 0.9083 0 0.00 0.98 0.00 0 0.00 0.00 0.02
#> SAMPLE_2736 1 0.0000 1.0000 1 0.00 0.00 0.00 0 0.00 0.00 0.00
#> SAMPLE_2747 5 0.0000 1.0000 0 0.00 0.00 0.00 1 0.00 0.00 0.00
#> SAMPLE_2760 1 0.0000 1.0000 1 0.00 0.00 0.00 0 0.00 0.00 0.00
#> SAMPLE_2785 1 0.0000 1.0000 1 0.00 0.00 0.00 0 0.00 0.00 0.00
Heatmaps for the consensus matrix. It visualizes the probability of two samples to be in a same group.
consensus_heatmap(res, k = 2)
consensus_heatmap(res, k = 3)
consensus_heatmap(res, k = 4)
consensus_heatmap(res, k = 5)
consensus_heatmap(res, k = 6)
consensus_heatmap(res, k = 7)
consensus_heatmap(res, k = 8)
Heatmaps for the membership of samples in all partitions to see how consistent they are:
membership_heatmap(res, k = 2)
membership_heatmap(res, k = 3)
membership_heatmap(res, k = 4)
membership_heatmap(res, k = 5)
membership_heatmap(res, k = 6)
membership_heatmap(res, k = 7)
membership_heatmap(res, k = 8)
As soon as the classes for columns are determined, the signatures that are significantly different between subgroups can be looked for. Following are the heatmaps for signatures.
get_signatures(res, k = 2)
get_signatures(res, k = 3)
get_signatures(res, k = 4)
get_signatures(res, k = 5)
get_signatures(res, k = 6)
get_signatures(res, k = 7)
get_signatures(res, k = 8)
Compare the overlap of signatures from different k:
compare_signatures(res)
get_signature() returns a data frame invisibly. To get the list of signatures, the function
call should be assigned to a variable explicitly. In following code, if plot argument is set
to FALSE, no heatmap is plotted while only the differential analysis is performed.
# code only for demonstration
tb = get_signature(res, k = ..., plot = FALSE)
An example of the output of tb is:
#> which_row fdr mean_1 mean_2 scaled_mean_1 scaled_mean_2 km
#> 1 38 0.042760348 8.373488 9.131774 -0.5533452 0.5164555 1
#> 2 40 0.018707592 7.106213 8.469186 -0.6173731 0.5762149 1
#> 3 55 0.019134737 10.221463 11.207825 -0.6159697 0.5749050 1
#> 4 59 0.006059896 5.921854 7.869574 -0.6899429 0.6439467 1
#> 5 60 0.018055526 8.928898 10.211722 -0.6204761 0.5791110 1
#> 6 98 0.009384629 15.714769 14.887706 0.6635654 -0.6193277 2
...
The columns in tb are:
which_row: row indices corresponding to the input matrix.fdr: FDR for the differential test. mean_x: The mean value in group x.scaled_mean_x: The mean value in group x after rows are scaled.km: Row groups if k-means clustering is applied to rows (which is done by automatically selecting number of clusters).If there are too many signatures, top_signatures = ... can be set to only show the
signatures with the highest FDRs:
# code only for demonstration
# e.g. to show the top 500 most significant rows
tb = get_signature(res, k = ..., top_signatures = 500)
If the signatures are defined as these which are uniquely high in current group, diff_method argument
can be set to "uniquely_high_in_one_group":
# code only for demonstration
tb = get_signature(res, k = ..., diff_method = "uniquely_high_in_one_group")
UMAP plot which shows how samples are separated.
dimension_reduction(res, k = 2, method = "UMAP")
dimension_reduction(res, k = 3, method = "UMAP")
dimension_reduction(res, k = 4, method = "UMAP")
dimension_reduction(res, k = 5, method = "UMAP")
dimension_reduction(res, k = 6, method = "UMAP")
dimension_reduction(res, k = 7, method = "UMAP")
dimension_reduction(res, k = 8, method = "UMAP")
Following heatmap shows how subgroups are split when increasing k:
collect_classes(res)
Test correlation between subgroups and known annotations. If the known annotation is numeric, one-way ANOVA test is applied, and if the known annotation is discrete, chi-squared contingency table test is applied.
test_to_known_factors(res)
#> n_sample meth_class(p-value) tumor_type(p-value) k
#> SD:skmeans 67 1.20e-07 2.65e-08 2
#> SD:skmeans 67 1.15e-12 1.15e-13 3
#> SD:skmeans 67 8.35e-16 1.03e-16 4
#> SD:skmeans 67 7.01e-20 2.71e-21 5
#> SD:skmeans 66 1.82e-18 4.58e-20 6
#> SD:skmeans 60 8.61e-16 7.13e-17 7
#> SD:skmeans 59 1.25e-15 1.60e-16 8
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.
Parent node: Node0. Child nodes: Node011 , Node012 , Node013 , Node014 , Node015-leaf , Node016 , Node021 , Node022 , Node023 , Node024 , Node031-leaf , Node032-leaf , Node033-leaf .
The object with results only for a single top-value method and a single partitioning method can be extracted as:
res = res_rh["02"]
A summary of res and all the functions that can be applied to it:
res
#> A 'DownSamplingConsensusPartition' object with k = 2, 3, 4, 5, 6, 7, 8.
#> On a matrix with 99317 rows and 500 columns, randomly sampled from 2107 columns.
#> Top rows (1000) are extracted by 'ATC' method.
#> Subgroups are detected by 'kmeans' method.
#> Performed in total 350 partitions by row resampling.
#> Best k for subgroups seems to be 4.
#>
#> Following methods can be applied to this 'DownSamplingConsensusPartition' object:
#> [1] "cola_report" "collect_classes" "collect_plots"
#> [4] "collect_stats" "colnames" "compare_partitions"
#> [7] "compare_signatures" "consensus_heatmap" "dimension_reduction"
#> [10] "functional_enrichment" "get_anno_col" "get_anno"
#> [13] "get_classes" "get_consensus" "get_matrix"
#> [16] "get_membership" "get_param" "get_signatures"
#> [19] "get_stats" "is_best_k" "is_stable_k"
#> [22] "membership_heatmap" "ncol" "nrow"
#> [25] "plot_ecdf" "predict_classes" "rownames"
#> [28] "select_partition_number" "show" "suggest_best_k"
#> [31] "test_to_known_factors" "top_rows_heatmap"
collect_plots() function collects all the plots made from res for all k (number of subgroups)
into one single page to provide an easy and fast comparison between different k.
collect_plots(res)
The plots are:
k and the heatmap of
predicted classes for each k.k.k.k.All the plots in panels can be made by individual functions and they are plotted later in this section.
select_partition_number() produces several plots showing different
statistics for choosing “optimized” k. There are following statistics:
k;k, the area increased is defined as \(A_k - A_{k-1}\).The detailed explanations of these statistics can be found in the cola vignette.
Generally speaking, higher 1-PAC score, higher mean silhouette score or higher
concordance corresponds to better partition. Rand index and Jaccard index
measure how similar the current partition is compared to partition with k-1.
If they are too similar, we won't accept k is better than k-1.
select_partition_number(res)
The numeric values for all these statistics can be obtained by get_stats().
get_stats(res)
#> k 1-PAC mean_silhouette concordance area_increased Rand Jaccard
#> 2 2 1.000 0.989 0.996 0.3977 0.601 0.601
#> 3 3 1.000 0.971 0.989 0.4810 0.731 0.581
#> 4 4 0.994 0.950 0.982 0.1770 0.793 0.553
#> 5 5 0.811 0.815 0.910 0.0864 0.876 0.634
#> 6 6 0.754 0.544 0.781 0.0501 0.941 0.781
#> 7 7 0.768 0.663 0.716 0.0379 0.879 0.539
#> 8 8 0.768 0.621 0.730 0.0233 0.937 0.676
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 is 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 subgroup
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.
get_classes(res, k = 2)
#> class p
#> SAMPLE_1 2 0.000
#> SAMPLE_2 2 0.000
#> SAMPLE_3 2 0.000
#> SAMPLE_4 2 0.000
#> SAMPLE_5 2 0.000
#> SAMPLE_6 2 0.000
#> SAMPLE_7 2 0.000
#> SAMPLE_8 2 0.000
#> SAMPLE_9 2 0.000
#> SAMPLE_10 2 0.000
#> SAMPLE_11 2 0.000
#> SAMPLE_12 2 0.000
#> SAMPLE_13 1 0.000
#> SAMPLE_14 2 0.000
#> SAMPLE_17 2 0.000
#> SAMPLE_18 2 0.000
#> SAMPLE_20 1 0.000
#> SAMPLE_22 1 0.751
#> SAMPLE_23 2 0.000
#> SAMPLE_24 2 0.000
#> SAMPLE_25 2 0.000
#> SAMPLE_26 2 0.000
#> SAMPLE_27 2 0.000
#> SAMPLE_28 2 0.000
#> SAMPLE_29 2 0.000
#> SAMPLE_30 2 0.000
#> SAMPLE_31 1 0.000
#> SAMPLE_32 1 0.000
#> SAMPLE_33 1 0.000
#> SAMPLE_34 1 0.000
#> SAMPLE_35 1 0.000
#> SAMPLE_36 1 0.000
#> SAMPLE_37 1 0.000
#> SAMPLE_38 1 0.000
#> SAMPLE_39 1 0.000
#> SAMPLE_40 1 0.000
#> SAMPLE_41 1 0.000
#> SAMPLE_42 1 0.000
#> SAMPLE_43 1 0.000
#> SAMPLE_44 1 0.000
#> SAMPLE_45 1 0.000
#> SAMPLE_46 1 0.000
#> SAMPLE_47 1 0.000
#> SAMPLE_48 1 0.000
#> SAMPLE_49 1 0.000
#> SAMPLE_50 1 0.000
#> SAMPLE_51 1 0.000
#> SAMPLE_52 1 0.000
#> SAMPLE_53 1 0.000
#> SAMPLE_54 1 0.000
#> SAMPLE_55 1 0.000
#> SAMPLE_56 1 0.000
#> SAMPLE_62 1 0.000
#> SAMPLE_63 1 0.000
#> SAMPLE_64 2 0.000
#> SAMPLE_65 1 0.000
#> SAMPLE_66 1 0.000
#> SAMPLE_67 1 0.000
#> SAMPLE_68 2 1.000
#> SAMPLE_69 1 0.000
#> SAMPLE_70 1 0.000
#> SAMPLE_71 1 0.000
#> SAMPLE_72 1 0.000
#> SAMPLE_73 1 0.000
#> SAMPLE_74 1 0.000
#> SAMPLE_75 1 0.000
#> SAMPLE_76 1 0.000
#> SAMPLE_77 1 0.000
#> SAMPLE_78 1 0.000
#> SAMPLE_79 1 0.000
#> SAMPLE_100 1 0.000
#> SAMPLE_101 1 0.000
#> SAMPLE_102 1 1.000
#> SAMPLE_103 1 0.000
#> SAMPLE_104 1 0.000
#> SAMPLE_105 1 0.000
#> SAMPLE_106 1 0.000
#> SAMPLE_107 1 0.000
#> SAMPLE_108 1 0.000
#> SAMPLE_109 1 0.000
#> SAMPLE_110 1 0.000
#> SAMPLE_111 1 0.000
#> SAMPLE_112 1 0.000
#> SAMPLE_113 1 0.000
#> SAMPLE_114 1 0.000
#> SAMPLE_115 1 0.000
#> SAMPLE_116 1 0.000
#> SAMPLE_117 1 0.000
#> SAMPLE_118 1 0.000
#> SAMPLE_119 1 0.000
#> SAMPLE_120 1 0.000
#> SAMPLE_121 2 0.000
#> SAMPLE_122 2 0.000
#> SAMPLE_123 2 0.000
#> SAMPLE_124 1 0.000
#> SAMPLE_126 1 0.000
#> SAMPLE_127 1 0.000
#> SAMPLE_136 1 0.000
#> SAMPLE_137 1 0.000
#> SAMPLE_138 1 0.000
#> SAMPLE_139 1 0.000
#> SAMPLE_140 1 0.000
#> SAMPLE_142 1 0.000
#> SAMPLE_143 1 0.000
#> SAMPLE_144 1 0.000
#> SAMPLE_145 1 0.000
#> SAMPLE_146 2 0.000
#> SAMPLE_147 2 0.000
#> SAMPLE_148 2 0.000
#> SAMPLE_149 2 0.000
#> SAMPLE_157 2 0.000
#> SAMPLE_173 1 0.000
#> SAMPLE_174 1 0.000
#> SAMPLE_175 2 0.000
#> SAMPLE_176 1 0.000
#> SAMPLE_177 1 0.000
#> SAMPLE_178 1 0.000
#> SAMPLE_194 2 0.000
#> SAMPLE_195 2 0.000
#> SAMPLE_208 2 0.000
#> SAMPLE_209 2 0.000
#> SAMPLE_210 1 0.000
#> SAMPLE_211 2 0.000
#> SAMPLE_212 2 0.000
#> SAMPLE_213 2 0.000
#> SAMPLE_214 2 0.000
#> SAMPLE_215 1 0.000
#> SAMPLE_216 1 0.000
#> SAMPLE_217 1 0.000
#> SAMPLE_218 2 0.000
#> SAMPLE_219 2 0.000
#> SAMPLE_220 1 0.000
#> SAMPLE_221 2 0.000
#> SAMPLE_222 2 0.000
#> SAMPLE_223 1 0.000
#> SAMPLE_231 1 0.000
#> SAMPLE_232 1 0.000
#> SAMPLE_233 1 0.000
#> SAMPLE_234 2 0.000
#> SAMPLE_235 2 0.000
#> SAMPLE_236 2 0.000
#> SAMPLE_237 2 0.000
#> SAMPLE_238 2 0.000
#> SAMPLE_239 2 0.000
#> SAMPLE_240 1 0.000
#> SAMPLE_241 2 0.000
#> SAMPLE_242 2 0.000
#> SAMPLE_243 1 0.000
#> SAMPLE_244 1 0.000
#> SAMPLE_245 2 0.000
#> SAMPLE_246 2 0.000
#> SAMPLE_247 2 0.000
#> SAMPLE_248 2 0.000
#> SAMPLE_249 2 1.000
#> SAMPLE_250 2 0.000
#> SAMPLE_251 2 0.000
#> SAMPLE_252 1 0.000
#> SAMPLE_253 2 0.000
#> SAMPLE_254 2 0.000
#> SAMPLE_255 2 0.000
#> SAMPLE_256 2 0.000
#> SAMPLE_257 2 0.000
#> SAMPLE_258 2 0.000
#> SAMPLE_259 2 0.000
#> SAMPLE_260 2 0.000
#> SAMPLE_261 2 0.000
#> SAMPLE_262 2 0.000
#> SAMPLE_263 2 0.000
#> SAMPLE_264 2 0.000
#> SAMPLE_265 2 0.000
#> SAMPLE_266 2 0.000
#> SAMPLE_267 1 1.000
#> SAMPLE_268 1 0.000
#> SAMPLE_269 1 1.000
#> SAMPLE_270 2 0.000
#> SAMPLE_271 2 0.000
#> SAMPLE_272 1 0.000
#> SAMPLE_273 2 0.000
#> SAMPLE_274 1 0.000
#> SAMPLE_275 1 0.000
#> SAMPLE_286 1 0.000
#> SAMPLE_287 1 0.000
#> SAMPLE_288 1 0.000
#> SAMPLE_289 1 0.000
#> SAMPLE_296 1 0.000
#> SAMPLE_297 1 0.000
#> SAMPLE_298 1 0.000
#> SAMPLE_299 1 0.000
#> SAMPLE_300 1 0.000
#> SAMPLE_301 1 0.000
#> SAMPLE_302 1 0.000
#> SAMPLE_303 1 0.000
#> SAMPLE_304 1 0.000
#> SAMPLE_305 1 0.000
#> SAMPLE_306 1 0.000
#> SAMPLE_307 1 0.000
#> SAMPLE_308 1 0.000
#> SAMPLE_309 1 0.000
#> SAMPLE_310 1 0.000
#> SAMPLE_311 1 0.000
#> SAMPLE_312 1 0.000
#> SAMPLE_313 1 0.000
#> SAMPLE_314 1 0.000
#> SAMPLE_315 1 0.000
#> SAMPLE_316 1 0.000
#> SAMPLE_317 1 0.000
#> SAMPLE_318 1 0.000
#> SAMPLE_319 1 0.000
#> SAMPLE_320 1 0.000
#> SAMPLE_321 1 0.000
#> SAMPLE_322 1 0.000
#> SAMPLE_323 1 0.000
#> SAMPLE_324 1 0.000
#> SAMPLE_325 1 0.000
#> SAMPLE_326 1 0.000
#> SAMPLE_327 1 0.000
#> SAMPLE_328 1 0.000
#> SAMPLE_329 1 0.000
#> SAMPLE_330 1 0.000
#> SAMPLE_331 1 0.000
#> SAMPLE_332 1 0.000
#> SAMPLE_333 1 0.000
#> SAMPLE_334 1 0.000
#> SAMPLE_335 1 0.000
#> SAMPLE_336 1 0.000
#> SAMPLE_337 2 0.000
#> SAMPLE_338 1 0.000
#> SAMPLE_339 1 0.000
#> SAMPLE_340 1 0.000
#> SAMPLE_341 1 0.000
#> SAMPLE_342 1 0.000
#> SAMPLE_343 1 0.000
#> SAMPLE_344 1 0.000
#> SAMPLE_345 1 0.000
#> SAMPLE_346 1 0.000
#> SAMPLE_347 1 0.000
#> SAMPLE_348 1 0.000
#> SAMPLE_349 1 0.000
#> SAMPLE_350 1 0.000
#> SAMPLE_351 2 0.000
#> SAMPLE_352 1 0.000
#> SAMPLE_353 1 0.000
#> SAMPLE_354 1 0.000
#> SAMPLE_355 1 0.000
#> SAMPLE_356 1 0.000
#> SAMPLE_357 2 0.000
#> SAMPLE_358 1 0.000
#> SAMPLE_359 1 0.000
#> SAMPLE_360 2 0.000
#> SAMPLE_361 1 0.000
#> SAMPLE_362 1 0.000
#> SAMPLE_363 1 0.000
#> SAMPLE_364 1 0.000
#> SAMPLE_365 1 0.000
#> SAMPLE_366 1 0.000
#> SAMPLE_367 1 0.000
#> SAMPLE_368 1 0.000
#> SAMPLE_369 1 0.000
#> SAMPLE_370 1 0.000
#> SAMPLE_371 1 0.000
#> SAMPLE_372 1 0.000
#> SAMPLE_373 1 0.000
#> SAMPLE_374 1 0.000
#> SAMPLE_375 1 0.000
#> SAMPLE_376 1 0.000
#> SAMPLE_377 1 0.000
#> SAMPLE_378 1 0.000
#> SAMPLE_379 1 0.000
#> SAMPLE_382 1 0.000
#> SAMPLE_383 1 0.000
#> SAMPLE_384 1 0.000
#> SAMPLE_385 1 0.000
#> SAMPLE_386 1 0.000
#> SAMPLE_387 1 0.000
#> SAMPLE_470 1 0.000
#> SAMPLE_471 2 0.000
#> SAMPLE_553 2 0.000
#> SAMPLE_568 1 0.000
#> SAMPLE_569 1 0.000
#> SAMPLE_570 1 0.000
#> SAMPLE_571 2 0.000
#> SAMPLE_572 2 0.000
#> SAMPLE_589 1 0.000
#> SAMPLE_590 1 0.000
#> SAMPLE_591 1 0.000
#> SAMPLE_592 1 0.000
#> SAMPLE_593 1 0.000
#> SAMPLE_594 1 0.000
#> SAMPLE_595 1 0.000
#> SAMPLE_596 1 0.000
#> SAMPLE_597 1 0.000
#> SAMPLE_598 1 0.000
#> SAMPLE_599 1 0.000
#> SAMPLE_600 1 0.000
#> SAMPLE_601 1 0.000
#> SAMPLE_602 1 0.000
#> SAMPLE_603 1 0.000
#> SAMPLE_604 1 0.000
#> SAMPLE_605 1 0.000
#> SAMPLE_606 1 0.000
#> SAMPLE_607 1 0.000
#> SAMPLE_608 1 0.000
#> SAMPLE_609 2 0.000
#> SAMPLE_610 2 0.000
#> SAMPLE_614 2 0.000
#> SAMPLE_618 2 0.000
#> SAMPLE_619 2 0.000
#> SAMPLE_620 2 0.000
#> SAMPLE_621 1 0.000
#> SAMPLE_622 2 0.000
#> SAMPLE_623 2 0.000
#> SAMPLE_624 2 0.000
#> SAMPLE_625 2 0.000
#> SAMPLE_626 2 0.000
#> SAMPLE_627 2 0.000
#> SAMPLE_628 2 0.000
#> SAMPLE_629 1 0.000
#> SAMPLE_630 2 0.000
#> SAMPLE_631 2 0.000
#> SAMPLE_632 2 0.000
#> SAMPLE_633 2 0.000
#> SAMPLE_634 2 0.000
#> SAMPLE_635 2 0.000
#> SAMPLE_636 2 0.000
#> SAMPLE_637 2 0.000
#> SAMPLE_638 1 0.000
#> SAMPLE_639 1 0.000
#> SAMPLE_640 1 0.000
#> SAMPLE_641 1 0.000
#> SAMPLE_643 1 0.000
#> SAMPLE_644 1 0.000
#> SAMPLE_645 2 0.000
#> SAMPLE_646 2 0.000
#> SAMPLE_647 1 0.000
#> SAMPLE_648 2 0.000
#> SAMPLE_649 1 0.000
#> SAMPLE_650 1 0.000
#> SAMPLE_651 1 0.000
#> SAMPLE_652 1 0.000
#> SAMPLE_653 1 0.000
#> SAMPLE_655 1 0.000
#> SAMPLE_656 1 0.000
#> SAMPLE_657 1 0.000
#> SAMPLE_658 1 0.000
#> SAMPLE_659 1 0.000
#> SAMPLE_660 1 0.000
#> SAMPLE_661 1 0.000
#> SAMPLE_662 2 0.000
#> SAMPLE_664 2 0.000
#> SAMPLE_665 2 0.000
#> SAMPLE_666 1 0.000
#> SAMPLE_667 2 0.000
#> SAMPLE_668 2 0.000
#> SAMPLE_669 2 0.000
#> SAMPLE_672 2 0.000
#> SAMPLE_673 2 0.000
#> SAMPLE_674 2 0.000
#> SAMPLE_675 2 0.000
#> SAMPLE_676 2 0.000
#> SAMPLE_677 1 0.000
#> SAMPLE_678 1 0.000
#> SAMPLE_679 1 0.000
#> SAMPLE_680 1 0.000
#> SAMPLE_681 1 0.000
#> SAMPLE_682 1 0.000
#> SAMPLE_683 1 0.000
#> SAMPLE_684 1 0.000
#> SAMPLE_685 1 0.000
#> SAMPLE_686 1 0.000
#> SAMPLE_687 1 0.000
#> SAMPLE_688 1 0.000
#> SAMPLE_689 1 0.000
#> SAMPLE_690 1 0.000
#> SAMPLE_691 1 0.000
#> SAMPLE_692 1 0.000
#> SAMPLE_693 1 0.000
#> SAMPLE_694 1 0.000
#> SAMPLE_695 1 0.000
#> SAMPLE_696 1 0.000
#> SAMPLE_697 1 0.000
#> SAMPLE_698 1 0.000
#> SAMPLE_699 1 0.000
#> SAMPLE_700 1 0.000
#> SAMPLE_701 1 0.000
#> SAMPLE_702 1 0.000
#> SAMPLE_703 1 0.000
#> SAMPLE_704 1 0.000
#> SAMPLE_705 1 0.000
#> SAMPLE_706 1 0.000
#> SAMPLE_707 1 0.000
#> SAMPLE_708 1 0.000
#> SAMPLE_709 1 0.000
#> SAMPLE_710 1 0.000
#> SAMPLE_711 1 0.000
#> SAMPLE_712 1 0.000
#> SAMPLE_713 1 0.000
#> SAMPLE_714 1 0.000
#> SAMPLE_715 1 0.000
#> SAMPLE_720 1 0.000
#> SAMPLE_722 1 0.000
#> SAMPLE_723 1 0.000
#> SAMPLE_724 1 0.000
#> SAMPLE_725 1 0.000
#> SAMPLE_726 1 0.000
#> SAMPLE_727 1 0.000
#> SAMPLE_728 1 0.000
#> SAMPLE_729 1 0.000
#> SAMPLE_730 1 0.000
#> SAMPLE_732 1 0.000
#> SAMPLE_739 1 0.000
#> SAMPLE_740 1 0.000
#> SAMPLE_741 1 0.000
#> SAMPLE_742 1 0.000
#> SAMPLE_743 1 0.000
#> SAMPLE_744 2 0.000
#> SAMPLE_745 2 0.000
#> SAMPLE_746 1 0.000
#> SAMPLE_747 1 0.000
#> SAMPLE_748 1 0.000
#> SAMPLE_751 1 0.000
#> SAMPLE_752 2 0.000
#> SAMPLE_753 2 0.000
#> SAMPLE_757 1 0.000
#> SAMPLE_758 1 0.000
#> SAMPLE_759 1 0.000
#> SAMPLE_760 1 0.000
#> SAMPLE_761 1 0.000
#> SAMPLE_762 1 0.000
#> SAMPLE_766 1 0.000
#> SAMPLE_767 2 0.000
#> SAMPLE_768 2 0.000
#> SAMPLE_771 1 0.000
#> SAMPLE_772 1 0.000
#> SAMPLE_773 1 0.000
#> SAMPLE_774 1 0.000
#> SAMPLE_775 1 0.000
#> SAMPLE_776 1 0.000
#> SAMPLE_777 1 0.000
#> SAMPLE_778 1 0.000
#> SAMPLE_779 1 0.000
#> SAMPLE_780 1 0.000
#> SAMPLE_781 1 0.000
#> SAMPLE_782 1 0.000
#> SAMPLE_783 1 0.000
#> SAMPLE_784 1 0.000
#> SAMPLE_785 1 0.000
#> SAMPLE_786 1 0.000
#> SAMPLE_787 1 0.000
#> SAMPLE_788 1 0.000
#> SAMPLE_789 1 0.000
#> SAMPLE_790 1 0.000
#> SAMPLE_791 2 0.000
#> SAMPLE_794 2 0.000
#> SAMPLE_795 2 0.000
#> SAMPLE_796 2 0.000
#> SAMPLE_797 1 0.000
#> SAMPLE_798 1 0.000
#> SAMPLE_799 1 0.000
#> SAMPLE_800 1 0.000
#> SAMPLE_801 1 0.000
#> SAMPLE_802 1 0.000
#> SAMPLE_803 1 0.000
#> SAMPLE_804 1 0.000
#> SAMPLE_805 1 0.000
#> SAMPLE_806 1 0.000
#> SAMPLE_807 2 0.000
#> SAMPLE_808 2 0.000
#> SAMPLE_809 2 0.000
#> SAMPLE_810 2 0.000
#> SAMPLE_811 2 0.000
#> SAMPLE_812 2 0.000
#> SAMPLE_813 2 0.000
#> SAMPLE_814 2 0.000
#> SAMPLE_815 1 0.000
#> SAMPLE_816 2 0.000
#> SAMPLE_817 2 0.000
#> SAMPLE_818 1 1.000
#> SAMPLE_819 2 0.000
#> SAMPLE_820 2 0.000
#> SAMPLE_821 2 0.000
#> SAMPLE_822 1 0.000
#> SAMPLE_823 2 0.000
#> SAMPLE_824 2 0.000
#> SAMPLE_825 2 0.000
#> SAMPLE_826 1 0.000
#> SAMPLE_827 2 0.000
#> SAMPLE_828 1 0.000
#> SAMPLE_829 2 0.000
#> SAMPLE_830 2 0.000
#> SAMPLE_831 2 0.000
#> SAMPLE_832 2 0.000
#> SAMPLE_833 1 0.000
#> SAMPLE_834 1 0.000
#> SAMPLE_835 2 0.000
#> SAMPLE_836 2 0.000
#> SAMPLE_837 2 0.000
#> SAMPLE_838 2 0.000
#> SAMPLE_840 2 0.000
#> SAMPLE_841 2 0.000
#> SAMPLE_842 2 0.000
#> SAMPLE_843 2 0.000
#> SAMPLE_844 1 0.498
#> SAMPLE_846 2 0.000
#> SAMPLE_848 1 0.000
#> SAMPLE_849 1 0.000
#> SAMPLE_850 1 0.000
#> SAMPLE_851 1 0.000
#> SAMPLE_853 2 0.000
#> SAMPLE_855 1 0.000
#> SAMPLE_856 1 0.000
#> SAMPLE_859 1 0.000
#> SAMPLE_860 1 0.000
#> SAMPLE_861 1 0.000
#> SAMPLE_862 1 0.000
#> SAMPLE_863 1 0.000
#> SAMPLE_864 1 0.000
#> SAMPLE_865 2 0.000
#> SAMPLE_866 2 0.000
#> SAMPLE_867 2 0.000
#> SAMPLE_868 1 0.000
#> SAMPLE_869 1 0.000
#> SAMPLE_871 2 0.000
#> SAMPLE_874 1 0.000
#> SAMPLE_876 2 0.000
#> SAMPLE_879 1 0.000
#> SAMPLE_880 1 0.249
#> SAMPLE_884 1 0.000
#> SAMPLE_885 1 0.000
#> SAMPLE_886 1 0.000
#> SAMPLE_887 2 0.000
#> SAMPLE_889 1 0.000
#> SAMPLE_890 1 0.000
#> SAMPLE_892 1 0.000
#> SAMPLE_894 1 0.000
#> SAMPLE_895 2 0.000
#> SAMPLE_896 2 0.000
#> SAMPLE_898 1 0.000
#> SAMPLE_899 1 0.000
#> SAMPLE_900 1 0.000
#> SAMPLE_901 1 0.000
#> SAMPLE_902 1 0.000
#> SAMPLE_903 1 0.000
#> SAMPLE_904 1 0.000
#> SAMPLE_905 1 0.000
#> SAMPLE_907 1 0.000
#> SAMPLE_908 1 1.000
#> SAMPLE_909 2 0.000
#> SAMPLE_910 2 0.000
#> SAMPLE_911 2 0.000
#> SAMPLE_912 2 0.000
#> SAMPLE_913 1 0.000
#> SAMPLE_914 1 0.000
#> SAMPLE_915 1 0.000
#> SAMPLE_916 1 0.000
#> SAMPLE_917 1 0.000
#> SAMPLE_918 1 0.000
#> SAMPLE_919 1 0.000
#> SAMPLE_920 1 0.000
#> SAMPLE_921 1 0.000
#> SAMPLE_922 1 0.000
#> SAMPLE_923 1 0.000
#> SAMPLE_924 1 0.000
#> SAMPLE_925 1 0.000
#> SAMPLE_926 1 0.000
#> SAMPLE_927 2 0.000
#> SAMPLE_928 2 0.000
#> SAMPLE_929 1 0.000
#> SAMPLE_930 1 0.000
#> SAMPLE_931 1 0.000
#> SAMPLE_932 1 0.000
#> SAMPLE_933 1 0.000
#> SAMPLE_934 1 0.000
#> SAMPLE_935 1 0.000
#> SAMPLE_936 1 0.000
#> SAMPLE_937 1 0.000
#> SAMPLE_938 2 0.000
#> SAMPLE_939 1 0.000
#> SAMPLE_940 1 1.000
#> SAMPLE_941 1 0.000
#> SAMPLE_942 2 0.000
#> SAMPLE_943 1 0.000
#> SAMPLE_944 2 0.000
#> SAMPLE_945 1 0.000
#> SAMPLE_946 1 0.000
#> SAMPLE_947 1 0.000
#> SAMPLE_948 1 0.000
#> SAMPLE_949 1 0.000
#> SAMPLE_950 1 0.000
#> SAMPLE_951 2 0.000
#> SAMPLE_952 1 0.000
#> SAMPLE_953 1 0.000
#> SAMPLE_954 1 0.000
#> SAMPLE_955 1 0.000
#> SAMPLE_956 1 0.000
#> SAMPLE_957 1 0.000
#> SAMPLE_958 1 0.000
#> SAMPLE_959 1 0.000
#> SAMPLE_960 1 0.000
#> SAMPLE_961 1 0.000
#> SAMPLE_962 1 0.000
#> SAMPLE_963 1 0.000
#> SAMPLE_964 1 0.000
#> SAMPLE_965 2 1.000
#> SAMPLE_966 1 0.000
#> SAMPLE_967 1 0.000
#> SAMPLE_968 1 1.000
#> SAMPLE_969 1 0.000
#> SAMPLE_970 1 0.000
#> SAMPLE_971 1 0.000
#> SAMPLE_972 1 0.000
#> SAMPLE_973 2 0.000
#> SAMPLE_975 1 0.000
#> SAMPLE_980 1 0.000
#> SAMPLE_981 1 0.000
#> SAMPLE_982 1 0.000
#> SAMPLE_987 1 1.000
#> SAMPLE_989 1 0.000
#> SAMPLE_990 2 0.000
#> SAMPLE_993 1 0.000
#> SAMPLE_994 1 0.000
#> SAMPLE_995 1 0.000
#> SAMPLE_996 1 0.000
#> SAMPLE_997 1 0.000
#> SAMPLE_998 1 0.000
#> SAMPLE_999 1 0.000
#> SAMPLE_1000 1 0.000
#> SAMPLE_1001 1 0.000
#> SAMPLE_1002 1 0.000
#> SAMPLE_1003 1 0.000
#> SAMPLE_1004 1 0.000
#> SAMPLE_1005 1 0.000
#> SAMPLE_1006 1 0.000
#> SAMPLE_1007 1 0.000
#> SAMPLE_1008 1 0.000
#> SAMPLE_1009 1 0.000
#> SAMPLE_1010 1 0.000
#> SAMPLE_1011 1 0.000
#> SAMPLE_1012 2 0.000
#> SAMPLE_1013 1 0.000
#> SAMPLE_1014 1 0.000
#> SAMPLE_1015 1 0.000
#> SAMPLE_1016 1 0.000
#> SAMPLE_1017 2 0.000
#> SAMPLE_1018 1 0.000
#> SAMPLE_1019 1 0.000
#> SAMPLE_1020 1 0.000
#> SAMPLE_1021 1 0.000
#> SAMPLE_1022 1 0.000
#> SAMPLE_1023 1 0.000
#> SAMPLE_1024 2 0.000
#> SAMPLE_1025 1 0.000
#> SAMPLE_1026 1 0.000
#> SAMPLE_1027 1 0.000
#> SAMPLE_1028 1 0.000
#> SAMPLE_1029 1 0.000
#> SAMPLE_1030 1 0.000
#> SAMPLE_1031 1 0.000
#> SAMPLE_1032 1 0.000
#> SAMPLE_1033 1 0.000
#> SAMPLE_1034 1 0.000
#> SAMPLE_1035 1 0.000
#> SAMPLE_1036 1 0.000
#> SAMPLE_1037 1 0.000
#> SAMPLE_1040 1 0.000
#> SAMPLE_1041 2 0.000
#> SAMPLE_1042 2 0.000
#> SAMPLE_1043 1 0.000
#> SAMPLE_1044 1 0.000
#> SAMPLE_1045 1 0.000
#> SAMPLE_1046 1 0.000
#> SAMPLE_1047 1 0.000
#> SAMPLE_1048 1 0.000
#> SAMPLE_1049 1 0.000
#> SAMPLE_1050 1 0.000
#> SAMPLE_1051 1 0.000
#> SAMPLE_1052 1 0.000
#> SAMPLE_1053 1 0.000
#> SAMPLE_1054 1 0.000
#> SAMPLE_1055 1 0.000
#> SAMPLE_1056 1 0.000
#> SAMPLE_1057 1 0.000
#> SAMPLE_1058 1 0.000
#> SAMPLE_1059 1 0.000
#> SAMPLE_1060 1 0.000
#> SAMPLE_1061 1 0.000
#> SAMPLE_1062 1 0.000
#> SAMPLE_1063 1 0.000
#> SAMPLE_1067 1 0.000
#> SAMPLE_1068 1 0.000
#> SAMPLE_1069 1 0.000
#> SAMPLE_1070 1 0.000
#> SAMPLE_1071 1 0.000
#> SAMPLE_1072 1 0.000
#> SAMPLE_1073 1 0.000
#> SAMPLE_1074 1 0.000
#> SAMPLE_1075 1 0.000
#> SAMPLE_1076 1 0.000
#> SAMPLE_1077 1 0.000
#> SAMPLE_1078 1 0.000
#> SAMPLE_1079 1 0.000
#> SAMPLE_1080 1 0.000
#> SAMPLE_1081 1 0.000
#> SAMPLE_1082 1 0.000
#> SAMPLE_1083 1 0.000
#> SAMPLE_1084 1 0.000
#> SAMPLE_1085 1 0.000
#> SAMPLE_1086 1 0.000
#> SAMPLE_1087 1 0.000
#> SAMPLE_1088 2 0.000
#> SAMPLE_1089 2 0.000
#> SAMPLE_1090 1 0.000
#> SAMPLE_1091 1 0.000
#> SAMPLE_1092 1 0.000
#> SAMPLE_1093 1 0.000
#> SAMPLE_1094 1 0.000
#> SAMPLE_1095 1 0.000
#> SAMPLE_1096 1 0.000
#> SAMPLE_1097 1 0.000
#> SAMPLE_1098 1 0.000
#> SAMPLE_1100 1 0.000
#> SAMPLE_1101 1 0.000
#> SAMPLE_1102 1 0.000
#> SAMPLE_1103 1 0.000
#> SAMPLE_1104 1 0.000
#> SAMPLE_1105 1 0.000
#> SAMPLE_1106 1 0.000
#> SAMPLE_1107 1 0.000
#> SAMPLE_1108 1 0.000
#> SAMPLE_1109 1 0.000
#> SAMPLE_1110 1 0.000
#> SAMPLE_1112 1 0.000
#> SAMPLE_1113 1 0.000
#> SAMPLE_1114 1 0.000
#> SAMPLE_1115 1 0.000
#> SAMPLE_1117 1 0.000
#> SAMPLE_1118 1 0.000
#> SAMPLE_1119 1 0.000
#> SAMPLE_1120 1 0.000
#> SAMPLE_1121 1 0.000
#> SAMPLE_1122 1 0.000
#> SAMPLE_1123 1 0.000
#> SAMPLE_1124 1 0.000
#> SAMPLE_1125 1 0.000
#> SAMPLE_1126 1 0.000
#> SAMPLE_1127 1 0.000
#> SAMPLE_1128 1 0.000
#> SAMPLE_1129 1 0.000
#> SAMPLE_1130 1 0.000
#> SAMPLE_1131 1 0.000
#> SAMPLE_1132 1 0.000
#> SAMPLE_1133 1 0.000
#> SAMPLE_1134 1 0.000
#> SAMPLE_1135 1 0.000
#> SAMPLE_1136 1 0.000
#> SAMPLE_1137 1 0.000
#> SAMPLE_1138 1 0.249
#> SAMPLE_1139 1 0.000
#> SAMPLE_1140 1 0.000
#> SAMPLE_1141 1 0.000
#> SAMPLE_1142 1 0.000
#> SAMPLE_1143 1 0.000
#> SAMPLE_1144 1 0.000
#> SAMPLE_1145 1 0.000
#> SAMPLE_1146 1 0.000
#> SAMPLE_1147 1 0.000
#> SAMPLE_1148 1 0.000
#> SAMPLE_1150 1 0.000
#> SAMPLE_1151 1 0.000
#> SAMPLE_1152 1 0.000
#> SAMPLE_1153 1 0.000
#> SAMPLE_1154 1 0.000
#> SAMPLE_1155 1 0.000
#> SAMPLE_1156 1 0.000
#> SAMPLE_1157 1 0.000
#> SAMPLE_1158 1 0.000
#> SAMPLE_1162 1 0.000
#> SAMPLE_1163 1 0.000
#> SAMPLE_1164 2 0.000
#> SAMPLE_1165 1 0.000
#> SAMPLE_1166 1 0.000
#> SAMPLE_1167 1 0.000
#> SAMPLE_1170 2 0.000
#> SAMPLE_1171 1 0.000
#> SAMPLE_1172 2 0.000
#> SAMPLE_1173 1 0.000
#> SAMPLE_1174 1 0.000
#> SAMPLE_1175 1 0.000
#> SAMPLE_1176 1 0.000
#> SAMPLE_1177 1 0.000
#> SAMPLE_1178 1 0.000
#> SAMPLE_1179 1 0.000
#> SAMPLE_1180 1 0.000
#> SAMPLE_1181 1 0.000
#> SAMPLE_1182 1 0.000
#> SAMPLE_1183 1 0.000
#> SAMPLE_1184 1 0.000
#> SAMPLE_1185 1 0.000
#> SAMPLE_1186 1 0.000
#> SAMPLE_1187 1 0.000
#> SAMPLE_1188 2 0.000
#> SAMPLE_1189 2 0.000
#> SAMPLE_1190 1 0.000
#> SAMPLE_1191 1 0.000
#> SAMPLE_1193 1 0.000
#> SAMPLE_1194 1 0.000
#> SAMPLE_1195 1 0.000
#> SAMPLE_1196 1 0.000
#> SAMPLE_1197 1 0.000
#> SAMPLE_1198 1 0.000
#> SAMPLE_1199 1 0.000
#> SAMPLE_1200 1 0.000
#> SAMPLE_1201 1 0.000
#> SAMPLE_1202 1 0.000
#> SAMPLE_1203 2 0.000
#> SAMPLE_1204 1 0.000
#> SAMPLE_1205 1 0.000
#> SAMPLE_1207 2 0.000
#> SAMPLE_1208 1 0.000
#> SAMPLE_1210 1 0.000
#> SAMPLE_1214 2 0.000
#> SAMPLE_1215 1 0.000
#> SAMPLE_1216 2 0.000
#> SAMPLE_1217 2 0.000
#> SAMPLE_1218 2 0.000
#> SAMPLE_1219 1 0.000
#> SAMPLE_1220 1 0.000
#> SAMPLE_1221 1 0.000
#> SAMPLE_1222 1 0.000
#> SAMPLE_1223 2 0.751
#> SAMPLE_1224 1 0.000
#> SAMPLE_1225 1 1.000
#> SAMPLE_1226 2 0.000
#> SAMPLE_1227 1 0.000
#> SAMPLE_1228 1 0.000
#> SAMPLE_1229 1 0.000
#> SAMPLE_1230 1 0.000
#> SAMPLE_1231 1 0.000
#> SAMPLE_1232 1 0.000
#> SAMPLE_1233 1 0.000
#> SAMPLE_1234 1 0.000
#> SAMPLE_1235 1 0.000
#> SAMPLE_1236 1 0.000
#> SAMPLE_1237 1 0.000
#> SAMPLE_1238 1 0.000
#> SAMPLE_1239 1 0.000
#> SAMPLE_1240 1 0.000
#> SAMPLE_1244 1 0.000
#> SAMPLE_1245 1 0.000
#> SAMPLE_1246 1 0.000
#> SAMPLE_1247 1 0.000
#> SAMPLE_1248 1 0.000
#> SAMPLE_1249 1 0.000
#> SAMPLE_1250 1 0.000
#> SAMPLE_1251 2 0.000
#> SAMPLE_1256 1 0.000
#> SAMPLE_1257 1 0.000
#> SAMPLE_1258 1 0.000
#> SAMPLE_1259 2 0.000
#> SAMPLE_1260 2 0.000
#> SAMPLE_1261 2 0.000
#> SAMPLE_1262 2 0.000
#> SAMPLE_1263 2 0.000
#> SAMPLE_1265 1 0.000
#> SAMPLE_1266 1 0.000
#> SAMPLE_1267 1 0.000
#> SAMPLE_1269 1 0.000
#> SAMPLE_1270 1 0.000
#> SAMPLE_1271 1 0.000
#> SAMPLE_1272 1 0.000
#> SAMPLE_1273 1 0.000
#> SAMPLE_1274 1 0.000
#> SAMPLE_1275 1 0.000
#> SAMPLE_1276 2 0.000
#> SAMPLE_1277 2 0.000
#> SAMPLE_1278 2 0.000
#> SAMPLE_1279 2 0.000
#> SAMPLE_1280 1 0.000
#> SAMPLE_1282 1 0.000
#> SAMPLE_1283 1 0.000
#> SAMPLE_1284 2 0.000
#> SAMPLE_1285 2 0.000
#> SAMPLE_1286 2 0.000
#> SAMPLE_1288 1 0.000
#> SAMPLE_1289 2 0.000
#> SAMPLE_1290 1 0.000
#> SAMPLE_1291 1 0.000
#> SAMPLE_1292 1 0.000
#> SAMPLE_1293 1 0.000
#> SAMPLE_1294 1 0.000
#> SAMPLE_1295 1 0.000
#> SAMPLE_1296 2 0.000
#> SAMPLE_1297 1 0.000
#> SAMPLE_1298 1 0.000
#> SAMPLE_1299 2 0.000
#> SAMPLE_1300 2 0.000
#> SAMPLE_1301 1 0.000
#> SAMPLE_1302 1 0.000
#> SAMPLE_1303 1 0.000
#> SAMPLE_1304 1 0.000
#> SAMPLE_1305 1 1.000
#> SAMPLE_1306 1 0.000
#> SAMPLE_1307 1 0.000
#> SAMPLE_1308 1 0.000
#> SAMPLE_1309 1 0.000
#> SAMPLE_1310 1 0.000
#> SAMPLE_1311 2 0.000
#> SAMPLE_1312 1 0.000
#> SAMPLE_1313 1 0.000
#> SAMPLE_1314 1 0.000
#> SAMPLE_1315 1 0.000
#> SAMPLE_1316 1 0.000
#> SAMPLE_1317 1 0.000
#> SAMPLE_1318 1 0.000
#> SAMPLE_1319 1 0.000
#> SAMPLE_1320 1 0.000
#> SAMPLE_1321 1 0.000
#> SAMPLE_1322 1 0.000
#> SAMPLE_1323 1 0.000
#> SAMPLE_1324 1 0.000
#> SAMPLE_1325 1 0.000
#> SAMPLE_1326 1 0.000
#> SAMPLE_1327 1 0.000
#> SAMPLE_1328 1 0.000
#> SAMPLE_1329 1 0.000
#> SAMPLE_1330 1 0.000
#> SAMPLE_1331 1 0.000
#> SAMPLE_1332 1 0.000
#> SAMPLE_1333 1 0.000
#> SAMPLE_1334 1 0.000
#> SAMPLE_1335 1 0.000
#> SAMPLE_1337 1 0.000
#> SAMPLE_1338 2 0.000
#> SAMPLE_1339 1 0.000
#> SAMPLE_1340 1 0.000
#> SAMPLE_1341 1 0.000
#> SAMPLE_1342 1 0.000
#> SAMPLE_1343 1 0.000
#> SAMPLE_1344 1 0.000
#> SAMPLE_1345 2 0.000
#> SAMPLE_1346 1 0.000
#> SAMPLE_1347 1 0.000
#> SAMPLE_1348 2 0.000
#> SAMPLE_1349 1 0.000
#> SAMPLE_1350 1 0.000
#> SAMPLE_1351 2 0.000
#> SAMPLE_1352 2 0.000
#> SAMPLE_1354 1 0.000
#> SAMPLE_1355 2 0.000
#> SAMPLE_1386 1 0.000
#> SAMPLE_1387 1 0.000
#> SAMPLE_1388 2 0.000
#> SAMPLE_1389 2 0.000
#> SAMPLE_1390 1 0.000
#> SAMPLE_1391 1 0.000
#> SAMPLE_1392 1 0.000
#> SAMPLE_1393 1 0.000
#> SAMPLE_1394 1 0.000
#> SAMPLE_1395 1 0.000
#> SAMPLE_1396 1 0.000
#> SAMPLE_1397 1 0.000
#> SAMPLE_1398 2 0.000
#> SAMPLE_1399 1 0.747
#> SAMPLE_1400 1 0.000
#> SAMPLE_1401 1 0.000
#> SAMPLE_1402 1 0.000
#> SAMPLE_1403 2 0.000
#> SAMPLE_1404 2 0.000
#> SAMPLE_1405 1 0.000
#> SAMPLE_1406 1 0.000
#> SAMPLE_1407 1 0.000
#> SAMPLE_1408 1 0.000
#> SAMPLE_1409 1 0.000
#> SAMPLE_1410 1 0.000
#> SAMPLE_1411 1 0.000
#> SAMPLE_1412 2 0.000
#> SAMPLE_1419 1 0.000
#> SAMPLE_1420 1 0.000
#> SAMPLE_1421 1 0.000
#> SAMPLE_1422 1 0.000
#> SAMPLE_1423 1 0.000
#> SAMPLE_1424 1 0.000
#> SAMPLE_1425 2 0.000
#> SAMPLE_1426 2 0.747
#> SAMPLE_1428 1 0.000
#> SAMPLE_1429 1 0.000
#> SAMPLE_1430 1 0.000
#> SAMPLE_1431 1 0.000
#> SAMPLE_1432 1 0.000
#> SAMPLE_1434 1 0.000
#> SAMPLE_1435 1 0.000
#> SAMPLE_1436 1 0.000
#> SAMPLE_1437 1 0.000
#> SAMPLE_1438 1 0.000
#> SAMPLE_1439 1 0.000
#> SAMPLE_1441 1 0.000
#> SAMPLE_1442 1 0.000
#> SAMPLE_1443 1 0.000
#> SAMPLE_1444 1 0.000
#> SAMPLE_1445 1 0.000
#> SAMPLE_1446 1 0.000
#> SAMPLE_1449 1 0.000
#> SAMPLE_1450 1 0.000
#> SAMPLE_1451 1 0.000
#> SAMPLE_1452 1 0.000
#> SAMPLE_1453 1 0.000
#> SAMPLE_1454 1 0.000
#> SAMPLE_1455 1 0.000
#> SAMPLE_1456 1 0.000
#> SAMPLE_1457 1 0.000
#> SAMPLE_1458 1 0.000
#> SAMPLE_1459 1 0.000
#> SAMPLE_1460 1 0.000
#> SAMPLE_1461 2 0.000
#> SAMPLE_1462 1 0.000
#> SAMPLE_1463 1 0.000
#> SAMPLE_1464 1 0.000
#> SAMPLE_1465 1 0.000
#> SAMPLE_1466 1 0.000
#> SAMPLE_1467 1 0.000
#> SAMPLE_1468 1 0.000
#> SAMPLE_1469 1 0.000
#> SAMPLE_1470 1 0.000
#> SAMPLE_1471 1 0.000
#> SAMPLE_1472 1 0.000
#> SAMPLE_1473 1 0.000
#> SAMPLE_1474 1 0.000
#> SAMPLE_1475 1 0.000
#> SAMPLE_1476 1 0.000
#> SAMPLE_1477 1 0.000
#> SAMPLE_1478 1 0.000
#> SAMPLE_1479 1 0.000
#> SAMPLE_1480 1 0.000
#> SAMPLE_1481 1 0.000
#> SAMPLE_1482 1 0.000
#> SAMPLE_1483 1 0.000
#> SAMPLE_1484 1 0.000
#> SAMPLE_1485 1 0.000
#> SAMPLE_1486 1 0.000
#> SAMPLE_1487 1 0.000
#> SAMPLE_1488 1 0.000
#> SAMPLE_1491 1 0.000
#> SAMPLE_1492 2 0.000
#> SAMPLE_1493 2 0.000
#> SAMPLE_1494 2 0.000
#> SAMPLE_1495 2 0.000
#> SAMPLE_1496 2 0.000
#> SAMPLE_1497 2 0.000
#> SAMPLE_1498 2 0.000
#> SAMPLE_1499 2 0.000
#> SAMPLE_1500 2 0.000
#> SAMPLE_1501 2 0.000
#> SAMPLE_1502 2 0.000
#> SAMPLE_1503 2 0.000
#> SAMPLE_1504 2 0.000
#> SAMPLE_1505 2 0.000
#> SAMPLE_1506 2 0.000
#> SAMPLE_1507 2 0.000
#> SAMPLE_1508 2 0.000
#> SAMPLE_1509 2 0.000
#> SAMPLE_1510 2 0.000
#> SAMPLE_1511 2 0.000
#> SAMPLE_1512 1 0.000
#> SAMPLE_1513 2 0.000
#> SAMPLE_1514 1 0.000
#> SAMPLE_1515 2 0.000
#> SAMPLE_1516 2 0.000
#> SAMPLE_1517 2 0.000
#> SAMPLE_1518 2 0.000
#> SAMPLE_1519 2 0.000
#> SAMPLE_1520 2 0.000
#> SAMPLE_1521 2 0.000
#> SAMPLE_1522 2 0.000
#> SAMPLE_1524 1 0.000
#> SAMPLE_1526 1 0.000
#> SAMPLE_1527 1 0.000
#> SAMPLE_1528 1 0.000
#> SAMPLE_1529 1 0.000
#> SAMPLE_1530 1 0.000
#> SAMPLE_1531 1 0.000
#> SAMPLE_1532 1 0.000
#> SAMPLE_1533 1 0.000
#> SAMPLE_1534 1 0.000
#> SAMPLE_1535 1 0.000
#> SAMPLE_1536 1 0.000
#> SAMPLE_1537 2 1.000
#> SAMPLE_1538 1 0.000
#> SAMPLE_1539 1 0.000
#> SAMPLE_1540 1 0.000
#> SAMPLE_1541 1 0.000
#> SAMPLE_1542 1 0.000
#> SAMPLE_1543 1 0.000
#> SAMPLE_1544 1 0.000
#> SAMPLE_1545 1 0.000
#> SAMPLE_1546 1 0.000
#> SAMPLE_1547 2 0.000
#> SAMPLE_1548 1 0.000
#> SAMPLE_1549 1 0.000
#> SAMPLE_1550 1 0.000
#> SAMPLE_1551 1 0.000
#> SAMPLE_1552 1 0.000
#> SAMPLE_1553 2 0.000
#> SAMPLE_1554 1 0.000
#> SAMPLE_1555 1 1.000
#> SAMPLE_1556 1 0.000
#> SAMPLE_1557 1 0.000
#> SAMPLE_1558 1 0.000
#> SAMPLE_1559 1 1.000
#> SAMPLE_1560 1 0.000
#> SAMPLE_1561 1 1.000
#> SAMPLE_1562 1 1.000
#> SAMPLE_1563 1 0.000
#> SAMPLE_1564 2 0.000
#> SAMPLE_1565 1 0.000
#> SAMPLE_1566 1 0.000
#> SAMPLE_1567 2 0.000
#> SAMPLE_1568 2 0.000
#> SAMPLE_1569 2 0.000
#> SAMPLE_1570 2 0.000
#> SAMPLE_1571 2 0.000
#> SAMPLE_1572 2 0.000
#> SAMPLE_1573 2 0.000
#> SAMPLE_1574 2 0.000
#> SAMPLE_1575 1 0.000
#> SAMPLE_1576 2 0.000
#> SAMPLE_1577 1 0.000
#> SAMPLE_1578 1 0.000
#> SAMPLE_1580 2 0.000
#> SAMPLE_1581 2 0.000
#> SAMPLE_1583 1 0.000
#> SAMPLE_1584 1 0.000
#> SAMPLE_1585 1 0.000
#> SAMPLE_1586 1 0.000
#> SAMPLE_1587 1 0.000
#> SAMPLE_1588 1 0.000
#> SAMPLE_1589 1 0.000
#> SAMPLE_1590 1 0.000
#> SAMPLE_1591 1 0.000
#> SAMPLE_1592 1 0.000
#> SAMPLE_1593 1 0.000
#> SAMPLE_1594 1 0.000
#> SAMPLE_1595 1 0.000
#> SAMPLE_1596 1 0.000
#> SAMPLE_1597 1 0.000
#> SAMPLE_1598 1 0.000
#> SAMPLE_1599 1 0.000
#> SAMPLE_1600 1 0.000
#> SAMPLE_1601 1 0.000
#> SAMPLE_1602 2 0.000
#> SAMPLE_1604 2 0.000
#> SAMPLE_1608 1 0.000
#> SAMPLE_1609 1 0.000
#> SAMPLE_1610 1 0.000
#> SAMPLE_1611 1 0.000
#> SAMPLE_1612 1 0.000
#> SAMPLE_1613 1 0.000
#> SAMPLE_1614 1 0.000
#> SAMPLE_1615 1 0.000
#> SAMPLE_1616 1 0.000
#> SAMPLE_1617 1 0.000
#> SAMPLE_1618 1 0.000
#> SAMPLE_1619 1 0.000
#> SAMPLE_1620 1 0.000
#> SAMPLE_1621 1 0.000
#> SAMPLE_1622 1 0.000
#> SAMPLE_1623 1 0.000
#> SAMPLE_1624 1 0.000
#> SAMPLE_1625 2 0.000
#> SAMPLE_1627 2 0.000
#> SAMPLE_1628 2 0.000
#> SAMPLE_1629 1 0.000
#> SAMPLE_1630 1 0.000
#> SAMPLE_1631 1 0.000
#> SAMPLE_1632 1 0.000
#> SAMPLE_1633 1 0.000
#> SAMPLE_1634 2 0.000
#> SAMPLE_1635 2 0.000
#> SAMPLE_1636 2 0.000
#> SAMPLE_1637 1 0.000
#> SAMPLE_1638 2 0.000
#> SAMPLE_1639 1 0.000
#> SAMPLE_1640 2 0.000
#> SAMPLE_1641 2 0.000
#> SAMPLE_1642 2 0.000
#> SAMPLE_1643 2 0.000
#> SAMPLE_1644 2 0.000
#> SAMPLE_1645 1 0.000
#> SAMPLE_1646 2 0.000
#> SAMPLE_1647 2 0.000
#> SAMPLE_1648 2 0.000
#> SAMPLE_1649 2 0.000
#> SAMPLE_1650 1 0.000
#> SAMPLE_1651 1 0.000
#> SAMPLE_1652 1 0.751
#> SAMPLE_1653 1 0.000
#> SAMPLE_1654 2 0.000
#> SAMPLE_1655 2 0.000
#> SAMPLE_1656 2 0.000
#> SAMPLE_1657 1 0.000
#> SAMPLE_1658 2 0.000
#> SAMPLE_1659 1 0.000
#> SAMPLE_1660 1 0.000
#> SAMPLE_1661 1 0.000
#> SAMPLE_1662 1 0.000
#> SAMPLE_1663 1 0.000
#> SAMPLE_1665 2 0.000
#> SAMPLE_1666 1 0.000
#> SAMPLE_1668 1 0.000
#> SAMPLE_1669 1 0.000
#> SAMPLE_1670 1 0.000
#> SAMPLE_1671 1 0.000
#> SAMPLE_1672 1 0.000
#> SAMPLE_1674 2 0.000
#> SAMPLE_1675 2 0.000
#> SAMPLE_1676 2 0.000
#> SAMPLE_1678 1 0.000
#> SAMPLE_1679 1 0.000
#> SAMPLE_1680 1 0.000
#> SAMPLE_1681 2 0.000
#> SAMPLE_1683 1 0.000
#> SAMPLE_1684 1 0.000
#> SAMPLE_1685 2 0.000
#> SAMPLE_1686 2 0.000
#> SAMPLE_1687 1 0.000
#> SAMPLE_1688 1 0.000
#> SAMPLE_1689 1 0.000
#> SAMPLE_1690 1 0.000
#> SAMPLE_1691 1 0.000
#> SAMPLE_1692 1 0.000
#> SAMPLE_1693 1 0.000
#> SAMPLE_1695 1 0.000
#> SAMPLE_1696 1 0.000
#> SAMPLE_1697 1 0.000
#> SAMPLE_1699 1 0.000
#> SAMPLE_1700 1 0.000
#> SAMPLE_1701 1 0.000
#> SAMPLE_1702 1 0.000
#> SAMPLE_1703 1 0.000
#> SAMPLE_1704 1 0.000
#> SAMPLE_1705 1 0.000
#> SAMPLE_1706 1 0.000
#> SAMPLE_1707 1 0.000
#> SAMPLE_1708 1 0.000
#> SAMPLE_1710 1 0.000
#> SAMPLE_1711 1 0.000
#> SAMPLE_1713 1 0.000
#> SAMPLE_1714 1 0.000
#> SAMPLE_1715 1 0.000
#> SAMPLE_1716 2 0.000
#> SAMPLE_1717 1 1.000
#> SAMPLE_1718 2 0.000
#> SAMPLE_1719 1 0.000
#> SAMPLE_1720 2 0.000
#> SAMPLE_1721 2 0.000
#> SAMPLE_1722 1 0.000
#> SAMPLE_1723 1 0.000
#> SAMPLE_1724 2 0.000
#> SAMPLE_1725 1 0.000
#> SAMPLE_1726 2 0.000
#> SAMPLE_1727 2 0.000
#> SAMPLE_1728 1 0.000
#> SAMPLE_1729 2 0.000
#> SAMPLE_1730 1 0.000
#> SAMPLE_1731 1 0.000
#> SAMPLE_1732 2 0.000
#> SAMPLE_1734 1 0.000
#> SAMPLE_1737 2 0.000
#> SAMPLE_1738 1 0.000
#> SAMPLE_1739 1 0.000
#> SAMPLE_1740 2 0.000
#> SAMPLE_1741 1 0.000
#> SAMPLE_1742 1 0.000
#> SAMPLE_1743 1 0.000
#> SAMPLE_1744 2 0.000
#> SAMPLE_1745 2 0.000
#> SAMPLE_1746 1 0.000
#> SAMPLE_1747 2 0.000
#> SAMPLE_1748 1 0.000
#> SAMPLE_1749 2 0.000
#> SAMPLE_1750 2 0.000
#> SAMPLE_1751 2 0.000
#> SAMPLE_1752 1 0.000
#> SAMPLE_1753 1 0.000
#> SAMPLE_1754 2 0.000
#> SAMPLE_1755 1 0.000
#> SAMPLE_1756 1 0.000
#> SAMPLE_1757 1 0.000
#> SAMPLE_1758 1 0.000
#> SAMPLE_1759 1 0.000
#> SAMPLE_1760 2 1.000
#> SAMPLE_1761 2 0.000
#> SAMPLE_1762 2 0.000
#> SAMPLE_1763 1 0.000
#> SAMPLE_1764 2 0.000
#> SAMPLE_1765 2 0.000
#> SAMPLE_1766 1 0.000
#> SAMPLE_1767 1 0.000
#> SAMPLE_1768 1 0.000
#> SAMPLE_1769 1 0.000
#> SAMPLE_1770 1 0.000
#> SAMPLE_1771 1 0.000
#> SAMPLE_1772 1 0.000
#> SAMPLE_1773 1 0.000
#> SAMPLE_1774 1 0.000
#> SAMPLE_1775 2 0.000
#> SAMPLE_1776 1 0.000
#> SAMPLE_1777 1 0.000
#> SAMPLE_1778 2 0.000
#> SAMPLE_1779 2 0.000
#> SAMPLE_1780 2 0.000
#> SAMPLE_1781 1 1.000
#> SAMPLE_1782 2 0.000
#> SAMPLE_1783 1 0.000
#> SAMPLE_1784 2 0.000
#> SAMPLE_1785 1 0.000
#> SAMPLE_1786 1 0.000
#> SAMPLE_1787 2 0.000
#> SAMPLE_1788 2 0.000
#> SAMPLE_1789 2 0.000
#> SAMPLE_1790 1 0.000
#> SAMPLE_1791 1 0.000
#> SAMPLE_1792 1 0.000
#> SAMPLE_1793 1 0.000
#> SAMPLE_1794 2 0.000
#> SAMPLE_1795 2 0.000
#> SAMPLE_1796 2 0.000
#> SAMPLE_1798 1 1.000
#> SAMPLE_1799 2 0.000
#> SAMPLE_1800 2 0.000
#> SAMPLE_1801 2 0.000
#> SAMPLE_1802 2 0.000
#> SAMPLE_1803 2 0.000
#> SAMPLE_1804 2 0.000
#> SAMPLE_1805 2 0.000
#> SAMPLE_1806 2 0.000
#> SAMPLE_1807 2 0.000
#> SAMPLE_1808 2 0.000
#> SAMPLE_1809 2 0.000
#> SAMPLE_1810 2 0.000
#> SAMPLE_1811 2 0.000
#> SAMPLE_1812 2 0.000
#> SAMPLE_1813 1 0.000
#> SAMPLE_1814 2 0.000
#> SAMPLE_1815 2 0.000
#> SAMPLE_1816 1 0.000
#> SAMPLE_1817 1 0.000
#> SAMPLE_1818 2 0.000
#> SAMPLE_1819 2 0.000
#> SAMPLE_1820 2 0.000
#> SAMPLE_1821 2 0.000
#> SAMPLE_1822 2 0.000
#> SAMPLE_1823 2 0.000
#> SAMPLE_1824 2 0.000
#> SAMPLE_1825 2 0.000
#> SAMPLE_1826 2 0.000
#> SAMPLE_1832 2 0.000
#> SAMPLE_1833 1 0.000
#> SAMPLE_1834 2 0.000
#> SAMPLE_1836 1 0.000
#> SAMPLE_1837 1 0.000
#> SAMPLE_1839 1 0.000
#> SAMPLE_1840 1 0.000
#> SAMPLE_1841 1 0.000
#> SAMPLE_1842 2 0.000
#> SAMPLE_1843 2 0.000
#> SAMPLE_1844 2 0.000
#> SAMPLE_1848 2 0.000
#> SAMPLE_1849 2 0.000
#> SAMPLE_1850 2 0.000
#> SAMPLE_1851 1 0.000
#> SAMPLE_1852 1 0.000
#> SAMPLE_1853 1 0.000
#> SAMPLE_1854 1 0.000
#> SAMPLE_1855 2 0.000
#> SAMPLE_1856 1 0.000
#> SAMPLE_1857 1 0.000
#> SAMPLE_1858 1 0.000
#> SAMPLE_1860 1 0.000
#> SAMPLE_1861 2 0.000
#> SAMPLE_1862 2 0.000
#> SAMPLE_1863 2 0.000
#> SAMPLE_1864 2 0.000
#> SAMPLE_1866 1 0.000
#> SAMPLE_1867 1 0.000
#> SAMPLE_1868 1 0.000
#> SAMPLE_1869 1 0.000
#> SAMPLE_1872 2 0.000
#> SAMPLE_1873 1 1.000
#> SAMPLE_1874 1 0.000
#> SAMPLE_1878 1 0.000
#> SAMPLE_1879 1 0.000
#> SAMPLE_1880 1 0.000
#> SAMPLE_1881 1 0.000
#> SAMPLE_1882 1 0.000
#> SAMPLE_1883 2 1.000
#> SAMPLE_1885 2 0.000
#> SAMPLE_1886 2 0.000
#> SAMPLE_1887 2 0.000
#> SAMPLE_1888 1 0.000
#> SAMPLE_1905 1 0.000
#> SAMPLE_1906 1 0.000
#> SAMPLE_1907 1 0.000
#> SAMPLE_1909 1 0.000
#> SAMPLE_1912 2 0.000
#> SAMPLE_1913 2 0.000
#> SAMPLE_1914 2 0.000
#> SAMPLE_1915 1 0.000
#> SAMPLE_1916 1 0.000
#> SAMPLE_1917 1 0.000
#> SAMPLE_1918 1 0.000
#> SAMPLE_1919 1 0.000
#> SAMPLE_1920 1 0.000
#> SAMPLE_1922 1 0.000
#> SAMPLE_1923 1 0.000
#> SAMPLE_1924 1 0.000
#> SAMPLE_1925 1 0.000
#> SAMPLE_1927 1 0.000
#> SAMPLE_1929 1 0.000
#> SAMPLE_1931 1 0.000
#> SAMPLE_1933 1 0.000
#> SAMPLE_1934 1 0.000
#> SAMPLE_1935 2 0.000
#> SAMPLE_1936 1 0.000
#> SAMPLE_1938 1 0.000
#> SAMPLE_1939 1 0.000
#> SAMPLE_1940 1 0.000
#> SAMPLE_1941 1 0.000
#> SAMPLE_1942 1 0.000
#> SAMPLE_1943 1 0.000
#> SAMPLE_1944 1 0.000
#> SAMPLE_1945 1 0.000
#> SAMPLE_1946 1 0.000
#> SAMPLE_1947 1 0.000
#> SAMPLE_1948 1 0.000
#> SAMPLE_1949 1 0.000
#> SAMPLE_1950 1 0.000
#> SAMPLE_1951 1 0.000
#> SAMPLE_1952 1 0.000
#> SAMPLE_1953 1 0.000
#> SAMPLE_1954 1 0.000
#> SAMPLE_1955 1 0.000
#> SAMPLE_1956 1 0.000
#> SAMPLE_1957 2 0.000
#> SAMPLE_1958 2 1.000
#> SAMPLE_1959 2 0.000
#> SAMPLE_1960 2 0.000
#> SAMPLE_1961 2 0.000
#> SAMPLE_1962 1 0.000
#> SAMPLE_1963 2 0.000
#> SAMPLE_1964 1 0.000
#> SAMPLE_1965 1 0.000
#> SAMPLE_1966 2 0.000
#> SAMPLE_1967 1 0.000
#> SAMPLE_1968 1 0.000
#> SAMPLE_1970 2 0.000
#> SAMPLE_1971 2 0.000
#> SAMPLE_1972 2 0.000
#> SAMPLE_1974 2 0.000
#> SAMPLE_1975 1 0.000
#> SAMPLE_1976 1 0.000
#> SAMPLE_1977 2 0.000
#> SAMPLE_1978 1 0.000
#> SAMPLE_1979 1 0.000
#> SAMPLE_1980 1 1.000
#> SAMPLE_1981 1 0.000
#> SAMPLE_1982 1 0.000
#> SAMPLE_1983 1 0.000
#> SAMPLE_1984 1 0.000
#> SAMPLE_1985 1 0.000
#> SAMPLE_1986 1 0.000
#> SAMPLE_1987 1 1.000
#> SAMPLE_1988 1 0.000
#> SAMPLE_1989 2 0.000
#> SAMPLE_1990 1 0.000
#> SAMPLE_1991 1 0.000
#> SAMPLE_1993 2 0.000
#> SAMPLE_1994 1 0.000
#> SAMPLE_1995 2 0.000
#> SAMPLE_1996 1 0.000
#> SAMPLE_1997 1 0.000
#> SAMPLE_1998 1 0.000
#> SAMPLE_1999 1 1.000
#> SAMPLE_2001 1 0.000
#> SAMPLE_2002 1 0.000
#> SAMPLE_2003 1 0.000
#> SAMPLE_2004 1 0.000
#> SAMPLE_2005 1 0.000
#> SAMPLE_2006 1 0.000
#> SAMPLE_2007 1 0.000
#> SAMPLE_2008 1 0.000
#> SAMPLE_2009 1 0.000
#> SAMPLE_2010 1 0.000
#> SAMPLE_2011 1 0.000
#> SAMPLE_2012 1 0.000
#> SAMPLE_2013 1 0.000
#> SAMPLE_2015 1 0.000
#> SAMPLE_2016 2 0.000
#> SAMPLE_2017 1 0.000
#> SAMPLE_2018 1 0.000
#> SAMPLE_2019 2 0.000
#> SAMPLE_2020 1 0.000
#> SAMPLE_2021 2 0.000
#> SAMPLE_2022 2 0.000
#> SAMPLE_2023 2 0.000
#> SAMPLE_2024 1 0.000
#> SAMPLE_2027 1 0.000
#> SAMPLE_2028 1 0.000
#> SAMPLE_2029 1 0.000
#> SAMPLE_2030 1 0.000
#> SAMPLE_2037 2 0.498
#> SAMPLE_2038 2 0.000
#> SAMPLE_2039 1 0.000
#> SAMPLE_2040 1 0.000
#> SAMPLE_2041 1 0.000
#> SAMPLE_2042 1 0.000
#> SAMPLE_2043 1 0.000
#> SAMPLE_2044 1 0.000
#> SAMPLE_2045 1 0.000
#> SAMPLE_2046 1 0.000
#> SAMPLE_2047 1 0.000
#> SAMPLE_2048 1 0.000
#> SAMPLE_2049 1 0.000
#> SAMPLE_2050 1 0.000
#> SAMPLE_2051 1 0.000
#> SAMPLE_2055 1 0.000
#> SAMPLE_2056 1 0.747
#> SAMPLE_2057 1 0.000
#> SAMPLE_2058 1 0.000
#> SAMPLE_2060 1 0.000
#> SAMPLE_2062 1 0.000
#> SAMPLE_2063 1 0.000
#> SAMPLE_2065 2 0.000
#> SAMPLE_2067 2 0.000
#> SAMPLE_2068 1 0.000
#> SAMPLE_2069 1 0.000
#> SAMPLE_2070 1 0.000
#> SAMPLE_2071 1 0.000
#> SAMPLE_2072 1 0.000
#> SAMPLE_2073 1 0.000
#> SAMPLE_2074 1 0.000
#> SAMPLE_2075 1 0.000
#> SAMPLE_2076 1 0.000
#> SAMPLE_2077 1 0.000
#> SAMPLE_2078 1 0.000
#> SAMPLE_2079 1 0.000
#> SAMPLE_2080 1 0.000
#> SAMPLE_2081 1 1.000
#> SAMPLE_2082 1 0.000
#> SAMPLE_2083 1 1.000
#> SAMPLE_2084 1 0.000
#> SAMPLE_2085 1 0.000
#> SAMPLE_2086 1 0.000
#> SAMPLE_2087 1 0.000
#> SAMPLE_2088 1 0.000
#> SAMPLE_2089 1 0.000
#> SAMPLE_2090 1 0.000
#> SAMPLE_2091 1 0.000
#> SAMPLE_2092 1 0.000
#> SAMPLE_2093 1 0.000
#> SAMPLE_2094 1 0.000
#> SAMPLE_2095 1 0.000
#> SAMPLE_2096 1 0.000
#> SAMPLE_2097 1 0.000
#> SAMPLE_2098 1 0.000
#> SAMPLE_2099 1 0.000
#> SAMPLE_2100 1 0.000
#> SAMPLE_2101 1 0.000
#> SAMPLE_2102 1 0.000
#> SAMPLE_2103 1 0.000
#> SAMPLE_2104 2 0.000
#> SAMPLE_2105 1 0.000
#> SAMPLE_2106 1 0.000
#> SAMPLE_2107 1 0.000
#> SAMPLE_2108 1 0.000
#> SAMPLE_2109 1 1.000
#> SAMPLE_2110 1 0.000
#> SAMPLE_2111 2 0.000
#> SAMPLE_2112 1 0.000
#> SAMPLE_2113 1 0.000
#> SAMPLE_2114 1 0.000
#> SAMPLE_2115 1 0.000
#> SAMPLE_2116 1 0.000
#> SAMPLE_2117 1 0.000
#> SAMPLE_2118 1 0.000
#> SAMPLE_2119 1 0.000
#> SAMPLE_2120 1 0.000
#> SAMPLE_2121 1 0.000
#> SAMPLE_2122 1 0.000
#> SAMPLE_2123 1 0.000
#> SAMPLE_2124 1 0.000
#> SAMPLE_2125 2 0.000
#> SAMPLE_2126 1 0.000
#> SAMPLE_2127 1 0.000
#> SAMPLE_2128 1 0.000
#> SAMPLE_2129 1 0.000
#> SAMPLE_2130 1 0.000
#> SAMPLE_2131 1 0.000
#> SAMPLE_2132 1 0.000
#> SAMPLE_2133 1 0.000
#> SAMPLE_2134 1 0.000
#> SAMPLE_2135 1 0.502
#> SAMPLE_2136 1 0.000
#> SAMPLE_2137 1 0.000
#> SAMPLE_2138 2 0.000
#> SAMPLE_2139 2 0.000
#> SAMPLE_2140 1 0.000
#> SAMPLE_2142 2 0.000
#> SAMPLE_2143 2 0.000
#> SAMPLE_2144 2 0.000
#> SAMPLE_2145 2 0.000
#> SAMPLE_2147 1 0.000
#> SAMPLE_2148 1 0.000
#> SAMPLE_2149 2 0.000
#> SAMPLE_2150 2 0.000
#> SAMPLE_2151 1 0.000
#> SAMPLE_2152 2 0.000
#> SAMPLE_2153 2 0.000
#> SAMPLE_2154 1 0.000
#> SAMPLE_2155 2 0.000
#> SAMPLE_2156 1 0.000
#> SAMPLE_2157 1 0.000
#> SAMPLE_2158 1 0.000
#> SAMPLE_2159 1 0.000
#> SAMPLE_2160 1 0.000
#> SAMPLE_2161 1 0.000
#> SAMPLE_2162 1 0.000
#> SAMPLE_2163 1 0.000
#> SAMPLE_2164 1 0.000
#> SAMPLE_2165 1 0.000
#> SAMPLE_2166 1 0.000
#> SAMPLE_2167 1 0.000
#> SAMPLE_2168 1 0.000
#> SAMPLE_2169 1 0.000
#> SAMPLE_2170 2 0.000
#> SAMPLE_2171 2 0.000
#> SAMPLE_2172 2 0.000
#> SAMPLE_2174 2 0.000
#> SAMPLE_2175 1 0.000
#> SAMPLE_2176 1 0.000
#> SAMPLE_2177 1 0.000
#> SAMPLE_2178 1 0.000
#> SAMPLE_2180 2 0.000
#> SAMPLE_2181 1 0.000
#> SAMPLE_2183 1 0.000
#> SAMPLE_2186 2 0.000
#> SAMPLE_2187 1 0.000
#> SAMPLE_2188 1 0.000
#> SAMPLE_2189 1 0.000
#> SAMPLE_2190 1 0.000
#> SAMPLE_2191 1 0.000
#> SAMPLE_2192 1 0.000
#> SAMPLE_2193 1 0.000
#> SAMPLE_2194 1 0.000
#> SAMPLE_2195 1 0.000
#> SAMPLE_2196 1 0.000
#> SAMPLE_2197 1 0.000
#> SAMPLE_2198 1 0.000
#> SAMPLE_2199 2 0.000
#> SAMPLE_2200 2 0.000
#> SAMPLE_2202 2 0.000
#> SAMPLE_2203 2 0.000
#> SAMPLE_2204 1 1.000
#> SAMPLE_2205 2 0.000
#> SAMPLE_2207 1 0.000
#> SAMPLE_2208 1 0.000
#> SAMPLE_2209 1 0.000
#> SAMPLE_2211 1 1.000
#> SAMPLE_2212 1 0.000
#> SAMPLE_2213 1 0.000
#> SAMPLE_2214 2 0.000
#> SAMPLE_2215 2 0.000
#> SAMPLE_2217 1 0.000
#> SAMPLE_2218 2 0.000
#> SAMPLE_2219 1 0.000
#> SAMPLE_2220 1 0.000
#> SAMPLE_2221 1 0.000
#> SAMPLE_2222 1 0.000
#> SAMPLE_2223 1 1.000
#> SAMPLE_2224 1 0.000
#> SAMPLE_2225 1 0.000
#> SAMPLE_2227 1 0.000
#> SAMPLE_2229 1 0.000
#> SAMPLE_2231 2 0.000
#> SAMPLE_2232 2 0.000
#> SAMPLE_2234 1 1.000
#> SAMPLE_2237 2 0.000
#> SAMPLE_2238 1 0.000
#> SAMPLE_2239 1 0.000
#> SAMPLE_2247 1 0.000
#> SAMPLE_2248 2 0.000
#> SAMPLE_2250 2 0.000
#> SAMPLE_2252 1 0.000
#> SAMPLE_2254 2 0.000
#> SAMPLE_2255 2 0.000
#> SAMPLE_2256 2 0.000
#> SAMPLE_2257 2 0.000
#> SAMPLE_2258 1 0.000
#> SAMPLE_2259 2 0.000
#> SAMPLE_2263 1 0.000
#> SAMPLE_2265 1 0.000
#> SAMPLE_2266 1 0.000
#> SAMPLE_2267 1 0.000
#> SAMPLE_2269 2 0.000
#> SAMPLE_2270 1 0.000
#> SAMPLE_2271 1 0.000
#> SAMPLE_2272 1 0.000
#> SAMPLE_2274 1 0.000
#> SAMPLE_2275 2 0.000
#> SAMPLE_2276 2 0.000
#> SAMPLE_2277 2 0.000
#> SAMPLE_2278 2 0.000
#> SAMPLE_2279 2 0.000
#> SAMPLE_2280 1 0.498
#> SAMPLE_2281 1 0.000
#> SAMPLE_2282 2 1.000
#> SAMPLE_2283 1 0.000
#> SAMPLE_2284 1 0.000
#> SAMPLE_2285 1 0.000
#> SAMPLE_2286 2 0.000
#> SAMPLE_2287 2 0.000
#> SAMPLE_2289 1 0.000
#> SAMPLE_2292 2 0.000
#> SAMPLE_2293 2 0.000
#> SAMPLE_2294 2 0.000
#> SAMPLE_2295 2 0.000
#> SAMPLE_2297 1 0.000
#> SAMPLE_2298 1 0.000
#> SAMPLE_2300 2 0.000
#> SAMPLE_2301 2 0.000
#> SAMPLE_2302 1 0.000
#> SAMPLE_2303 2 0.000
#> SAMPLE_2306 2 0.000
#> SAMPLE_2307 1 0.498
#> SAMPLE_2308 1 0.000
#> SAMPLE_2309 2 0.000
#> SAMPLE_2310 2 0.000
#> SAMPLE_2311 2 0.000
#> SAMPLE_2312 2 0.000
#> SAMPLE_2313 1 0.000
#> SAMPLE_2320 2 0.000
#> SAMPLE_2321 2 0.000
#> SAMPLE_2322 1 0.000
#> SAMPLE_2323 2 0.000
#> SAMPLE_2324 2 0.000
#> SAMPLE_2325 1 0.000
#> SAMPLE_2326 1 0.000
#> SAMPLE_2327 1 0.000
#> SAMPLE_2328 2 0.000
#> SAMPLE_2329 2 0.000
#> SAMPLE_2330 1 0.000
#> SAMPLE_2331 2 0.000
#> SAMPLE_2332 2 0.000
#> SAMPLE_2333 2 0.000
#> SAMPLE_2334 1 0.000
#> SAMPLE_2335 1 0.000
#> SAMPLE_2336 1 0.000
#> SAMPLE_2337 2 0.000
#> SAMPLE_2338 2 0.000
#> SAMPLE_2344 2 0.000
#> SAMPLE_2345 1 0.000
#> SAMPLE_2346 2 0.000
#> SAMPLE_2347 1 0.000
#> SAMPLE_2348 1 0.000
#> SAMPLE_2350 2 0.000
#> SAMPLE_2352 1 0.000
#> SAMPLE_2354 1 0.000
#> SAMPLE_2355 1 0.000
#> SAMPLE_2356 2 0.000
#> SAMPLE_2357 2 0.000
#> SAMPLE_2358 2 0.000
#> SAMPLE_2359 1 0.000
#> SAMPLE_2360 1 0.000
#> SAMPLE_2361 2 0.000
#> SAMPLE_2362 1 0.000
#> SAMPLE_2364 1 0.000
#> SAMPLE_2365 1 0.000
#> SAMPLE_2366 1 1.000
#> SAMPLE_2367 1 0.000
#> SAMPLE_2368 1 0.000
#> SAMPLE_2371 1 0.000
#> SAMPLE_2372 1 0.000
#> SAMPLE_2375 1 0.000
#> SAMPLE_2379 1 0.000
#> SAMPLE_2381 1 0.000
#> SAMPLE_2383 1 0.000
#> SAMPLE_2384 1 0.000
#> SAMPLE_2385 1 0.000
#> SAMPLE_2387 1 0.000
#> SAMPLE_2388 1 0.000
#> SAMPLE_2389 2 0.000
#> SAMPLE_2390 2 0.000
#> SAMPLE_2391 2 0.000
#> SAMPLE_2394 1 0.000
#> SAMPLE_2395 1 1.000
#> SAMPLE_2396 1 0.000
#> SAMPLE_2405 1 0.000
#> SAMPLE_2406 1 0.000
#> SAMPLE_2407 1 0.000
#> SAMPLE_2408 1 0.000
#> SAMPLE_2409 1 1.000
#> SAMPLE_2410 1 0.000
#> SAMPLE_2412 1 0.000
#> SAMPLE_2413 1 0.000
#> SAMPLE_2414 1 0.000
#> SAMPLE_2415 1 0.000
#> SAMPLE_2416 2 0.000
#> SAMPLE_2417 2 0.000
#> SAMPLE_2418 1 0.000
#> SAMPLE_2419 1 0.000
#> SAMPLE_2422 2 0.000
#> SAMPLE_2424 2 0.000
#> SAMPLE_2425 2 0.000
#> SAMPLE_2427 1 0.000
#> SAMPLE_2428 1 0.000
#> SAMPLE_2429 1 0.000
#> SAMPLE_2433 1 0.000
#> SAMPLE_2434 2 0.000
#> SAMPLE_2437 2 0.000
#> SAMPLE_2438 2 0.000
#> SAMPLE_2439 1 0.000
#> SAMPLE_2440 1 1.000
#> SAMPLE_2441 2 0.000
#> SAMPLE_2445 1 0.000
#> SAMPLE_2448 1 0.000
#> SAMPLE_2450 1 1.000
#> SAMPLE_2452 1 0.000
#> SAMPLE_2453 2 0.000
#> SAMPLE_2454 2 0.000
#> SAMPLE_2455 2 0.000
#> SAMPLE_2456 1 0.000
#> SAMPLE_2457 2 0.000
#> SAMPLE_2458 1 0.000
#> SAMPLE_2461 1 0.000
#> SAMPLE_2462 1 0.000
#> SAMPLE_2464 2 0.000
#> SAMPLE_2466 1 0.249
#> SAMPLE_2468 1 0.000
#> SAMPLE_2469 2 0.000
#> SAMPLE_2472 1 0.000
#> SAMPLE_2473 2 0.000
#> SAMPLE_2474 1 0.000
#> SAMPLE_2475 2 0.000
#> SAMPLE_2476 1 0.000
#> SAMPLE_2477 2 0.000
#> SAMPLE_2478 1 0.000
#> SAMPLE_2479 1 0.000
#> SAMPLE_2480 1 0.000
#> SAMPLE_2481 1 0.000
#> SAMPLE_2482 1 0.000
#> SAMPLE_2483 1 0.000
#> SAMPLE_2485 1 0.000
#> SAMPLE_2487 1 0.000
#> SAMPLE_2488 1 0.000
#> SAMPLE_2489 1 0.000
#> SAMPLE_2490 1 0.000
#> SAMPLE_2491 1 0.000
#> SAMPLE_2492 1 0.000
#> SAMPLE_2493 1 0.000
#> SAMPLE_2494 1 0.000
#> SAMPLE_2495 1 0.000
#> SAMPLE_2496 1 0.000
#> SAMPLE_2497 1 0.000
#> SAMPLE_2498 1 0.000
#> SAMPLE_2499 1 0.000
#> SAMPLE_2500 1 0.000
#> SAMPLE_2501 1 0.000
#> SAMPLE_2502 1 0.000
#> SAMPLE_2503 1 0.000
#> SAMPLE_2504 1 0.000
#> SAMPLE_2505 1 0.000
#> SAMPLE_2506 1 0.000
#> SAMPLE_2507 1 0.000
#> SAMPLE_2510 1 0.000
#> SAMPLE_2511 1 0.000
#> SAMPLE_2512 1 0.000
#> SAMPLE_2513 1 0.000
#> SAMPLE_2514 1 0.000
#> SAMPLE_2516 1 0.000
#> SAMPLE_2517 2 0.000
#> SAMPLE_2518 1 0.000
#> SAMPLE_2519 2 0.000
#> SAMPLE_2520 2 0.000
#> SAMPLE_2521 2 0.000
#> SAMPLE_2522 1 0.000
#> SAMPLE_2523 2 0.000
#> SAMPLE_2524 2 0.000
#> SAMPLE_2526 2 0.000
#> SAMPLE_2527 2 0.000
#> SAMPLE_2531 1 0.000
#> SAMPLE_2532 2 0.000
#> SAMPLE_2534 1 0.000
#> SAMPLE_2535 1 0.000
#> SAMPLE_2536 1 0.000
#> SAMPLE_2537 1 0.000
#> SAMPLE_2538 1 0.000
#> SAMPLE_2540 1 0.000
#> SAMPLE_2541 1 0.000
#> SAMPLE_2542 1 0.000
#> SAMPLE_2543 1 0.000
#> SAMPLE_2544 1 0.000
#> SAMPLE_2545 1 0.000
#> SAMPLE_2546 1 0.000
#> SAMPLE_2547 1 0.000
#> SAMPLE_2548 1 0.000
#> SAMPLE_2549 1 0.000
#> SAMPLE_2550 1 0.000
#> SAMPLE_2551 1 0.000
#> SAMPLE_2552 1 0.000
#> SAMPLE_2553 2 0.000
#> SAMPLE_2556 2 0.000
#> SAMPLE_2557 2 0.000
#> SAMPLE_2558 1 0.000
#> SAMPLE_2559 2 0.000
#> SAMPLE_2560 2 0.000
#> SAMPLE_2562 2 0.000
#> SAMPLE_2567 2 0.000
#> SAMPLE_2570 1 0.000
#> SAMPLE_2571 1 0.000
#> SAMPLE_2572 2 0.000
#> SAMPLE_2573 2 0.000
#> SAMPLE_2574 1 0.000
#> SAMPLE_2575 1 0.000
#> SAMPLE_2576 1 0.000
#> SAMPLE_2577 2 0.000
#> SAMPLE_2578 1 0.000
#> SAMPLE_2579 1 0.000
#> SAMPLE_2581 2 0.000
#> SAMPLE_2582 1 0.000
#> SAMPLE_2583 1 0.000
#> SAMPLE_2584 1 0.000
#> SAMPLE_2585 1 0.000
#> SAMPLE_2586 1 0.000
#> SAMPLE_2587 2 0.000
#> SAMPLE_2588 2 0.000
#> SAMPLE_2589 1 0.000
#> SAMPLE_2590 2 0.000
#> SAMPLE_2592 1 0.000
#> SAMPLE_2593 1 0.000
#> SAMPLE_2594 1 0.000
#> SAMPLE_2595 1 0.000
#> SAMPLE_2597 2 0.000
#> SAMPLE_2598 1 0.000
#> SAMPLE_2599 1 0.000
#> SAMPLE_2600 1 0.000
#> SAMPLE_2601 1 0.000
#> SAMPLE_2602 2 0.000
#> SAMPLE_2603 1 0.000
#> SAMPLE_2604 1 0.000
#> SAMPLE_2605 1 0.000
#> SAMPLE_2606 1 0.000
#> SAMPLE_2607 2 0.000
#> SAMPLE_2609 1 1.000
#> SAMPLE_2610 2 0.000
#> SAMPLE_2611 1 0.000
#> SAMPLE_2612 1 0.000
#> SAMPLE_2613 1 0.000
#> SAMPLE_2614 2 0.000
#> SAMPLE_2615 1 0.000
#> SAMPLE_2616 2 0.000
#> SAMPLE_2617 2 0.000
#> SAMPLE_2619 1 0.000
#> SAMPLE_2620 1 0.000
#> SAMPLE_2621 2 0.000
#> SAMPLE_2622 1 0.000
#> SAMPLE_2623 1 0.000
#> SAMPLE_2624 1 0.000
#> SAMPLE_2625 1 0.000
#> SAMPLE_2626 1 0.000
#> SAMPLE_2627 1 0.000
#> SAMPLE_2628 1 0.000
#> SAMPLE_2629 1 0.000
#> SAMPLE_2630 1 0.000
#> SAMPLE_2631 1 0.000
#> SAMPLE_2632 1 0.000
#> SAMPLE_2633 2 0.000
#> SAMPLE_2634 1 0.000
#> SAMPLE_2635 1 0.000
#> SAMPLE_2636 1 0.000
#> SAMPLE_2637 1 0.000
#> SAMPLE_2638 1 0.000
#> SAMPLE_2639 1 0.000
#> SAMPLE_2640 1 0.000
#> SAMPLE_2642 2 0.000
#> SAMPLE_2643 2 0.000
#> SAMPLE_2644 1 0.000
#> SAMPLE_2645 1 0.000
#> SAMPLE_2647 2 0.000
#> SAMPLE_2648 1 0.000
#> SAMPLE_2649 2 0.000
#> SAMPLE_2651 1 0.000
#> SAMPLE_2656 1 0.000
#> SAMPLE_2657 1 0.000
#> SAMPLE_2660 1 0.000
#> SAMPLE_2664 1 0.000
#> SAMPLE_2665 1 0.000
#> SAMPLE_2666 1 0.000
#> SAMPLE_2667 2 0.000
#> SAMPLE_2668 2 0.000
#> SAMPLE_2669 2 0.000
#> SAMPLE_2670 1 0.000
#> SAMPLE_2671 1 0.000
#> SAMPLE_2672 1 0.000
#> SAMPLE_2673 1 0.000
#> SAMPLE_2674 1 0.000
#> SAMPLE_2675 1 0.000
#> SAMPLE_2676 1 0.000
#> SAMPLE_2677 1 0.000
#> SAMPLE_2678 1 0.000
#> SAMPLE_2679 2 0.000
#> SAMPLE_2680 1 0.000
#> SAMPLE_2681 1 0.000
#> SAMPLE_2682 1 0.000
#> SAMPLE_2683 1 0.000
#> SAMPLE_2684 1 0.000
#> SAMPLE_2685 1 0.000
#> SAMPLE_2686 1 0.000
#> SAMPLE_2687 1 0.000
#> SAMPLE_2688 1 0.000
#> SAMPLE_2689 2 0.000
#> SAMPLE_2690 1 0.000
#> SAMPLE_2691 1 0.000
#> SAMPLE_2693 1 1.000
#> SAMPLE_2694 2 0.000
#> SAMPLE_2695 1 0.000
#> SAMPLE_2696 2 0.000
#> SAMPLE_2697 2 1.000
#> SAMPLE_2698 1 0.000
#> SAMPLE_2699 2 0.000
#> SAMPLE_2700 2 0.000
#> SAMPLE_2701 2 0.000
#> SAMPLE_2702 1 0.000
#> SAMPLE_2703 2 0.000
#> SAMPLE_2704 2 0.000
#> SAMPLE_2705 1 0.000
#> SAMPLE_2706 1 0.000
#> SAMPLE_2707 1 0.000
#> SAMPLE_2708 1 0.000
#> SAMPLE_2709 1 0.000
#> SAMPLE_2710 2 0.000
#> SAMPLE_2711 1 0.000
#> SAMPLE_2712 1 0.000
#> SAMPLE_2713 2 0.000
#> SAMPLE_2715 2 0.000
#> SAMPLE_2717 2 0.000
#> SAMPLE_2718 1 0.000
#> SAMPLE_2719 1 0.249
#> SAMPLE_2720 1 0.000
#> SAMPLE_2721 1 0.000
#> SAMPLE_2723 1 0.000
#> SAMPLE_2724 2 0.000
#> SAMPLE_2725 2 0.000
#> SAMPLE_2726 2 0.000
#> SAMPLE_2727 2 0.000
#> SAMPLE_2728 2 0.000
#> SAMPLE_2729 1 0.000
#> SAMPLE_2730 1 0.000
#> SAMPLE_2731 1 0.000
#> SAMPLE_2732 1 0.000
#> SAMPLE_2733 1 0.000
#> SAMPLE_2734 2 0.000
#> SAMPLE_2735 2 0.000
#> SAMPLE_2746 1 0.000
#> SAMPLE_2748 1 0.000
#> SAMPLE_2749 1 0.000
#> SAMPLE_2750 1 0.000
#> SAMPLE_2751 1 0.000
#> SAMPLE_2752 1 0.000
#> SAMPLE_2753 1 0.000
#> SAMPLE_2754 1 0.000
#> SAMPLE_2755 1 0.000
#> SAMPLE_2756 1 0.000
#> SAMPLE_2757 1 0.000
#> SAMPLE_2758 1 0.000
#> SAMPLE_2759 1 0.000
#> SAMPLE_2761 2 0.000
#> SAMPLE_2762 2 0.000
#> SAMPLE_2763 2 0.000
#> SAMPLE_2764 2 0.000
#> SAMPLE_2765 2 0.000
#> SAMPLE_2766 2 0.000
#> SAMPLE_2767 2 0.000
#> SAMPLE_2768 2 0.000
#> SAMPLE_2769 1 1.000
#> SAMPLE_2770 2 0.000
#> SAMPLE_2771 2 0.000
#> SAMPLE_2772 1 0.000
#> SAMPLE_2773 1 0.000
#> SAMPLE_2774 1 0.000
#> SAMPLE_2775 1 0.000
#> SAMPLE_2776 2 0.000
#> SAMPLE_2777 1 0.000
#> SAMPLE_2778 1 0.000
#> SAMPLE_2779 1 0.000
#> SAMPLE_2780 1 0.000
#> SAMPLE_2781 1 0.000
#> SAMPLE_2782 1 0.000
#> SAMPLE_2783 1 0.000
#> SAMPLE_2784 2 0.000
#> SAMPLE_2786 2 0.000
#> SAMPLE_2789 2 0.000
#> SAMPLE_2793 1 1.000
#> SAMPLE_2794 2 0.000
#> SAMPLE_2796 1 0.000
#> SAMPLE_2797 1 0.000
#> SAMPLE_2798 2 0.000
#> SAMPLE_2799 1 0.249
#> SAMPLE_2800 1 0.000
#> SAMPLE_2801 1 0.000
get_classes(res, k = 3)
#> class p
#> SAMPLE_1 2 0.000
#> SAMPLE_2 2 0.000
#> SAMPLE_3 2 0.000
#> SAMPLE_4 3 0.000
#> SAMPLE_5 2 0.000
#> SAMPLE_6 2 0.000
#> SAMPLE_7 2 0.000
#> SAMPLE_8 2 0.000
#> SAMPLE_9 2 0.000
#> SAMPLE_10 3 0.000
#> SAMPLE_11 2 0.000
#> SAMPLE_12 2 0.000
#> SAMPLE_13 3 0.000
#> SAMPLE_14 2 0.000
#> SAMPLE_17 3 0.000
#> SAMPLE_18 2 0.000
#> SAMPLE_20 1 0.000
#> SAMPLE_22 3 0.000
#> SAMPLE_23 2 0.000
#> SAMPLE_24 2 0.000
#> SAMPLE_25 2 0.000
#> SAMPLE_26 2 0.000
#> SAMPLE_27 3 0.000
#> SAMPLE_28 2 0.000
#> SAMPLE_29 2 0.000
#> SAMPLE_30 2 0.000
#> SAMPLE_31 3 0.000
#> SAMPLE_32 3 0.000
#> SAMPLE_33 1 0.000
#> SAMPLE_34 3 0.000
#> SAMPLE_35 1 0.000
#> SAMPLE_36 1 0.000
#> SAMPLE_37 1 1.000
#> SAMPLE_38 1 0.000
#> SAMPLE_39 1 0.000
#> SAMPLE_40 1 1.000
#> SAMPLE_41 1 1.000
#> SAMPLE_42 1 0.000
#> SAMPLE_43 1 0.000
#> SAMPLE_44 1 0.000
#> SAMPLE_45 1 0.000
#> SAMPLE_46 3 0.502
#> SAMPLE_47 1 0.000
#> SAMPLE_48 1 0.253
#> SAMPLE_49 1 0.000
#> SAMPLE_50 1 1.000
#> SAMPLE_51 3 1.000
#> SAMPLE_52 1 0.000
#> SAMPLE_53 1 0.000
#> SAMPLE_54 1 1.000
#> SAMPLE_55 1 0.000
#> SAMPLE_56 3 0.000
#> SAMPLE_62 1 0.000
#> SAMPLE_63 3 0.000
#> SAMPLE_64 2 0.000
#> SAMPLE_65 1 0.000
#> SAMPLE_66 1 0.000
#> SAMPLE_67 1 0.000
#> SAMPLE_68 3 0.000
#> SAMPLE_69 1 0.000
#> SAMPLE_70 1 0.000
#> SAMPLE_71 1 1.000
#> SAMPLE_72 1 0.000
#> SAMPLE_73 1 1.000
#> SAMPLE_74 1 0.000
#> SAMPLE_75 1 0.000
#> SAMPLE_76 1 1.000
#> SAMPLE_77 3 0.000
#> SAMPLE_78 1 0.000
#> SAMPLE_79 1 0.000
#> SAMPLE_100 1 0.000
#> SAMPLE_101 1 0.000
#> SAMPLE_102 3 0.000
#> SAMPLE_103 1 0.000
#> SAMPLE_104 1 0.751
#> SAMPLE_105 1 0.000
#> SAMPLE_106 3 0.751
#> SAMPLE_107 1 0.000
#> SAMPLE_108 1 0.000
#> SAMPLE_109 1 0.000
#> SAMPLE_110 1 0.000
#> SAMPLE_111 1 0.000
#> SAMPLE_112 1 0.000
#> SAMPLE_113 1 0.000
#> SAMPLE_114 3 0.000
#> SAMPLE_115 1 1.000
#> SAMPLE_116 1 1.000
#> SAMPLE_117 3 0.000
#> SAMPLE_118 1 0.000
#> SAMPLE_119 1 1.000
#> SAMPLE_120 1 0.000
#> SAMPLE_121 3 0.253
#> SAMPLE_122 3 0.000
#> SAMPLE_123 3 0.000
#> SAMPLE_124 1 0.000
#> SAMPLE_126 1 0.000
#> SAMPLE_127 3 0.000
#> SAMPLE_136 1 0.000
#> SAMPLE_137 1 0.000
#> SAMPLE_138 1 0.000
#> SAMPLE_139 1 0.000
#> SAMPLE_140 3 1.000
#> SAMPLE_142 3 0.000
#> SAMPLE_143 1 0.000
#> SAMPLE_144 1 0.000
#> SAMPLE_145 3 0.000
#> SAMPLE_146 2 0.000
#> SAMPLE_147 2 0.000
#> SAMPLE_148 2 0.000
#> SAMPLE_149 2 0.000
#> SAMPLE_157 3 0.000
#> SAMPLE_173 1 0.000
#> SAMPLE_174 1 1.000
#> SAMPLE_175 2 0.000
#> SAMPLE_176 3 0.000
#> SAMPLE_177 3 0.000
#> SAMPLE_178 3 0.000
#> SAMPLE_194 2 0.000
#> SAMPLE_195 2 0.000
#> SAMPLE_208 2 0.000
#> SAMPLE_209 2 0.000
#> SAMPLE_210 3 0.000
#> SAMPLE_211 3 0.000
#> SAMPLE_212 2 0.000
#> SAMPLE_213 2 0.000
#> SAMPLE_214 2 0.000
#> SAMPLE_215 1 0.000
#> SAMPLE_216 1 0.000
#> SAMPLE_217 1 0.000
#> SAMPLE_218 2 0.000
#> SAMPLE_219 3 0.000
#> SAMPLE_220 1 0.000
#> SAMPLE_221 2 0.000
#> SAMPLE_222 2 0.000
#> SAMPLE_223 1 0.000
#> SAMPLE_231 1 1.000
#> SAMPLE_232 1 0.000
#> SAMPLE_233 1 1.000
#> SAMPLE_234 3 0.000
#> SAMPLE_235 3 0.000
#> SAMPLE_236 2 0.000
#> SAMPLE_237 2 0.000
#> SAMPLE_238 3 0.000
#> SAMPLE_239 3 0.000
#> SAMPLE_240 3 0.000
#> SAMPLE_241 3 0.000
#> SAMPLE_242 3 0.000
#> SAMPLE_243 1 1.000
#> SAMPLE_244 3 0.000
#> SAMPLE_245 3 0.000
#> SAMPLE_246 3 0.000
#> SAMPLE_247 3 0.000
#> SAMPLE_248 3 0.000
#> SAMPLE_249 3 0.000
#> SAMPLE_250 3 0.000
#> SAMPLE_251 3 0.000
#> SAMPLE_252 1 0.000
#> SAMPLE_253 3 0.000
#> SAMPLE_254 3 0.000
#> SAMPLE_255 3 0.000
#> SAMPLE_256 3 0.000
#> SAMPLE_257 2 0.000
#> SAMPLE_258 3 0.000
#> SAMPLE_259 2 0.000
#> SAMPLE_260 2 0.000
#> SAMPLE_261 2 0.000
#> SAMPLE_262 2 0.000
#> SAMPLE_263 2 0.000
#> SAMPLE_264 2 0.000
#> SAMPLE_265 2 0.000
#> SAMPLE_266 3 0.000
#> SAMPLE_267 3 0.000
#> SAMPLE_268 3 0.000
#> SAMPLE_269 3 0.000
#> SAMPLE_270 3 0.000
#> SAMPLE_271 3 0.000
#> SAMPLE_272 3 0.000
#> SAMPLE_273 3 0.000
#> SAMPLE_274 1 0.000
#> SAMPLE_275 1 0.000
#> SAMPLE_286 1 0.000
#> SAMPLE_287 1 0.000
#> SAMPLE_288 3 0.000
#> SAMPLE_289 1 0.000
#> SAMPLE_296 3 0.000
#> SAMPLE_297 1 1.000
#> SAMPLE_298 3 1.000
#> SAMPLE_299 1 1.000
#> SAMPLE_300 3 1.000
#> SAMPLE_301 1 1.000
#> SAMPLE_302 1 0.000
#> SAMPLE_303 1 1.000
#> SAMPLE_304 1 1.000
#> SAMPLE_305 3 1.000
#> SAMPLE_306 1 1.000
#> SAMPLE_307 1 0.000
#> SAMPLE_308 3 1.000
#> SAMPLE_309 1 1.000
#> SAMPLE_310 1 0.000
#> SAMPLE_311 1 0.000
#> SAMPLE_312 1 0.000
#> SAMPLE_313 3 1.000
#> SAMPLE_314 1 0.000
#> SAMPLE_315 1 1.000
#> SAMPLE_316 1 0.502
#> SAMPLE_317 3 1.000
#> SAMPLE_318 3 0.000
#> SAMPLE_319 3 0.000
#> SAMPLE_320 3 0.000
#> SAMPLE_321 1 0.000
#> SAMPLE_322 1 0.000
#> SAMPLE_323 3 1.000
#> SAMPLE_324 1 1.000
#> SAMPLE_325 1 0.000
#> SAMPLE_326 1 0.000
#> SAMPLE_327 1 1.000
#> SAMPLE_328 3 1.000
#> SAMPLE_329 1 0.000
#> SAMPLE_330 1 0.000
#> SAMPLE_331 1 0.000
#> SAMPLE_332 1 0.000
#> SAMPLE_333 3 0.000
#> SAMPLE_334 1 0.000
#> SAMPLE_335 1 0.000
#> SAMPLE_336 1 0.000
#> SAMPLE_337 3 0.000
#> SAMPLE_338 1 0.000
#> SAMPLE_339 3 0.000
#> SAMPLE_340 1 0.000
#> SAMPLE_341 1 0.000
#> SAMPLE_342 1 0.000
#> SAMPLE_343 1 0.000
#> SAMPLE_344 3 0.000
#> SAMPLE_345 1 0.000
#> SAMPLE_346 1 1.000
#> SAMPLE_347 3 0.000
#> SAMPLE_348 3 1.000
#> SAMPLE_349 1 0.000
#> SAMPLE_350 1 0.000
#> SAMPLE_351 3 0.000
#> SAMPLE_352 1 0.000
#> SAMPLE_353 1 0.000
#> SAMPLE_354 1 0.000
#> SAMPLE_355 1 0.000
#> SAMPLE_356 1 0.000
#> SAMPLE_357 3 0.000
#> SAMPLE_358 1 0.000
#> SAMPLE_359 1 0.000
#> SAMPLE_360 3 0.000
#> SAMPLE_361 3 0.000
#> SAMPLE_362 1 0.000
#> SAMPLE_363 3 0.000
#> SAMPLE_364 1 0.000
#> SAMPLE_365 1 0.000
#> SAMPLE_366 1 0.000
#> SAMPLE_367 1 0.253
#> SAMPLE_368 3 1.000
#> SAMPLE_369 3 0.000
#> SAMPLE_370 1 0.000
#> SAMPLE_371 1 0.000
#> SAMPLE_372 1 1.000
#> SAMPLE_373 1 0.000
#> SAMPLE_374 1 0.000
#> SAMPLE_375 1 0.751
#> SAMPLE_376 1 0.000
#> SAMPLE_377 1 0.000
#> SAMPLE_378 3 1.000
#> SAMPLE_379 1 0.000
#> SAMPLE_382 1 0.000
#> SAMPLE_383 1 0.000
#> SAMPLE_384 1 0.000
#> SAMPLE_385 1 0.000
#> SAMPLE_386 1 0.000
#> SAMPLE_387 1 0.000
#> SAMPLE_470 3 1.000
#> SAMPLE_471 2 0.000
#> SAMPLE_553 2 0.000
#> SAMPLE_568 3 0.000
#> SAMPLE_569 1 0.000
#> SAMPLE_570 3 0.000
#> SAMPLE_571 2 0.000
#> SAMPLE_572 2 0.000
#> SAMPLE_589 1 0.000
#> SAMPLE_590 1 0.000
#> SAMPLE_591 1 0.000
#> SAMPLE_592 1 0.000
#> SAMPLE_593 1 1.000
#> SAMPLE_594 1 0.000
#> SAMPLE_595 1 0.000
#> SAMPLE_596 1 0.000
#> SAMPLE_597 1 0.000
#> SAMPLE_598 3 1.000
#> SAMPLE_599 1 0.000
#> SAMPLE_600 1 0.000
#> SAMPLE_601 1 0.000
#> SAMPLE_602 1 0.000
#> SAMPLE_603 3 0.000
#> SAMPLE_604 1 0.000
#> SAMPLE_605 3 1.000
#> SAMPLE_606 1 0.000
#> SAMPLE_607 1 1.000
#> SAMPLE_608 1 0.000
#> SAMPLE_609 2 0.000
#> SAMPLE_610 3 0.000
#> SAMPLE_614 2 0.000
#> SAMPLE_618 3 0.000
#> SAMPLE_619 3 0.000
#> SAMPLE_620 2 0.000
#> SAMPLE_621 1 1.000
#> SAMPLE_622 2 0.000
#> SAMPLE_623 3 0.000
#> SAMPLE_624 3 0.000
#> SAMPLE_625 2 0.000
#> SAMPLE_626 2 0.000
#> SAMPLE_627 2 0.000
#> SAMPLE_628 3 0.000
#> SAMPLE_629 3 0.000
#> SAMPLE_630 2 0.000
#> SAMPLE_631 3 0.000
#> SAMPLE_632 3 0.000
#> SAMPLE_633 3 0.000
#> SAMPLE_634 2 0.000
#> SAMPLE_635 3 0.000
#> SAMPLE_636 2 0.000
#> SAMPLE_637 3 0.000
#> SAMPLE_638 1 0.000
#> SAMPLE_639 3 0.000
#> SAMPLE_640 1 0.000
#> SAMPLE_641 1 0.000
#> SAMPLE_643 3 0.000
#> SAMPLE_644 1 0.000
#> SAMPLE_645 2 0.000
#> SAMPLE_646 2 0.000
#> SAMPLE_647 1 0.000
#> SAMPLE_648 2 0.000
#> SAMPLE_649 1 0.000
#> SAMPLE_650 1 0.000
#> SAMPLE_651 1 0.000
#> SAMPLE_652 1 0.000
#> SAMPLE_653 1 0.000
#> SAMPLE_655 1 0.000
#> SAMPLE_656 1 0.000
#> SAMPLE_657 1 1.000
#> SAMPLE_658 1 0.000
#> SAMPLE_659 1 0.000
#> SAMPLE_660 1 0.000
#> SAMPLE_661 1 0.000
#> SAMPLE_662 2 0.000
#> SAMPLE_664 2 0.000
#> SAMPLE_665 2 0.000
#> SAMPLE_666 1 0.000
#> SAMPLE_667 2 0.000
#> SAMPLE_668 2 0.000
#> SAMPLE_669 2 0.000
#> SAMPLE_672 2 0.000
#> SAMPLE_673 2 0.000
#> SAMPLE_674 2 0.000
#> SAMPLE_675 2 0.000
#> SAMPLE_676 2 0.000
#> SAMPLE_677 1 0.000
#> SAMPLE_678 1 0.000
#> SAMPLE_679 1 0.000
#> SAMPLE_680 1 0.000
#> SAMPLE_681 1 0.000
#> SAMPLE_682 1 0.000
#> SAMPLE_683 1 0.000
#> SAMPLE_684 1 0.000
#> SAMPLE_685 1 0.000
#> SAMPLE_686 1 0.000
#> SAMPLE_687 1 0.000
#> SAMPLE_688 1 0.000
#> SAMPLE_689 1 0.000
#> SAMPLE_690 1 0.000
#> SAMPLE_691 1 0.000
#> SAMPLE_692 1 0.000
#> SAMPLE_693 1 0.000
#> SAMPLE_694 1 0.000
#> SAMPLE_695 1 0.000
#> SAMPLE_696 1 0.000
#> SAMPLE_697 1 0.000
#> SAMPLE_698 1 0.000
#> SAMPLE_699 1 0.000
#> SAMPLE_700 1 0.000
#> SAMPLE_701 1 0.000
#> SAMPLE_702 1 0.000
#> SAMPLE_703 1 0.000
#> SAMPLE_704 1 0.000
#> SAMPLE_705 1 0.000
#> SAMPLE_706 1 0.000
#> SAMPLE_707 1 0.000
#> SAMPLE_708 1 0.000
#> SAMPLE_709 1 0.000
#> SAMPLE_710 1 0.000
#> SAMPLE_711 1 0.000
#> SAMPLE_712 1 0.000
#> SAMPLE_713 1 0.000
#> SAMPLE_714 3 1.000
#> SAMPLE_715 3 1.000
#> SAMPLE_720 1 0.000
#> SAMPLE_722 3 1.000
#> SAMPLE_723 1 0.000
#> SAMPLE_724 1 0.000
#> SAMPLE_725 1 0.000
#> SAMPLE_726 1 0.000
#> SAMPLE_727 1 0.000
#> SAMPLE_728 1 0.000
#> SAMPLE_729 1 0.000
#> SAMPLE_730 3 0.000
#> SAMPLE_732 1 0.000
#> SAMPLE_739 1 1.000
#> SAMPLE_740 1 0.000
#> SAMPLE_741 1 0.000
#> SAMPLE_742 1 0.000
#> SAMPLE_743 1 0.000
#> SAMPLE_744 2 0.000
#> SAMPLE_745 2 0.000
#> SAMPLE_746 3 0.000
#> SAMPLE_747 1 1.000
#> SAMPLE_748 1 1.000
#> SAMPLE_751 3 0.000
#> SAMPLE_752 3 0.000
#> SAMPLE_753 3 0.000
#> SAMPLE_757 1 0.000
#> SAMPLE_758 1 0.000
#> SAMPLE_759 1 0.000
#> SAMPLE_760 1 0.000
#> SAMPLE_761 1 0.000
#> SAMPLE_762 1 0.000
#> SAMPLE_766 1 0.000
#> SAMPLE_767 3 0.000
#> SAMPLE_768 2 0.000
#> SAMPLE_771 1 0.000
#> SAMPLE_772 1 0.000
#> SAMPLE_773 1 0.000
#> SAMPLE_774 1 1.000
#> SAMPLE_775 1 0.000
#> SAMPLE_776 3 0.000
#> SAMPLE_777 1 0.000
#> SAMPLE_778 1 0.000
#> SAMPLE_779 3 1.000
#> SAMPLE_780 3 1.000
#> SAMPLE_781 1 1.000
#> SAMPLE_782 1 0.000
#> SAMPLE_783 1 0.249
#> SAMPLE_784 3 1.000
#> SAMPLE_785 1 0.000
#> SAMPLE_786 1 0.000
#> SAMPLE_787 1 0.000
#> SAMPLE_788 1 0.000
#> SAMPLE_789 1 0.000
#> SAMPLE_790 1 0.000
#> SAMPLE_791 2 0.000
#> SAMPLE_794 3 0.000
#> SAMPLE_795 3 0.000
#> SAMPLE_796 2 0.000
#> SAMPLE_797 1 1.000
#> SAMPLE_798 3 0.000
#> SAMPLE_799 1 0.000
#> SAMPLE_800 1 0.000
#> SAMPLE_801 1 1.000
#> SAMPLE_802 1 0.000
#> SAMPLE_803 1 0.000
#> SAMPLE_804 1 1.000
#> SAMPLE_805 1 0.000
#> SAMPLE_806 3 0.000
#> SAMPLE_807 2 0.000
#> SAMPLE_808 2 0.000
#> SAMPLE_809 2 0.000
#> SAMPLE_810 2 0.000
#> SAMPLE_811 2 0.000
#> SAMPLE_812 2 0.000
#> SAMPLE_813 2 0.000
#> SAMPLE_814 2 0.000
#> SAMPLE_815 3 0.000
#> SAMPLE_816 3 0.000
#> SAMPLE_817 3 0.000
#> SAMPLE_818 3 0.000
#> SAMPLE_819 2 0.000
#> SAMPLE_820 3 0.253
#> SAMPLE_821 3 0.000
#> SAMPLE_822 3 0.000
#> SAMPLE_823 3 0.000
#> SAMPLE_824 3 0.000
#> SAMPLE_825 3 0.000
#> SAMPLE_826 3 0.000
#> SAMPLE_827 2 0.249
#> SAMPLE_828 1 0.000
#> SAMPLE_829 3 0.000
#> SAMPLE_830 3 0.000
#> SAMPLE_831 3 0.000
#> SAMPLE_832 3 0.000
#> SAMPLE_833 1 0.000
#> SAMPLE_834 3 0.000
#> SAMPLE_835 3 0.000
#> SAMPLE_836 3 0.000
#> SAMPLE_837 3 0.000
#> SAMPLE_838 2 0.000
#> SAMPLE_840 2 0.000
#> SAMPLE_841 2 0.000
#> SAMPLE_842 2 0.000
#> SAMPLE_843 2 0.000
#> SAMPLE_844 3 0.000
#> SAMPLE_846 2 0.000
#> SAMPLE_848 1 1.000
#> SAMPLE_849 1 1.000
#> SAMPLE_850 1 0.000
#> SAMPLE_851 1 0.000
#> SAMPLE_853 3 0.000
#> SAMPLE_855 1 0.000
#> SAMPLE_856 1 0.000
#> SAMPLE_859 1 0.000
#> SAMPLE_860 1 0.000
#> SAMPLE_861 1 1.000
#> SAMPLE_862 3 0.000
#> SAMPLE_863 1 0.000
#> SAMPLE_864 1 0.000
#> SAMPLE_865 2 0.000
#> SAMPLE_866 2 0.000
#> SAMPLE_867 2 0.000
#> SAMPLE_868 3 0.000
#> SAMPLE_869 1 0.000
#> SAMPLE_871 3 0.000
#> SAMPLE_874 1 0.000
#> SAMPLE_876 2 0.000
#> SAMPLE_879 1 0.000
#> SAMPLE_880 3 0.000
#> SAMPLE_884 1 0.000
#> SAMPLE_885 3 0.000
#> SAMPLE_886 1 0.000
#> SAMPLE_887 2 0.000
#> SAMPLE_889 1 0.000
#> SAMPLE_890 1 0.000
#> SAMPLE_892 1 0.000
#> SAMPLE_894 1 0.000
#> SAMPLE_895 2 0.000
#> SAMPLE_896 2 0.000
#> SAMPLE_898 1 0.000
#> SAMPLE_899 1 1.000
#> SAMPLE_900 1 0.000
#> SAMPLE_901 1 0.000
#> SAMPLE_902 1 0.000
#> SAMPLE_903 1 0.000
#> SAMPLE_904 1 1.000
#> SAMPLE_905 1 1.000
#> SAMPLE_907 1 0.000
#> SAMPLE_908 3 0.000
#> SAMPLE_909 2 0.000
#> SAMPLE_910 2 0.000
#> SAMPLE_911 2 0.000
#> SAMPLE_912 2 0.000
#> SAMPLE_913 1 0.000
#> SAMPLE_914 1 0.000
#> SAMPLE_915 3 1.000
#> SAMPLE_916 3 1.000
#> SAMPLE_917 1 1.000
#> SAMPLE_918 3 0.000
#> SAMPLE_919 3 0.000
#> SAMPLE_920 3 1.000
#> SAMPLE_921 3 0.000
#> SAMPLE_922 3 0.000
#> SAMPLE_923 1 0.000
#> SAMPLE_924 1 0.000
#> SAMPLE_925 3 0.000
#> SAMPLE_926 1 0.000
#> SAMPLE_927 3 0.000
#> SAMPLE_928 3 0.000
#> SAMPLE_929 3 0.000
#> SAMPLE_930 3 0.000
#> SAMPLE_931 1 0.000
#> SAMPLE_932 1 0.000
#> SAMPLE_933 1 0.000
#> SAMPLE_934 3 0.000
#> SAMPLE_935 1 0.000
#> SAMPLE_936 1 0.000
#> SAMPLE_937 1 0.000
#> SAMPLE_938 3 0.000
#> SAMPLE_939 1 0.000
#> SAMPLE_940 3 0.000
#> SAMPLE_941 3 0.000
#> SAMPLE_942 3 0.000
#> SAMPLE_943 3 0.000
#> SAMPLE_944 3 0.000
#> SAMPLE_945 3 0.000
#> SAMPLE_946 1 0.000
#> SAMPLE_947 1 0.000
#> SAMPLE_948 1 0.000
#> SAMPLE_949 1 0.000
#> SAMPLE_950 3 0.249
#> SAMPLE_951 3 0.000
#> SAMPLE_952 3 0.000
#> SAMPLE_953 3 1.000
#> SAMPLE_954 1 0.000
#> SAMPLE_955 3 0.751
#> SAMPLE_956 3 0.000
#> SAMPLE_957 1 0.000
#> SAMPLE_958 1 0.000
#> SAMPLE_959 3 0.000
#> SAMPLE_960 3 0.000
#> SAMPLE_961 1 0.000
#> SAMPLE_962 1 0.000
#> SAMPLE_963 3 0.000
#> SAMPLE_964 3 0.000
#> SAMPLE_965 3 0.000
#> SAMPLE_966 1 1.000
#> SAMPLE_967 3 0.253
#> SAMPLE_968 3 0.000
#> SAMPLE_969 3 0.000
#> SAMPLE_970 3 0.000
#> SAMPLE_971 1 0.000
#> SAMPLE_972 3 1.000
#> SAMPLE_973 2 0.000
#> SAMPLE_975 1 0.000
#> SAMPLE_980 1 0.000
#> SAMPLE_981 1 0.000
#> SAMPLE_982 1 0.000
#> SAMPLE_987 3 0.000
#> SAMPLE_989 1 0.000
#> SAMPLE_990 3 0.000
#> SAMPLE_993 1 0.000
#> SAMPLE_994 1 0.000
#> SAMPLE_995 1 0.000
#> SAMPLE_996 3 0.000
#> SAMPLE_997 1 0.000
#> SAMPLE_998 1 0.000
#> SAMPLE_999 1 0.000
#> SAMPLE_1000 3 0.000
#> SAMPLE_1001 1 0.000
#> SAMPLE_1002 3 0.000
#> SAMPLE_1003 3 0.000
#> SAMPLE_1004 3 0.751
#> SAMPLE_1005 3 0.000
#> SAMPLE_1006 3 0.000
#> SAMPLE_1007 3 0.000
#> SAMPLE_1008 1 0.000
#> SAMPLE_1009 3 0.000
#> SAMPLE_1010 3 0.000
#> SAMPLE_1011 3 0.000
#> SAMPLE_1012 3 0.000
#> SAMPLE_1013 3 0.000
#> SAMPLE_1014 1 0.000
#> SAMPLE_1015 1 0.000
#> SAMPLE_1016 3 0.000
#> SAMPLE_1017 3 0.000
#> SAMPLE_1018 3 0.000
#> SAMPLE_1019 3 0.000
#> SAMPLE_1020 1 0.000
#> SAMPLE_1021 3 0.000
#> SAMPLE_1022 3 0.000
#> SAMPLE_1023 3 0.000
#> SAMPLE_1024 3 0.000
#> SAMPLE_1025 3 1.000
#> SAMPLE_1026 3 0.000
#> SAMPLE_1027 1 0.751
#> SAMPLE_1028 3 0.000
#> SAMPLE_1029 3 0.000
#> SAMPLE_1030 3 0.000
#> SAMPLE_1031 3 0.000
#> SAMPLE_1032 3 0.000
#> SAMPLE_1033 1 1.000
#> SAMPLE_1034 1 1.000
#> SAMPLE_1035 3 0.000
#> SAMPLE_1036 1 0.751
#> SAMPLE_1037 1 1.000
#> SAMPLE_1040 1 0.000
#> SAMPLE_1041 2 0.000
#> SAMPLE_1042 2 0.000
#> SAMPLE_1043 3 0.000
#> SAMPLE_1044 1 0.000
#> SAMPLE_1045 1 0.000
#> SAMPLE_1046 1 0.000
#> SAMPLE_1047 1 1.000
#> SAMPLE_1048 1 0.000
#> SAMPLE_1049 1 0.000
#> SAMPLE_1050 3 1.000
#> SAMPLE_1051 1 0.000
#> SAMPLE_1052 1 0.000
#> SAMPLE_1053 1 0.751
#> SAMPLE_1054 1 0.000
#> SAMPLE_1055 1 0.000
#> SAMPLE_1056 1 0.000
#> SAMPLE_1057 1 0.000
#> SAMPLE_1058 1 0.000
#> SAMPLE_1059 1 0.000
#> SAMPLE_1060 1 0.000
#> SAMPLE_1061 1 0.000
#> SAMPLE_1062 1 0.000
#> SAMPLE_1063 1 0.000
#> SAMPLE_1067 1 0.000
#> SAMPLE_1068 1 0.000
#> SAMPLE_1069 1 0.000
#> SAMPLE_1070 1 1.000
#> SAMPLE_1071 1 0.000
#> SAMPLE_1072 1 0.000
#> SAMPLE_1073 1 0.000
#> SAMPLE_1074 1 0.000
#> SAMPLE_1075 1 0.000
#> SAMPLE_1076 1 0.000
#> SAMPLE_1077 1 0.000
#> SAMPLE_1078 1 0.000
#> SAMPLE_1079 1 0.000
#> SAMPLE_1080 1 0.000
#> SAMPLE_1081 1 0.000
#> SAMPLE_1082 1 0.000
#> SAMPLE_1083 1 0.000
#> SAMPLE_1084 1 0.000
#> SAMPLE_1085 1 1.000
#> SAMPLE_1086 1 0.000
#> SAMPLE_1087 1 0.751
#> SAMPLE_1088 2 0.000
#> SAMPLE_1089 2 0.000
#> SAMPLE_1090 1 0.000
#> SAMPLE_1091 1 0.000
#> SAMPLE_1092 1 0.000
#> SAMPLE_1093 1 0.000
#> SAMPLE_1094 1 1.000
#> SAMPLE_1095 1 0.000
#> SAMPLE_1096 1 0.000
#> SAMPLE_1097 1 0.502
#> SAMPLE_1098 1 0.000
#> SAMPLE_1100 1 0.000
#> SAMPLE_1101 1 0.000
#> SAMPLE_1102 1 0.000
#> SAMPLE_1103 1 0.000
#> SAMPLE_1104 1 0.000
#> SAMPLE_1105 1 0.000
#> SAMPLE_1106 1 0.000
#> SAMPLE_1107 1 0.000
#> SAMPLE_1108 1 0.000
#> SAMPLE_1109 1 0.000
#> SAMPLE_1110 1 0.000
#> SAMPLE_1112 1 1.000
#> SAMPLE_1113 1 0.000
#> SAMPLE_1114 1 0.000
#> SAMPLE_1115 3 1.000
#> SAMPLE_1117 1 0.000
#> SAMPLE_1118 1 0.000
#> SAMPLE_1119 3 0.000
#> SAMPLE_1120 1 0.000
#> SAMPLE_1121 3 0.000
#> SAMPLE_1122 1 0.000
#> SAMPLE_1123 1 0.000
#> SAMPLE_1124 1 0.000
#> SAMPLE_1125 1 0.000
#> SAMPLE_1126 1 0.000
#> SAMPLE_1127 1 0.000
#> SAMPLE_1128 1 0.000
#> SAMPLE_1129 1 0.000
#> SAMPLE_1130 1 0.000
#> SAMPLE_1131 3 0.000
#> SAMPLE_1132 1 0.000
#> SAMPLE_1133 1 0.000
#> SAMPLE_1134 3 1.000
#> SAMPLE_1135 1 0.000
#> SAMPLE_1136 3 0.000
#> SAMPLE_1137 1 1.000
#> SAMPLE_1138 3 0.000
#> SAMPLE_1139 3 0.000
#> SAMPLE_1140 3 1.000
#> SAMPLE_1141 1 1.000
#> SAMPLE_1142 3 0.000
#> SAMPLE_1143 1 0.000
#> SAMPLE_1144 1 0.000
#> SAMPLE_1145 1 0.000
#> SAMPLE_1146 1 0.000
#> SAMPLE_1147 1 1.000
#> SAMPLE_1148 1 0.000
#> SAMPLE_1150 1 1.000
#> SAMPLE_1151 1 0.000
#> SAMPLE_1152 3 0.000
#> SAMPLE_1153 3 0.498
#> SAMPLE_1154 1 1.000
#> SAMPLE_1155 3 0.000
#> SAMPLE_1156 3 0.000
#> SAMPLE_1157 1 0.000
#> SAMPLE_1158 1 0.000
#> SAMPLE_1162 1 0.000
#> SAMPLE_1163 1 1.000
#> SAMPLE_1164 2 0.000
#> SAMPLE_1165 3 0.000
#> SAMPLE_1166 3 0.000
#> SAMPLE_1167 1 1.000
#> SAMPLE_1170 3 0.000
#> SAMPLE_1171 1 0.000
#> SAMPLE_1172 2 0.000
#> SAMPLE_1173 1 1.000
#> SAMPLE_1174 3 0.000
#> SAMPLE_1175 1 0.000
#> SAMPLE_1176 1 1.000
#> SAMPLE_1177 1 1.000
#> SAMPLE_1178 1 0.000
#> SAMPLE_1179 1 0.000
#> SAMPLE_1180 1 0.000
#> SAMPLE_1181 1 0.000
#> SAMPLE_1182 3 0.000
#> SAMPLE_1183 3 0.000
#> SAMPLE_1184 1 0.000
#> SAMPLE_1185 1 0.000
#> SAMPLE_1186 1 0.000
#> SAMPLE_1187 1 0.000
#> SAMPLE_1188 3 0.000
#> SAMPLE_1189 3 0.000
#> SAMPLE_1190 1 0.000
#> SAMPLE_1191 1 0.000
#> SAMPLE_1193 1 0.000
#> SAMPLE_1194 1 0.000
#> SAMPLE_1195 1 0.000
#> SAMPLE_1196 1 0.000
#> SAMPLE_1197 1 1.000
#> SAMPLE_1198 3 0.000
#> SAMPLE_1199 1 0.000
#> SAMPLE_1200 1 0.000
#> SAMPLE_1201 1 0.000
#> SAMPLE_1202 1 0.000
#> SAMPLE_1203 2 0.000
#> SAMPLE_1204 1 0.000
#> SAMPLE_1205 1 0.000
#> SAMPLE_1207 2 0.000
#> SAMPLE_1208 1 0.000
#> SAMPLE_1210 3 0.000
#> SAMPLE_1214 2 0.000
#> SAMPLE_1215 1 0.000
#> SAMPLE_1216 2 0.000
#> SAMPLE_1217 2 0.000
#> SAMPLE_1218 2 0.000
#> SAMPLE_1219 1 1.000
#> SAMPLE_1220 1 0.000
#> SAMPLE_1221 1 0.000
#> SAMPLE_1222 3 1.000
#> SAMPLE_1223 3 0.000
#> SAMPLE_1224 1 0.000
#> SAMPLE_1225 3 0.000
#> SAMPLE_1226 2 0.000
#> SAMPLE_1227 1 0.253
#> SAMPLE_1228 1 0.000
#> SAMPLE_1229 3 0.000
#> SAMPLE_1230 1 0.000
#> SAMPLE_1231 1 0.000
#> SAMPLE_1232 1 0.000
#> SAMPLE_1233 1 0.000
#> SAMPLE_1234 1 0.000
#> SAMPLE_1235 1 0.000
#> SAMPLE_1236 1 0.000
#> SAMPLE_1237 1 0.000
#> SAMPLE_1238 1 0.000
#> SAMPLE_1239 1 1.000
#> SAMPLE_1240 1 0.000
#> SAMPLE_1244 1 0.000
#> SAMPLE_1245 1 0.000
#> SAMPLE_1246 1 0.000
#> SAMPLE_1247 1 0.000
#> SAMPLE_1248 1 0.000
#> SAMPLE_1249 1 0.000
#> SAMPLE_1250 1 0.000
#> SAMPLE_1251 2 0.000
#> SAMPLE_1256 1 0.000
#> SAMPLE_1257 3 0.000
#> SAMPLE_1258 1 0.000
#> SAMPLE_1259 2 0.000
#> SAMPLE_1260 2 0.000
#> SAMPLE_1261 2 0.000
#> SAMPLE_1262 2 0.000
#> SAMPLE_1263 3 0.000
#> SAMPLE_1265 1 1.000
#> SAMPLE_1266 3 0.000
#> SAMPLE_1267 3 0.000
#> SAMPLE_1269 1 0.000
#> SAMPLE_1270 1 1.000
#> SAMPLE_1271 3 0.000
#> SAMPLE_1272 3 0.000
#> SAMPLE_1273 3 0.000
#> SAMPLE_1274 1 0.000
#> SAMPLE_1275 1 0.000
#> SAMPLE_1276 2 0.000
#> SAMPLE_1277 2 0.000
#> SAMPLE_1278 2 0.000
#> SAMPLE_1279 2 0.000
#> SAMPLE_1280 1 1.000
#> SAMPLE_1282 1 0.000
#> SAMPLE_1283 1 0.000
#> SAMPLE_1284 2 0.000
#> SAMPLE_1285 3 0.000
#> SAMPLE_1286 2 0.000
#> SAMPLE_1288 3 0.000
#> SAMPLE_1289 3 0.000
#> SAMPLE_1290 3 0.000
#> SAMPLE_1291 1 0.000
#> SAMPLE_1292 1 0.000
#> SAMPLE_1293 1 0.000
#> SAMPLE_1294 1 0.000
#> SAMPLE_1295 3 0.000
#> SAMPLE_1296 3 0.000
#> SAMPLE_1297 1 0.000
#> SAMPLE_1298 1 0.000
#> SAMPLE_1299 3 0.000
#> SAMPLE_1300 3 0.000
#> SAMPLE_1301 1 0.000
#> SAMPLE_1302 1 0.502
#> SAMPLE_1303 3 0.000
#> SAMPLE_1304 3 0.000
#> SAMPLE_1305 3 0.000
#> SAMPLE_1306 3 0.000
#> SAMPLE_1307 1 0.000
#> SAMPLE_1308 3 0.000
#> SAMPLE_1309 3 0.000
#> SAMPLE_1310 1 0.000
#> SAMPLE_1311 3 0.000
#> SAMPLE_1312 1 0.000
#> SAMPLE_1313 3 0.000
#> SAMPLE_1314 3 0.000
#> SAMPLE_1315 3 0.000
#> SAMPLE_1316 1 0.000
#> SAMPLE_1317 1 0.000
#> SAMPLE_1318 1 0.000
#> SAMPLE_1319 3 0.000
#> SAMPLE_1320 1 0.000
#> SAMPLE_1321 1 0.000
#> SAMPLE_1322 1 0.000
#> SAMPLE_1323 1 0.000
#> SAMPLE_1324 1 0.000
#> SAMPLE_1325 3 0.751
#> SAMPLE_1326 1 0.000
#> SAMPLE_1327 1 0.000
#> SAMPLE_1328 3 0.000
#> SAMPLE_1329 1 0.000
#> SAMPLE_1330 1 0.000
#> SAMPLE_1331 1 0.000
#> SAMPLE_1332 1 0.000
#> SAMPLE_1333 1 0.000
#> SAMPLE_1334 1 0.000
#> SAMPLE_1335 1 0.000
#> SAMPLE_1337 3 0.000
#> SAMPLE_1338 2 0.000
#> SAMPLE_1339 3 0.000
#> SAMPLE_1340 1 0.000
#> SAMPLE_1341 1 0.000
#> SAMPLE_1342 3 0.000
#> SAMPLE_1343 1 0.000
#> SAMPLE_1344 1 0.000
#> SAMPLE_1345 3 0.000
#> SAMPLE_1346 1 0.000
#> SAMPLE_1347 3 0.000
#> SAMPLE_1348 2 0.000
#> SAMPLE_1349 1 0.000
#> SAMPLE_1350 3 1.000
#> SAMPLE_1351 3 0.000
#> SAMPLE_1352 2 0.000
#> SAMPLE_1354 3 0.000
#> SAMPLE_1355 2 0.000
#> SAMPLE_1386 1 0.000
#> SAMPLE_1387 3 0.000
#> SAMPLE_1388 2 0.000
#> SAMPLE_1389 2 0.000
#> SAMPLE_1390 1 0.000
#> SAMPLE_1391 1 0.000
#> SAMPLE_1392 1 0.000
#> SAMPLE_1393 1 0.000
#> SAMPLE_1394 1 0.000
#> SAMPLE_1395 1 0.000
#> SAMPLE_1396 1 0.000
#> SAMPLE_1397 3 0.000
#> SAMPLE_1398 2 0.000
#> SAMPLE_1399 3 0.000
#> SAMPLE_1400 1 0.000
#> SAMPLE_1401 3 0.000
#> SAMPLE_1402 3 0.000
#> SAMPLE_1403 2 0.000
#> SAMPLE_1404 3 0.000
#> SAMPLE_1405 1 0.000
#> SAMPLE_1406 1 0.000
#> SAMPLE_1407 1 0.000
#> SAMPLE_1408 1 0.000
#> SAMPLE_1409 3 0.000
#> SAMPLE_1410 1 0.000
#> SAMPLE_1411 1 0.000
#> SAMPLE_1412 2 0.000
#> SAMPLE_1419 3 0.000
#> SAMPLE_1420 3 0.000
#> SAMPLE_1421 1 0.000
#> SAMPLE_1422 1 0.000
#> SAMPLE_1423 1 0.000
#> SAMPLE_1424 1 0.000
#> SAMPLE_1425 2 0.747
#> SAMPLE_1426 3 0.000
#> SAMPLE_1428 3 0.000
#> SAMPLE_1429 3 0.000
#> SAMPLE_1430 1 0.000
#> SAMPLE_1431 3 1.000
#> SAMPLE_1432 1 0.000
#> SAMPLE_1434 1 1.000
#> SAMPLE_1435 1 0.000
#> SAMPLE_1436 1 0.000
#> SAMPLE_1437 1 0.000
#> SAMPLE_1438 1 0.000
#> SAMPLE_1439 1 0.000
#> SAMPLE_1441 1 0.000
#> SAMPLE_1442 3 0.751
#> SAMPLE_1443 1 1.000
#> SAMPLE_1444 1 0.000
#> SAMPLE_1445 1 0.000
#> SAMPLE_1446 1 0.000
#> SAMPLE_1449 1 0.000
#> SAMPLE_1450 1 0.000
#> SAMPLE_1451 1 0.000
#> SAMPLE_1452 1 0.000
#> SAMPLE_1453 1 0.000
#> SAMPLE_1454 1 0.000
#> SAMPLE_1455 1 1.000
#> SAMPLE_1456 1 1.000
#> SAMPLE_1457 3 0.000
#> SAMPLE_1458 3 1.000
#> SAMPLE_1459 1 0.000
#> SAMPLE_1460 3 1.000
#> SAMPLE_1461 3 0.000
#> SAMPLE_1462 1 0.000
#> SAMPLE_1463 1 0.000
#> SAMPLE_1464 1 0.000
#> SAMPLE_1465 1 0.000
#> SAMPLE_1466 1 0.000
#> SAMPLE_1467 1 0.000
#> SAMPLE_1468 1 0.000
#> SAMPLE_1469 1 0.000
#> SAMPLE_1470 1 0.000
#> SAMPLE_1471 1 0.000
#> SAMPLE_1472 1 0.000
#> SAMPLE_1473 1 0.000
#> SAMPLE_1474 1 0.000
#> SAMPLE_1475 1 0.000
#> SAMPLE_1476 1 0.000
#> SAMPLE_1477 1 0.000
#> SAMPLE_1478 1 0.000
#> SAMPLE_1479 1 0.000
#> SAMPLE_1480 1 0.000
#> SAMPLE_1481 1 0.000
#> SAMPLE_1482 1 0.000
#> SAMPLE_1483 1 0.000
#> SAMPLE_1484 1 0.000
#> SAMPLE_1485 1 0.000
#> SAMPLE_1486 1 0.000
#> SAMPLE_1487 1 0.000
#> SAMPLE_1488 1 0.000
#> SAMPLE_1491 3 0.000
#> SAMPLE_1492 3 0.000
#> SAMPLE_1493 2 0.498
#> SAMPLE_1494 2 0.000
#> SAMPLE_1495 2 0.000
#> SAMPLE_1496 3 0.000
#> SAMPLE_1497 2 0.000
#> SAMPLE_1498 3 0.000
#> SAMPLE_1499 2 0.000
#> SAMPLE_1500 2 0.000
#> SAMPLE_1501 2 0.000
#> SAMPLE_1502 2 0.000
#> SAMPLE_1503 2 0.000
#> SAMPLE_1504 2 0.000
#> SAMPLE_1505 2 0.000
#> SAMPLE_1506 2 0.000
#> SAMPLE_1507 3 0.000
#> SAMPLE_1508 3 1.000
#> SAMPLE_1509 2 0.000
#> SAMPLE_1510 3 0.000
#> SAMPLE_1511 3 0.000
#> SAMPLE_1512 1 0.000
#> SAMPLE_1513 2 0.000
#> SAMPLE_1514 1 0.000
#> SAMPLE_1515 2 0.000
#> SAMPLE_1516 2 0.000
#> SAMPLE_1517 2 0.000
#> SAMPLE_1518 2 0.000
#> SAMPLE_1519 2 0.000
#> SAMPLE_1520 2 0.000
#> SAMPLE_1521 3 0.000
#> SAMPLE_1522 3 0.000
#> SAMPLE_1524 3 0.000
#> SAMPLE_1526 3 0.000
#> SAMPLE_1527 1 0.000
#> SAMPLE_1528 1 0.000
#> SAMPLE_1529 1 0.000
#> SAMPLE_1530 1 0.000
#> SAMPLE_1531 1 0.000
#> SAMPLE_1532 1 0.000
#> SAMPLE_1533 1 0.000
#> SAMPLE_1534 1 1.000
#> SAMPLE_1535 1 0.000
#> SAMPLE_1536 3 0.000
#> SAMPLE_1537 3 0.000
#> SAMPLE_1538 1 0.000
#> SAMPLE_1539 1 0.000
#> SAMPLE_1540 1 0.000
#> SAMPLE_1541 1 0.253
#> SAMPLE_1542 1 0.000
#> SAMPLE_1543 1 0.000
#> SAMPLE_1544 1 0.000
#> SAMPLE_1545 1 0.000
#> SAMPLE_1546 1 1.000
#> SAMPLE_1547 3 0.000
#> SAMPLE_1548 3 0.000
#> SAMPLE_1549 1 0.000
#> SAMPLE_1550 1 0.000
#> SAMPLE_1551 1 0.000
#> SAMPLE_1552 1 0.000
#> SAMPLE_1553 2 0.000
#> SAMPLE_1554 3 0.000
#> SAMPLE_1555 3 0.000
#> SAMPLE_1556 3 1.000
#> SAMPLE_1557 3 0.000
#> SAMPLE_1558 3 0.000
#> SAMPLE_1559 3 0.000
#> SAMPLE_1560 3 0.000
#> SAMPLE_1561 3 0.000
#> SAMPLE_1562 3 0.000
#> SAMPLE_1563 3 1.000
#> SAMPLE_1564 3 0.000
#> SAMPLE_1565 3 0.000
#> SAMPLE_1566 3 0.000
#> SAMPLE_1567 2 0.000
#> SAMPLE_1568 2 0.000
#> SAMPLE_1569 2 0.000
#> SAMPLE_1570 2 0.000
#> SAMPLE_1571 2 0.000
#> SAMPLE_1572 2 0.000
#> SAMPLE_1573 2 0.000
#> SAMPLE_1574 2 0.000
#> SAMPLE_1575 1 1.000
#> SAMPLE_1576 2 0.000
#> SAMPLE_1577 3 0.000
#> SAMPLE_1578 3 0.000
#> SAMPLE_1580 3 0.000
#> SAMPLE_1581 2 0.000
#> SAMPLE_1583 1 0.000
#> SAMPLE_1584 1 0.000
#> SAMPLE_1585 1 0.000
#> SAMPLE_1586 3 1.000
#> SAMPLE_1587 1 0.000
#> SAMPLE_1588 1 0.000
#> SAMPLE_1589 1 0.000
#> SAMPLE_1590 1 0.000
#> SAMPLE_1591 1 0.000
#> SAMPLE_1592 1 0.000
#> SAMPLE_1593 1 0.000
#> SAMPLE_1594 1 0.000
#> SAMPLE_1595 3 0.000
#> SAMPLE_1596 1 0.000
#> SAMPLE_1597 1 0.000
#> SAMPLE_1598 1 0.000
#> SAMPLE_1599 3 0.000
#> SAMPLE_1600 3 0.000
#> SAMPLE_1601 3 0.000
#> SAMPLE_1602 2 0.000
#> SAMPLE_1604 3 0.000
#> SAMPLE_1608 3 0.000
#> SAMPLE_1609 1 0.000
#> SAMPLE_1610 1 0.000
#> SAMPLE_1611 3 0.000
#> SAMPLE_1612 1 0.000
#> SAMPLE_1613 1 0.000
#> SAMPLE_1614 1 0.000
#> SAMPLE_1615 1 0.000
#> SAMPLE_1616 1 0.000
#> SAMPLE_1617 1 0.000
#> SAMPLE_1618 1 0.000
#> SAMPLE_1619 1 0.000
#> SAMPLE_1620 1 0.000
#> SAMPLE_1621 1 0.000
#> SAMPLE_1622 1 0.000
#> SAMPLE_1623 1 0.000
#> SAMPLE_1624 1 0.000
#> SAMPLE_1625 2 0.000
#> SAMPLE_1627 2 0.000
#> SAMPLE_1628 2 0.000
#> SAMPLE_1629 1 0.000
#> SAMPLE_1630 1 0.000
#> SAMPLE_1631 1 0.000
#> SAMPLE_1632 1 0.000
#> SAMPLE_1633 3 0.000
#> SAMPLE_1634 2 0.000
#> SAMPLE_1635 2 0.000
#> SAMPLE_1636 3 0.000
#> SAMPLE_1637 1 0.000
#> SAMPLE_1638 2 0.000
#> SAMPLE_1639 1 1.000
#> SAMPLE_1640 3 0.000
#> SAMPLE_1641 3 0.000
#> SAMPLE_1642 3 0.000
#> SAMPLE_1643 2 0.000
#> SAMPLE_1644 2 0.751
#> SAMPLE_1645 1 0.000
#> SAMPLE_1646 2 0.000
#> SAMPLE_1647 2 0.000
#> SAMPLE_1648 2 0.000
#> SAMPLE_1649 3 0.000
#> SAMPLE_1650 1 0.000
#> SAMPLE_1651 1 0.000
#> SAMPLE_1652 3 0.000
#> SAMPLE_1653 3 0.000
#> SAMPLE_1654 2 0.000
#> SAMPLE_1655 3 0.000
#> SAMPLE_1656 3 0.502
#> SAMPLE_1657 3 0.000
#> SAMPLE_1658 3 0.000
#> SAMPLE_1659 1 0.000
#> SAMPLE_1660 1 1.000
#> SAMPLE_1661 1 0.000
#> SAMPLE_1662 1 0.000
#> SAMPLE_1663 1 0.000
#> SAMPLE_1665 2 0.000
#> SAMPLE_1666 3 0.000
#> SAMPLE_1668 3 1.000
#> SAMPLE_1669 1 0.000
#> SAMPLE_1670 1 0.000
#> SAMPLE_1671 3 0.000
#> SAMPLE_1672 1 0.000
#> SAMPLE_1674 3 0.000
#> SAMPLE_1675 3 0.000
#> SAMPLE_1676 3 0.000
#> SAMPLE_1678 1 0.000
#> SAMPLE_1679 1 0.000
#> SAMPLE_1680 1 0.000
#> SAMPLE_1681 3 0.000
#> SAMPLE_1683 1 0.000
#> SAMPLE_1684 3 1.000
#> SAMPLE_1685 3 0.000
#> SAMPLE_1686 3 0.000
#> SAMPLE_1687 1 0.000
#> SAMPLE_1688 1 0.000
#> SAMPLE_1689 1 0.000
#> SAMPLE_1690 1 0.000
#> SAMPLE_1691 1 0.000
#> SAMPLE_1692 1 0.000
#> SAMPLE_1693 1 0.000
#> SAMPLE_1695 1 0.000
#> SAMPLE_1696 1 0.253
#> SAMPLE_1697 3 1.000
#> SAMPLE_1699 1 0.000
#> SAMPLE_1700 1 0.000
#> SAMPLE_1701 3 0.000
#> SAMPLE_1702 1 0.000
#> SAMPLE_1703 1 0.000
#> SAMPLE_1704 1 0.000
#> SAMPLE_1705 1 0.000
#> SAMPLE_1706 1 0.000
#> SAMPLE_1707 1 0.000
#> SAMPLE_1708 1 0.000
#> SAMPLE_1710 1 0.000
#> SAMPLE_1711 1 0.000
#> SAMPLE_1713 3 0.000
#> SAMPLE_1714 3 0.000
#> SAMPLE_1715 1 0.000
#> SAMPLE_1716 3 0.000
#> SAMPLE_1717 3 0.000
#> SAMPLE_1718 2 0.000
#> SAMPLE_1719 1 0.000
#> SAMPLE_1720 3 0.000
#> SAMPLE_1721 3 0.000
#> SAMPLE_1722 1 0.000
#> SAMPLE_1723 1 0.000
#> SAMPLE_1724 2 0.000
#> SAMPLE_1725 1 0.000
#> SAMPLE_1726 3 0.000
#> SAMPLE_1727 2 0.000
#> SAMPLE_1728 1 0.000
#> SAMPLE_1729 3 0.000
#> SAMPLE_1730 1 0.000
#> SAMPLE_1731 1 0.000
#> SAMPLE_1732 2 0.000
#> SAMPLE_1734 1 0.000
#> SAMPLE_1737 3 0.000
#> SAMPLE_1738 1 0.000
#> SAMPLE_1739 3 0.000
#> SAMPLE_1740 2 0.000
#> SAMPLE_1741 1 0.000
#> SAMPLE_1742 1 0.000
#> SAMPLE_1743 1 0.000
#> SAMPLE_1744 3 0.000
#> SAMPLE_1745 3 0.000
#> SAMPLE_1746 1 0.000
#> SAMPLE_1747 3 0.000
#> SAMPLE_1748 1 0.000
#> SAMPLE_1749 3 0.000
#> SAMPLE_1750 3 0.000
#> SAMPLE_1751 3 0.000
#> SAMPLE_1752 1 0.000
#> SAMPLE_1753 1 0.000
#> SAMPLE_1754 3 0.000
#> SAMPLE_1755 1 0.000
#> SAMPLE_1756 1 0.000
#> SAMPLE_1757 3 0.000
#> SAMPLE_1758 1 0.000
#> SAMPLE_1759 1 0.000
#> SAMPLE_1760 3 0.000
#> SAMPLE_1761 2 0.000
#> SAMPLE_1762 2 0.000
#> SAMPLE_1763 1 0.000
#> SAMPLE_1764 2 0.000
#> SAMPLE_1765 2 0.000
#> SAMPLE_1766 1 0.000
#> SAMPLE_1767 1 0.000
#> SAMPLE_1768 1 1.000
#> SAMPLE_1769 3 1.000
#> SAMPLE_1770 1 0.000
#> SAMPLE_1771 3 0.000
#> SAMPLE_1772 1 0.000
#> SAMPLE_1773 1 0.000
#> SAMPLE_1774 1 0.000
#> SAMPLE_1775 3 0.000
#> SAMPLE_1776 1 0.000
#> SAMPLE_1777 1 0.000
#> SAMPLE_1778 2 0.000
#> SAMPLE_1779 2 0.000
#> SAMPLE_1780 2 0.000
#> SAMPLE_1781 3 0.000
#> SAMPLE_1782 3 0.000
#> SAMPLE_1783 3 0.000
#> SAMPLE_1784 3 0.000
#> SAMPLE_1785 1 0.000
#> SAMPLE_1786 1 0.000
#> SAMPLE_1787 2 0.000
#> SAMPLE_1788 3 0.000
#> SAMPLE_1789 2 0.000
#> SAMPLE_1790 1 0.000
#> SAMPLE_1791 1 0.000
#> SAMPLE_1792 3 0.000
#> SAMPLE_1793 1 0.000
#> SAMPLE_1794 2 0.000
#> SAMPLE_1795 2 0.000
#> SAMPLE_1796 2 0.000
#> SAMPLE_1798 3 0.000
#> SAMPLE_1799 2 0.000
#> SAMPLE_1800 2 0.000
#> SAMPLE_1801 2 0.000
#> SAMPLE_1802 2 0.000
#> SAMPLE_1803 2 0.000
#> SAMPLE_1804 2 0.253
#> SAMPLE_1805 2 0.000
#> SAMPLE_1806 2 0.000
#> SAMPLE_1807 3 0.000
#> SAMPLE_1808 2 0.000
#> SAMPLE_1809 2 0.000
#> SAMPLE_1810 3 0.000
#> SAMPLE_1811 2 0.000
#> SAMPLE_1812 3 0.000
#> SAMPLE_1813 3 1.000
#> SAMPLE_1814 2 0.000
#> SAMPLE_1815 2 0.000
#> SAMPLE_1816 1 0.000
#> SAMPLE_1817 1 0.000
#> SAMPLE_1818 2 0.000
#> SAMPLE_1819 2 0.000
#> SAMPLE_1820 3 0.000
#> SAMPLE_1821 2 0.000
#> SAMPLE_1822 2 0.249
#> SAMPLE_1823 3 0.000
#> SAMPLE_1824 2 0.000
#> SAMPLE_1825 3 0.000
#> SAMPLE_1826 2 0.000
#> SAMPLE_1832 2 0.000
#> SAMPLE_1833 3 0.000
#> SAMPLE_1834 3 0.000
#> SAMPLE_1836 1 0.000
#> SAMPLE_1837 1 0.000
#> SAMPLE_1839 1 0.000
#> SAMPLE_1840 3 1.000
#> SAMPLE_1841 3 0.000
#> SAMPLE_1842 2 0.000
#> SAMPLE_1843 2 0.000
#> SAMPLE_1844 2 0.000
#> SAMPLE_1848 3 0.000
#> SAMPLE_1849 2 0.000
#> SAMPLE_1850 3 0.000
#> SAMPLE_1851 1 0.000
#> SAMPLE_1852 1 0.000
#> SAMPLE_1853 1 0.000
#> SAMPLE_1854 1 0.000
#> SAMPLE_1855 2 0.000
#> SAMPLE_1856 1 0.000
#> SAMPLE_1857 1 0.000
#> SAMPLE_1858 1 1.000
#> SAMPLE_1860 1 0.000
#> SAMPLE_1861 3 0.000
#> SAMPLE_1862 2 0.000
#> SAMPLE_1863 3 0.000
#> SAMPLE_1864 2 0.000
#> SAMPLE_1866 3 0.000
#> SAMPLE_1867 3 0.000
#> SAMPLE_1868 1 0.000
#> SAMPLE_1869 3 0.000
#> SAMPLE_1872 3 0.000
#> SAMPLE_1873 3 0.000
#> SAMPLE_1874 3 0.000
#> SAMPLE_1878 3 0.000
#> SAMPLE_1879 1 0.000
#> SAMPLE_1880 1 0.000
#> SAMPLE_1881 1 0.000
#> SAMPLE_1882 1 0.000
#> SAMPLE_1883 3 0.000
#> SAMPLE_1885 3 0.000
#> SAMPLE_1886 2 0.000
#> SAMPLE_1887 2 0.000
#> SAMPLE_1888 1 0.000
#> SAMPLE_1905 3 0.000
#> SAMPLE_1906 1 0.000
#> SAMPLE_1907 1 0.000
#> SAMPLE_1909 1 0.000
#> SAMPLE_1912 3 0.000
#> SAMPLE_1913 3 0.000
#> SAMPLE_1914 2 0.000
#> SAMPLE_1915 1 0.000
#> SAMPLE_1916 1 0.000
#> SAMPLE_1917 1 0.000
#> SAMPLE_1918 1 0.000
#> SAMPLE_1919 1 0.000
#> SAMPLE_1920 3 0.000
#> SAMPLE_1922 1 0.000
#> SAMPLE_1923 1 1.000
#> SAMPLE_1924 3 0.000
#> SAMPLE_1925 1 0.000
#> SAMPLE_1927 1 0.000
#> SAMPLE_1929 1 1.000
#> SAMPLE_1931 3 1.000
#> SAMPLE_1933 3 0.000
#> SAMPLE_1934 3 0.000
#> SAMPLE_1935 2 0.000
#> SAMPLE_1936 1 0.000
#> SAMPLE_1938 3 1.000
#> SAMPLE_1939 1 0.000
#> SAMPLE_1940 1 0.000
#> SAMPLE_1941 1 0.000
#> SAMPLE_1942 1 0.000
#> SAMPLE_1943 1 0.000
#> SAMPLE_1944 1 0.000
#> SAMPLE_1945 1 0.000
#> SAMPLE_1946 1 0.000
#> SAMPLE_1947 1 0.000
#> SAMPLE_1948 1 0.000
#> SAMPLE_1949 1 0.000
#> SAMPLE_1950 1 0.000
#> SAMPLE_1951 1 0.000
#> SAMPLE_1952 1 0.000
#> SAMPLE_1953 1 0.000
#> SAMPLE_1954 1 0.000
#> SAMPLE_1955 1 0.000
#> SAMPLE_1956 1 0.000
#> SAMPLE_1957 2 0.000
#> SAMPLE_1958 3 0.000
#> SAMPLE_1959 2 0.000
#> SAMPLE_1960 3 0.000
#> SAMPLE_1961 2 0.000
#> SAMPLE_1962 3 0.000
#> SAMPLE_1963 2 0.000
#> SAMPLE_1964 1 0.000
#> SAMPLE_1965 1 0.000
#> SAMPLE_1966 2 0.498
#> SAMPLE_1967 1 0.000
#> SAMPLE_1968 3 1.000
#> SAMPLE_1970 3 0.502
#> SAMPLE_1971 3 0.000
#> SAMPLE_1972 3 0.000
#> SAMPLE_1974 2 0.000
#> SAMPLE_1975 1 0.000
#> SAMPLE_1976 3 1.000
#> SAMPLE_1977 3 0.000
#> SAMPLE_1978 3 0.000
#> SAMPLE_1979 1 0.000
#> SAMPLE_1980 3 0.000
#> SAMPLE_1981 1 1.000
#> SAMPLE_1982 1 0.000
#> SAMPLE_1983 3 0.000
#> SAMPLE_1984 1 1.000
#> SAMPLE_1985 1 1.000
#> SAMPLE_1986 3 0.502
#> SAMPLE_1987 3 0.000
#> SAMPLE_1988 1 0.000
#> SAMPLE_1989 3 0.000
#> SAMPLE_1990 1 0.000
#> SAMPLE_1991 3 0.000
#> SAMPLE_1993 2 0.000
#> SAMPLE_1994 3 0.000
#> SAMPLE_1995 2 0.000
#> SAMPLE_1996 1 0.000
#> SAMPLE_1997 1 0.000
#> SAMPLE_1998 1 0.000
#> SAMPLE_1999 3 0.000
#> SAMPLE_2001 1 1.000
#> SAMPLE_2002 1 0.000
#> SAMPLE_2003 1 0.000
#> SAMPLE_2004 1 0.000
#> SAMPLE_2005 1 0.000
#> SAMPLE_2006 1 0.000
#> SAMPLE_2007 1 0.000
#> SAMPLE_2008 1 0.000
#> SAMPLE_2009 1 0.000
#> SAMPLE_2010 1 0.000
#> SAMPLE_2011 1 0.000
#> SAMPLE_2012 1 0.000
#> SAMPLE_2013 1 0.000
#> SAMPLE_2015 3 0.000
#> SAMPLE_2016 2 0.000
#> SAMPLE_2017 3 0.000
#> SAMPLE_2018 1 0.000
#> SAMPLE_2019 3 0.000
#> SAMPLE_2020 1 0.000
#> SAMPLE_2021 2 0.000
#> SAMPLE_2022 3 0.000
#> SAMPLE_2023 3 0.000
#> SAMPLE_2024 1 0.000
#> SAMPLE_2027 3 0.000
#> SAMPLE_2028 1 0.000
#> SAMPLE_2029 1 0.000
#> SAMPLE_2030 1 0.000
#> SAMPLE_2037 3 0.000
#> SAMPLE_2038 3 0.000
#> SAMPLE_2039 1 0.000
#> SAMPLE_2040 1 0.000
#> SAMPLE_2041 1 0.000
#> SAMPLE_2042 1 0.000
#> SAMPLE_2043 1 0.000
#> SAMPLE_2044 1 0.000
#> SAMPLE_2045 1 0.000
#> SAMPLE_2046 1 0.000
#> SAMPLE_2047 1 0.000
#> SAMPLE_2048 1 0.000
#> SAMPLE_2049 1 0.000
#> SAMPLE_2050 3 0.000
#> SAMPLE_2051 1 0.000
#> SAMPLE_2055 3 1.000
#> SAMPLE_2056 3 0.000
#> SAMPLE_2057 1 0.000
#> SAMPLE_2058 1 0.000
#> SAMPLE_2060 1 1.000
#> SAMPLE_2062 3 0.000
#> SAMPLE_2063 1 0.000
#> SAMPLE_2065 2 0.000
#> SAMPLE_2067 2 0.000
#> SAMPLE_2068 3 0.000
#> SAMPLE_2069 1 0.000
#> SAMPLE_2070 1 0.000
#> SAMPLE_2071 3 0.000
#> SAMPLE_2072 1 0.000
#> SAMPLE_2073 1 0.000
#> SAMPLE_2074 1 0.000
#> SAMPLE_2075 1 0.000
#> SAMPLE_2076 1 0.000
#> SAMPLE_2077 3 0.000
#> SAMPLE_2078 1 1.000
#> SAMPLE_2079 1 1.000
#> SAMPLE_2080 3 0.000
#> SAMPLE_2081 3 0.000
#> SAMPLE_2082 1 0.000
#> SAMPLE_2083 3 0.000
#> SAMPLE_2084 1 0.000
#> SAMPLE_2085 1 0.000
#> SAMPLE_2086 1 0.000
#> SAMPLE_2087 3 0.000
#> SAMPLE_2088 1 0.000
#> SAMPLE_2089 1 0.000
#> SAMPLE_2090 1 0.249
#> SAMPLE_2091 3 0.000
#> SAMPLE_2092 3 1.000
#> SAMPLE_2093 1 0.000
#> SAMPLE_2094 1 0.000
#> SAMPLE_2095 1 0.000
#> SAMPLE_2096 1 0.000
#> SAMPLE_2097 3 0.000
#> SAMPLE_2098 1 0.000
#> SAMPLE_2099 3 0.000
#> SAMPLE_2100 3 0.000
#> SAMPLE_2101 3 1.000
#> SAMPLE_2102 1 0.000
#> SAMPLE_2103 1 0.000
#> SAMPLE_2104 2 0.000
#> SAMPLE_2105 1 0.000
#> SAMPLE_2106 1 0.000
#> SAMPLE_2107 1 0.000
#> SAMPLE_2108 3 1.000
#> SAMPLE_2109 3 0.000
#> SAMPLE_2110 1 0.000
#> SAMPLE_2111 2 0.747
#> SAMPLE_2112 3 0.000
#> SAMPLE_2113 3 0.000
#> SAMPLE_2114 1 1.000
#> SAMPLE_2115 1 0.000
#> SAMPLE_2116 1 0.502
#> SAMPLE_2117 3 0.000
#> SAMPLE_2118 3 0.000
#> SAMPLE_2119 1 0.000
#> SAMPLE_2120 1 0.000
#> SAMPLE_2121 3 0.000
#> SAMPLE_2122 3 0.000
#> SAMPLE_2123 1 0.000
#> SAMPLE_2124 3 0.000
#> SAMPLE_2125 3 0.000
#> SAMPLE_2126 1 0.000
#> SAMPLE_2127 1 0.000
#> SAMPLE_2128 3 1.000
#> SAMPLE_2129 1 0.000
#> SAMPLE_2130 1 0.000
#> SAMPLE_2131 1 0.000
#> SAMPLE_2132 3 1.000
#> SAMPLE_2133 3 0.000
#> SAMPLE_2134 1 0.000
#> SAMPLE_2135 3 0.000
#> SAMPLE_2136 1 0.000
#> SAMPLE_2137 3 0.000
#> SAMPLE_2138 2 0.000
#> SAMPLE_2139 2 0.000
#> SAMPLE_2140 1 0.000
#> SAMPLE_2142 3 0.000
#> SAMPLE_2143 3 0.000
#> SAMPLE_2144 2 0.000
#> SAMPLE_2145 2 0.000
#> SAMPLE_2147 3 1.000
#> SAMPLE_2148 1 0.000
#> SAMPLE_2149 2 0.000
#> SAMPLE_2150 3 0.000
#> SAMPLE_2151 3 0.000
#> SAMPLE_2152 2 0.000
#> SAMPLE_2153 2 0.000
#> SAMPLE_2154 3 0.000
#> SAMPLE_2155 3 0.000
#> SAMPLE_2156 1 0.000
#> SAMPLE_2157 3 0.000
#> SAMPLE_2158 1 0.000
#> SAMPLE_2159 1 0.000
#> SAMPLE_2160 3 0.000
#> SAMPLE_2161 1 0.000
#> SAMPLE_2162 1 0.000
#> SAMPLE_2163 1 0.000
#> SAMPLE_2164 1 0.000
#> SAMPLE_2165 1 0.000
#> SAMPLE_2166 1 0.000
#> SAMPLE_2167 1 0.000
#> SAMPLE_2168 1 0.000
#> SAMPLE_2169 3 0.000
#> SAMPLE_2170 2 0.000
#> SAMPLE_2171 3 0.000
#> SAMPLE_2172 3 0.000
#> SAMPLE_2174 3 0.000
#> SAMPLE_2175 3 0.000
#> SAMPLE_2176 1 0.000
#> SAMPLE_2177 3 0.000
#> SAMPLE_2178 1 0.000
#> SAMPLE_2180 2 0.000
#> SAMPLE_2181 3 0.000
#> SAMPLE_2183 1 0.000
#> SAMPLE_2186 2 0.000
#> SAMPLE_2187 1 1.000
#> SAMPLE_2188 1 0.000
#> SAMPLE_2189 1 0.000
#> SAMPLE_2190 1 0.000
#> SAMPLE_2191 1 0.000
#> SAMPLE_2192 1 0.000
#> SAMPLE_2193 1 0.000
#> SAMPLE_2194 1 0.000
#> SAMPLE_2195 1 0.000
#> SAMPLE_2196 1 0.000
#> SAMPLE_2197 1 0.000
#> SAMPLE_2198 1 0.000
#> SAMPLE_2199 2 0.000
#> SAMPLE_2200 3 0.000
#> SAMPLE_2202 2 0.000
#> SAMPLE_2203 3 0.000
#> SAMPLE_2204 3 0.000
#> SAMPLE_2205 3 0.000
#> SAMPLE_2207 1 0.751
#> SAMPLE_2208 1 0.000
#> SAMPLE_2209 3 0.000
#> SAMPLE_2211 3 0.000
#> SAMPLE_2212 1 0.000
#> SAMPLE_2213 1 1.000
#> SAMPLE_2214 3 0.000
#> SAMPLE_2215 2 0.000
#> SAMPLE_2217 1 0.000
#> SAMPLE_2218 2 0.000
#> SAMPLE_2219 1 0.000
#> SAMPLE_2220 1 0.000
#> SAMPLE_2221 3 0.000
#> SAMPLE_2222 1 0.000
#> SAMPLE_2223 3 0.000
#> SAMPLE_2224 3 0.000
#> SAMPLE_2225 1 0.000
#> SAMPLE_2227 1 0.000
#> SAMPLE_2229 1 0.000
#> SAMPLE_2231 3 0.000
#> SAMPLE_2232 2 0.000
#> SAMPLE_2234 3 0.000
#> SAMPLE_2237 2 0.000
#> SAMPLE_2238 3 0.000
#> SAMPLE_2239 1 0.000
#> SAMPLE_2247 1 0.000
#> SAMPLE_2248 3 0.000
#> SAMPLE_2250 2 0.000
#> SAMPLE_2252 1 0.000
#> SAMPLE_2254 3 0.000
#> SAMPLE_2255 2 0.000
#> SAMPLE_2256 3 0.000
#> SAMPLE_2257 2 0.000
#> SAMPLE_2258 1 0.000
#> SAMPLE_2259 2 0.000
#> SAMPLE_2263 1 1.000
#> SAMPLE_2265 1 0.000
#> SAMPLE_2266 1 0.000
#> SAMPLE_2267 1 0.000
#> SAMPLE_2269 3 0.000
#> SAMPLE_2270 3 1.000
#> SAMPLE_2271 1 0.249
#> SAMPLE_2272 1 1.000
#> SAMPLE_2274 1 0.000
#> SAMPLE_2275 2 0.000
#> SAMPLE_2276 2 0.000
#> SAMPLE_2277 3 0.000
#> SAMPLE_2278 3 0.000
#> SAMPLE_2279 2 0.000
#> SAMPLE_2280 3 0.000
#> SAMPLE_2281 1 0.000
#> SAMPLE_2282 3 0.000
#> SAMPLE_2283 1 0.000
#> SAMPLE_2284 1 0.000
#> SAMPLE_2285 3 0.000
#> SAMPLE_2286 3 0.000
#> SAMPLE_2287 2 0.000
#> SAMPLE_2289 1 0.000
#> SAMPLE_2292 2 0.000
#> SAMPLE_2293 3 0.000
#> SAMPLE_2294 3 0.253
#> SAMPLE_2295 2 0.000
#> SAMPLE_2297 1 0.000
#> SAMPLE_2298 1 1.000
#> SAMPLE_2300 2 0.000
#> SAMPLE_2301 3 0.000
#> SAMPLE_2302 1 0.000
#> SAMPLE_2303 2 0.000
#> SAMPLE_2306 3 0.000
#> SAMPLE_2307 3 0.000
#> SAMPLE_2308 1 0.000
#> SAMPLE_2309 2 0.000
#> SAMPLE_2310 2 1.000
#> SAMPLE_2311 2 0.000
#> SAMPLE_2312 3 0.000
#> SAMPLE_2313 3 1.000
#> SAMPLE_2320 2 0.000
#> SAMPLE_2321 3 0.000
#> SAMPLE_2322 1 0.000
#> SAMPLE_2323 3 0.000
#> SAMPLE_2324 2 0.000
#> SAMPLE_2325 1 0.000
#> SAMPLE_2326 1 0.000
#> SAMPLE_2327 3 0.000
#> SAMPLE_2328 2 0.000
#> SAMPLE_2329 2 0.000
#> SAMPLE_2330 1 0.000
#> SAMPLE_2331 2 0.000
#> SAMPLE_2332 3 0.000
#> SAMPLE_2333 2 0.000
#> SAMPLE_2334 3 0.000
#> SAMPLE_2335 1 0.000
#> SAMPLE_2336 1 0.000
#> SAMPLE_2337 2 0.000
#> SAMPLE_2338 2 0.000
#> SAMPLE_2344 2 0.000
#> SAMPLE_2345 1 0.000
#> SAMPLE_2346 2 0.000
#> SAMPLE_2347 3 0.000
#> SAMPLE_2348 1 0.000
#> SAMPLE_2350 2 0.000
#> SAMPLE_2352 1 0.000
#> SAMPLE_2354 1 1.000
#> SAMPLE_2355 1 0.000
#> SAMPLE_2356 3 0.000
#> SAMPLE_2357 2 0.000
#> SAMPLE_2358 3 0.000
#> SAMPLE_2359 1 0.000
#> SAMPLE_2360 1 0.000
#> SAMPLE_2361 2 0.000
#> SAMPLE_2362 3 0.000
#> SAMPLE_2364 3 0.000
#> SAMPLE_2365 1 1.000
#> SAMPLE_2366 3 0.000
#> SAMPLE_2367 1 0.000
#> SAMPLE_2368 1 0.000
#> SAMPLE_2371 3 0.000
#> SAMPLE_2372 1 0.000
#> SAMPLE_2375 1 0.000
#> SAMPLE_2379 1 0.000
#> SAMPLE_2381 1 0.000
#> SAMPLE_2383 1 0.000
#> SAMPLE_2384 1 1.000
#> SAMPLE_2385 3 0.000
#> SAMPLE_2387 3 0.000
#> SAMPLE_2388 3 0.000
#> SAMPLE_2389 2 0.000
#> SAMPLE_2390 2 0.000
#> SAMPLE_2391 3 0.000
#> SAMPLE_2394 1 0.000
#> SAMPLE_2395 3 0.000
#> SAMPLE_2396 1 0.000
#> SAMPLE_2405 3 0.000
#> SAMPLE_2406 3 0.000
#> SAMPLE_2407 3 0.000
#> SAMPLE_2408 3 0.000
#> SAMPLE_2409 3 0.000
#> SAMPLE_2410 1 0.000
#> SAMPLE_2412 1 0.000
#> SAMPLE_2413 1 0.000
#> SAMPLE_2414 3 0.000
#> SAMPLE_2415 3 0.000
#> SAMPLE_2416 3 0.000
#> SAMPLE_2417 2 0.000
#> SAMPLE_2418 1 0.000
#> SAMPLE_2419 1 1.000
#> SAMPLE_2422 3 0.000
#> SAMPLE_2424 3 0.000
#> SAMPLE_2425 2 0.000
#> SAMPLE_2427 1 0.000
#> SAMPLE_2428 1 0.000
#> SAMPLE_2429 1 0.000
#> SAMPLE_2433 1 0.000
#> SAMPLE_2434 2 0.000
#> SAMPLE_2437 3 0.000
#> SAMPLE_2438 3 0.000
#> SAMPLE_2439 3 0.000
#> SAMPLE_2440 3 0.000
#> SAMPLE_2441 2 0.000
#> SAMPLE_2445 1 0.000
#> SAMPLE_2448 1 0.000
#> SAMPLE_2450 3 0.000
#> SAMPLE_2452 1 0.000
#> SAMPLE_2453 3 0.000
#> SAMPLE_2454 3 0.000
#> SAMPLE_2455 3 0.000
#> SAMPLE_2456 1 1.000
#> SAMPLE_2457 3 0.000
#> SAMPLE_2458 1 0.000
#> SAMPLE_2461 3 0.000
#> SAMPLE_2462 1 0.000
#> SAMPLE_2464 3 0.000
#> SAMPLE_2466 3 0.000
#> SAMPLE_2468 3 0.000
#> SAMPLE_2469 3 0.000
#> SAMPLE_2472 3 1.000
#> SAMPLE_2473 3 0.000
#> SAMPLE_2474 1 0.000
#> SAMPLE_2475 2 0.000
#> SAMPLE_2476 3 0.000
#> SAMPLE_2477 2 0.000
#> SAMPLE_2478 1 0.000
#> SAMPLE_2479 1 0.000
#> SAMPLE_2480 1 0.000
#> SAMPLE_2481 3 0.000
#> SAMPLE_2482 1 1.000
#> SAMPLE_2483 1 0.000
#> SAMPLE_2485 1 0.000
#> SAMPLE_2487 1 0.000
#> SAMPLE_2488 1 0.000
#> SAMPLE_2489 1 0.000
#> SAMPLE_2490 1 0.000
#> SAMPLE_2491 1 0.000
#> SAMPLE_2492 1 0.000
#> SAMPLE_2493 1 0.000
#> SAMPLE_2494 1 0.000
#> SAMPLE_2495 1 0.000
#> SAMPLE_2496 1 0.000
#> SAMPLE_2497 1 0.000
#> SAMPLE_2498 1 0.000
#> SAMPLE_2499 1 0.000
#> SAMPLE_2500 1 0.000
#> SAMPLE_2501 1 0.000
#> SAMPLE_2502 1 0.000
#> SAMPLE_2503 1 0.000
#> SAMPLE_2504 1 0.000
#> SAMPLE_2505 1 0.000
#> SAMPLE_2506 1 0.000
#> SAMPLE_2507 1 0.000
#> SAMPLE_2510 1 0.000
#> SAMPLE_2511 1 0.000
#> SAMPLE_2512 1 0.000
#> SAMPLE_2513 1 0.000
#> SAMPLE_2514 3 0.000
#> SAMPLE_2516 1 0.000
#> SAMPLE_2517 3 0.000
#> SAMPLE_2518 1 0.000
#> SAMPLE_2519 3 0.000
#> SAMPLE_2520 2 0.000
#> SAMPLE_2521 3 0.000
#> SAMPLE_2522 1 0.000
#> SAMPLE_2523 2 0.000
#> SAMPLE_2524 2 0.000
#> SAMPLE_2526 3 0.000
#> SAMPLE_2527 2 0.000
#> SAMPLE_2531 1 0.000
#> SAMPLE_2532 3 0.000
#> SAMPLE_2534 3 0.000
#> SAMPLE_2535 1 0.000
#> SAMPLE_2536 1 0.000
#> SAMPLE_2537 1 0.000
#> SAMPLE_2538 1 0.000
#> SAMPLE_2540 1 0.000
#> SAMPLE_2541 1 0.000
#> SAMPLE_2542 1 0.000
#> SAMPLE_2543 1 0.000
#> SAMPLE_2544 1 0.000
#> SAMPLE_2545 1 0.000
#> SAMPLE_2546 1 0.000
#> SAMPLE_2547 1 0.000
#> SAMPLE_2548 1 0.000
#> SAMPLE_2549 1 0.000
#> SAMPLE_2550 1 0.000
#> SAMPLE_2551 1 0.000
#> SAMPLE_2552 1 1.000
#> SAMPLE_2553 2 0.000
#> SAMPLE_2556 2 0.000
#> SAMPLE_2557 2 0.000
#> SAMPLE_2558 1 0.000
#> SAMPLE_2559 2 0.000
#> SAMPLE_2560 2 0.000
#> SAMPLE_2562 2 0.000
#> SAMPLE_2567 2 0.000
#> SAMPLE_2570 1 0.253
#> SAMPLE_2571 3 0.000
#> SAMPLE_2572 2 0.000
#> SAMPLE_2573 2 0.000
#> SAMPLE_2574 1 0.000
#> SAMPLE_2575 1 0.000
#> SAMPLE_2576 1 0.000
#> SAMPLE_2577 3 0.000
#> SAMPLE_2578 1 0.000
#> SAMPLE_2579 1 0.000
#> SAMPLE_2581 2 0.000
#> SAMPLE_2582 3 0.000
#> SAMPLE_2583 3 0.000
#> SAMPLE_2584 1 0.000
#> SAMPLE_2585 1 0.000
#> SAMPLE_2586 1 0.000
#> SAMPLE_2587 3 0.000
#> SAMPLE_2588 2 0.000
#> SAMPLE_2589 3 0.000
#> SAMPLE_2590 2 0.000
#> SAMPLE_2592 1 0.000
#> SAMPLE_2593 3 0.249
#> SAMPLE_2594 3 0.000
#> SAMPLE_2595 3 0.000
#> SAMPLE_2597 2 0.000
#> SAMPLE_2598 3 1.000
#> SAMPLE_2599 1 0.000
#> SAMPLE_2600 1 1.000
#> SAMPLE_2601 1 1.000
#> SAMPLE_2602 3 0.000
#> SAMPLE_2603 1 0.000
#> SAMPLE_2604 3 0.000
#> SAMPLE_2605 1 0.000
#> SAMPLE_2606 1 0.000
#> SAMPLE_2607 3 0.000
#> SAMPLE_2609 3 0.000
#> SAMPLE_2610 2 0.000
#> SAMPLE_2611 1 1.000
#> SAMPLE_2612 1 0.000
#> SAMPLE_2613 1 0.000
#> SAMPLE_2614 3 0.000
#> SAMPLE_2615 1 0.000
#> SAMPLE_2616 3 0.000
#> SAMPLE_2617 3 0.000
#> SAMPLE_2619 1 0.000
#> SAMPLE_2620 1 0.000
#> SAMPLE_2621 2 0.000
#> SAMPLE_2622 1 1.000
#> SAMPLE_2623 1 0.000
#> SAMPLE_2624 1 0.000
#> SAMPLE_2625 1 0.000
#> SAMPLE_2626 1 0.000
#> SAMPLE_2627 1 1.000
#> SAMPLE_2628 1 1.000
#> SAMPLE_2629 1 0.000
#> SAMPLE_2630 3 1.000
#> SAMPLE_2631 3 0.502
#> SAMPLE_2632 3 0.249
#> SAMPLE_2633 2 0.000
#> SAMPLE_2634 1 0.000
#> SAMPLE_2635 1 0.000
#> SAMPLE_2636 1 0.000
#> SAMPLE_2637 1 0.000
#> SAMPLE_2638 1 0.000
#> SAMPLE_2639 1 0.000
#> SAMPLE_2640 1 0.000
#> SAMPLE_2642 3 0.000
#> SAMPLE_2643 3 0.000
#> SAMPLE_2644 3 0.000
#> SAMPLE_2645 1 0.000
#> SAMPLE_2647 2 0.000
#> SAMPLE_2648 1 0.249
#> SAMPLE_2649 3 0.000
#> SAMPLE_2651 1 1.000
#> SAMPLE_2656 1 0.000
#> SAMPLE_2657 1 0.000
#> SAMPLE_2660 1 1.000
#> SAMPLE_2664 1 0.000
#> SAMPLE_2665 3 0.000
#> SAMPLE_2666 1 0.000
#> SAMPLE_2667 2 0.000
#> SAMPLE_2668 2 0.000
#> SAMPLE_2669 2 0.000
#> SAMPLE_2670 1 0.000
#> SAMPLE_2671 1 0.000
#> SAMPLE_2672 1 0.000
#> SAMPLE_2673 1 0.000
#> SAMPLE_2674 1 0.000
#> SAMPLE_2675 1 0.000
#> SAMPLE_2676 1 0.000
#> SAMPLE_2677 1 0.000
#> SAMPLE_2678 1 0.000
#> SAMPLE_2679 2 0.000
#> SAMPLE_2680 3 0.000
#> SAMPLE_2681 3 1.000
#> SAMPLE_2682 3 0.000
#> SAMPLE_2683 3 0.000
#> SAMPLE_2684 3 0.000
#> SAMPLE_2685 1 0.000
#> SAMPLE_2686 1 0.000
#> SAMPLE_2687 1 0.000
#> SAMPLE_2688 3 1.000
#> SAMPLE_2689 2 0.000
#> SAMPLE_2690 1 0.000
#> SAMPLE_2691 1 0.000
#> SAMPLE_2693 3 0.000
#> SAMPLE_2694 3 0.000
#> SAMPLE_2695 3 0.000
#> SAMPLE_2696 2 0.000
#> SAMPLE_2697 3 0.000
#> SAMPLE_2698 1 0.000
#> SAMPLE_2699 2 0.000
#> SAMPLE_2700 2 0.000
#> SAMPLE_2701 2 0.000
#> SAMPLE_2702 1 0.000
#> SAMPLE_2703 3 0.000
#> SAMPLE_2704 2 0.000
#> SAMPLE_2705 3 0.000
#> SAMPLE_2706 1 0.000
#> SAMPLE_2707 1 0.000
#> SAMPLE_2708 1 0.000
#> SAMPLE_2709 1 0.000
#> SAMPLE_2710 2 0.751
#> SAMPLE_2711 1 0.000
#> SAMPLE_2712 3 0.000
#> SAMPLE_2713 2 0.000
#> SAMPLE_2715 3 0.000
#> SAMPLE_2717 2 0.000
#> SAMPLE_2718 3 0.000
#> SAMPLE_2719 3 0.000
#> SAMPLE_2720 1 1.000
#> SAMPLE_2721 1 0.000
#> SAMPLE_2723 1 0.000
#> SAMPLE_2724 2 0.000
#> SAMPLE_2725 2 0.000
#> SAMPLE_2726 2 0.000
#> SAMPLE_2727 2 0.000
#> SAMPLE_2728 2 0.000
#> SAMPLE_2729 3 0.000
#> SAMPLE_2730 3 1.000
#> SAMPLE_2731 3 0.000
#> SAMPLE_2732 3 0.000
#> SAMPLE_2733 3 0.000
#> SAMPLE_2734 2 0.000
#> SAMPLE_2735 3 0.000
#> SAMPLE_2746 1 0.000
#> SAMPLE_2748 1 0.000
#> SAMPLE_2749 1 0.000
#> SAMPLE_2750 1 0.000
#> SAMPLE_2751 1 0.000
#> SAMPLE_2752 1 0.000
#> SAMPLE_2753 1 0.000
#> SAMPLE_2754 1 0.000
#> SAMPLE_2755 1 0.000
#> SAMPLE_2756 1 0.000
#> SAMPLE_2757 1 0.000
#> SAMPLE_2758 1 0.000
#> SAMPLE_2759 1 0.000
#> SAMPLE_2761 2 0.000
#> SAMPLE_2762 2 0.000
#> SAMPLE_2763 3 0.000
#> SAMPLE_2764 2 0.000
#> SAMPLE_2765 2 0.000
#> SAMPLE_2766 2 0.000
#> SAMPLE_2767 2 0.000
#> SAMPLE_2768 3 0.000
#> SAMPLE_2769 3 0.000
#> SAMPLE_2770 2 0.000
#> SAMPLE_2771 3 0.000
#> SAMPLE_2772 1 0.000
#> SAMPLE_2773 1 0.000
#> SAMPLE_2774 1 0.000
#> SAMPLE_2775 1 0.000
#> SAMPLE_2776 2 0.000
#> SAMPLE_2777 1 0.000
#> SAMPLE_2778 1 0.253
#> SAMPLE_2779 1 0.000
#> SAMPLE_2780 1 0.000
#> SAMPLE_2781 1 0.502
#> SAMPLE_2782 1 0.000
#> SAMPLE_2783 1 0.000
#> SAMPLE_2784 2 0.000
#> SAMPLE_2786 2 0.000
#> SAMPLE_2789 2 0.000
#> SAMPLE_2793 3 0.000
#> SAMPLE_2794 3 0.000
#> SAMPLE_2796 1 0.000
#> SAMPLE_2797 1 0.000
#> SAMPLE_2798 3 0.000
#> SAMPLE_2799 3 0.000
#> SAMPLE_2800 1 0.000
#> SAMPLE_2801 3 0.000
get_classes(res, k = 4)
#> class p
#> SAMPLE_1 2 0.000
#> SAMPLE_2 4 0.000
#> SAMPLE_3 2 0.000
#> SAMPLE_4 4 0.000
#> SAMPLE_5 2 0.000
#> SAMPLE_6 2 0.000
#> SAMPLE_7 2 0.000
#> SAMPLE_8 2 0.000
#> SAMPLE_9 2 0.000
#> SAMPLE_10 4 0.000
#> SAMPLE_11 4 0.000
#> SAMPLE_12 4 0.000
#> SAMPLE_13 3 0.000
#> SAMPLE_14 2 0.000
#> SAMPLE_17 4 0.000
#> SAMPLE_18 4 0.000
#> SAMPLE_20 1 0.000
#> SAMPLE_22 4 0.000
#> SAMPLE_23 2 0.000
#> SAMPLE_24 2 0.000
#> SAMPLE_25 2 0.000
#> SAMPLE_26 4 0.000
#> SAMPLE_27 4 0.000
#> SAMPLE_28 4 0.000
#> SAMPLE_29 2 0.000
#> SAMPLE_30 2 0.000
#> SAMPLE_31 3 0.000
#> SAMPLE_32 3 0.000
#> SAMPLE_33 1 0.000
#> SAMPLE_34 3 0.000
#> SAMPLE_35 1 1.000
#> SAMPLE_36 1 0.000
#> SAMPLE_37 3 0.000
#> SAMPLE_38 3 1.000
#> SAMPLE_39 1 1.000
#> SAMPLE_40 3 0.000
#> SAMPLE_41 3 0.000
#> SAMPLE_42 3 1.000
#> SAMPLE_43 1 0.000
#> SAMPLE_44 1 1.000
#> SAMPLE_45 1 0.000
#> SAMPLE_46 3 0.000
#> SAMPLE_47 3 0.000
#> SAMPLE_48 3 0.000
#> SAMPLE_49 3 0.000
#> SAMPLE_50 3 0.000
#> SAMPLE_51 3 0.000
#> SAMPLE_52 3 0.000
#> SAMPLE_53 3 0.751
#> SAMPLE_54 3 0.000
#> SAMPLE_55 3 0.000
#> SAMPLE_56 3 0.000
#> SAMPLE_62 1 1.000
#> SAMPLE_63 3 0.000
#> SAMPLE_64 2 0.000
#> SAMPLE_65 1 0.000
#> SAMPLE_66 1 0.000
#> SAMPLE_67 1 0.000
#> SAMPLE_68 4 0.000
#> SAMPLE_69 1 0.000
#> SAMPLE_70 3 0.253
#> SAMPLE_71 3 0.000
#> SAMPLE_72 1 0.000
#> SAMPLE_73 3 0.000
#> SAMPLE_74 3 1.000
#> SAMPLE_75 1 0.000
#> SAMPLE_76 3 0.000
#> SAMPLE_77 3 0.000
#> SAMPLE_78 3 1.000
#> SAMPLE_79 3 0.502
#> SAMPLE_100 1 1.000
#> SAMPLE_101 1 0.000
#> SAMPLE_102 4 1.000
#> SAMPLE_103 1 0.000
#> SAMPLE_104 3 0.000
#> SAMPLE_105 1 0.000
#> SAMPLE_106 3 0.000
#> SAMPLE_107 1 0.000
#> SAMPLE_108 1 0.000
#> SAMPLE_109 1 1.000
#> SAMPLE_110 1 0.000
#> SAMPLE_111 1 1.000
#> SAMPLE_112 1 0.502
#> SAMPLE_113 1 0.000
#> SAMPLE_114 3 0.000
#> SAMPLE_115 3 0.000
#> SAMPLE_116 3 0.000
#> SAMPLE_117 3 0.000
#> SAMPLE_118 1 1.000
#> SAMPLE_119 3 0.000
#> SAMPLE_120 1 0.000
#> SAMPLE_121 4 0.000
#> SAMPLE_122 4 0.000
#> SAMPLE_123 4 0.000
#> SAMPLE_124 1 1.000
#> SAMPLE_126 1 0.000
#> SAMPLE_127 3 0.000
#> SAMPLE_136 1 0.000
#> SAMPLE_137 1 0.000
#> SAMPLE_138 1 0.000
#> SAMPLE_139 3 1.000
#> SAMPLE_140 3 0.000
#> SAMPLE_142 3 0.000
#> SAMPLE_143 1 0.000
#> SAMPLE_144 1 0.000
#> SAMPLE_145 3 0.000
#> SAMPLE_146 2 0.000
#> SAMPLE_147 2 0.000
#> SAMPLE_148 2 0.000
#> SAMPLE_149 2 0.000
#> SAMPLE_157 4 0.000
#> SAMPLE_173 1 0.000
#> SAMPLE_174 3 0.000
#> SAMPLE_175 2 0.000
#> SAMPLE_176 3 0.000
#> SAMPLE_177 3 0.000
#> SAMPLE_178 3 0.000
#> SAMPLE_194 2 0.000
#> SAMPLE_195 2 0.000
#> SAMPLE_208 2 0.000
#> SAMPLE_209 2 0.000
#> SAMPLE_210 3 0.000
#> SAMPLE_211 4 0.000
#> SAMPLE_212 2 0.000
#> SAMPLE_213 2 0.000
#> SAMPLE_214 4 0.000
#> SAMPLE_215 1 1.000
#> SAMPLE_216 1 0.000
#> SAMPLE_217 1 0.000
#> SAMPLE_218 2 0.000
#> SAMPLE_219 4 0.000
#> SAMPLE_220 1 0.502
#> SAMPLE_221 2 0.000
#> SAMPLE_222 2 0.000
#> SAMPLE_223 1 0.000
#> SAMPLE_231 3 0.000
#> SAMPLE_232 1 1.000
#> SAMPLE_233 3 0.000
#> SAMPLE_234 4 0.000
#> SAMPLE_235 4 0.000
#> SAMPLE_236 4 0.000
#> SAMPLE_237 2 0.000
#> SAMPLE_238 4 0.000
#> SAMPLE_239 4 0.000
#> SAMPLE_240 3 0.000
#> SAMPLE_241 4 0.000
#> SAMPLE_242 4 0.000
#> SAMPLE_243 3 0.000
#> SAMPLE_244 3 0.000
#> SAMPLE_245 4 0.000
#> SAMPLE_246 4 0.000
#> SAMPLE_247 4 1.000
#> SAMPLE_248 4 0.000
#> SAMPLE_249 3 1.000
#> SAMPLE_250 4 0.000
#> SAMPLE_251 4 0.000
#> SAMPLE_252 3 1.000
#> SAMPLE_253 4 0.000
#> SAMPLE_254 4 1.000
#> SAMPLE_255 4 0.000
#> SAMPLE_256 4 0.000
#> SAMPLE_257 4 0.000
#> SAMPLE_258 4 0.000
#> SAMPLE_259 2 0.000
#> SAMPLE_260 2 0.000
#> SAMPLE_261 2 0.000
#> SAMPLE_262 4 0.000
#> SAMPLE_263 2 0.000
#> SAMPLE_264 4 0.000
#> SAMPLE_265 2 0.000
#> SAMPLE_266 4 0.000
#> SAMPLE_267 3 1.000
#> SAMPLE_268 3 0.000
#> SAMPLE_269 3 0.000
#> SAMPLE_270 4 0.000
#> SAMPLE_271 4 1.000
#> SAMPLE_272 3 0.000
#> SAMPLE_273 4 0.000
#> SAMPLE_274 1 0.000
#> SAMPLE_275 1 0.000
#> SAMPLE_286 1 1.000
#> SAMPLE_287 1 1.000
#> SAMPLE_288 3 0.000
#> SAMPLE_289 3 0.000
#> SAMPLE_296 3 0.000
#> SAMPLE_297 3 0.000
#> SAMPLE_298 3 0.000
#> SAMPLE_299 3 0.000
#> SAMPLE_300 3 0.000
#> SAMPLE_301 3 0.000
#> SAMPLE_302 1 1.000
#> SAMPLE_303 3 0.000
#> SAMPLE_304 3 0.000
#> SAMPLE_305 3 0.000
#> SAMPLE_306 3 0.000
#> SAMPLE_307 3 0.000
#> SAMPLE_308 3 0.000
#> SAMPLE_309 3 0.000
#> SAMPLE_310 1 1.000
#> SAMPLE_311 3 0.000
#> SAMPLE_312 1 1.000
#> SAMPLE_313 3 0.000
#> SAMPLE_314 3 0.000
#> SAMPLE_315 3 0.000
#> SAMPLE_316 3 0.000
#> SAMPLE_317 3 0.000
#> SAMPLE_318 3 0.000
#> SAMPLE_319 3 0.000
#> SAMPLE_320 3 0.000
#> SAMPLE_321 3 0.000
#> SAMPLE_322 1 1.000
#> SAMPLE_323 3 0.000
#> SAMPLE_324 3 0.000
#> SAMPLE_325 3 1.000
#> SAMPLE_326 3 1.000
#> SAMPLE_327 3 0.000
#> SAMPLE_328 3 0.000
#> SAMPLE_329 1 1.000
#> SAMPLE_330 3 0.000
#> SAMPLE_331 1 0.000
#> SAMPLE_332 1 1.000
#> SAMPLE_333 3 0.000
#> SAMPLE_334 1 0.000
#> SAMPLE_335 1 0.751
#> SAMPLE_336 1 0.000
#> SAMPLE_337 4 0.000
#> SAMPLE_338 1 1.000
#> SAMPLE_339 3 1.000
#> SAMPLE_340 1 0.000
#> SAMPLE_341 1 1.000
#> SAMPLE_342 1 0.000
#> SAMPLE_343 1 0.000
#> SAMPLE_344 4 1.000
#> SAMPLE_345 1 0.000
#> SAMPLE_346 3 0.000
#> SAMPLE_347 3 0.747
#> SAMPLE_348 3 0.000
#> SAMPLE_349 1 0.000
#> SAMPLE_350 1 1.000
#> SAMPLE_351 4 0.000
#> SAMPLE_352 1 0.000
#> SAMPLE_353 1 1.000
#> SAMPLE_354 1 0.000
#> SAMPLE_355 3 0.000
#> SAMPLE_356 1 0.000
#> SAMPLE_357 4 0.000
#> SAMPLE_358 1 1.000
#> SAMPLE_359 1 1.000
#> SAMPLE_360 4 0.000
#> SAMPLE_361 3 0.000
#> SAMPLE_362 1 0.000
#> SAMPLE_363 3 0.000
#> SAMPLE_364 1 1.000
#> SAMPLE_365 1 0.000
#> SAMPLE_366 1 0.000
#> SAMPLE_367 3 0.000
#> SAMPLE_368 3 0.000
#> SAMPLE_369 3 0.000
#> SAMPLE_370 1 0.000
#> SAMPLE_371 3 1.000
#> SAMPLE_372 3 0.000
#> SAMPLE_373 1 0.000
#> SAMPLE_374 1 0.000
#> SAMPLE_375 3 0.000
#> SAMPLE_376 1 0.000
#> SAMPLE_377 1 1.000
#> SAMPLE_378 3 0.000
#> SAMPLE_379 1 0.000
#> SAMPLE_382 1 0.000
#> SAMPLE_383 1 0.000
#> SAMPLE_384 1 0.000
#> SAMPLE_385 1 0.000
#> SAMPLE_386 1 0.000
#> SAMPLE_387 1 0.000
#> SAMPLE_470 3 0.000
#> SAMPLE_471 2 0.000
#> SAMPLE_553 4 0.000
#> SAMPLE_568 3 0.000
#> SAMPLE_569 3 1.000
#> SAMPLE_570 3 0.000
#> SAMPLE_571 2 0.000
#> SAMPLE_572 2 0.249
#> SAMPLE_589 1 1.000
#> SAMPLE_590 1 0.000
#> SAMPLE_591 3 1.000
#> SAMPLE_592 1 0.502
#> SAMPLE_593 3 0.000
#> SAMPLE_594 1 1.000
#> SAMPLE_595 1 1.000
#> SAMPLE_596 1 0.249
#> SAMPLE_597 1 1.000
#> SAMPLE_598 3 0.000
#> SAMPLE_599 3 0.000
#> SAMPLE_600 3 1.000
#> SAMPLE_601 3 1.000
#> SAMPLE_602 1 0.000
#> SAMPLE_603 3 0.000
#> SAMPLE_604 1 1.000
#> SAMPLE_605 3 0.000
#> SAMPLE_606 1 0.000
#> SAMPLE_607 3 0.000
#> SAMPLE_608 3 1.000
#> SAMPLE_609 4 0.000
#> SAMPLE_610 4 0.000
#> SAMPLE_614 2 0.000
#> SAMPLE_618 4 0.000
#> SAMPLE_619 4 1.000
#> SAMPLE_620 2 0.000
#> SAMPLE_621 3 0.000
#> SAMPLE_622 4 0.000
#> SAMPLE_623 4 0.000
#> SAMPLE_624 4 0.000
#> SAMPLE_625 2 0.000
#> SAMPLE_626 4 0.000
#> SAMPLE_627 2 0.000
#> SAMPLE_628 4 0.000
#> SAMPLE_629 3 0.000
#> SAMPLE_630 2 0.000
#> SAMPLE_631 4 0.000
#> SAMPLE_632 4 0.000
#> SAMPLE_633 4 0.000
#> SAMPLE_634 2 0.000
#> SAMPLE_635 4 0.000
#> SAMPLE_636 2 0.000
#> SAMPLE_637 4 0.000
#> SAMPLE_638 3 1.000
#> SAMPLE_639 3 0.000
#> SAMPLE_640 3 1.000
#> SAMPLE_641 1 1.000
#> SAMPLE_643 3 0.000
#> SAMPLE_644 3 0.000
#> SAMPLE_645 2 0.000
#> SAMPLE_646 2 0.000
#> SAMPLE_647 1 1.000
#> SAMPLE_648 2 0.000
#> SAMPLE_649 1 1.000
#> SAMPLE_650 1 0.000
#> SAMPLE_651 1 0.000
#> SAMPLE_652 1 0.000
#> SAMPLE_653 1 0.000
#> SAMPLE_655 1 0.000
#> SAMPLE_656 1 1.000
#> SAMPLE_657 3 0.000
#> SAMPLE_658 1 0.000
#> SAMPLE_659 1 0.751
#> SAMPLE_660 1 0.000
#> SAMPLE_661 1 0.000
#> SAMPLE_662 2 0.000
#> SAMPLE_664 2 0.000
#> SAMPLE_665 2 0.000
#> SAMPLE_666 1 0.000
#> SAMPLE_667 2 0.000
#> SAMPLE_668 2 0.000
#> SAMPLE_669 2 0.000
#> SAMPLE_672 2 0.000
#> SAMPLE_673 2 0.000
#> SAMPLE_674 2 0.000
#> SAMPLE_675 2 0.000
#> SAMPLE_676 2 0.000
#> SAMPLE_677 1 0.000
#> SAMPLE_678 1 0.000
#> SAMPLE_679 1 0.000
#> SAMPLE_680 1 0.000
#> SAMPLE_681 1 0.000
#> SAMPLE_682 1 0.000
#> SAMPLE_683 1 0.000
#> SAMPLE_684 1 0.000
#> SAMPLE_685 1 0.000
#> SAMPLE_686 1 0.000
#> SAMPLE_687 1 1.000
#> SAMPLE_688 1 0.000
#> SAMPLE_689 1 0.000
#> SAMPLE_690 1 0.000
#> SAMPLE_691 1 0.000
#> SAMPLE_692 1 0.000
#> SAMPLE_693 1 0.000
#> SAMPLE_694 1 0.000
#> SAMPLE_695 3 1.000
#> SAMPLE_696 1 0.000
#> SAMPLE_697 1 0.000
#> SAMPLE_698 1 1.000
#> SAMPLE_699 1 0.000
#> SAMPLE_700 1 0.000
#> SAMPLE_701 1 0.000
#> SAMPLE_702 1 0.000
#> SAMPLE_703 1 0.000
#> SAMPLE_704 1 0.000
#> SAMPLE_705 1 0.000
#> SAMPLE_706 1 0.000
#> SAMPLE_707 1 0.000
#> SAMPLE_708 1 0.000
#> SAMPLE_709 1 0.000
#> SAMPLE_710 1 0.000
#> SAMPLE_711 1 0.000
#> SAMPLE_712 1 1.000
#> SAMPLE_713 1 0.000
#> SAMPLE_714 3 0.000
#> SAMPLE_715 3 0.000
#> SAMPLE_720 3 1.000
#> SAMPLE_722 3 0.000
#> SAMPLE_723 1 1.000
#> SAMPLE_724 1 0.000
#> SAMPLE_725 3 1.000
#> SAMPLE_726 1 0.000
#> SAMPLE_727 1 0.502
#> SAMPLE_728 1 0.000
#> SAMPLE_729 1 1.000
#> SAMPLE_730 3 0.000
#> SAMPLE_732 1 0.000
#> SAMPLE_739 3 1.000
#> SAMPLE_740 1 0.000
#> SAMPLE_741 1 0.000
#> SAMPLE_742 1 0.000
#> SAMPLE_743 1 0.000
#> SAMPLE_744 2 0.000
#> SAMPLE_745 4 0.000
#> SAMPLE_746 3 0.000
#> SAMPLE_747 3 0.000
#> SAMPLE_748 3 0.000
#> SAMPLE_751 3 0.000
#> SAMPLE_752 4 0.000
#> SAMPLE_753 4 0.000
#> SAMPLE_757 1 0.000
#> SAMPLE_758 1 0.000
#> SAMPLE_759 1 0.000
#> SAMPLE_760 1 0.000
#> SAMPLE_761 1 0.000
#> SAMPLE_762 1 0.000
#> SAMPLE_766 1 0.000
#> SAMPLE_767 4 0.000
#> SAMPLE_768 2 0.000
#> SAMPLE_771 1 0.000
#> SAMPLE_772 1 0.000
#> SAMPLE_773 1 0.000
#> SAMPLE_774 3 0.000
#> SAMPLE_775 1 0.000
#> SAMPLE_776 3 0.000
#> SAMPLE_777 1 0.000
#> SAMPLE_778 1 0.000
#> SAMPLE_779 3 0.000
#> SAMPLE_780 3 0.000
#> SAMPLE_781 3 0.000
#> SAMPLE_782 3 0.000
#> SAMPLE_783 3 0.000
#> SAMPLE_784 3 0.000
#> SAMPLE_785 1 0.000
#> SAMPLE_786 1 0.000
#> SAMPLE_787 1 0.000
#> SAMPLE_788 1 0.000
#> SAMPLE_789 1 0.000
#> SAMPLE_790 1 0.000
#> SAMPLE_791 2 0.000
#> SAMPLE_794 4 0.000
#> SAMPLE_795 4 1.000
#> SAMPLE_796 2 0.000
#> SAMPLE_797 3 0.000
#> SAMPLE_798 3 0.000
#> SAMPLE_799 1 0.000
#> SAMPLE_800 1 0.000
#> SAMPLE_801 3 0.000
#> SAMPLE_802 3 1.000
#> SAMPLE_803 1 0.000
#> SAMPLE_804 3 0.000
#> SAMPLE_805 3 1.000
#> SAMPLE_806 3 0.000
#> SAMPLE_807 2 1.000
#> SAMPLE_808 2 0.000
#> SAMPLE_809 2 0.000
#> SAMPLE_810 2 0.000
#> SAMPLE_811 2 0.000
#> SAMPLE_812 2 0.000
#> SAMPLE_813 2 0.000
#> SAMPLE_814 2 0.000
#> SAMPLE_815 3 0.000
#> SAMPLE_816 4 0.000
#> SAMPLE_817 4 0.000
#> SAMPLE_818 3 0.000
#> SAMPLE_819 4 0.000
#> SAMPLE_820 4 0.000
#> SAMPLE_821 4 0.000
#> SAMPLE_822 3 0.000
#> SAMPLE_823 4 0.000
#> SAMPLE_824 4 0.000
#> SAMPLE_825 4 0.000
#> SAMPLE_826 3 0.000
#> SAMPLE_827 4 0.000
#> SAMPLE_828 1 0.000
#> SAMPLE_829 4 0.000
#> SAMPLE_830 4 0.000
#> SAMPLE_831 4 0.000
#> SAMPLE_832 4 0.000
#> SAMPLE_833 1 1.000
#> SAMPLE_834 3 0.000
#> SAMPLE_835 4 0.000
#> SAMPLE_836 4 0.000
#> SAMPLE_837 4 0.000
#> SAMPLE_838 2 1.000
#> SAMPLE_840 2 0.000
#> SAMPLE_841 4 0.000
#> SAMPLE_842 2 0.000
#> SAMPLE_843 4 0.000
#> SAMPLE_844 3 0.747
#> SAMPLE_846 2 0.000
#> SAMPLE_848 3 1.000
#> SAMPLE_849 3 0.000
#> SAMPLE_850 1 0.000
#> SAMPLE_851 1 0.000
#> SAMPLE_853 4 0.000
#> SAMPLE_855 1 1.000
#> SAMPLE_856 1 0.000
#> SAMPLE_859 1 0.000
#> SAMPLE_860 1 0.502
#> SAMPLE_861 3 0.000
#> SAMPLE_862 3 0.000
#> SAMPLE_863 1 0.000
#> SAMPLE_864 1 0.000
#> SAMPLE_865 2 0.000
#> SAMPLE_866 4 0.000
#> SAMPLE_867 2 0.000
#> SAMPLE_868 3 0.000
#> SAMPLE_869 1 0.000
#> SAMPLE_871 4 0.000
#> SAMPLE_874 1 0.000
#> SAMPLE_876 4 0.000
#> SAMPLE_879 1 0.000
#> SAMPLE_880 3 1.000
#> SAMPLE_884 1 0.000
#> SAMPLE_885 3 0.000
#> SAMPLE_886 3 1.000
#> SAMPLE_887 2 0.000
#> SAMPLE_889 1 0.000
#> SAMPLE_890 1 0.000
#> SAMPLE_892 1 0.000
#> SAMPLE_894 1 0.000
#> SAMPLE_895 2 0.000
#> SAMPLE_896 4 0.000
#> SAMPLE_898 3 1.000
#> SAMPLE_899 3 0.000
#> SAMPLE_900 1 1.000
#> SAMPLE_901 1 1.000
#> SAMPLE_902 1 0.000
#> SAMPLE_903 1 0.000
#> SAMPLE_904 3 0.000
#> SAMPLE_905 3 0.000
#> SAMPLE_907 1 0.751
#> SAMPLE_908 4 1.000
#> SAMPLE_909 2 1.000
#> SAMPLE_910 2 1.000
#> SAMPLE_911 2 0.000
#> SAMPLE_912 2 0.000
#> SAMPLE_913 1 0.000
#> SAMPLE_914 1 0.000
#> SAMPLE_915 3 0.000
#> SAMPLE_916 3 0.000
#> SAMPLE_917 3 0.000
#> SAMPLE_918 3 0.000
#> SAMPLE_919 3 0.000
#> SAMPLE_920 3 0.000
#> SAMPLE_921 3 0.000
#> SAMPLE_922 3 0.000
#> SAMPLE_923 1 0.000
#> SAMPLE_924 1 0.000
#> SAMPLE_925 3 0.000
#> SAMPLE_926 1 0.000
#> SAMPLE_927 4 0.000
#> SAMPLE_928 4 0.000
#> SAMPLE_929 3 0.000
#> SAMPLE_930 3 0.000
#> SAMPLE_931 1 0.000
#> SAMPLE_932 1 0.000
#> SAMPLE_933 1 0.000
#> SAMPLE_934 3 0.000
#> SAMPLE_935 1 1.000
#> SAMPLE_936 1 0.000
#> SAMPLE_937 1 0.000
#> SAMPLE_938 4 0.000
#> SAMPLE_939 1 0.000
#> SAMPLE_940 3 1.000
#> SAMPLE_941 3 0.000
#> SAMPLE_942 4 0.000
#> SAMPLE_943 3 0.000
#> SAMPLE_944 4 0.000
#> SAMPLE_945 3 0.000
#> SAMPLE_946 3 0.000
#> SAMPLE_947 1 0.253
#> SAMPLE_948 3 1.000
#> SAMPLE_949 3 1.000
#> SAMPLE_950 3 0.000
#> SAMPLE_951 4 0.000
#> SAMPLE_952 4 1.000
#> SAMPLE_953 3 0.000
#> SAMPLE_954 3 0.000
#> SAMPLE_955 3 0.000
#> SAMPLE_956 3 0.000
#> SAMPLE_957 3 1.000
#> SAMPLE_958 3 1.000
#> SAMPLE_959 3 0.000
#> SAMPLE_960 3 0.498
#> SAMPLE_961 1 0.000
#> SAMPLE_962 1 1.000
#> SAMPLE_963 3 0.000
#> SAMPLE_964 3 0.000
#> SAMPLE_965 4 0.000
#> SAMPLE_966 3 0.000
#> SAMPLE_967 3 0.000
#> SAMPLE_968 4 1.000
#> SAMPLE_969 3 0.000
#> SAMPLE_970 3 0.000
#> SAMPLE_971 1 0.000
#> SAMPLE_972 3 0.000
#> SAMPLE_973 2 0.000
#> SAMPLE_975 1 0.000
#> SAMPLE_980 1 1.000
#> SAMPLE_981 1 0.000
#> SAMPLE_982 1 0.000
#> SAMPLE_987 4 0.751
#> SAMPLE_989 1 1.000
#> SAMPLE_990 4 0.000
#> SAMPLE_993 1 0.751
#> SAMPLE_994 1 0.000
#> SAMPLE_995 3 0.000
#> SAMPLE_996 3 0.000
#> SAMPLE_997 1 0.000
#> SAMPLE_998 1 0.000
#> SAMPLE_999 1 0.000
#> SAMPLE_1000 3 0.000
#> SAMPLE_1001 1 0.000
#> SAMPLE_1002 3 0.000
#> SAMPLE_1003 3 0.000
#> SAMPLE_1004 3 0.000
#> SAMPLE_1005 3 0.000
#> SAMPLE_1006 3 0.000
#> SAMPLE_1007 3 0.747
#> SAMPLE_1008 1 0.000
#> SAMPLE_1009 3 0.000
#> SAMPLE_1010 3 0.000
#> SAMPLE_1011 3 0.000
#> SAMPLE_1012 4 0.000
#> SAMPLE_1013 3 0.000
#> SAMPLE_1014 1 0.000
#> SAMPLE_1015 1 1.000
#> SAMPLE_1016 3 0.000
#> SAMPLE_1017 4 0.000
#> SAMPLE_1018 3 0.000
#> SAMPLE_1019 3 0.000
#> SAMPLE_1020 3 0.000
#> SAMPLE_1021 3 0.000
#> SAMPLE_1022 3 0.000
#> SAMPLE_1023 3 0.000
#> SAMPLE_1024 4 0.000
#> SAMPLE_1025 3 0.000
#> SAMPLE_1026 3 0.000
#> SAMPLE_1027 3 0.000
#> SAMPLE_1028 3 0.000
#> SAMPLE_1029 3 0.000
#> SAMPLE_1030 3 0.000
#> SAMPLE_1031 3 0.000
#> SAMPLE_1032 3 0.000
#> SAMPLE_1033 3 0.000
#> SAMPLE_1034 3 0.000
#> SAMPLE_1035 3 0.000
#> SAMPLE_1036 3 0.000
#> SAMPLE_1037 3 0.000
#> SAMPLE_1040 1 1.000
#> SAMPLE_1041 2 0.000
#> SAMPLE_1042 2 0.000
#> SAMPLE_1043 3 0.000
#> SAMPLE_1044 1 0.000
#> SAMPLE_1045 1 0.000
#> SAMPLE_1046 1 1.000
#> SAMPLE_1047 3 0.000
#> SAMPLE_1048 1 0.000
#> SAMPLE_1049 1 0.000
#> SAMPLE_1050 3 0.000
#> SAMPLE_1051 1 0.000
#> SAMPLE_1052 3 0.253
#> SAMPLE_1053 3 0.000
#> SAMPLE_1054 1 0.751
#> SAMPLE_1055 3 0.000
#> SAMPLE_1056 1 1.000
#> SAMPLE_1057 1 0.000
#> SAMPLE_1058 1 0.000
#> SAMPLE_1059 1 0.000
#> SAMPLE_1060 3 0.000
#> SAMPLE_1061 1 0.000
#> SAMPLE_1062 1 1.000
#> SAMPLE_1063 1 0.000
#> SAMPLE_1067 1 0.000
#> SAMPLE_1068 1 0.000
#> SAMPLE_1069 1 0.000
#> SAMPLE_1070 3 0.000
#> SAMPLE_1071 1 0.000
#> SAMPLE_1072 1 1.000
#> SAMPLE_1073 1 0.000
#> SAMPLE_1074 1 0.000
#> SAMPLE_1075 1 1.000
#> SAMPLE_1076 1 0.000
#> SAMPLE_1077 1 0.000
#> SAMPLE_1078 3 1.000
#> SAMPLE_1079 1 0.000
#> SAMPLE_1080 1 1.000
#> SAMPLE_1081 1 0.000
#> SAMPLE_1082 3 1.000
#> SAMPLE_1083 3 1.000
#> SAMPLE_1084 1 0.000
#> SAMPLE_1085 3 0.000
#> SAMPLE_1086 1 1.000
#> SAMPLE_1087 3 0.000
#> SAMPLE_1088 2 0.000
#> SAMPLE_1089 2 0.000
#> SAMPLE_1090 1 0.000
#> SAMPLE_1091 1 0.000
#> SAMPLE_1092 1 0.000
#> SAMPLE_1093 3 0.000
#> SAMPLE_1094 3 0.000
#> SAMPLE_1095 1 1.000
#> SAMPLE_1096 1 1.000
#> SAMPLE_1097 3 0.000
#> SAMPLE_1098 1 1.000
#> SAMPLE_1100 1 0.751
#> SAMPLE_1101 1 0.000
#> SAMPLE_1102 1 0.000
#> SAMPLE_1103 1 0.000
#> SAMPLE_1104 1 0.000
#> SAMPLE_1105 1 0.000
#> SAMPLE_1106 1 0.000
#> SAMPLE_1107 1 0.000
#> SAMPLE_1108 1 0.000
#> SAMPLE_1109 1 0.000
#> SAMPLE_1110 1 0.000
#> SAMPLE_1112 3 0.000
#> SAMPLE_1113 1 0.000
#> SAMPLE_1114 1 0.000
#> SAMPLE_1115 3 0.000
#> SAMPLE_1117 3 1.000
#> SAMPLE_1118 1 0.000
#> SAMPLE_1119 3 0.000
#> SAMPLE_1120 1 0.000
#> SAMPLE_1121 3 0.000
#> SAMPLE_1122 3 1.000
#> SAMPLE_1123 1 1.000
#> SAMPLE_1124 1 0.000
#> SAMPLE_1125 3 1.000
#> SAMPLE_1126 1 0.000
#> SAMPLE_1127 1 0.000
#> SAMPLE_1128 1 0.000
#> SAMPLE_1129 1 0.000
#> SAMPLE_1130 1 0.000
#> SAMPLE_1131 3 0.000
#> SAMPLE_1132 3 1.000
#> SAMPLE_1133 3 1.000
#> SAMPLE_1134 3 0.000
#> SAMPLE_1135 3 1.000
#> SAMPLE_1136 3 0.000
#> SAMPLE_1137 3 0.000
#> SAMPLE_1138 3 1.000
#> SAMPLE_1139 3 0.000
#> SAMPLE_1140 3 0.000
#> SAMPLE_1141 3 0.000
#> SAMPLE_1142 3 0.000
#> SAMPLE_1143 1 0.000
#> SAMPLE_1144 1 0.000
#> SAMPLE_1145 1 0.000
#> SAMPLE_1146 1 0.000
#> SAMPLE_1147 3 0.000
#> SAMPLE_1148 1 0.000
#> SAMPLE_1150 3 0.000
#> SAMPLE_1151 1 0.000
#> SAMPLE_1152 3 1.000
#> SAMPLE_1153 3 0.000
#> SAMPLE_1154 3 0.000
#> SAMPLE_1155 3 0.000
#> SAMPLE_1156 3 0.000
#> SAMPLE_1157 3 0.000
#> SAMPLE_1158 1 0.000
#> SAMPLE_1162 1 0.000
#> SAMPLE_1163 3 0.000
#> SAMPLE_1164 4 0.000
#> SAMPLE_1165 3 0.000
#> SAMPLE_1166 3 0.000
#> SAMPLE_1167 3 0.000
#> SAMPLE_1170 4 0.000
#> SAMPLE_1171 1 0.000
#> SAMPLE_1172 2 0.000
#> SAMPLE_1173 3 0.000
#> SAMPLE_1174 3 0.000
#> SAMPLE_1175 3 0.000
#> SAMPLE_1176 3 0.000
#> SAMPLE_1177 3 0.000
#> SAMPLE_1178 1 1.000
#> SAMPLE_1179 1 0.000
#> SAMPLE_1180 1 0.000
#> SAMPLE_1181 1 0.000
#> SAMPLE_1182 3 0.000
#> SAMPLE_1183 3 0.000
#> SAMPLE_1184 3 1.000
#> SAMPLE_1185 1 0.000
#> SAMPLE_1186 1 0.000
#> SAMPLE_1187 1 1.000
#> SAMPLE_1188 4 0.000
#> SAMPLE_1189 4 0.000
#> SAMPLE_1190 1 0.000
#> SAMPLE_1191 1 0.000
#> SAMPLE_1193 1 0.000
#> SAMPLE_1194 1 1.000
#> SAMPLE_1195 3 1.000
#> SAMPLE_1196 1 0.000
#> SAMPLE_1197 3 0.000
#> SAMPLE_1198 3 0.000
#> SAMPLE_1199 1 1.000
#> SAMPLE_1200 1 0.000
#> SAMPLE_1201 1 0.000
#> SAMPLE_1202 1 1.000
#> SAMPLE_1203 2 0.000
#> SAMPLE_1204 1 0.000
#> SAMPLE_1205 1 0.000
#> SAMPLE_1207 4 0.000
#> SAMPLE_1208 1 0.000
#> SAMPLE_1210 3 0.000
#> SAMPLE_1214 4 0.000
#> SAMPLE_1215 1 0.000
#> SAMPLE_1216 2 0.000
#> SAMPLE_1217 2 0.000
#> SAMPLE_1218 2 0.000
#> SAMPLE_1219 3 0.000
#> SAMPLE_1220 1 1.000
#> SAMPLE_1221 1 0.000
#> SAMPLE_1222 3 0.000
#> SAMPLE_1223 4 0.000
#> SAMPLE_1224 1 1.000
#> SAMPLE_1225 4 0.000
#> SAMPLE_1226 2 0.000
#> SAMPLE_1227 3 0.000
#> SAMPLE_1228 1 0.000
#> SAMPLE_1229 3 0.000
#> SAMPLE_1230 1 0.000
#> SAMPLE_1231 1 0.000
#> SAMPLE_1232 1 0.000
#> SAMPLE_1233 3 1.000
#> SAMPLE_1234 1 0.000
#> SAMPLE_1235 1 0.000
#> SAMPLE_1236 1 0.000
#> SAMPLE_1237 1 1.000
#> SAMPLE_1238 1 1.000
#> SAMPLE_1239 3 0.000
#> SAMPLE_1240 1 0.000
#> SAMPLE_1244 1 0.000
#> SAMPLE_1245 1 1.000
#> SAMPLE_1246 1 0.000
#> SAMPLE_1247 1 0.000
#> SAMPLE_1248 3 1.000
#> SAMPLE_1249 1 0.000
#> SAMPLE_1250 1 0.000
#> SAMPLE_1251 4 0.000
#> SAMPLE_1256 1 0.000
#> SAMPLE_1257 3 0.000
#> SAMPLE_1258 1 0.000
#> SAMPLE_1259 2 0.000
#> SAMPLE_1260 2 0.000
#> SAMPLE_1261 2 0.000
#> SAMPLE_1262 2 0.000
#> SAMPLE_1263 4 0.000
#> SAMPLE_1265 3 0.000
#> SAMPLE_1266 3 0.000
#> SAMPLE_1267 3 0.000
#> SAMPLE_1269 1 0.000
#> SAMPLE_1270 3 0.000
#> SAMPLE_1271 3 0.000
#> SAMPLE_1272 3 0.000
#> SAMPLE_1273 3 0.000
#> SAMPLE_1274 1 0.000
#> SAMPLE_1275 1 1.000
#> SAMPLE_1276 2 0.000
#> SAMPLE_1277 2 0.000
#> SAMPLE_1278 2 0.000
#> SAMPLE_1279 4 0.000
#> SAMPLE_1280 3 0.000
#> SAMPLE_1282 1 0.000
#> SAMPLE_1283 1 0.000
#> SAMPLE_1284 2 0.000
#> SAMPLE_1285 4 0.000
#> SAMPLE_1286 2 0.000
#> SAMPLE_1288 3 0.000
#> SAMPLE_1289 4 0.000
#> SAMPLE_1290 3 0.000
#> SAMPLE_1291 1 0.000
#> SAMPLE_1292 1 0.000
#> SAMPLE_1293 1 0.000
#> SAMPLE_1294 1 0.000
#> SAMPLE_1295 3 0.000
#> SAMPLE_1296 4 0.000
#> SAMPLE_1297 1 0.000
#> SAMPLE_1298 3 0.000
#> SAMPLE_1299 4 0.000
#> SAMPLE_1300 4 0.000
#> SAMPLE_1301 1 1.000
#> SAMPLE_1302 3 0.000
#> SAMPLE_1303 3 0.000
#> SAMPLE_1304 3 0.000
#> SAMPLE_1305 4 1.000
#> SAMPLE_1306 3 0.000
#> SAMPLE_1307 1 0.000
#> SAMPLE_1308 3 0.000
#> SAMPLE_1309 3 0.000
#> SAMPLE_1310 1 0.000
#> SAMPLE_1311 4 0.000
#> SAMPLE_1312 1 1.000
#> SAMPLE_1313 3 0.000
#> SAMPLE_1314 3 1.000
#> SAMPLE_1315 3 0.000
#> SAMPLE_1316 1 0.000
#> SAMPLE_1317 1 0.000
#> SAMPLE_1318 1 1.000
#> SAMPLE_1319 3 0.000
#> SAMPLE_1320 3 0.000
#> SAMPLE_1321 1 0.000
#> SAMPLE_1322 3 0.000
#> SAMPLE_1323 1 0.000
#> SAMPLE_1324 1 0.000
#> SAMPLE_1325 3 0.000
#> SAMPLE_1326 1 0.000
#> SAMPLE_1327 1 0.000
#> SAMPLE_1328 3 0.000
#> SAMPLE_1329 1 0.000
#> SAMPLE_1330 1 0.000
#> SAMPLE_1331 1 0.000
#> SAMPLE_1332 1 0.000
#> SAMPLE_1333 1 0.000
#> SAMPLE_1334 1 0.000
#> SAMPLE_1335 1 0.000
#> SAMPLE_1337 3 0.000
#> SAMPLE_1338 2 1.000
#> SAMPLE_1339 3 0.000
#> SAMPLE_1340 1 0.000
#> SAMPLE_1341 1 0.000
#> SAMPLE_1342 3 0.000
#> SAMPLE_1343 1 0.000
#> SAMPLE_1344 1 0.000
#> SAMPLE_1345 4 0.000
#> SAMPLE_1346 1 0.000
#> SAMPLE_1347 3 0.000
#> SAMPLE_1348 2 0.000
#> SAMPLE_1349 1 0.000
#> SAMPLE_1350 3 0.000
#> SAMPLE_1351 4 0.000
#> SAMPLE_1352 2 0.249
#> SAMPLE_1354 3 0.000
#> SAMPLE_1355 2 0.000
#> SAMPLE_1386 1 1.000
#> SAMPLE_1387 3 0.000
#> SAMPLE_1388 2 0.000
#> SAMPLE_1389 2 0.000
#> SAMPLE_1390 1 1.000
#> SAMPLE_1391 1 0.000
#> SAMPLE_1392 1 0.000
#> SAMPLE_1393 1 0.000
#> SAMPLE_1394 1 1.000
#> SAMPLE_1395 1 0.000
#> SAMPLE_1396 1 0.000
#> SAMPLE_1397 3 0.000
#> SAMPLE_1398 4 0.000
#> SAMPLE_1399 3 1.000
#> SAMPLE_1400 1 0.000
#> SAMPLE_1401 3 0.000
#> SAMPLE_1402 3 0.000
#> SAMPLE_1403 2 0.000
#> SAMPLE_1404 4 0.000
#> SAMPLE_1405 1 0.000
#> SAMPLE_1406 1 0.000
#> SAMPLE_1407 1 0.000
#> SAMPLE_1408 1 0.000
#> SAMPLE_1409 3 0.000
#> SAMPLE_1410 1 0.000
#> SAMPLE_1411 1 0.000
#> SAMPLE_1412 2 0.000
#> SAMPLE_1419 3 0.000
#> SAMPLE_1420 3 0.000
#> SAMPLE_1421 1 0.000
#> SAMPLE_1422 1 0.000
#> SAMPLE_1423 1 0.000
#> SAMPLE_1424 1 0.000
#> SAMPLE_1425 4 0.000
#> SAMPLE_1426 4 0.000
#> SAMPLE_1428 3 0.000
#> SAMPLE_1429 3 0.000
#> SAMPLE_1430 1 0.000
#> SAMPLE_1431 3 0.000
#> SAMPLE_1432 1 0.000
#> SAMPLE_1434 3 0.000
#> SAMPLE_1435 1 0.000
#> SAMPLE_1436 1 0.000
#> SAMPLE_1437 1 0.000
#> SAMPLE_1438 1 0.000
#> SAMPLE_1439 1 0.000
#> SAMPLE_1441 1 0.000
#> SAMPLE_1442 3 0.000
#> SAMPLE_1443 3 0.000
#> SAMPLE_1444 1 0.000
#> SAMPLE_1445 1 0.000
#> SAMPLE_1446 3 0.000
#> SAMPLE_1449 1 0.000
#> SAMPLE_1450 1 0.000
#> SAMPLE_1451 1 0.000
#> SAMPLE_1452 1 0.000
#> SAMPLE_1453 3 0.000
#> SAMPLE_1454 1 0.000
#> SAMPLE_1455 3 0.000
#> SAMPLE_1456 3 0.000
#> SAMPLE_1457 3 0.000
#> SAMPLE_1458 3 0.000
#> SAMPLE_1459 3 1.000
#> SAMPLE_1460 3 0.000
#> SAMPLE_1461 4 0.000
#> SAMPLE_1462 1 0.000
#> SAMPLE_1463 1 1.000
#> SAMPLE_1464 1 0.751
#> SAMPLE_1465 1 0.000
#> SAMPLE_1466 1 0.000
#> SAMPLE_1467 1 1.000
#> SAMPLE_1468 1 0.000
#> SAMPLE_1469 1 1.000
#> SAMPLE_1470 1 0.000
#> SAMPLE_1471 1 0.000
#> SAMPLE_1472 1 0.000
#> SAMPLE_1473 1 0.000
#> SAMPLE_1474 1 0.000
#> SAMPLE_1475 1 0.000
#> SAMPLE_1476 3 1.000
#> SAMPLE_1477 1 0.000
#> SAMPLE_1478 1 0.000
#> SAMPLE_1479 1 0.000
#> SAMPLE_1480 3 0.000
#> SAMPLE_1481 1 0.000
#> SAMPLE_1482 1 1.000
#> SAMPLE_1483 1 0.000
#> SAMPLE_1484 1 0.000
#> SAMPLE_1485 1 0.000
#> SAMPLE_1486 1 0.000
#> SAMPLE_1487 1 0.000
#> SAMPLE_1488 1 0.000
#> SAMPLE_1491 3 0.000
#> SAMPLE_1492 4 0.000
#> SAMPLE_1493 4 0.000
#> SAMPLE_1494 4 0.253
#> SAMPLE_1495 2 0.000
#> SAMPLE_1496 4 0.000
#> SAMPLE_1497 4 0.000
#> SAMPLE_1498 4 0.000
#> SAMPLE_1499 2 0.000
#> SAMPLE_1500 4 0.000
#> SAMPLE_1501 2 0.000
#> SAMPLE_1502 2 0.000
#> SAMPLE_1503 2 0.000
#> SAMPLE_1504 4 1.000
#> SAMPLE_1505 2 0.000
#> SAMPLE_1506 2 0.000
#> SAMPLE_1507 4 0.000
#> SAMPLE_1508 4 0.000
#> SAMPLE_1509 4 0.000
#> SAMPLE_1510 4 0.000
#> SAMPLE_1511 4 0.000
#> SAMPLE_1512 1 0.000
#> SAMPLE_1513 2 0.000
#> SAMPLE_1514 1 1.000
#> SAMPLE_1515 2 0.000
#> SAMPLE_1516 2 0.000
#> SAMPLE_1517 4 1.000
#> SAMPLE_1518 2 0.000
#> SAMPLE_1519 2 0.000
#> SAMPLE_1520 2 0.000
#> SAMPLE_1521 4 0.000
#> SAMPLE_1522 4 0.000
#> SAMPLE_1524 3 0.000
#> SAMPLE_1526 3 0.000
#> SAMPLE_1527 1 0.000
#> SAMPLE_1528 1 0.000
#> SAMPLE_1529 1 0.000
#> SAMPLE_1530 1 0.000
#> SAMPLE_1531 1 0.000
#> SAMPLE_1532 1 0.000
#> SAMPLE_1533 1 0.000
#> SAMPLE_1534 3 0.000
#> SAMPLE_1535 1 0.000
#> SAMPLE_1536 3 0.000
#> SAMPLE_1537 4 0.000
#> SAMPLE_1538 1 0.000
#> SAMPLE_1539 1 0.000
#> SAMPLE_1540 1 0.000
#> SAMPLE_1541 3 1.000
#> SAMPLE_1542 1 0.000
#> SAMPLE_1543 1 0.000
#> SAMPLE_1544 3 1.000
#> SAMPLE_1545 1 1.000
#> SAMPLE_1546 3 0.000
#> SAMPLE_1547 4 0.000
#> SAMPLE_1548 3 0.000
#> SAMPLE_1549 1 0.000
#> SAMPLE_1550 3 1.000
#> SAMPLE_1551 1 0.000
#> SAMPLE_1552 1 0.000
#> SAMPLE_1553 2 0.000
#> SAMPLE_1554 3 1.000
#> SAMPLE_1555 4 0.000
#> SAMPLE_1556 3 0.000
#> SAMPLE_1557 3 0.000
#> SAMPLE_1558 3 0.000
#> SAMPLE_1559 4 0.000
#> SAMPLE_1560 3 1.000
#> SAMPLE_1561 4 0.000
#> SAMPLE_1562 4 0.000
#> SAMPLE_1563 3 0.000
#> SAMPLE_1564 4 0.000
#> SAMPLE_1565 3 0.000
#> SAMPLE_1566 3 1.000
#> SAMPLE_1567 4 0.000
#> SAMPLE_1568 2 0.249
#> SAMPLE_1569 2 0.000
#> SAMPLE_1570 2 0.000
#> SAMPLE_1571 4 0.000
#> SAMPLE_1572 2 0.000
#> SAMPLE_1573 2 0.000
#> SAMPLE_1574 4 0.000
#> SAMPLE_1575 3 0.000
#> SAMPLE_1576 4 0.000
#> SAMPLE_1577 3 0.000
#> SAMPLE_1578 3 0.000
#> SAMPLE_1580 4 0.000
#> SAMPLE_1581 2 1.000
#> SAMPLE_1583 1 0.000
#> SAMPLE_1584 1 0.000
#> SAMPLE_1585 1 0.000
#> SAMPLE_1586 3 0.000
#> SAMPLE_1587 1 0.000
#> SAMPLE_1588 1 0.000
#> SAMPLE_1589 1 0.000
#> SAMPLE_1590 1 0.000
#> SAMPLE_1591 1 0.000
#> SAMPLE_1592 1 0.000
#> SAMPLE_1593 1 0.000
#> SAMPLE_1594 1 0.000
#> SAMPLE_1595 3 0.000
#> SAMPLE_1596 1 0.000
#> SAMPLE_1597 1 0.000
#> SAMPLE_1598 1 0.000
#> SAMPLE_1599 3 0.000
#> SAMPLE_1600 3 0.000
#> SAMPLE_1601 3 0.000
#> SAMPLE_1602 2 0.000
#> SAMPLE_1604 4 0.000
#> SAMPLE_1608 3 0.000
#> SAMPLE_1609 1 0.000
#> SAMPLE_1610 1 0.000
#> SAMPLE_1611 3 0.000
#> SAMPLE_1612 1 0.000
#> SAMPLE_1613 1 0.000
#> SAMPLE_1614 1 0.000
#> SAMPLE_1615 1 0.000
#> SAMPLE_1616 1 0.000
#> SAMPLE_1617 1 0.000
#> SAMPLE_1618 1 0.000
#> SAMPLE_1619 1 0.000
#> SAMPLE_1620 1 0.000
#> SAMPLE_1621 1 0.000
#> SAMPLE_1622 1 0.000
#> SAMPLE_1623 1 0.000
#> SAMPLE_1624 1 0.000
#> SAMPLE_1625 2 0.000
#> SAMPLE_1627 2 0.000
#> SAMPLE_1628 2 0.000
#> SAMPLE_1629 3 0.000
#> SAMPLE_1630 1 0.000
#> SAMPLE_1631 1 0.000
#> SAMPLE_1632 1 0.000
#> SAMPLE_1633 3 0.000
#> SAMPLE_1634 4 0.000
#> SAMPLE_1635 2 0.000
#> SAMPLE_1636 4 0.000
#> SAMPLE_1637 3 1.000
#> SAMPLE_1638 2 0.000
#> SAMPLE_1639 3 0.000
#> SAMPLE_1640 4 0.000
#> SAMPLE_1641 4 0.000
#> SAMPLE_1642 4 0.000
#> SAMPLE_1643 2 0.000
#> SAMPLE_1644 4 0.000
#> SAMPLE_1645 1 0.000
#> SAMPLE_1646 2 0.000
#> SAMPLE_1647 4 0.000
#> SAMPLE_1648 4 0.000
#> SAMPLE_1649 4 0.000
#> SAMPLE_1650 3 0.000
#> SAMPLE_1651 1 0.000
#> SAMPLE_1652 4 0.000
#> SAMPLE_1653 3 0.000
#> SAMPLE_1654 2 0.000
#> SAMPLE_1655 4 0.000
#> SAMPLE_1656 4 0.000
#> SAMPLE_1657 3 0.000
#> SAMPLE_1658 4 0.000
#> SAMPLE_1659 1 1.000
#> SAMPLE_1660 3 0.000
#> SAMPLE_1661 1 1.000
#> SAMPLE_1662 1 0.000
#> SAMPLE_1663 3 0.502
#> SAMPLE_1665 2 0.000
#> SAMPLE_1666 3 0.000
#> SAMPLE_1668 3 0.000
#> SAMPLE_1669 1 1.000
#> SAMPLE_1670 1 0.000
#> SAMPLE_1671 4 0.000
#> SAMPLE_1672 1 0.000
#> SAMPLE_1674 4 0.000
#> SAMPLE_1675 4 0.000
#> SAMPLE_1676 4 0.000
#> SAMPLE_1678 1 0.253
#> SAMPLE_1679 1 0.000
#> SAMPLE_1680 1 0.000
#> SAMPLE_1681 4 0.000
#> SAMPLE_1683 1 0.000
#> SAMPLE_1684 3 0.000
#> SAMPLE_1685 4 0.000
#> SAMPLE_1686 4 0.000
#> SAMPLE_1687 1 0.000
#> SAMPLE_1688 1 0.000
#> SAMPLE_1689 1 1.000
#> SAMPLE_1690 1 1.000
#> SAMPLE_1691 1 0.000
#> SAMPLE_1692 1 0.000
#> SAMPLE_1693 1 0.000
#> SAMPLE_1695 3 1.000
#> SAMPLE_1696 3 0.000
#> SAMPLE_1697 3 0.000
#> SAMPLE_1699 1 1.000
#> SAMPLE_1700 1 0.000
#> SAMPLE_1701 3 0.000
#> SAMPLE_1702 3 0.000
#> SAMPLE_1703 1 0.000
#> SAMPLE_1704 1 0.000
#> SAMPLE_1705 1 0.000
#> SAMPLE_1706 1 0.751
#> SAMPLE_1707 1 0.000
#> SAMPLE_1708 1 0.000
#> SAMPLE_1710 1 0.000
#> SAMPLE_1711 1 0.000
#> SAMPLE_1713 3 0.000
#> SAMPLE_1714 3 0.000
#> SAMPLE_1715 1 0.000
#> SAMPLE_1716 4 0.000
#> SAMPLE_1717 3 0.000
#> SAMPLE_1718 2 1.000
#> SAMPLE_1719 1 0.000
#> SAMPLE_1720 4 0.000
#> SAMPLE_1721 4 1.000
#> SAMPLE_1722 1 0.000
#> SAMPLE_1723 1 0.000
#> SAMPLE_1724 4 0.000
#> SAMPLE_1725 1 0.000
#> SAMPLE_1726 4 0.000
#> SAMPLE_1727 2 0.000
#> SAMPLE_1728 1 0.000
#> SAMPLE_1729 4 0.000
#> SAMPLE_1730 1 0.000
#> SAMPLE_1731 1 0.000
#> SAMPLE_1732 2 0.000
#> SAMPLE_1734 1 1.000
#> SAMPLE_1737 4 0.000
#> SAMPLE_1738 1 0.000
#> SAMPLE_1739 3 0.000
#> SAMPLE_1740 4 1.000
#> SAMPLE_1741 1 0.000
#> SAMPLE_1742 1 0.000
#> SAMPLE_1743 1 0.751
#> SAMPLE_1744 3 0.000
#> SAMPLE_1745 4 0.000
#> SAMPLE_1746 1 0.000
#> SAMPLE_1747 4 0.000
#> SAMPLE_1748 1 0.000
#> SAMPLE_1749 4 0.000
#> SAMPLE_1750 4 0.000
#> SAMPLE_1751 4 0.000
#> SAMPLE_1752 1 0.751
#> SAMPLE_1753 1 0.000
#> SAMPLE_1754 4 0.000
#> SAMPLE_1755 1 0.000
#> SAMPLE_1756 1 0.000
#> SAMPLE_1757 3 0.000
#> SAMPLE_1758 1 0.000
#> SAMPLE_1759 1 0.000
#> SAMPLE_1760 4 1.000
#> SAMPLE_1761 4 0.000
#> SAMPLE_1762 2 0.000
#> SAMPLE_1763 1 1.000
#> SAMPLE_1764 2 0.000
#> SAMPLE_1765 2 0.000
#> SAMPLE_1766 1 0.000
#> SAMPLE_1767 1 0.000
#> SAMPLE_1768 3 0.253
#> SAMPLE_1769 3 0.000
#> SAMPLE_1770 3 1.000
#> SAMPLE_1771 3 0.000
#> SAMPLE_1772 1 0.000
#> SAMPLE_1773 3 1.000
#> SAMPLE_1774 3 1.000
#> SAMPLE_1775 4 0.000
#> SAMPLE_1776 1 0.000
#> SAMPLE_1777 1 0.000
#> SAMPLE_1778 2 1.000
#> SAMPLE_1779 2 1.000
#> SAMPLE_1780 4 0.000
#> SAMPLE_1781 3 1.000
#> SAMPLE_1782 4 0.000
#> SAMPLE_1783 3 0.000
#> SAMPLE_1784 4 0.000
#> SAMPLE_1785 1 0.000
#> SAMPLE_1786 1 0.000
#> SAMPLE_1787 4 0.000
#> SAMPLE_1788 4 0.000
#> SAMPLE_1789 4 0.000
#> SAMPLE_1790 1 0.000
#> SAMPLE_1791 3 0.000
#> SAMPLE_1792 3 0.000
#> SAMPLE_1793 1 0.000
#> SAMPLE_1794 4 0.000
#> SAMPLE_1795 4 1.000
#> SAMPLE_1796 2 0.000
#> SAMPLE_1798 3 1.000
#> SAMPLE_1799 2 0.000
#> SAMPLE_1800 2 0.249
#> SAMPLE_1801 2 0.000
#> SAMPLE_1802 4 0.000
#> SAMPLE_1803 2 0.249
#> SAMPLE_1804 4 0.000
#> SAMPLE_1805 4 0.000
#> SAMPLE_1806 4 0.000
#> SAMPLE_1807 4 0.000
#> SAMPLE_1808 2 0.000
#> SAMPLE_1809 2 0.000
#> SAMPLE_1810 4 0.000
#> SAMPLE_1811 4 0.000
#> SAMPLE_1812 4 0.000
#> SAMPLE_1813 3 0.000
#> SAMPLE_1814 2 0.000
#> SAMPLE_1815 2 0.000
#> SAMPLE_1816 1 0.000
#> SAMPLE_1817 1 1.000
#> SAMPLE_1818 4 0.000
#> SAMPLE_1819 4 0.000
#> SAMPLE_1820 4 0.000
#> SAMPLE_1821 2 0.000
#> SAMPLE_1822 4 0.000
#> SAMPLE_1823 4 0.000
#> SAMPLE_1824 2 1.000
#> SAMPLE_1825 4 0.000
#> SAMPLE_1826 4 0.000
#> SAMPLE_1832 4 0.000
#> SAMPLE_1833 3 0.000
#> SAMPLE_1834 4 0.000
#> SAMPLE_1836 1 0.000
#> SAMPLE_1837 1 0.000
#> SAMPLE_1839 1 0.000
#> SAMPLE_1840 3 0.000
#> SAMPLE_1841 3 0.000
#> SAMPLE_1842 2 0.000
#> SAMPLE_1843 2 0.000
#> SAMPLE_1844 4 0.000
#> SAMPLE_1848 4 0.000
#> SAMPLE_1849 4 0.000
#> SAMPLE_1850 4 0.000
#> SAMPLE_1851 1 0.000
#> SAMPLE_1852 1 0.000
#> SAMPLE_1853 1 0.000
#> SAMPLE_1854 1 0.000
#> SAMPLE_1855 2 0.000
#> SAMPLE_1856 1 0.253
#> SAMPLE_1857 1 0.000
#> SAMPLE_1858 3 0.000
#> SAMPLE_1860 1 0.000
#> SAMPLE_1861 4 1.000
#> SAMPLE_1862 2 1.000
#> SAMPLE_1863 4 0.000
#> SAMPLE_1864 2 0.000
#> SAMPLE_1866 3 0.000
#> SAMPLE_1867 3 0.000
#> SAMPLE_1868 3 1.000
#> SAMPLE_1869 3 1.000
#> SAMPLE_1872 4 0.000
#> SAMPLE_1873 4 1.000
#> SAMPLE_1874 3 0.000
#> SAMPLE_1878 3 0.000
#> SAMPLE_1879 3 1.000
#> SAMPLE_1880 1 0.000
#> SAMPLE_1881 1 0.000
#> SAMPLE_1882 1 0.000
#> SAMPLE_1883 3 1.000
#> SAMPLE_1885 4 1.000
#> SAMPLE_1886 2 0.000
#> SAMPLE_1887 2 0.000
#> SAMPLE_1888 1 0.000
#> SAMPLE_1905 3 0.000
#> SAMPLE_1906 1 0.000
#> SAMPLE_1907 1 0.000
#> SAMPLE_1909 1 0.000
#> SAMPLE_1912 4 0.000
#> SAMPLE_1913 4 0.000
#> SAMPLE_1914 4 0.000
#> SAMPLE_1915 3 1.000
#> SAMPLE_1916 1 0.000
#> SAMPLE_1917 1 0.000
#> SAMPLE_1918 1 0.000
#> SAMPLE_1919 1 0.000
#> SAMPLE_1920 3 0.000
#> SAMPLE_1922 1 0.000
#> SAMPLE_1923 3 0.000
#> SAMPLE_1924 3 0.000
#> SAMPLE_1925 1 0.000
#> SAMPLE_1927 1 0.000
#> SAMPLE_1929 3 0.000
#> SAMPLE_1931 3 0.000
#> SAMPLE_1933 3 0.000
#> SAMPLE_1934 3 0.000
#> SAMPLE_1935 2 0.000
#> SAMPLE_1936 1 0.000
#> SAMPLE_1938 3 0.000
#> SAMPLE_1939 1 0.000
#> SAMPLE_1940 1 0.000
#> SAMPLE_1941 1 0.000
#> SAMPLE_1942 1 0.000
#> SAMPLE_1943 1 0.000
#> SAMPLE_1944 1 0.000
#> SAMPLE_1945 1 0.000
#> SAMPLE_1946 1 0.000
#> SAMPLE_1947 1 0.000
#> SAMPLE_1948 1 0.000
#> SAMPLE_1949 1 0.000
#> SAMPLE_1950 1 0.000
#> SAMPLE_1951 1 1.000
#> SAMPLE_1952 1 0.000
#> SAMPLE_1953 1 0.000
#> SAMPLE_1954 1 0.000
#> SAMPLE_1955 1 0.000
#> SAMPLE_1956 1 0.000
#> SAMPLE_1957 2 0.000
#> SAMPLE_1958 4 0.000
#> SAMPLE_1959 2 0.000
#> SAMPLE_1960 4 0.000
#> SAMPLE_1961 2 0.000
#> SAMPLE_1962 3 0.000
#> SAMPLE_1963 4 0.000
#> SAMPLE_1964 1 0.000
#> SAMPLE_1965 1 0.000
#> SAMPLE_1966 4 0.000
#> SAMPLE_1967 1 0.000
#> SAMPLE_1968 3 0.000
#> SAMPLE_1970 4 0.000
#> SAMPLE_1971 4 0.000
#> SAMPLE_1972 4 0.000
#> SAMPLE_1974 4 0.000
#> SAMPLE_1975 1 0.000
#> SAMPLE_1976 3 0.000
#> SAMPLE_1977 4 0.000
#> SAMPLE_1978 3 0.000
#> SAMPLE_1979 1 0.000
#> SAMPLE_1980 4 1.000
#> SAMPLE_1981 3 0.000
#> SAMPLE_1982 3 1.000
#> SAMPLE_1983 3 0.000
#> SAMPLE_1984 3 0.000
#> SAMPLE_1985 3 0.000
#> SAMPLE_1986 3 0.000
#> SAMPLE_1987 4 1.000
#> SAMPLE_1988 1 0.000
#> SAMPLE_1989 4 0.000
#> SAMPLE_1990 3 1.000
#> SAMPLE_1991 3 0.000
#> SAMPLE_1993 4 0.000
#> SAMPLE_1994 3 0.000
#> SAMPLE_1995 2 0.000
#> SAMPLE_1996 1 1.000
#> SAMPLE_1997 1 0.000
#> SAMPLE_1998 1 0.000
#> SAMPLE_1999 4 0.249
#> SAMPLE_2001 3 0.000
#> SAMPLE_2002 1 0.000
#> SAMPLE_2003 1 0.000
#> SAMPLE_2004 1 0.000
#> SAMPLE_2005 1 0.751
#> SAMPLE_2006 1 0.000
#> SAMPLE_2007 1 0.000
#> SAMPLE_2008 1 0.000
#> SAMPLE_2009 1 0.000
#> SAMPLE_2010 1 0.000
#> SAMPLE_2011 1 0.000
#> SAMPLE_2012 1 0.000
#> SAMPLE_2013 1 0.000
#> SAMPLE_2015 3 0.000
#> SAMPLE_2016 2 0.000
#> SAMPLE_2017 3 0.000
#> SAMPLE_2018 1 0.000
#> SAMPLE_2019 4 0.000
#> SAMPLE_2020 1 0.000
#> SAMPLE_2021 4 0.000
#> SAMPLE_2022 4 0.000
#> SAMPLE_2023 4 0.000
#> SAMPLE_2024 3 1.000
#> SAMPLE_2027 3 0.000
#> SAMPLE_2028 1 1.000
#> SAMPLE_2029 1 0.000
#> SAMPLE_2030 1 0.000
#> SAMPLE_2037 4 0.000
#> SAMPLE_2038 4 0.000
#> SAMPLE_2039 1 0.000
#> SAMPLE_2040 3 1.000
#> SAMPLE_2041 1 0.000
#> SAMPLE_2042 1 0.000
#> SAMPLE_2043 1 0.000
#> SAMPLE_2044 1 0.000
#> SAMPLE_2045 1 0.000
#> SAMPLE_2046 1 0.000
#> SAMPLE_2047 1 0.000
#> SAMPLE_2048 1 0.000
#> SAMPLE_2049 1 1.000
#> SAMPLE_2050 3 0.000
#> SAMPLE_2051 1 0.000
#> SAMPLE_2055 3 0.000
#> SAMPLE_2056 3 1.000
#> SAMPLE_2057 1 0.000
#> SAMPLE_2058 1 1.000
#> SAMPLE_2060 3 0.000
#> SAMPLE_2062 3 0.000
#> SAMPLE_2063 1 0.000
#> SAMPLE_2065 2 0.000
#> SAMPLE_2067 2 0.000
#> SAMPLE_2068 3 0.000
#> SAMPLE_2069 3 1.000
#> SAMPLE_2070 1 0.000
#> SAMPLE_2071 3 0.000
#> SAMPLE_2072 1 0.000
#> SAMPLE_2073 1 0.000
#> SAMPLE_2074 1 0.000
#> SAMPLE_2075 1 0.000
#> SAMPLE_2076 1 0.000
#> SAMPLE_2077 3 0.751
#> SAMPLE_2078 3 0.000
#> SAMPLE_2079 3 0.000
#> SAMPLE_2080 3 0.000
#> SAMPLE_2081 4 0.498
#> SAMPLE_2082 1 0.000
#> SAMPLE_2083 4 0.000
#> SAMPLE_2084 1 1.000
#> SAMPLE_2085 1 0.000
#> SAMPLE_2086 1 0.000
#> SAMPLE_2087 3 0.000
#> SAMPLE_2088 1 1.000
#> SAMPLE_2089 1 0.253
#> SAMPLE_2090 1 1.000
#> SAMPLE_2091 3 0.000
#> SAMPLE_2092 3 0.000
#> SAMPLE_2093 1 0.000
#> SAMPLE_2094 1 0.000
#> SAMPLE_2095 1 0.000
#> SAMPLE_2096 1 0.000
#> SAMPLE_2097 3 0.747
#> SAMPLE_2098 1 0.000
#> SAMPLE_2099 3 0.000
#> SAMPLE_2100 3 0.000
#> SAMPLE_2101 3 0.000
#> SAMPLE_2102 3 1.000
#> SAMPLE_2103 1 0.000
#> SAMPLE_2104 4 0.000
#> SAMPLE_2105 1 1.000
#> SAMPLE_2106 1 0.000
#> SAMPLE_2107 1 0.000
#> SAMPLE_2108 3 0.000
#> SAMPLE_2109 4 0.000
#> SAMPLE_2110 1 0.000
#> SAMPLE_2111 4 0.000
#> SAMPLE_2112 3 0.000
#> SAMPLE_2113 3 0.000
#> SAMPLE_2114 3 0.751
#> SAMPLE_2115 1 0.502
#> SAMPLE_2116 3 1.000
#> SAMPLE_2117 3 0.000
#> SAMPLE_2118 3 0.000
#> SAMPLE_2119 1 1.000
#> SAMPLE_2120 1 1.000
#> SAMPLE_2121 3 1.000
#> SAMPLE_2122 3 0.000
#> SAMPLE_2123 1 0.000
#> SAMPLE_2124 3 0.000
#> SAMPLE_2125 4 0.000
#> SAMPLE_2126 1 0.000
#> SAMPLE_2127 1 0.000
#> SAMPLE_2128 3 0.000
#> SAMPLE_2129 1 0.000
#> SAMPLE_2130 3 1.000
#> SAMPLE_2131 1 0.000
#> SAMPLE_2132 3 0.000
#> SAMPLE_2133 3 0.000
#> SAMPLE_2134 1 0.000
#> SAMPLE_2135 4 0.747
#> SAMPLE_2136 1 0.000
#> SAMPLE_2137 3 0.000
#> SAMPLE_2138 4 0.000
#> SAMPLE_2139 4 0.000
#> SAMPLE_2140 1 0.000
#> SAMPLE_2142 4 0.000
#> SAMPLE_2143 4 0.000
#> SAMPLE_2144 2 0.000
#> SAMPLE_2145 4 0.000
#> SAMPLE_2147 3 0.000
#> SAMPLE_2148 3 0.000
#> SAMPLE_2149 2 0.000
#> SAMPLE_2150 4 0.000
#> SAMPLE_2151 3 0.000
#> SAMPLE_2152 2 0.000
#> SAMPLE_2153 4 0.000
#> SAMPLE_2154 3 0.000
#> SAMPLE_2155 4 0.000
#> SAMPLE_2156 1 0.000
#> SAMPLE_2157 3 1.000
#> SAMPLE_2158 1 0.000
#> SAMPLE_2159 1 0.000
#> SAMPLE_2160 3 0.000
#> SAMPLE_2161 1 0.000
#> SAMPLE_2162 3 1.000
#> SAMPLE_2163 1 0.000
#> SAMPLE_2164 1 0.000
#> SAMPLE_2165 1 0.000
#> SAMPLE_2166 1 1.000
#> SAMPLE_2167 1 0.000
#> SAMPLE_2168 1 0.000
#> SAMPLE_2169 3 0.000
#> SAMPLE_2170 4 0.498
#> SAMPLE_2171 4 0.000
#> SAMPLE_2172 4 0.000
#> SAMPLE_2174 4 0.000
#> SAMPLE_2175 3 0.249
#> SAMPLE_2176 1 0.000
#> SAMPLE_2177 3 0.000
#> SAMPLE_2178 3 0.000
#> SAMPLE_2180 2 0.000
#> SAMPLE_2181 3 0.000
#> SAMPLE_2183 1 0.000
#> SAMPLE_2186 2 0.000
#> SAMPLE_2187 3 0.000
#> SAMPLE_2188 1 0.000
#> SAMPLE_2189 1 0.000
#> SAMPLE_2190 1 0.000
#> SAMPLE_2191 1 0.000
#> SAMPLE_2192 1 0.000
#> SAMPLE_2193 1 0.000
#> SAMPLE_2194 1 0.000
#> SAMPLE_2195 1 0.000
#> SAMPLE_2196 1 1.000
#> SAMPLE_2197 1 1.000
#> SAMPLE_2198 1 1.000
#> SAMPLE_2199 2 0.000
#> SAMPLE_2200 4 0.000
#> SAMPLE_2202 2 0.000
#> SAMPLE_2203 4 0.000
#> SAMPLE_2204 3 0.000
#> SAMPLE_2205 4 0.000
#> SAMPLE_2207 3 0.000
#> SAMPLE_2208 1 0.253
#> SAMPLE_2209 3 0.000
#> SAMPLE_2211 3 0.000
#> SAMPLE_2212 1 0.000
#> SAMPLE_2213 3 0.000
#> SAMPLE_2214 4 0.000
#> SAMPLE_2215 2 0.000
#> SAMPLE_2217 1 0.000
#> SAMPLE_2218 2 0.000
#> SAMPLE_2219 1 0.000
#> SAMPLE_2220 1 1.000
#> SAMPLE_2221 3 0.000
#> SAMPLE_2222 3 1.000
#> SAMPLE_2223 4 0.000
#> SAMPLE_2224 3 0.000
#> SAMPLE_2225 1 0.000
#> SAMPLE_2227 1 0.000
#> SAMPLE_2229 1 0.000
#> SAMPLE_2231 4 0.000
#> SAMPLE_2232 2 0.000
#> SAMPLE_2234 3 0.000
#> SAMPLE_2237 2 0.000
#> SAMPLE_2238 3 0.000
#> SAMPLE_2239 3 0.000
#> SAMPLE_2247 1 0.000
#> SAMPLE_2248 4 0.000
#> SAMPLE_2250 4 0.000
#> SAMPLE_2252 1 0.000
#> SAMPLE_2254 4 0.000
#> SAMPLE_2255 2 0.000
#> SAMPLE_2256 4 0.751
#> SAMPLE_2257 2 0.000
#> SAMPLE_2258 1 0.000
#> SAMPLE_2259 2 0.000
#> SAMPLE_2263 3 0.000
#> SAMPLE_2265 3 1.000
#> SAMPLE_2266 3 0.253
#> SAMPLE_2267 1 0.000
#> SAMPLE_2269 4 0.000
#> SAMPLE_2270 3 0.000
#> SAMPLE_2271 3 1.000
#> SAMPLE_2272 3 0.000
#> SAMPLE_2274 1 0.000
#> SAMPLE_2275 2 0.000
#> SAMPLE_2276 4 0.249
#> SAMPLE_2277 4 0.000
#> SAMPLE_2278 4 1.000
#> SAMPLE_2279 2 0.249
#> SAMPLE_2280 3 1.000
#> SAMPLE_2281 1 0.000
#> SAMPLE_2282 3 1.000
#> SAMPLE_2283 1 0.000
#> SAMPLE_2284 1 1.000
#> SAMPLE_2285 3 0.000
#> SAMPLE_2286 4 0.000
#> SAMPLE_2287 2 0.000
#> SAMPLE_2289 1 0.000
#> SAMPLE_2292 2 0.000
#> SAMPLE_2293 4 0.000
#> SAMPLE_2294 4 0.000
#> SAMPLE_2295 2 1.000
#> SAMPLE_2297 1 0.000
#> SAMPLE_2298 3 0.000
#> SAMPLE_2300 2 0.000
#> SAMPLE_2301 4 0.000
#> SAMPLE_2302 1 0.000
#> SAMPLE_2303 4 0.249
#> SAMPLE_2306 4 0.000
#> SAMPLE_2307 3 0.000
#> SAMPLE_2308 1 1.000
#> SAMPLE_2309 2 0.000
#> SAMPLE_2310 4 0.000
#> SAMPLE_2311 2 0.000
#> SAMPLE_2312 4 0.000
#> SAMPLE_2313 3 0.000
#> SAMPLE_2320 4 0.000
#> SAMPLE_2321 4 0.000
#> SAMPLE_2322 1 0.000
#> SAMPLE_2323 4 0.000
#> SAMPLE_2324 4 0.000
#> SAMPLE_2325 1 0.000
#> SAMPLE_2326 3 1.000
#> SAMPLE_2327 3 1.000
#> SAMPLE_2328 2 0.000
#> SAMPLE_2329 2 0.000
#> SAMPLE_2330 1 0.751
#> SAMPLE_2331 4 0.000
#> SAMPLE_2332 4 0.000
#> SAMPLE_2333 2 0.000
#> SAMPLE_2334 3 0.000
#> SAMPLE_2335 1 0.000
#> SAMPLE_2336 1 1.000
#> SAMPLE_2337 4 0.751
#> SAMPLE_2338 2 0.000
#> SAMPLE_2344 2 0.000
#> SAMPLE_2345 1 0.000
#> SAMPLE_2346 2 0.000
#> SAMPLE_2347 3 1.000
#> SAMPLE_2348 1 0.000
#> SAMPLE_2350 4 0.000
#> SAMPLE_2352 1 0.000
#> SAMPLE_2354 3 0.000
#> SAMPLE_2355 1 0.000
#> SAMPLE_2356 4 0.000
#> SAMPLE_2357 2 0.000
#> SAMPLE_2358 4 0.000
#> SAMPLE_2359 1 1.000
#> SAMPLE_2360 3 0.000
#> SAMPLE_2361 2 0.000
#> SAMPLE_2362 3 0.000
#> SAMPLE_2364 3 0.000
#> SAMPLE_2365 3 0.000
#> SAMPLE_2366 3 0.000
#> SAMPLE_2367 1 0.000
#> SAMPLE_2368 1 0.000
#> SAMPLE_2371 3 0.000
#> SAMPLE_2372 1 0.000
#> SAMPLE_2375 1 0.000
#> SAMPLE_2379 1 0.000
#> SAMPLE_2381 1 0.000
#> SAMPLE_2383 1 0.000
#> SAMPLE_2384 3 0.000
#> SAMPLE_2385 3 0.000
#> SAMPLE_2387 3 0.000
#> SAMPLE_2388 3 0.000
#> SAMPLE_2389 4 1.000
#> SAMPLE_2390 4 0.000
#> SAMPLE_2391 4 0.000
#> SAMPLE_2394 1 0.000
#> SAMPLE_2395 3 1.000
#> SAMPLE_2396 1 0.000
#> SAMPLE_2405 3 0.000
#> SAMPLE_2406 3 0.747
#> SAMPLE_2407 3 0.000
#> SAMPLE_2408 3 1.000
#> SAMPLE_2409 3 1.000
#> SAMPLE_2410 1 0.253
#> SAMPLE_2412 3 1.000
#> SAMPLE_2413 1 1.000
#> SAMPLE_2414 3 0.000
#> SAMPLE_2415 3 0.000
#> SAMPLE_2416 4 0.000
#> SAMPLE_2417 4 0.000
#> SAMPLE_2418 3 0.000
#> SAMPLE_2419 3 0.000
#> SAMPLE_2422 4 0.000
#> SAMPLE_2424 4 0.000
#> SAMPLE_2425 2 0.000
#> SAMPLE_2427 1 0.000
#> SAMPLE_2428 1 0.000
#> SAMPLE_2429 1 1.000
#> SAMPLE_2433 1 0.000
#> SAMPLE_2434 4 0.000
#> SAMPLE_2437 4 1.000
#> SAMPLE_2438 4 0.000
#> SAMPLE_2439 3 0.000
#> SAMPLE_2440 3 0.000
#> SAMPLE_2441 4 0.000
#> SAMPLE_2445 3 0.000
#> SAMPLE_2448 1 1.000
#> SAMPLE_2450 3 0.498
#> SAMPLE_2452 3 0.000
#> SAMPLE_2453 4 0.000
#> SAMPLE_2454 4 0.000
#> SAMPLE_2455 4 0.000
#> SAMPLE_2456 3 0.000
#> SAMPLE_2457 4 0.000
#> SAMPLE_2458 1 1.000
#> SAMPLE_2461 3 0.000
#> SAMPLE_2462 1 1.000
#> SAMPLE_2464 4 0.000
#> SAMPLE_2466 3 1.000
#> SAMPLE_2468 3 0.000
#> SAMPLE_2469 4 0.000
#> SAMPLE_2472 3 0.000
#> SAMPLE_2473 4 0.000
#> SAMPLE_2474 1 0.000
#> SAMPLE_2475 2 0.000
#> SAMPLE_2476 3 0.000
#> SAMPLE_2477 2 0.000
#> SAMPLE_2478 1 0.000
#> SAMPLE_2479 1 0.000
#> SAMPLE_2480 3 0.000
#> SAMPLE_2481 3 0.000
#> SAMPLE_2482 3 0.000
#> SAMPLE_2483 1 0.000
#> SAMPLE_2485 1 0.000
#> SAMPLE_2487 1 0.000
#> SAMPLE_2488 1 1.000
#> SAMPLE_2489 1 0.000
#> SAMPLE_2490 1 0.000
#> SAMPLE_2491 1 0.000
#> SAMPLE_2492 1 0.000
#> SAMPLE_2493 1 0.000
#> SAMPLE_2494 1 0.000
#> SAMPLE_2495 1 0.000
#> SAMPLE_2496 1 0.000
#> SAMPLE_2497 1 0.000
#> SAMPLE_2498 1 0.000
#> SAMPLE_2499 1 0.000
#> SAMPLE_2500 1 0.000
#> SAMPLE_2501 1 0.000
#> SAMPLE_2502 1 0.000
#> SAMPLE_2503 1 0.751
#> SAMPLE_2504 1 0.000
#> SAMPLE_2505 1 0.000
#> SAMPLE_2506 1 0.000
#> SAMPLE_2507 1 0.000
#> SAMPLE_2510 1 0.000
#> SAMPLE_2511 1 0.000
#> SAMPLE_2512 3 1.000
#> SAMPLE_2513 3 0.000
#> SAMPLE_2514 3 0.000
#> SAMPLE_2516 1 1.000
#> SAMPLE_2517 4 0.000
#> SAMPLE_2518 1 0.000
#> SAMPLE_2519 4 0.000
#> SAMPLE_2520 4 0.000
#> SAMPLE_2521 4 0.000
#> SAMPLE_2522 1 1.000
#> SAMPLE_2523 4 0.000
#> SAMPLE_2524 2 0.000
#> SAMPLE_2526 4 0.000
#> SAMPLE_2527 4 0.000
#> SAMPLE_2531 1 0.000
#> SAMPLE_2532 4 0.000
#> SAMPLE_2534 3 0.000
#> SAMPLE_2535 1 0.000
#> SAMPLE_2536 1 0.000
#> SAMPLE_2537 1 0.000
#> SAMPLE_2538 1 0.000
#> SAMPLE_2540 1 0.000
#> SAMPLE_2541 1 0.000
#> SAMPLE_2542 1 0.000
#> SAMPLE_2543 1 0.000
#> SAMPLE_2544 1 0.000
#> SAMPLE_2545 1 0.000
#> SAMPLE_2546 1 0.000
#> SAMPLE_2547 1 0.000
#> SAMPLE_2548 1 0.000
#> SAMPLE_2549 1 0.000
#> SAMPLE_2550 1 0.000
#> SAMPLE_2551 1 0.000
#> SAMPLE_2552 3 0.000
#> SAMPLE_2553 2 0.000
#> SAMPLE_2556 2 0.000
#> SAMPLE_2557 2 0.000
#> SAMPLE_2558 1 1.000
#> SAMPLE_2559 2 0.000
#> SAMPLE_2560 2 0.000
#> SAMPLE_2562 2 0.000
#> SAMPLE_2567 2 0.000
#> SAMPLE_2570 3 0.000
#> SAMPLE_2571 3 0.000
#> SAMPLE_2572 4 0.000
#> SAMPLE_2573 4 0.000
#> SAMPLE_2574 1 0.000
#> SAMPLE_2575 1 0.000
#> SAMPLE_2576 1 0.000
#> SAMPLE_2577 4 0.000
#> SAMPLE_2578 1 1.000
#> SAMPLE_2579 3 0.000
#> SAMPLE_2581 2 0.000
#> SAMPLE_2582 3 0.000
#> SAMPLE_2583 3 0.000
#> SAMPLE_2584 1 1.000
#> SAMPLE_2585 3 1.000
#> SAMPLE_2586 1 0.000
#> SAMPLE_2587 4 0.000
#> SAMPLE_2588 4 1.000
#> SAMPLE_2589 3 0.000
#> SAMPLE_2590 2 0.000
#> SAMPLE_2592 1 0.000
#> SAMPLE_2593 3 0.000
#> SAMPLE_2594 3 1.000
#> SAMPLE_2595 3 0.000
#> SAMPLE_2597 4 0.000
#> SAMPLE_2598 3 0.000
#> SAMPLE_2599 1 0.000
#> SAMPLE_2600 3 0.000
#> SAMPLE_2601 3 1.000
#> SAMPLE_2602 4 0.000
#> SAMPLE_2603 1 1.000
#> SAMPLE_2604 3 0.000
#> SAMPLE_2605 1 0.000
#> SAMPLE_2606 1 0.000
#> SAMPLE_2607 4 0.000
#> SAMPLE_2609 3 1.000
#> SAMPLE_2610 4 0.000
#> SAMPLE_2611 3 0.000
#> SAMPLE_2612 3 1.000
#> SAMPLE_2613 1 0.000
#> SAMPLE_2614 4 0.000
#> SAMPLE_2615 1 0.000
#> SAMPLE_2616 4 0.000
#> SAMPLE_2617 4 0.000
#> SAMPLE_2619 1 0.000
#> SAMPLE_2620 1 0.000
#> SAMPLE_2621 4 0.000
#> SAMPLE_2622 3 0.000
#> SAMPLE_2623 1 0.000
#> SAMPLE_2624 1 1.000
#> SAMPLE_2625 3 1.000
#> SAMPLE_2626 3 0.000
#> SAMPLE_2627 3 0.000
#> SAMPLE_2628 3 0.000
#> SAMPLE_2629 1 0.000
#> SAMPLE_2630 3 0.000
#> SAMPLE_2631 3 0.000
#> SAMPLE_2632 3 0.000
#> SAMPLE_2633 4 1.000
#> SAMPLE_2634 1 1.000
#> SAMPLE_2635 1 0.000
#> SAMPLE_2636 1 0.751
#> SAMPLE_2637 1 0.000
#> SAMPLE_2638 1 0.000
#> SAMPLE_2639 1 0.000
#> SAMPLE_2640 1 0.000
#> SAMPLE_2642 4 0.498
#> SAMPLE_2643 3 1.000
#> SAMPLE_2644 3 0.000
#> SAMPLE_2645 1 1.000
#> SAMPLE_2647 4 0.000
#> SAMPLE_2648 3 0.253
#> SAMPLE_2649 4 0.000
#> SAMPLE_2651 3 0.000
#> SAMPLE_2656 1 0.000
#> SAMPLE_2657 1 0.000
#> SAMPLE_2660 3 0.000
#> SAMPLE_2664 1 0.000
#> SAMPLE_2665 3 0.249
#> SAMPLE_2666 1 1.000
#> SAMPLE_2667 2 0.000
#> SAMPLE_2668 2 0.000
#> SAMPLE_2669 2 0.000
#> SAMPLE_2670 1 0.000
#> SAMPLE_2671 1 0.000
#> SAMPLE_2672 1 0.000
#> SAMPLE_2673 1 0.000
#> SAMPLE_2674 1 0.000
#> SAMPLE_2675 1 0.000
#> SAMPLE_2676 1 0.000
#> SAMPLE_2677 1 0.000
#> SAMPLE_2678 1 0.000
#> SAMPLE_2679 2 0.000
#> SAMPLE_2680 3 0.000
#> SAMPLE_2681 3 0.000
#> SAMPLE_2682 3 0.000
#> SAMPLE_2683 3 0.000
#> SAMPLE_2684 3 0.000
#> SAMPLE_2685 1 0.000
#> SAMPLE_2686 1 1.000
#> SAMPLE_2687 1 0.000
#> SAMPLE_2688 3 0.000
#> SAMPLE_2689 4 0.000
#> SAMPLE_2690 1 0.000
#> SAMPLE_2691 1 0.000
#> SAMPLE_2693 4 0.000
#> SAMPLE_2694 4 0.000
#> SAMPLE_2695 3 0.000
#> SAMPLE_2696 2 0.000
#> SAMPLE_2697 4 0.000
#> SAMPLE_2698 3 1.000
#> SAMPLE_2699 2 0.000
#> SAMPLE_2700 2 1.000
#> SAMPLE_2701 2 0.000
#> SAMPLE_2702 3 1.000
#> SAMPLE_2703 4 0.000
#> SAMPLE_2704 4 0.000
#> SAMPLE_2705 3 0.000
#> SAMPLE_2706 1 0.000
#> SAMPLE_2707 1 0.000
#> SAMPLE_2708 1 0.000
#> SAMPLE_2709 1 0.000
#> SAMPLE_2710 4 0.000
#> SAMPLE_2711 1 1.000
#> SAMPLE_2712 3 0.000
#> SAMPLE_2713 2 0.000
#> SAMPLE_2715 4 0.000
#> SAMPLE_2717 4 0.000
#> SAMPLE_2718 3 0.000
#> SAMPLE_2719 3 0.498
#> SAMPLE_2720 3 0.000
#> SAMPLE_2721 1 0.000
#> SAMPLE_2723 1 0.000
#> SAMPLE_2724 2 0.000
#> SAMPLE_2725 2 1.000
#> SAMPLE_2726 2 0.000
#> SAMPLE_2727 4 0.000
#> SAMPLE_2728 2 0.000
#> SAMPLE_2729 3 0.000
#> SAMPLE_2730 3 0.000
#> SAMPLE_2731 3 1.000
#> SAMPLE_2732 3 0.000
#> SAMPLE_2733 3 0.000
#> SAMPLE_2734 2 0.000
#> SAMPLE_2735 4 0.000
#> SAMPLE_2746 1 0.751
#> SAMPLE_2748 1 0.000
#> SAMPLE_2749 1 0.253
#> SAMPLE_2750 1 0.000
#> SAMPLE_2751 1 0.000
#> SAMPLE_2752 1 0.000
#> SAMPLE_2753 1 0.000
#> SAMPLE_2754 1 0.000
#> SAMPLE_2755 1 0.000
#> SAMPLE_2756 1 0.000
#> SAMPLE_2757 1 0.000
#> SAMPLE_2758 1 0.000
#> SAMPLE_2759 1 0.000
#> SAMPLE_2761 2 0.000
#> SAMPLE_2762 2 1.000
#> SAMPLE_2763 4 0.000
#> SAMPLE_2764 2 0.000
#> SAMPLE_2765 2 0.000
#> SAMPLE_2766 2 0.000
#> SAMPLE_2767 2 0.751
#> SAMPLE_2768 4 0.000
#> SAMPLE_2769 4 0.000
#> SAMPLE_2770 2 0.000
#> SAMPLE_2771 4 0.000
#> SAMPLE_2772 1 0.000
#> SAMPLE_2773 3 1.000
#> SAMPLE_2774 1 0.000
#> SAMPLE_2775 1 0.000
#> SAMPLE_2776 4 0.000
#> SAMPLE_2777 1 0.000
#> SAMPLE_2778 3 0.000
#> SAMPLE_2779 1 1.000
#> SAMPLE_2780 1 0.000
#> SAMPLE_2781 3 0.000
#> SAMPLE_2782 1 0.000
#> SAMPLE_2783 1 0.000
#> SAMPLE_2784 2 0.000
#> SAMPLE_2786 4 0.000
#> SAMPLE_2789 4 0.000
#> SAMPLE_2793 4 0.000
#> SAMPLE_2794 4 0.000
#> SAMPLE_2796 3 1.000
#> SAMPLE_2797 3 1.000
#> SAMPLE_2798 4 0.000
#> SAMPLE_2799 4 0.000
#> SAMPLE_2800 1 1.000
#> SAMPLE_2801 3 0.000
get_classes(res, k = 5)
#> class p
#> SAMPLE_1 2 0.000
#> SAMPLE_2 4 0.000
#> SAMPLE_3 2 0.000
#> SAMPLE_4 4 0.000
#> SAMPLE_5 2 0.000
#> SAMPLE_6 2 0.000
#> SAMPLE_7 2 0.000
#> SAMPLE_8 2 0.000
#> SAMPLE_9 2 0.000
#> SAMPLE_10 4 0.000
#> SAMPLE_11 4 0.000
#> SAMPLE_12 4 0.000
#> SAMPLE_13 3 0.000
#> SAMPLE_14 2 0.000
#> SAMPLE_17 4 0.000
#> SAMPLE_18 4 0.000
#> SAMPLE_20 1 0.000
#> SAMPLE_22 5 0.000
#> SAMPLE_23 2 0.000
#> SAMPLE_24 2 0.000
#> SAMPLE_25 2 0.000
#> SAMPLE_26 4 0.000
#> SAMPLE_27 4 0.000
#> SAMPLE_28 4 0.000
#> SAMPLE_29 2 0.000
#> SAMPLE_30 2 0.000
#> SAMPLE_31 3 1.000
#> SAMPLE_32 3 0.000
#> SAMPLE_33 1 0.000
#> SAMPLE_34 3 0.000
#> SAMPLE_35 3 0.000
#> SAMPLE_36 1 1.000
#> SAMPLE_37 3 0.000
#> SAMPLE_38 3 0.000
#> SAMPLE_39 3 0.000
#> SAMPLE_40 3 0.000
#> SAMPLE_41 3 0.000
#> SAMPLE_42 3 0.000
#> SAMPLE_43 3 1.000
#> SAMPLE_44 3 0.000
#> SAMPLE_45 1 1.000
#> SAMPLE_46 3 0.000
#> SAMPLE_47 3 0.000
#> SAMPLE_48 3 0.000
#> SAMPLE_49 3 0.000
#> SAMPLE_50 3 0.000
#> SAMPLE_51 3 0.000
#> SAMPLE_52 3 0.000
#> SAMPLE_53 3 0.000
#> SAMPLE_54 3 0.000
#> SAMPLE_55 3 0.000
#> SAMPLE_56 3 0.000
#> SAMPLE_62 1 1.000
#> SAMPLE_63 5 0.000
#> SAMPLE_64 2 0.000
#> SAMPLE_65 1 0.000
#> SAMPLE_66 1 0.000
#> SAMPLE_67 1 0.000
#> SAMPLE_68 5 0.751
#> SAMPLE_69 1 0.000
#> SAMPLE_70 3 0.000
#> SAMPLE_71 3 0.000
#> SAMPLE_72 1 0.000
#> SAMPLE_73 3 0.000
#> SAMPLE_74 3 0.000
#> SAMPLE_75 1 0.000
#> SAMPLE_76 3 0.000
#> SAMPLE_77 3 0.751
#> SAMPLE_78 3 0.000
#> SAMPLE_79 3 0.000
#> SAMPLE_100 3 0.000
#> SAMPLE_101 1 0.000
#> SAMPLE_102 5 0.000
#> SAMPLE_103 1 0.000
#> SAMPLE_104 3 0.000
#> SAMPLE_105 1 0.000
#> SAMPLE_106 5 0.000
#> SAMPLE_107 1 1.000
#> SAMPLE_108 1 0.000
#> SAMPLE_109 3 0.502
#> SAMPLE_110 1 0.000
#> SAMPLE_111 3 1.000
#> SAMPLE_112 3 0.000
#> SAMPLE_113 1 0.000
#> SAMPLE_114 3 0.000
#> SAMPLE_115 3 0.000
#> SAMPLE_116 3 0.000
#> SAMPLE_117 3 0.000
#> SAMPLE_118 3 0.000
#> SAMPLE_119 3 0.000
#> SAMPLE_120 1 1.000
#> SAMPLE_121 4 0.000
#> SAMPLE_122 4 1.000
#> SAMPLE_123 4 0.000
#> SAMPLE_124 3 0.000
#> SAMPLE_126 1 0.000
#> SAMPLE_127 5 0.000
#> SAMPLE_136 1 0.000
#> SAMPLE_137 1 0.000
#> SAMPLE_138 1 0.000
#> SAMPLE_139 3 0.000
#> SAMPLE_140 3 0.000
#> SAMPLE_142 3 0.000
#> SAMPLE_143 1 0.000
#> SAMPLE_144 1 0.000
#> SAMPLE_145 5 0.000
#> SAMPLE_146 2 0.000
#> SAMPLE_147 2 0.000
#> SAMPLE_148 2 0.000
#> SAMPLE_149 2 0.000
#> SAMPLE_157 4 0.000
#> SAMPLE_173 1 0.000
#> SAMPLE_174 5 0.000
#> SAMPLE_175 2 0.000
#> SAMPLE_176 3 1.000
#> SAMPLE_177 3 0.000
#> SAMPLE_178 3 0.000
#> SAMPLE_194 2 0.000
#> SAMPLE_195 2 0.000
#> SAMPLE_208 2 0.000
#> SAMPLE_209 2 0.000
#> SAMPLE_210 5 0.000
#> SAMPLE_211 4 0.000
#> SAMPLE_212 2 0.000
#> SAMPLE_213 2 0.000
#> SAMPLE_214 4 0.000
#> SAMPLE_215 3 1.000
#> SAMPLE_216 1 0.000
#> SAMPLE_217 1 0.000
#> SAMPLE_218 2 0.000
#> SAMPLE_219 4 1.000
#> SAMPLE_220 1 1.000
#> SAMPLE_221 2 0.000
#> SAMPLE_222 2 0.000
#> SAMPLE_223 1 0.000
#> SAMPLE_231 3 0.000
#> SAMPLE_232 3 0.000
#> SAMPLE_233 3 0.000
#> SAMPLE_234 4 0.000
#> SAMPLE_235 4 0.000
#> SAMPLE_236 4 0.000
#> SAMPLE_237 2 0.000
#> SAMPLE_238 4 0.000
#> SAMPLE_239 4 0.000
#> SAMPLE_240 3 0.000
#> SAMPLE_241 4 0.000
#> SAMPLE_242 4 0.000
#> SAMPLE_243 3 0.000
#> SAMPLE_244 5 0.751
#> SAMPLE_245 4 0.000
#> SAMPLE_246 4 0.000
#> SAMPLE_247 4 0.751
#> SAMPLE_248 4 0.000
#> SAMPLE_249 4 0.751
#> SAMPLE_250 4 0.000
#> SAMPLE_251 4 0.000
#> SAMPLE_252 3 0.000
#> SAMPLE_253 4 0.000
#> SAMPLE_254 4 0.249
#> SAMPLE_255 4 0.000
#> SAMPLE_256 4 0.000
#> SAMPLE_257 4 0.000
#> SAMPLE_258 4 0.000
#> SAMPLE_259 2 0.000
#> SAMPLE_260 2 0.000
#> SAMPLE_261 2 0.000
#> SAMPLE_262 4 0.000
#> SAMPLE_263 2 0.000
#> SAMPLE_264 4 0.000
#> SAMPLE_265 2 0.000
#> SAMPLE_266 4 0.000
#> SAMPLE_267 5 1.000
#> SAMPLE_268 3 0.000
#> SAMPLE_269 5 0.751
#> SAMPLE_270 4 0.498
#> SAMPLE_271 4 0.000
#> SAMPLE_272 5 1.000
#> SAMPLE_273 4 0.249
#> SAMPLE_274 1 0.000
#> SAMPLE_275 1 1.000
#> SAMPLE_286 3 0.000
#> SAMPLE_287 3 0.000
#> SAMPLE_288 3 0.000
#> SAMPLE_289 3 0.000
#> SAMPLE_296 3 0.000
#> SAMPLE_297 3 0.000
#> SAMPLE_298 3 0.000
#> SAMPLE_299 3 0.000
#> SAMPLE_300 3 0.000
#> SAMPLE_301 3 0.000
#> SAMPLE_302 3 0.000
#> SAMPLE_303 3 0.000
#> SAMPLE_304 3 0.000
#> SAMPLE_305 3 0.000
#> SAMPLE_306 3 0.000
#> SAMPLE_307 3 0.000
#> SAMPLE_308 3 0.000
#> SAMPLE_309 3 0.000
#> SAMPLE_310 3 0.000
#> SAMPLE_311 3 0.000
#> SAMPLE_312 3 0.000
#> SAMPLE_313 3 0.000
#> SAMPLE_314 3 0.000
#> SAMPLE_315 3 0.000
#> SAMPLE_316 3 0.000
#> SAMPLE_317 3 0.000
#> SAMPLE_318 3 0.000
#> SAMPLE_319 3 0.000
#> SAMPLE_320 3 0.000
#> SAMPLE_321 3 0.000
#> SAMPLE_322 3 0.000
#> SAMPLE_323 3 0.000
#> SAMPLE_324 3 0.000
#> SAMPLE_325 3 0.000
#> SAMPLE_326 3 0.000
#> SAMPLE_327 3 0.000
#> SAMPLE_328 3 0.000
#> SAMPLE_329 3 1.000
#> SAMPLE_330 3 0.000
#> SAMPLE_331 3 1.000
#> SAMPLE_332 1 1.000
#> SAMPLE_333 3 1.000
#> SAMPLE_334 1 0.000
#> SAMPLE_335 1 1.000
#> SAMPLE_336 1 0.000
#> SAMPLE_337 4 0.000
#> SAMPLE_338 3 1.000
#> SAMPLE_339 5 0.000
#> SAMPLE_340 1 0.000
#> SAMPLE_341 3 1.000
#> SAMPLE_342 1 1.000
#> SAMPLE_343 1 0.000
#> SAMPLE_344 5 0.000
#> SAMPLE_345 1 0.000
#> SAMPLE_346 3 0.000
#> SAMPLE_347 5 0.751
#> SAMPLE_348 3 1.000
#> SAMPLE_349 1 0.000
#> SAMPLE_350 3 0.000
#> SAMPLE_351 4 0.000
#> SAMPLE_352 1 0.000
#> SAMPLE_353 3 1.000
#> SAMPLE_354 1 0.000
#> SAMPLE_355 3 0.000
#> SAMPLE_356 1 1.000
#> SAMPLE_357 4 0.000
#> SAMPLE_358 3 0.000
#> SAMPLE_359 3 1.000
#> SAMPLE_360 4 0.000
#> SAMPLE_361 5 0.000
#> SAMPLE_362 1 0.000
#> SAMPLE_363 5 0.000
#> SAMPLE_364 3 0.000
#> SAMPLE_365 1 0.000
#> SAMPLE_366 1 0.498
#> SAMPLE_367 3 0.000
#> SAMPLE_368 3 0.000
#> SAMPLE_369 3 0.000
#> SAMPLE_370 1 0.000
#> SAMPLE_371 3 0.000
#> SAMPLE_372 3 0.000
#> SAMPLE_373 1 0.000
#> SAMPLE_374 1 0.000
#> SAMPLE_375 3 0.000
#> SAMPLE_376 1 0.000
#> SAMPLE_377 3 1.000
#> SAMPLE_378 3 0.000
#> SAMPLE_379 1 0.000
#> SAMPLE_382 1 0.000
#> SAMPLE_383 1 0.000
#> SAMPLE_384 1 0.000
#> SAMPLE_385 1 0.000
#> SAMPLE_386 1 0.000
#> SAMPLE_387 1 0.000
#> SAMPLE_470 5 0.000
#> SAMPLE_471 2 0.000
#> SAMPLE_553 4 0.000
#> SAMPLE_568 3 0.253
#> SAMPLE_569 3 0.000
#> SAMPLE_570 3 0.751
#> SAMPLE_571 2 0.000
#> SAMPLE_572 2 1.000
#> SAMPLE_589 3 0.000
#> SAMPLE_590 1 0.000
#> SAMPLE_591 3 0.000
#> SAMPLE_592 3 1.000
#> SAMPLE_593 3 0.000
#> SAMPLE_594 3 0.000
#> SAMPLE_595 3 0.000
#> SAMPLE_596 3 0.000
#> SAMPLE_597 3 0.000
#> SAMPLE_598 3 0.000
#> SAMPLE_599 3 0.000
#> SAMPLE_600 3 0.000
#> SAMPLE_601 3 0.000
#> SAMPLE_602 1 0.000
#> SAMPLE_603 3 0.000
#> SAMPLE_604 3 0.000
#> SAMPLE_605 3 0.000
#> SAMPLE_606 1 1.000
#> SAMPLE_607 3 0.000
#> SAMPLE_608 3 0.000
#> SAMPLE_609 4 0.000
#> SAMPLE_610 5 0.000
#> SAMPLE_614 2 0.000
#> SAMPLE_618 4 0.000
#> SAMPLE_619 4 1.000
#> SAMPLE_620 2 0.000
#> SAMPLE_621 3 0.000
#> SAMPLE_622 4 0.000
#> SAMPLE_623 4 0.000
#> SAMPLE_624 4 0.000
#> SAMPLE_625 2 0.000
#> SAMPLE_626 4 0.000
#> SAMPLE_627 2 0.000
#> SAMPLE_628 4 0.000
#> SAMPLE_629 3 0.000
#> SAMPLE_630 2 0.000
#> SAMPLE_631 4 0.000
#> SAMPLE_632 4 0.000
#> SAMPLE_633 4 0.000
#> SAMPLE_634 2 0.000
#> SAMPLE_635 4 0.000
#> SAMPLE_636 2 0.000
#> SAMPLE_637 4 0.000
#> SAMPLE_638 3 0.000
#> SAMPLE_639 3 0.000
#> SAMPLE_640 3 0.000
#> SAMPLE_641 3 0.000
#> SAMPLE_643 5 0.000
#> SAMPLE_644 3 0.000
#> SAMPLE_645 2 0.000
#> SAMPLE_646 2 0.000
#> SAMPLE_647 3 0.000
#> SAMPLE_648 2 0.000
#> SAMPLE_649 3 0.000
#> SAMPLE_650 1 0.000
#> SAMPLE_651 1 0.000
#> SAMPLE_652 1 0.000
#> SAMPLE_653 1 0.000
#> SAMPLE_655 1 1.000
#> SAMPLE_656 3 0.000
#> SAMPLE_657 3 0.000
#> SAMPLE_658 1 0.000
#> SAMPLE_659 3 0.000
#> SAMPLE_660 1 0.000
#> SAMPLE_661 1 1.000
#> SAMPLE_662 2 0.000
#> SAMPLE_664 2 0.000
#> SAMPLE_665 2 0.000
#> SAMPLE_666 1 0.000
#> SAMPLE_667 2 0.000
#> SAMPLE_668 2 0.000
#> SAMPLE_669 2 0.000
#> SAMPLE_672 2 0.000
#> SAMPLE_673 2 0.000
#> SAMPLE_674 2 0.000
#> SAMPLE_675 2 0.000
#> SAMPLE_676 2 0.000
#> SAMPLE_677 1 0.000
#> SAMPLE_678 1 0.000
#> SAMPLE_679 1 0.000
#> SAMPLE_680 1 0.000
#> SAMPLE_681 1 0.000
#> SAMPLE_682 1 0.000
#> SAMPLE_683 1 0.000
#> SAMPLE_684 1 0.000
#> SAMPLE_685 1 0.000
#> SAMPLE_686 1 0.000
#> SAMPLE_687 3 0.000
#> SAMPLE_688 1 0.000
#> SAMPLE_689 1 0.000
#> SAMPLE_690 1 0.000
#> SAMPLE_691 1 0.000
#> SAMPLE_692 1 0.000
#> SAMPLE_693 1 0.000
#> SAMPLE_694 1 0.000
#> SAMPLE_695 3 0.000
#> SAMPLE_696 1 0.000
#> SAMPLE_697 1 0.000
#> SAMPLE_698 3 1.000
#> SAMPLE_699 1 0.000
#> SAMPLE_700 1 0.000
#> SAMPLE_701 1 0.000
#> SAMPLE_702 1 0.000
#> SAMPLE_703 1 0.000
#> SAMPLE_704 1 0.000
#> SAMPLE_705 1 0.000
#> SAMPLE_706 1 0.249
#> SAMPLE_707 1 0.000
#> SAMPLE_708 1 0.000
#> SAMPLE_709 1 0.000
#> SAMPLE_710 1 1.000
#> SAMPLE_711 1 0.000
#> SAMPLE_712 3 1.000
#> SAMPLE_713 1 0.000
#> SAMPLE_714 5 0.751
#> SAMPLE_715 3 0.000
#> SAMPLE_720 3 0.000
#> SAMPLE_722 3 0.000
#> SAMPLE_723 3 0.000
#> SAMPLE_724 1 1.000
#> SAMPLE_725 3 0.000
#> SAMPLE_726 1 1.000
#> SAMPLE_727 3 1.000
#> SAMPLE_728 1 0.000
#> SAMPLE_729 3 0.249
#> SAMPLE_730 3 0.000
#> SAMPLE_732 1 0.000
#> SAMPLE_739 3 0.000
#> SAMPLE_740 1 1.000
#> SAMPLE_741 1 0.000
#> SAMPLE_742 1 0.000
#> SAMPLE_743 1 0.000
#> SAMPLE_744 2 0.000
#> SAMPLE_745 4 0.000
#> SAMPLE_746 5 1.000
#> SAMPLE_747 3 0.000
#> SAMPLE_748 5 0.000
#> SAMPLE_751 3 0.000
#> SAMPLE_752 4 1.000
#> SAMPLE_753 4 0.000
#> SAMPLE_757 1 0.000
#> SAMPLE_758 3 0.498
#> SAMPLE_759 1 0.000
#> SAMPLE_760 1 0.000
#> SAMPLE_761 1 0.000
#> SAMPLE_762 1 0.000
#> SAMPLE_766 1 0.000
#> SAMPLE_767 4 0.000
#> SAMPLE_768 2 0.000
#> SAMPLE_771 1 0.000
#> SAMPLE_772 1 0.000
#> SAMPLE_773 1 0.000
#> SAMPLE_774 3 0.000
#> SAMPLE_775 1 0.000
#> SAMPLE_776 3 0.253
#> SAMPLE_777 1 0.000
#> SAMPLE_778 1 1.000
#> SAMPLE_779 3 0.000
#> SAMPLE_780 3 0.000
#> SAMPLE_781 3 0.000
#> SAMPLE_782 3 0.000
#> SAMPLE_783 3 0.000
#> SAMPLE_784 3 0.000
#> SAMPLE_785 1 0.000
#> SAMPLE_786 1 0.000
#> SAMPLE_787 1 0.000
#> SAMPLE_788 1 0.000
#> SAMPLE_789 3 1.000
#> SAMPLE_790 1 0.000
#> SAMPLE_791 2 0.000
#> SAMPLE_794 4 0.000
#> SAMPLE_795 4 1.000
#> SAMPLE_796 2 0.000
#> SAMPLE_797 3 0.000
#> SAMPLE_798 5 0.000
#> SAMPLE_799 1 0.000
#> SAMPLE_800 1 0.000
#> SAMPLE_801 3 0.000
#> SAMPLE_802 3 0.000
#> SAMPLE_803 1 0.000
#> SAMPLE_804 3 0.000
#> SAMPLE_805 3 0.000
#> SAMPLE_806 5 0.000
#> SAMPLE_807 2 1.000
#> SAMPLE_808 2 0.000
#> SAMPLE_809 2 0.000
#> SAMPLE_810 2 0.000
#> SAMPLE_811 2 0.000
#> SAMPLE_812 2 0.000
#> SAMPLE_813 2 0.000
#> SAMPLE_814 2 0.000
#> SAMPLE_815 3 0.000
#> SAMPLE_816 4 0.000
#> SAMPLE_817 4 0.000
#> SAMPLE_818 5 1.000
#> SAMPLE_819 4 0.000
#> SAMPLE_820 4 0.000
#> SAMPLE_821 4 0.000
#> SAMPLE_822 5 0.000
#> SAMPLE_823 4 0.000
#> SAMPLE_824 4 0.000
#> SAMPLE_825 4 0.000
#> SAMPLE_826 3 0.000
#> SAMPLE_827 4 0.000
#> SAMPLE_828 1 0.000
#> SAMPLE_829 4 0.000
#> SAMPLE_830 4 0.000
#> SAMPLE_831 4 0.000
#> SAMPLE_832 4 0.000
#> SAMPLE_833 3 0.000
#> SAMPLE_834 5 0.000
#> SAMPLE_835 4 0.000
#> SAMPLE_836 4 0.000
#> SAMPLE_837 4 0.000
#> SAMPLE_838 2 1.000
#> SAMPLE_840 2 0.000
#> SAMPLE_841 4 0.000
#> SAMPLE_842 2 0.000
#> SAMPLE_843 4 0.000
#> SAMPLE_844 5 0.000
#> SAMPLE_846 2 0.000
#> SAMPLE_848 3 0.000
#> SAMPLE_849 3 0.000
#> SAMPLE_850 1 0.249
#> SAMPLE_851 1 0.000
#> SAMPLE_853 4 0.000
#> SAMPLE_855 3 0.000
#> SAMPLE_856 1 1.000
#> SAMPLE_859 1 0.000
#> SAMPLE_860 1 1.000
#> SAMPLE_861 3 0.000
#> SAMPLE_862 5 0.000
#> SAMPLE_863 1 0.000
#> SAMPLE_864 1 0.000
#> SAMPLE_865 2 0.000
#> SAMPLE_866 2 0.498
#> SAMPLE_867 2 0.000
#> SAMPLE_868 3 0.000
#> SAMPLE_869 3 0.000
#> SAMPLE_871 4 0.000
#> SAMPLE_874 1 0.000
#> SAMPLE_876 4 0.000
#> SAMPLE_879 1 0.000
#> SAMPLE_880 5 0.000
#> SAMPLE_884 1 0.000
#> SAMPLE_885 5 1.000
#> SAMPLE_886 3 0.000
#> SAMPLE_887 2 0.000
#> SAMPLE_889 1 0.000
#> SAMPLE_890 3 0.000
#> SAMPLE_892 1 0.000
#> SAMPLE_894 1 0.000
#> SAMPLE_895 2 0.000
#> SAMPLE_896 4 0.000
#> SAMPLE_898 3 0.000
#> SAMPLE_899 3 0.000
#> SAMPLE_900 3 0.000
#> SAMPLE_901 3 0.000
#> SAMPLE_902 3 1.000
#> SAMPLE_903 1 0.000
#> SAMPLE_904 3 0.000
#> SAMPLE_905 3 0.000
#> SAMPLE_907 3 0.000
#> SAMPLE_908 4 0.000
#> SAMPLE_909 2 1.000
#> SAMPLE_910 2 1.000
#> SAMPLE_911 2 0.000
#> SAMPLE_912 2 0.000
#> SAMPLE_913 1 0.000
#> SAMPLE_914 1 1.000
#> SAMPLE_915 3 0.000
#> SAMPLE_916 3 0.000
#> SAMPLE_917 3 0.000
#> SAMPLE_918 3 0.000
#> SAMPLE_919 5 1.000
#> SAMPLE_920 3 0.000
#> SAMPLE_921 5 0.000
#> SAMPLE_922 5 1.000
#> SAMPLE_923 1 1.000
#> SAMPLE_924 1 1.000
#> SAMPLE_925 5 1.000
#> SAMPLE_926 1 0.000
#> SAMPLE_927 4 0.751
#> SAMPLE_928 4 0.000
#> SAMPLE_929 5 1.000
#> SAMPLE_930 3 1.000
#> SAMPLE_931 1 0.000
#> SAMPLE_932 1 0.000
#> SAMPLE_933 1 0.000
#> SAMPLE_934 5 1.000
#> SAMPLE_935 3 0.000
#> SAMPLE_936 1 0.000
#> SAMPLE_937 1 0.000
#> SAMPLE_938 4 0.000
#> SAMPLE_939 3 0.000
#> SAMPLE_940 4 0.000
#> SAMPLE_941 5 0.000
#> SAMPLE_942 4 0.000
#> SAMPLE_943 5 0.000
#> SAMPLE_944 4 0.000
#> SAMPLE_945 5 0.000
#> SAMPLE_946 3 0.000
#> SAMPLE_947 3 1.000
#> SAMPLE_948 3 0.000
#> SAMPLE_949 3 0.000
#> SAMPLE_950 5 0.000
#> SAMPLE_951 4 0.000
#> SAMPLE_952 5 0.000
#> SAMPLE_953 3 0.000
#> SAMPLE_954 3 0.000
#> SAMPLE_955 3 0.000
#> SAMPLE_956 5 0.498
#> SAMPLE_957 3 0.000
#> SAMPLE_958 3 0.000
#> SAMPLE_959 5 0.000
#> SAMPLE_960 5 0.000
#> SAMPLE_961 1 1.000
#> SAMPLE_962 3 0.000
#> SAMPLE_963 5 0.253
#> SAMPLE_964 3 0.000
#> SAMPLE_965 4 0.000
#> SAMPLE_966 3 0.000
#> SAMPLE_967 3 0.000
#> SAMPLE_968 5 1.000
#> SAMPLE_969 5 0.751
#> SAMPLE_970 5 0.000
#> SAMPLE_971 1 0.000
#> SAMPLE_972 3 0.000
#> SAMPLE_973 2 0.000
#> SAMPLE_975 1 0.000
#> SAMPLE_980 3 0.000
#> SAMPLE_981 1 0.000
#> SAMPLE_982 1 0.000
#> SAMPLE_987 5 0.000
#> SAMPLE_989 3 0.000
#> SAMPLE_990 4 0.000
#> SAMPLE_993 3 0.000
#> SAMPLE_994 1 0.000
#> SAMPLE_995 3 0.000
#> SAMPLE_996 5 0.000
#> SAMPLE_997 1 0.000
#> SAMPLE_998 1 0.000
#> SAMPLE_999 1 0.000
#> SAMPLE_1000 5 0.000
#> SAMPLE_1001 1 0.000
#> SAMPLE_1002 5 0.751
#> SAMPLE_1003 3 1.000
#> SAMPLE_1004 3 0.000
#> SAMPLE_1005 3 0.000
#> SAMPLE_1006 3 1.000
#> SAMPLE_1007 5 0.000
#> SAMPLE_1008 1 0.249
#> SAMPLE_1009 5 0.000
#> SAMPLE_1010 3 1.000
#> SAMPLE_1011 3 1.000
#> SAMPLE_1012 4 0.000
#> SAMPLE_1013 5 0.000
#> SAMPLE_1014 1 0.000
#> SAMPLE_1015 3 0.000
#> SAMPLE_1016 5 1.000
#> SAMPLE_1017 4 0.000
#> SAMPLE_1018 5 0.000
#> SAMPLE_1019 5 0.000
#> SAMPLE_1020 3 0.000
#> SAMPLE_1021 3 0.000
#> SAMPLE_1022 3 0.000
#> SAMPLE_1023 3 1.000
#> SAMPLE_1024 4 0.000
#> SAMPLE_1025 3 0.000
#> SAMPLE_1026 3 0.000
#> SAMPLE_1027 3 0.000
#> SAMPLE_1028 3 0.000
#> SAMPLE_1029 3 0.000
#> SAMPLE_1030 3 0.000
#> SAMPLE_1031 5 0.000
#> SAMPLE_1032 5 0.502
#> SAMPLE_1033 3 0.000
#> SAMPLE_1034 3 0.000
#> SAMPLE_1035 3 0.000
#> SAMPLE_1036 3 0.000
#> SAMPLE_1037 3 0.000
#> SAMPLE_1040 3 1.000
#> SAMPLE_1041 2 0.000
#> SAMPLE_1042 2 0.000
#> SAMPLE_1043 5 1.000
#> SAMPLE_1044 1 0.000
#> SAMPLE_1045 1 0.000
#> SAMPLE_1046 3 0.000
#> SAMPLE_1047 3 0.000
#> SAMPLE_1048 3 1.000
#> SAMPLE_1049 1 0.000
#> SAMPLE_1050 3 0.000
#> SAMPLE_1051 1 0.000
#> SAMPLE_1052 3 0.000
#> SAMPLE_1053 3 0.000
#> SAMPLE_1054 3 0.000
#> SAMPLE_1055 3 0.000
#> SAMPLE_1056 3 0.000
#> SAMPLE_1057 3 1.000
#> SAMPLE_1058 3 1.000
#> SAMPLE_1059 3 1.000
#> SAMPLE_1060 3 0.000
#> SAMPLE_1061 1 1.000
#> SAMPLE_1062 3 0.000
#> SAMPLE_1063 1 0.751
#> SAMPLE_1067 1 0.000
#> SAMPLE_1068 1 0.000
#> SAMPLE_1069 1 0.000
#> SAMPLE_1070 3 0.000
#> SAMPLE_1071 1 0.000
#> SAMPLE_1072 3 0.249
#> SAMPLE_1073 1 0.000
#> SAMPLE_1074 1 0.000
#> SAMPLE_1075 1 1.000
#> SAMPLE_1076 1 0.000
#> SAMPLE_1077 1 0.000
#> SAMPLE_1078 3 0.000
#> SAMPLE_1079 1 0.000
#> SAMPLE_1080 3 0.000
#> SAMPLE_1081 1 0.000
#> SAMPLE_1082 3 0.000
#> SAMPLE_1083 3 0.000
#> SAMPLE_1084 1 0.249
#> SAMPLE_1085 3 0.000
#> SAMPLE_1086 3 0.000
#> SAMPLE_1087 3 0.000
#> SAMPLE_1088 2 0.000
#> SAMPLE_1089 2 0.000
#> SAMPLE_1090 1 0.000
#> SAMPLE_1091 1 1.000
#> SAMPLE_1092 3 0.000
#> SAMPLE_1093 3 0.000
#> SAMPLE_1094 3 0.000
#> SAMPLE_1095 3 0.000
#> SAMPLE_1096 3 0.000
#> SAMPLE_1097 3 0.000
#> SAMPLE_1098 3 0.751
#> SAMPLE_1100 3 0.249
#> SAMPLE_1101 1 1.000
#> SAMPLE_1102 1 0.000
#> SAMPLE_1103 1 0.000
#> SAMPLE_1104 1 0.000
#> SAMPLE_1105 3 1.000
#> SAMPLE_1106 1 0.000
#> SAMPLE_1107 1 1.000
#> SAMPLE_1108 1 0.249
#> SAMPLE_1109 1 0.000
#> SAMPLE_1110 1 0.000
#> SAMPLE_1112 3 0.000
#> SAMPLE_1113 1 1.000
#> SAMPLE_1114 1 0.000
#> SAMPLE_1115 3 0.000
#> SAMPLE_1117 3 0.000
#> SAMPLE_1118 1 0.000
#> SAMPLE_1119 5 0.000
#> SAMPLE_1120 1 0.000
#> SAMPLE_1121 5 0.000
#> SAMPLE_1122 3 0.000
#> SAMPLE_1123 3 0.000
#> SAMPLE_1124 1 0.000
#> SAMPLE_1125 3 0.000
#> SAMPLE_1126 1 0.000
#> SAMPLE_1127 1 0.000
#> SAMPLE_1128 1 0.000
#> SAMPLE_1129 1 0.000
#> SAMPLE_1130 1 0.000
#> SAMPLE_1131 3 1.000
#> SAMPLE_1132 3 0.000
#> SAMPLE_1133 3 0.000
#> SAMPLE_1134 3 0.000
#> SAMPLE_1135 3 0.000
#> SAMPLE_1136 3 1.000
#> SAMPLE_1137 3 0.000
#> SAMPLE_1138 5 0.747
#> SAMPLE_1139 3 0.000
#> SAMPLE_1140 3 0.000
#> SAMPLE_1141 3 0.000
#> SAMPLE_1142 3 0.000
#> SAMPLE_1143 1 0.000
#> SAMPLE_1144 1 0.000
#> SAMPLE_1145 1 1.000
#> SAMPLE_1146 3 1.000
#> SAMPLE_1147 3 0.000
#> SAMPLE_1148 1 0.000
#> SAMPLE_1150 3 0.000
#> SAMPLE_1151 1 0.000
#> SAMPLE_1152 5 0.249
#> SAMPLE_1153 3 0.000
#> SAMPLE_1154 3 0.000
#> SAMPLE_1155 5 0.000
#> SAMPLE_1156 3 1.000
#> SAMPLE_1157 3 0.000
#> SAMPLE_1158 1 0.502
#> SAMPLE_1162 1 0.249
#> SAMPLE_1163 3 0.000
#> SAMPLE_1164 4 0.000
#> SAMPLE_1165 3 0.000
#> SAMPLE_1166 5 1.000
#> SAMPLE_1167 3 0.000
#> SAMPLE_1170 4 0.000
#> SAMPLE_1171 1 0.000
#> SAMPLE_1172 2 0.000
#> SAMPLE_1173 3 0.000
#> SAMPLE_1174 5 0.000
#> SAMPLE_1175 3 0.000
#> SAMPLE_1176 3 0.000
#> SAMPLE_1177 3 0.000
#> SAMPLE_1178 3 0.751
#> SAMPLE_1179 1 0.000
#> SAMPLE_1180 3 1.000
#> SAMPLE_1181 1 0.000
#> SAMPLE_1182 3 0.000
#> SAMPLE_1183 3 0.000
#> SAMPLE_1184 3 0.000
#> SAMPLE_1185 1 0.498
#> SAMPLE_1186 3 1.000
#> SAMPLE_1187 3 0.000
#> SAMPLE_1188 4 0.000
#> SAMPLE_1189 4 0.000
#> SAMPLE_1190 1 0.000
#> SAMPLE_1191 1 1.000
#> SAMPLE_1193 1 1.000
#> SAMPLE_1194 3 0.000
#> SAMPLE_1195 3 0.000
#> SAMPLE_1196 1 0.000
#> SAMPLE_1197 3 0.000
#> SAMPLE_1198 3 0.000
#> SAMPLE_1199 3 0.000
#> SAMPLE_1200 1 0.000
#> SAMPLE_1201 1 0.000
#> SAMPLE_1202 3 0.000
#> SAMPLE_1203 2 0.000
#> SAMPLE_1204 1 0.000
#> SAMPLE_1205 1 0.000
#> SAMPLE_1207 4 0.000
#> SAMPLE_1208 1 0.000
#> SAMPLE_1210 3 1.000
#> SAMPLE_1214 4 0.000
#> SAMPLE_1215 1 1.000
#> SAMPLE_1216 2 0.000
#> SAMPLE_1217 2 0.000
#> SAMPLE_1218 2 0.000
#> SAMPLE_1219 3 0.000
#> SAMPLE_1220 3 1.000
#> SAMPLE_1221 1 0.249
#> SAMPLE_1222 3 0.000
#> SAMPLE_1223 5 0.000
#> SAMPLE_1224 3 0.000
#> SAMPLE_1225 5 0.000
#> SAMPLE_1226 2 0.000
#> SAMPLE_1227 3 0.000
#> SAMPLE_1228 1 0.000
#> SAMPLE_1229 5 0.000
#> SAMPLE_1230 1 0.000
#> SAMPLE_1231 1 0.000
#> SAMPLE_1232 1 1.000
#> SAMPLE_1233 3 0.000
#> SAMPLE_1234 1 0.000
#> SAMPLE_1235 1 1.000
#> SAMPLE_1236 1 0.000
#> SAMPLE_1237 3 0.000
#> SAMPLE_1238 3 1.000
#> SAMPLE_1239 3 0.000
#> SAMPLE_1240 1 0.000
#> SAMPLE_1244 1 0.000
#> SAMPLE_1245 1 1.000
#> SAMPLE_1246 1 0.000
#> SAMPLE_1247 1 0.000
#> SAMPLE_1248 3 0.000
#> SAMPLE_1249 1 0.000
#> SAMPLE_1250 1 0.000
#> SAMPLE_1251 4 0.000
#> SAMPLE_1256 1 0.000
#> SAMPLE_1257 3 1.000
#> SAMPLE_1258 1 0.000
#> SAMPLE_1259 2 0.000
#> SAMPLE_1260 2 0.000
#> SAMPLE_1261 2 0.000
#> SAMPLE_1262 2 0.000
#> SAMPLE_1263 4 0.000
#> SAMPLE_1265 3 0.000
#> SAMPLE_1266 5 0.000
#> SAMPLE_1267 5 0.000
#> SAMPLE_1269 1 0.000
#> SAMPLE_1270 3 0.000
#> SAMPLE_1271 3 0.000
#> SAMPLE_1272 5 0.000
#> SAMPLE_1273 5 0.000
#> SAMPLE_1274 1 0.000
#> SAMPLE_1275 3 0.000
#> SAMPLE_1276 2 0.000
#> SAMPLE_1277 2 0.000
#> SAMPLE_1278 2 0.000
#> SAMPLE_1279 4 0.000
#> SAMPLE_1280 3 0.000
#> SAMPLE_1282 1 0.000
#> SAMPLE_1283 1 0.000
#> SAMPLE_1284 2 0.000
#> SAMPLE_1285 5 0.000
#> SAMPLE_1286 2 0.000
#> SAMPLE_1288 3 1.000
#> SAMPLE_1289 5 1.000
#> SAMPLE_1290 5 0.000
#> SAMPLE_1291 1 0.000
#> SAMPLE_1292 1 1.000
#> SAMPLE_1293 1 1.000
#> SAMPLE_1294 1 0.000
#> SAMPLE_1295 5 0.000
#> SAMPLE_1296 4 0.000
#> SAMPLE_1297 1 0.000
#> SAMPLE_1298 3 0.000
#> SAMPLE_1299 4 0.751
#> SAMPLE_1300 4 0.000
#> SAMPLE_1301 3 0.000
#> SAMPLE_1302 3 0.000
#> SAMPLE_1303 3 0.751
#> SAMPLE_1304 5 0.000
#> SAMPLE_1305 5 1.000
#> SAMPLE_1306 3 0.249
#> SAMPLE_1307 1 0.000
#> SAMPLE_1308 5 0.000
#> SAMPLE_1309 3 1.000
#> SAMPLE_1310 1 1.000
#> SAMPLE_1311 4 0.000
#> SAMPLE_1312 3 1.000
#> SAMPLE_1313 5 0.000
#> SAMPLE_1314 5 0.498
#> SAMPLE_1315 5 0.000
#> SAMPLE_1316 1 0.000
#> SAMPLE_1317 1 1.000
#> SAMPLE_1318 3 1.000
#> SAMPLE_1319 3 0.000
#> SAMPLE_1320 3 0.000
#> SAMPLE_1321 1 0.000
#> SAMPLE_1322 3 0.000
#> SAMPLE_1323 1 0.000
#> SAMPLE_1324 1 0.000
#> SAMPLE_1325 3 0.000
#> SAMPLE_1326 1 0.000
#> SAMPLE_1327 1 0.000
#> SAMPLE_1328 5 0.000
#> SAMPLE_1329 1 0.000
#> SAMPLE_1330 1 0.000
#> SAMPLE_1331 1 0.249
#> SAMPLE_1332 1 0.000
#> SAMPLE_1333 1 0.000
#> SAMPLE_1334 1 0.000
#> SAMPLE_1335 1 0.000
#> SAMPLE_1337 3 0.000
#> SAMPLE_1338 2 0.000
#> SAMPLE_1339 5 0.000
#> SAMPLE_1340 1 0.000
#> SAMPLE_1341 3 1.000
#> SAMPLE_1342 5 0.000
#> SAMPLE_1343 1 0.000
#> SAMPLE_1344 1 0.000
#> SAMPLE_1345 4 0.000
#> SAMPLE_1346 1 1.000
#> SAMPLE_1347 5 0.502
#> SAMPLE_1348 2 0.000
#> SAMPLE_1349 1 0.000
#> SAMPLE_1350 5 0.000
#> SAMPLE_1351 4 0.000
#> SAMPLE_1352 2 1.000
#> SAMPLE_1354 3 0.000
#> SAMPLE_1355 2 0.000
#> SAMPLE_1386 3 1.000
#> SAMPLE_1387 3 1.000
#> SAMPLE_1388 2 0.000
#> SAMPLE_1389 2 0.000
#> SAMPLE_1390 3 0.000
#> SAMPLE_1391 1 0.000
#> SAMPLE_1392 1 0.000
#> SAMPLE_1393 1 0.000
#> SAMPLE_1394 3 0.751
#> SAMPLE_1395 1 0.000
#> SAMPLE_1396 1 0.000
#> SAMPLE_1397 5 0.249
#> SAMPLE_1398 4 0.000
#> SAMPLE_1399 5 0.000
#> SAMPLE_1400 1 1.000
#> SAMPLE_1401 3 0.000
#> SAMPLE_1402 5 0.000
#> SAMPLE_1403 2 0.000
#> SAMPLE_1404 4 0.000
#> SAMPLE_1405 1 0.000
#> SAMPLE_1406 1 0.000
#> SAMPLE_1407 1 0.000
#> SAMPLE_1408 1 0.000
#> SAMPLE_1409 5 0.000
#> SAMPLE_1410 1 1.000
#> SAMPLE_1411 1 0.000
#> SAMPLE_1412 2 0.000
#> SAMPLE_1419 5 0.751
#> SAMPLE_1420 3 0.000
#> SAMPLE_1421 1 0.000
#> SAMPLE_1422 1 0.000
#> SAMPLE_1423 1 0.000
#> SAMPLE_1424 1 0.000
#> SAMPLE_1425 4 0.000
#> SAMPLE_1426 5 0.000
#> SAMPLE_1428 5 0.000
#> SAMPLE_1429 5 0.000
#> SAMPLE_1430 1 0.000
#> SAMPLE_1431 3 0.000
#> SAMPLE_1432 1 0.000
#> SAMPLE_1434 3 0.000
#> SAMPLE_1435 1 0.000
#> SAMPLE_1436 1 0.000
#> SAMPLE_1437 1 0.000
#> SAMPLE_1438 1 0.000
#> SAMPLE_1439 1 0.000
#> SAMPLE_1441 1 0.000
#> SAMPLE_1442 3 0.000
#> SAMPLE_1443 3 0.000
#> SAMPLE_1444 1 0.000
#> SAMPLE_1445 1 0.000
#> SAMPLE_1446 3 0.000
#> SAMPLE_1449 1 0.000
#> SAMPLE_1450 1 1.000
#> SAMPLE_1451 1 0.000
#> SAMPLE_1452 3 1.000
#> SAMPLE_1453 3 0.000
#> SAMPLE_1454 1 0.000
#> SAMPLE_1455 3 0.000
#> SAMPLE_1456 3 0.000
#> SAMPLE_1457 5 0.000
#> SAMPLE_1458 3 0.000
#> SAMPLE_1459 3 0.000
#> SAMPLE_1460 3 0.000
#> SAMPLE_1461 4 0.000
#> SAMPLE_1462 1 0.000
#> SAMPLE_1463 3 0.000
#> SAMPLE_1464 3 1.000
#> SAMPLE_1465 3 1.000
#> SAMPLE_1466 1 0.000
#> SAMPLE_1467 3 0.000
#> SAMPLE_1468 1 1.000
#> SAMPLE_1469 3 0.000
#> SAMPLE_1470 1 0.000
#> SAMPLE_1471 1 0.000
#> SAMPLE_1472 3 0.000
#> SAMPLE_1473 3 1.000
#> SAMPLE_1474 1 0.000
#> SAMPLE_1475 3 0.000
#> SAMPLE_1476 3 0.000
#> SAMPLE_1477 1 1.000
#> SAMPLE_1478 1 0.000
#> SAMPLE_1479 1 1.000
#> SAMPLE_1480 3 0.000
#> SAMPLE_1481 1 0.000
#> SAMPLE_1482 3 0.000
#> SAMPLE_1483 1 0.000
#> SAMPLE_1484 1 0.000
#> SAMPLE_1485 1 0.000
#> SAMPLE_1486 1 0.000
#> SAMPLE_1487 1 0.000
#> SAMPLE_1488 1 0.000
#> SAMPLE_1491 5 0.000
#> SAMPLE_1492 4 0.000
#> SAMPLE_1493 4 0.000
#> SAMPLE_1494 2 0.249
#> SAMPLE_1495 2 0.000
#> SAMPLE_1496 4 0.000
#> SAMPLE_1497 4 0.000
#> SAMPLE_1498 4 0.000
#> SAMPLE_1499 2 0.000
#> SAMPLE_1500 4 0.000
#> SAMPLE_1501 2 0.000
#> SAMPLE_1502 2 0.000
#> SAMPLE_1503 2 0.000
#> SAMPLE_1504 2 0.747
#> SAMPLE_1505 2 0.000
#> SAMPLE_1506 2 0.000
#> SAMPLE_1507 4 0.000
#> SAMPLE_1508 4 0.000
#> SAMPLE_1509 4 0.000
#> SAMPLE_1510 4 0.502
#> SAMPLE_1511 4 0.000
#> SAMPLE_1512 1 0.000
#> SAMPLE_1513 2 0.000
#> SAMPLE_1514 3 0.000
#> SAMPLE_1515 2 0.000
#> SAMPLE_1516 2 0.000
#> SAMPLE_1517 2 0.747
#> SAMPLE_1518 2 0.000
#> SAMPLE_1519 2 0.000
#> SAMPLE_1520 2 0.000
#> SAMPLE_1521 4 1.000
#> SAMPLE_1522 5 0.000
#> SAMPLE_1524 3 0.000
#> SAMPLE_1526 5 0.000
#> SAMPLE_1527 1 0.000
#> SAMPLE_1528 1 0.000
#> SAMPLE_1529 1 0.000
#> SAMPLE_1530 1 0.000
#> SAMPLE_1531 1 0.000
#> SAMPLE_1532 1 0.000
#> SAMPLE_1533 1 0.000
#> SAMPLE_1534 3 0.000
#> SAMPLE_1535 1 0.000
#> SAMPLE_1536 3 0.000
#> SAMPLE_1537 5 0.751
#> SAMPLE_1538 1 0.000
#> SAMPLE_1539 1 0.000
#> SAMPLE_1540 1 0.000
#> SAMPLE_1541 3 0.000
#> SAMPLE_1542 1 0.000
#> SAMPLE_1543 1 0.000
#> SAMPLE_1544 3 0.000
#> SAMPLE_1545 3 0.000
#> SAMPLE_1546 3 0.000
#> SAMPLE_1547 4 0.000
#> SAMPLE_1548 5 1.000
#> SAMPLE_1549 1 0.000
#> SAMPLE_1550 3 0.000
#> SAMPLE_1551 1 1.000
#> SAMPLE_1552 1 0.000
#> SAMPLE_1553 2 0.000
#> SAMPLE_1554 5 0.000
#> SAMPLE_1555 5 0.000
#> SAMPLE_1556 5 0.000
#> SAMPLE_1557 5 0.000
#> SAMPLE_1558 5 0.000
#> SAMPLE_1559 5 0.000
#> SAMPLE_1560 5 0.000
#> SAMPLE_1561 5 0.000
#> SAMPLE_1562 5 0.000
#> SAMPLE_1563 5 0.000
#> SAMPLE_1564 4 1.000
#> SAMPLE_1565 5 0.000
#> SAMPLE_1566 5 0.000
#> SAMPLE_1567 4 0.000
#> SAMPLE_1568 2 0.249
#> SAMPLE_1569 2 0.000
#> SAMPLE_1570 2 0.000
#> SAMPLE_1571 4 0.000
#> SAMPLE_1572 2 0.000
#> SAMPLE_1573 2 0.000
#> SAMPLE_1574 4 0.000
#> SAMPLE_1575 3 0.000
#> SAMPLE_1576 4 0.000
#> SAMPLE_1577 5 0.000
#> SAMPLE_1578 5 0.000
#> SAMPLE_1580 4 0.000
#> SAMPLE_1581 2 1.000
#> SAMPLE_1583 1 0.000
#> SAMPLE_1584 1 1.000
#> SAMPLE_1585 1 1.000
#> SAMPLE_1586 3 0.000
#> SAMPLE_1587 1 0.000
#> SAMPLE_1588 1 0.000
#> SAMPLE_1589 1 0.000
#> SAMPLE_1590 1 0.747
#> SAMPLE_1591 1 0.000
#> SAMPLE_1592 1 0.000
#> SAMPLE_1593 1 0.000
#> SAMPLE_1594 1 0.000
#> SAMPLE_1595 5 0.000
#> SAMPLE_1596 1 1.000
#> SAMPLE_1597 1 0.000
#> SAMPLE_1598 1 0.000
#> SAMPLE_1599 5 0.502
#> SAMPLE_1600 5 0.000
#> SAMPLE_1601 3 0.000
#> SAMPLE_1602 2 0.000
#> SAMPLE_1604 4 0.000
#> SAMPLE_1608 3 0.000
#> SAMPLE_1609 1 0.000
#> SAMPLE_1610 1 0.000
#> SAMPLE_1611 5 0.000
#> SAMPLE_1612 1 0.000
#> SAMPLE_1613 1 1.000
#> SAMPLE_1614 1 0.000
#> SAMPLE_1615 1 0.000
#> SAMPLE_1616 1 0.000
#> SAMPLE_1617 1 0.000
#> SAMPLE_1618 1 0.000
#> SAMPLE_1619 1 0.000
#> SAMPLE_1620 1 0.000
#> SAMPLE_1621 1 1.000
#> SAMPLE_1622 1 0.000
#> SAMPLE_1623 1 0.000
#> SAMPLE_1624 1 0.000
#> SAMPLE_1625 2 0.000
#> SAMPLE_1627 2 0.000
#> SAMPLE_1628 2 0.000
#> SAMPLE_1629 3 0.000
#> SAMPLE_1630 1 1.000
#> SAMPLE_1631 1 0.000
#> SAMPLE_1632 3 0.249
#> SAMPLE_1633 3 0.000
#> SAMPLE_1634 4 0.000
#> SAMPLE_1635 2 0.000
#> SAMPLE_1636 4 0.000
#> SAMPLE_1637 3 0.000
#> SAMPLE_1638 2 0.000
#> SAMPLE_1639 3 0.000
#> SAMPLE_1640 4 0.000
#> SAMPLE_1641 4 0.000
#> SAMPLE_1642 4 0.000
#> SAMPLE_1643 2 0.000
#> SAMPLE_1644 4 0.000
#> SAMPLE_1645 1 1.000
#> SAMPLE_1646 2 0.000
#> SAMPLE_1647 4 0.000
#> SAMPLE_1648 4 0.000
#> SAMPLE_1649 4 0.000
#> SAMPLE_1650 3 0.000
#> SAMPLE_1651 1 0.000
#> SAMPLE_1652 4 0.000
#> SAMPLE_1653 3 0.000
#> SAMPLE_1654 2 0.000
#> SAMPLE_1655 4 0.000
#> SAMPLE_1656 4 0.000
#> SAMPLE_1657 5 0.000
#> SAMPLE_1658 4 1.000
#> SAMPLE_1659 3 1.000
#> SAMPLE_1660 3 0.000
#> SAMPLE_1661 3 0.000
#> SAMPLE_1662 3 1.000
#> SAMPLE_1663 3 0.000
#> SAMPLE_1665 2 0.000
#> SAMPLE_1666 5 0.000
#> SAMPLE_1668 3 0.000
#> SAMPLE_1669 1 1.000
#> SAMPLE_1670 1 1.000
#> SAMPLE_1671 5 0.000
#> SAMPLE_1672 1 0.000
#> SAMPLE_1674 4 0.000
#> SAMPLE_1675 4 0.000
#> SAMPLE_1676 4 0.000
#> SAMPLE_1678 3 0.751
#> SAMPLE_1679 1 0.000
#> SAMPLE_1680 1 0.000
#> SAMPLE_1681 4 0.000
#> SAMPLE_1683 1 0.000
#> SAMPLE_1684 3 0.000
#> SAMPLE_1685 4 0.502
#> SAMPLE_1686 4 0.000
#> SAMPLE_1687 1 0.000
#> SAMPLE_1688 1 0.000
#> SAMPLE_1689 1 1.000
#> SAMPLE_1690 3 0.000
#> SAMPLE_1691 1 1.000
#> SAMPLE_1692 3 1.000
#> SAMPLE_1693 1 0.000
#> SAMPLE_1695 3 0.000
#> SAMPLE_1696 3 0.000
#> SAMPLE_1697 3 0.000
#> SAMPLE_1699 3 0.249
#> SAMPLE_1700 1 0.000
#> SAMPLE_1701 5 1.000
#> SAMPLE_1702 3 0.000
#> SAMPLE_1703 1 0.000
#> SAMPLE_1704 1 0.000
#> SAMPLE_1705 1 0.000
#> SAMPLE_1706 3 0.000
#> SAMPLE_1707 1 0.000
#> SAMPLE_1708 1 0.000
#> SAMPLE_1710 1 1.000
#> SAMPLE_1711 3 1.000
#> SAMPLE_1713 5 0.000
#> SAMPLE_1714 3 0.000
#> SAMPLE_1715 1 0.000
#> SAMPLE_1716 4 0.000
#> SAMPLE_1717 5 0.751
#> SAMPLE_1718 4 1.000
#> SAMPLE_1719 1 0.000
#> SAMPLE_1720 4 0.000
#> SAMPLE_1721 4 0.000
#> SAMPLE_1722 1 0.000
#> SAMPLE_1723 1 0.000
#> SAMPLE_1724 4 0.000
#> SAMPLE_1725 1 0.000
#> SAMPLE_1726 4 0.000
#> SAMPLE_1727 2 0.000
#> SAMPLE_1728 1 0.000
#> SAMPLE_1729 4 0.000
#> SAMPLE_1730 1 0.000
#> SAMPLE_1731 1 0.000
#> SAMPLE_1732 2 0.000
#> SAMPLE_1734 3 0.000
#> SAMPLE_1737 5 1.000
#> SAMPLE_1738 1 0.000
#> SAMPLE_1739 5 0.253
#> SAMPLE_1740 4 1.000
#> SAMPLE_1741 1 0.000
#> SAMPLE_1742 1 0.000
#> SAMPLE_1743 3 0.000
#> SAMPLE_1744 4 1.000
#> SAMPLE_1745 4 0.000
#> SAMPLE_1746 1 0.000
#> SAMPLE_1747 4 0.000
#> SAMPLE_1748 1 0.000
#> SAMPLE_1749 4 0.000
#> SAMPLE_1750 4 0.000
#> SAMPLE_1751 4 0.000
#> SAMPLE_1752 3 1.000
#> SAMPLE_1753 1 0.000
#> SAMPLE_1754 4 0.000
#> SAMPLE_1755 1 0.000
#> SAMPLE_1756 1 0.000
#> SAMPLE_1757 3 0.502
#> SAMPLE_1758 1 0.000
#> SAMPLE_1759 1 0.000
#> SAMPLE_1760 4 0.000
#> SAMPLE_1761 4 0.000
#> SAMPLE_1762 2 0.000
#> SAMPLE_1763 3 0.000
#> SAMPLE_1764 2 0.000
#> SAMPLE_1765 2 0.000
#> SAMPLE_1766 1 0.000
#> SAMPLE_1767 1 0.000
#> SAMPLE_1768 3 0.000
#> SAMPLE_1769 3 0.000
#> SAMPLE_1770 3 0.000
#> SAMPLE_1771 5 0.000
#> SAMPLE_1772 1 0.000
#> SAMPLE_1773 3 0.000
#> SAMPLE_1774 3 0.000
#> SAMPLE_1775 4 0.000
#> SAMPLE_1776 1 0.000
#> SAMPLE_1777 1 0.000
#> SAMPLE_1778 2 1.000
#> SAMPLE_1779 2 1.000
#> SAMPLE_1780 4 0.000
#> SAMPLE_1781 4 0.751
#> SAMPLE_1782 4 0.000
#> SAMPLE_1783 5 0.000
#> SAMPLE_1784 4 0.000
#> SAMPLE_1785 1 0.000
#> SAMPLE_1786 1 0.000
#> SAMPLE_1787 4 0.000
#> SAMPLE_1788 4 0.000
#> SAMPLE_1789 4 0.000
#> SAMPLE_1790 1 0.000
#> SAMPLE_1791 3 0.000
#> SAMPLE_1792 5 1.000
#> SAMPLE_1793 1 0.000
#> SAMPLE_1794 4 0.000
#> SAMPLE_1795 4 1.000
#> SAMPLE_1796 2 0.000
#> SAMPLE_1798 5 0.249
#> SAMPLE_1799 2 0.000
#> SAMPLE_1800 2 0.000
#> SAMPLE_1801 2 0.000
#> SAMPLE_1802 4 0.000
#> SAMPLE_1803 2 0.249
#> SAMPLE_1804 4 0.000
#> SAMPLE_1805 4 0.000
#> SAMPLE_1806 4 0.000
#> SAMPLE_1807 4 0.000
#> SAMPLE_1808 2 0.000
#> SAMPLE_1809 2 0.000
#> SAMPLE_1810 4 0.000
#> SAMPLE_1811 4 0.000
#> SAMPLE_1812 4 0.000
#> SAMPLE_1813 3 0.000
#> SAMPLE_1814 2 0.000
#> SAMPLE_1815 2 0.000
#> SAMPLE_1816 1 0.000
#> SAMPLE_1817 3 0.000
#> SAMPLE_1818 4 0.000
#> SAMPLE_1819 4 0.000
#> SAMPLE_1820 4 0.000
#> SAMPLE_1821 2 0.000
#> SAMPLE_1822 4 0.000
#> SAMPLE_1823 4 0.000
#> SAMPLE_1824 4 1.000
#> SAMPLE_1825 4 0.000
#> SAMPLE_1826 4 0.000
#> SAMPLE_1832 4 0.000
#> SAMPLE_1833 3 0.249
#> SAMPLE_1834 4 0.000
#> SAMPLE_1836 1 1.000
#> SAMPLE_1837 1 0.000
#> SAMPLE_1839 1 0.000
#> SAMPLE_1840 3 0.000
#> SAMPLE_1841 5 0.000
#> SAMPLE_1842 2 0.000
#> SAMPLE_1843 2 0.000
#> SAMPLE_1844 4 0.000
#> SAMPLE_1848 4 0.000
#> SAMPLE_1849 4 0.000
#> SAMPLE_1850 4 0.000
#> SAMPLE_1851 1 0.000
#> SAMPLE_1852 1 0.000
#> SAMPLE_1853 1 0.000
#> SAMPLE_1854 1 0.000
#> SAMPLE_1855 2 0.000
#> SAMPLE_1856 1 1.000
#> SAMPLE_1857 1 1.000
#> SAMPLE_1858 3 0.000
#> SAMPLE_1860 1 0.000
#> SAMPLE_1861 4 0.000
#> SAMPLE_1862 2 1.000
#> SAMPLE_1863 4 0.000
#> SAMPLE_1864 2 0.000
#> SAMPLE_1866 5 0.000
#> SAMPLE_1867 5 0.000
#> SAMPLE_1868 3 0.000
#> SAMPLE_1869 5 0.000
#> SAMPLE_1872 4 1.000
#> SAMPLE_1873 5 0.000
#> SAMPLE_1874 5 0.000
#> SAMPLE_1878 5 0.000
#> SAMPLE_1879 3 0.000
#> SAMPLE_1880 1 1.000
#> SAMPLE_1881 1 1.000
#> SAMPLE_1882 1 0.000
#> SAMPLE_1883 5 1.000
#> SAMPLE_1885 4 0.000
#> SAMPLE_1886 2 0.000
#> SAMPLE_1887 2 0.000
#> SAMPLE_1888 1 0.000
#> SAMPLE_1905 5 0.000
#> SAMPLE_1906 1 0.000
#> SAMPLE_1907 1 0.000
#> SAMPLE_1909 1 0.000
#> SAMPLE_1912 5 0.502
#> SAMPLE_1913 4 0.000
#> SAMPLE_1914 4 0.000
#> SAMPLE_1915 3 0.000
#> SAMPLE_1916 1 0.000
#> SAMPLE_1917 1 1.000
#> SAMPLE_1918 3 1.000
#> SAMPLE_1919 1 1.000
#> SAMPLE_1920 3 0.000
#> SAMPLE_1922 1 0.000
#> SAMPLE_1923 3 0.000
#> SAMPLE_1924 5 0.000
#> SAMPLE_1925 1 0.000
#> SAMPLE_1927 1 0.000
#> SAMPLE_1929 3 0.000
#> SAMPLE_1931 3 0.000
#> SAMPLE_1933 3 0.000
#> SAMPLE_1934 3 0.000
#> SAMPLE_1935 2 0.000
#> SAMPLE_1936 1 0.000
#> SAMPLE_1938 3 0.000
#> SAMPLE_1939 1 0.000
#> SAMPLE_1940 1 0.000
#> SAMPLE_1941 1 0.000
#> SAMPLE_1942 1 0.000
#> SAMPLE_1943 1 0.000
#> SAMPLE_1944 1 0.000
#> SAMPLE_1945 1 0.000
#> SAMPLE_1946 1 0.000
#> SAMPLE_1947 1 0.000
#> SAMPLE_1948 1 0.000
#> SAMPLE_1949 1 0.000
#> SAMPLE_1950 1 0.000
#> SAMPLE_1951 1 1.000
#> SAMPLE_1952 1 0.000
#> SAMPLE_1953 1 0.000
#> SAMPLE_1954 1 0.000
#> SAMPLE_1955 1 0.000
#> SAMPLE_1956 1 1.000
#> SAMPLE_1957 2 0.000
#> SAMPLE_1958 5 0.000
#> SAMPLE_1959 2 0.000
#> SAMPLE_1960 4 0.000
#> SAMPLE_1961 2 0.000
#> SAMPLE_1962 5 1.000
#> SAMPLE_1963 4 0.000
#> SAMPLE_1964 1 0.000
#> SAMPLE_1965 1 0.000
#> SAMPLE_1966 4 0.000
#> SAMPLE_1967 1 1.000
#> SAMPLE_1968 5 1.000
#> SAMPLE_1970 4 0.000
#> SAMPLE_1971 4 0.000
#> SAMPLE_1972 4 0.000
#> SAMPLE_1974 4 0.000
#> SAMPLE_1975 1 0.000
#> SAMPLE_1976 3 0.000
#> SAMPLE_1977 4 0.000
#> SAMPLE_1978 3 0.000
#> SAMPLE_1979 1 0.000
#> SAMPLE_1980 5 0.000
#> SAMPLE_1981 3 0.000
#> SAMPLE_1982 3 0.000
#> SAMPLE_1983 5 0.000
#> SAMPLE_1984 3 0.000
#> SAMPLE_1985 3 0.000
#> SAMPLE_1986 3 0.000
#> SAMPLE_1987 5 0.000
#> SAMPLE_1988 1 0.000
#> SAMPLE_1989 4 0.000
#> SAMPLE_1990 3 0.000
#> SAMPLE_1991 3 0.000
#> SAMPLE_1993 4 0.000
#> SAMPLE_1994 3 0.000
#> SAMPLE_1995 2 0.000
#> SAMPLE_1996 3 0.000
#> SAMPLE_1997 1 1.000
#> SAMPLE_1998 1 0.000
#> SAMPLE_1999 4 0.751
#> SAMPLE_2001 3 0.000
#> SAMPLE_2002 1 0.000
#> SAMPLE_2003 1 0.000
#> SAMPLE_2004 1 0.000
#> SAMPLE_2005 3 0.000
#> SAMPLE_2006 1 0.000
#> SAMPLE_2007 1 0.000
#> SAMPLE_2008 1 0.000
#> SAMPLE_2009 1 0.000
#> SAMPLE_2010 1 0.000
#> SAMPLE_2011 1 0.000
#> SAMPLE_2012 1 0.000
#> SAMPLE_2013 1 0.000
#> SAMPLE_2015 5 0.000
#> SAMPLE_2016 2 0.000
#> SAMPLE_2017 3 1.000
#> SAMPLE_2018 1 0.000
#> SAMPLE_2019 4 0.000
#> SAMPLE_2020 1 0.000
#> SAMPLE_2021 4 0.000
#> SAMPLE_2022 4 0.000
#> SAMPLE_2023 4 0.000
#> SAMPLE_2024 3 0.000
#> SAMPLE_2027 5 0.000
#> SAMPLE_2028 3 0.000
#> SAMPLE_2029 1 0.000
#> SAMPLE_2030 3 0.249
#> SAMPLE_2037 4 0.000
#> SAMPLE_2038 4 0.000
#> SAMPLE_2039 1 0.000
#> SAMPLE_2040 3 0.000
#> SAMPLE_2041 1 0.498
#> SAMPLE_2042 1 0.000
#> SAMPLE_2043 1 0.000
#> SAMPLE_2044 1 0.000
#> SAMPLE_2045 1 0.000
#> SAMPLE_2046 1 0.000
#> SAMPLE_2047 1 0.000
#> SAMPLE_2048 1 0.000
#> SAMPLE_2049 3 0.000
#> SAMPLE_2050 5 0.000
#> SAMPLE_2051 1 1.000
#> SAMPLE_2055 3 0.000
#> SAMPLE_2056 4 1.000
#> SAMPLE_2057 1 1.000
#> SAMPLE_2058 3 1.000
#> SAMPLE_2060 3 0.000
#> SAMPLE_2062 5 1.000
#> SAMPLE_2063 1 1.000
#> SAMPLE_2065 2 0.000
#> SAMPLE_2067 2 0.000
#> SAMPLE_2068 3 0.000
#> SAMPLE_2069 3 0.000
#> SAMPLE_2070 1 0.000
#> SAMPLE_2071 5 0.000
#> SAMPLE_2072 1 0.000
#> SAMPLE_2073 1 0.000
#> SAMPLE_2074 1 0.000
#> SAMPLE_2075 1 0.000
#> SAMPLE_2076 1 0.000
#> SAMPLE_2077 5 0.000
#> SAMPLE_2078 3 0.000
#> SAMPLE_2079 5 0.000
#> SAMPLE_2080 5 0.000
#> SAMPLE_2081 5 0.000
#> SAMPLE_2082 1 0.000
#> SAMPLE_2083 5 0.000
#> SAMPLE_2084 1 1.000
#> SAMPLE_2085 1 0.747
#> SAMPLE_2086 1 0.000
#> SAMPLE_2087 5 0.000
#> SAMPLE_2088 3 0.000
#> SAMPLE_2089 1 1.000
#> SAMPLE_2090 1 1.000
#> SAMPLE_2091 5 0.000
#> SAMPLE_2092 5 0.000
#> SAMPLE_2093 1 0.000
#> SAMPLE_2094 1 0.000
#> SAMPLE_2095 1 0.000
#> SAMPLE_2096 1 0.249
#> SAMPLE_2097 5 0.000
#> SAMPLE_2098 1 0.000
#> SAMPLE_2099 5 1.000
#> SAMPLE_2100 5 0.000
#> SAMPLE_2101 5 0.000
#> SAMPLE_2102 3 0.000
#> SAMPLE_2103 1 1.000
#> SAMPLE_2104 4 0.000
#> SAMPLE_2105 3 0.000
#> SAMPLE_2106 1 0.000
#> SAMPLE_2107 1 0.249
#> SAMPLE_2108 5 0.502
#> SAMPLE_2109 5 0.000
#> SAMPLE_2110 1 0.000
#> SAMPLE_2111 4 1.000
#> SAMPLE_2112 5 0.000
#> SAMPLE_2113 5 0.000
#> SAMPLE_2114 3 0.000
#> SAMPLE_2115 1 1.000
#> SAMPLE_2116 3 0.000
#> SAMPLE_2117 5 0.000
#> SAMPLE_2118 5 0.000
#> SAMPLE_2119 3 0.249
#> SAMPLE_2120 3 1.000
#> SAMPLE_2121 5 0.000
#> SAMPLE_2122 5 0.000
#> SAMPLE_2123 1 1.000
#> SAMPLE_2124 5 0.000
#> SAMPLE_2125 5 1.000
#> SAMPLE_2126 1 0.000
#> SAMPLE_2127 1 0.000
#> SAMPLE_2128 5 0.000
#> SAMPLE_2129 1 0.000
#> SAMPLE_2130 3 0.000
#> SAMPLE_2131 1 0.000
#> SAMPLE_2132 3 0.000
#> SAMPLE_2133 5 0.000
#> SAMPLE_2134 1 0.000
#> SAMPLE_2135 5 0.000
#> SAMPLE_2136 1 1.000
#> SAMPLE_2137 5 0.000
#> SAMPLE_2138 2 0.249
#> SAMPLE_2139 4 0.000
#> SAMPLE_2140 1 0.000
#> SAMPLE_2142 4 0.000
#> SAMPLE_2143 4 0.000
#> SAMPLE_2144 2 0.000
#> SAMPLE_2145 4 0.000
#> SAMPLE_2147 3 0.000
#> SAMPLE_2148 3 0.000
#> SAMPLE_2149 2 0.000
#> SAMPLE_2150 4 0.000
#> SAMPLE_2151 5 1.000
#> SAMPLE_2152 4 0.000
#> SAMPLE_2153 4 0.000
#> SAMPLE_2154 3 1.000
#> SAMPLE_2155 4 0.249
#> SAMPLE_2156 1 0.000
#> SAMPLE_2157 5 0.000
#> SAMPLE_2158 1 0.000
#> SAMPLE_2159 1 1.000
#> SAMPLE_2160 5 0.000
#> SAMPLE_2161 1 0.000
#> SAMPLE_2162 3 0.000
#> SAMPLE_2163 1 0.000
#> SAMPLE_2164 1 0.000
#> SAMPLE_2165 1 0.000
#> SAMPLE_2166 3 1.000
#> SAMPLE_2167 1 0.000
#> SAMPLE_2168 1 0.000
#> SAMPLE_2169 3 1.000
#> SAMPLE_2170 4 0.747
#> SAMPLE_2171 4 0.000
#> SAMPLE_2172 4 0.000
#> SAMPLE_2174 4 0.000
#> SAMPLE_2175 5 1.000
#> SAMPLE_2176 1 0.000
#> SAMPLE_2177 5 0.000
#> SAMPLE_2178 3 0.000
#> SAMPLE_2180 2 0.000
#> SAMPLE_2181 3 0.000
#> SAMPLE_2183 1 0.000
#> SAMPLE_2186 2 0.000
#> SAMPLE_2187 3 0.000
#> SAMPLE_2188 1 0.000
#> SAMPLE_2189 1 0.000
#> SAMPLE_2190 1 0.498
#> SAMPLE_2191 1 0.000
#> SAMPLE_2192 1 0.000
#> SAMPLE_2193 1 0.000
#> SAMPLE_2194 1 0.000
#> SAMPLE_2195 1 0.249
#> SAMPLE_2196 3 0.000
#> SAMPLE_2197 3 0.249
#> SAMPLE_2198 3 0.751
#> SAMPLE_2199 2 0.000
#> SAMPLE_2200 4 0.000
#> SAMPLE_2202 2 0.000
#> SAMPLE_2203 4 0.000
#> SAMPLE_2204 5 1.000
#> SAMPLE_2205 4 0.000
#> SAMPLE_2207 3 0.000
#> SAMPLE_2208 3 0.000
#> SAMPLE_2209 3 1.000
#> SAMPLE_2211 5 1.000
#> SAMPLE_2212 1 0.000
#> SAMPLE_2213 3 0.000
#> SAMPLE_2214 4 1.000
#> SAMPLE_2215 2 0.000
#> SAMPLE_2217 1 0.000
#> SAMPLE_2218 2 0.000
#> SAMPLE_2219 1 1.000
#> SAMPLE_2220 3 0.000
#> SAMPLE_2221 3 1.000
#> SAMPLE_2222 3 0.000
#> SAMPLE_2223 5 0.249
#> SAMPLE_2224 5 0.000
#> SAMPLE_2225 1 0.000
#> SAMPLE_2227 1 0.000
#> SAMPLE_2229 1 0.249
#> SAMPLE_2231 4 0.000
#> SAMPLE_2232 2 0.000
#> SAMPLE_2234 5 0.000
#> SAMPLE_2237 2 0.000
#> SAMPLE_2238 5 0.000
#> SAMPLE_2239 3 0.000
#> SAMPLE_2247 1 0.000
#> SAMPLE_2248 4 0.000
#> SAMPLE_2250 4 0.000
#> SAMPLE_2252 1 0.000
#> SAMPLE_2254 4 0.000
#> SAMPLE_2255 2 0.000
#> SAMPLE_2256 4 0.000
#> SAMPLE_2257 2 0.000
#> SAMPLE_2258 3 1.000
#> SAMPLE_2259 2 0.000
#> SAMPLE_2263 3 0.000
#> SAMPLE_2265 3 0.000
#> SAMPLE_2266 3 0.000
#> SAMPLE_2267 3 1.000
#> SAMPLE_2269 4 0.000
#> SAMPLE_2270 3 0.000
#> SAMPLE_2271 3 0.000
#> SAMPLE_2272 3 0.000
#> SAMPLE_2274 1 1.000
#> SAMPLE_2275 2 0.000
#> SAMPLE_2276 4 0.249
#> SAMPLE_2277 4 0.000
#> SAMPLE_2278 4 0.000
#> SAMPLE_2279 2 0.000
#> SAMPLE_2280 5 0.249
#> SAMPLE_2281 1 0.000
#> SAMPLE_2282 5 1.000
#> SAMPLE_2283 1 0.751
#> SAMPLE_2284 3 0.000
#> SAMPLE_2285 5 0.000
#> SAMPLE_2286 4 0.000
#> SAMPLE_2287 2 0.000
#> SAMPLE_2289 3 1.000
#> SAMPLE_2292 2 0.000
#> SAMPLE_2293 4 0.000
#> SAMPLE_2294 4 0.000
#> SAMPLE_2295 2 1.000
#> SAMPLE_2297 1 0.751
#> SAMPLE_2298 3 0.000
#> SAMPLE_2300 2 0.000
#> SAMPLE_2301 4 0.000
#> SAMPLE_2302 1 0.000
#> SAMPLE_2303 4 0.000
#> SAMPLE_2306 4 0.000
#> SAMPLE_2307 3 0.253
#> SAMPLE_2308 3 1.000
#> SAMPLE_2309 2 0.000
#> SAMPLE_2310 4 0.000
#> SAMPLE_2311 2 0.000
#> SAMPLE_2312 4 0.000
#> SAMPLE_2313 3 0.000
#> SAMPLE_2320 4 0.000
#> SAMPLE_2321 4 0.000
#> SAMPLE_2322 1 0.000
#> SAMPLE_2323 4 0.000
#> SAMPLE_2324 4 0.000
#> SAMPLE_2325 1 0.000
#> SAMPLE_2326 3 0.000
#> SAMPLE_2327 5 0.000
#> SAMPLE_2328 2 0.000
#> SAMPLE_2329 2 0.000
#> SAMPLE_2330 3 1.000
#> SAMPLE_2331 4 0.000
#> SAMPLE_2332 4 0.000
#> SAMPLE_2333 2 0.000
#> SAMPLE_2334 5 0.000
#> SAMPLE_2335 1 1.000
#> SAMPLE_2336 3 0.000
#> SAMPLE_2337 4 0.000
#> SAMPLE_2338 2 0.000
#> SAMPLE_2344 2 0.000
#> SAMPLE_2345 1 0.000
#> SAMPLE_2346 2 0.000
#> SAMPLE_2347 5 0.000
#> SAMPLE_2348 1 0.000
#> SAMPLE_2350 4 0.000
#> SAMPLE_2352 1 0.000
#> SAMPLE_2354 5 0.000
#> SAMPLE_2355 1 0.000
#> SAMPLE_2356 4 0.000
#> SAMPLE_2357 2 0.747
#> SAMPLE_2358 4 0.000
#> SAMPLE_2359 3 0.000
#> SAMPLE_2360 3 0.000
#> SAMPLE_2361 2 0.000
#> SAMPLE_2362 5 0.000
#> SAMPLE_2364 3 0.000
#> SAMPLE_2365 3 0.000
#> SAMPLE_2366 4 1.000
#> SAMPLE_2367 1 0.000
#> SAMPLE_2368 1 0.000
#> SAMPLE_2371 5 1.000
#> SAMPLE_2372 1 1.000
#> SAMPLE_2375 1 0.000
#> SAMPLE_2379 1 0.000
#> SAMPLE_2381 1 0.000
#> SAMPLE_2383 1 0.000
#> SAMPLE_2384 3 0.000
#> SAMPLE_2385 3 0.000
#> SAMPLE_2387 5 0.000
#> SAMPLE_2388 5 0.000
#> SAMPLE_2389 4 0.000
#> SAMPLE_2390 4 0.498
#> SAMPLE_2391 5 1.000
#> SAMPLE_2394 3 0.000
#> SAMPLE_2395 5 0.000
#> SAMPLE_2396 3 1.000
#> SAMPLE_2405 5 0.000
#> SAMPLE_2406 5 0.000
#> SAMPLE_2407 5 0.000
#> SAMPLE_2408 5 0.000
#> SAMPLE_2409 5 0.751
#> SAMPLE_2410 3 1.000
#> SAMPLE_2412 3 0.000
#> SAMPLE_2413 3 1.000
#> SAMPLE_2414 3 0.000
#> SAMPLE_2415 5 0.000
#> SAMPLE_2416 4 0.000
#> SAMPLE_2417 4 0.000
#> SAMPLE_2418 3 0.000
#> SAMPLE_2419 3 0.000
#> SAMPLE_2422 5 0.502
#> SAMPLE_2424 4 0.000
#> SAMPLE_2425 2 0.000
#> SAMPLE_2427 1 0.000
#> SAMPLE_2428 1 0.249
#> SAMPLE_2429 3 0.000
#> SAMPLE_2433 1 0.249
#> SAMPLE_2434 4 0.000
#> SAMPLE_2437 4 0.000
#> SAMPLE_2438 4 0.000
#> SAMPLE_2439 3 1.000
#> SAMPLE_2440 4 1.000
#> SAMPLE_2441 4 0.000
#> SAMPLE_2445 3 0.000
#> SAMPLE_2448 3 0.747
#> SAMPLE_2450 5 0.498
#> SAMPLE_2452 3 0.000
#> SAMPLE_2453 4 0.000
#> SAMPLE_2454 4 0.000
#> SAMPLE_2455 4 0.000
#> SAMPLE_2456 3 0.000
#> SAMPLE_2457 4 0.000
#> SAMPLE_2458 3 0.000
#> SAMPLE_2461 3 0.502
#> SAMPLE_2462 3 0.000
#> SAMPLE_2464 4 0.000
#> SAMPLE_2466 5 0.000
#> SAMPLE_2468 3 0.000
#> SAMPLE_2469 4 0.000
#> SAMPLE_2472 3 0.000
#> SAMPLE_2473 4 0.000
#> SAMPLE_2474 1 0.000
#> SAMPLE_2475 2 0.000
#> SAMPLE_2476 5 0.000
#> SAMPLE_2477 2 0.000
#> SAMPLE_2478 1 0.000
#> SAMPLE_2479 3 1.000
#> SAMPLE_2480 3 0.000
#> SAMPLE_2481 3 0.000
#> SAMPLE_2482 3 0.000
#> SAMPLE_2483 1 0.000
#> SAMPLE_2485 1 1.000
#> SAMPLE_2487 1 0.000
#> SAMPLE_2488 3 0.249
#> SAMPLE_2489 1 0.000
#> SAMPLE_2490 1 0.000
#> SAMPLE_2491 1 0.000
#> SAMPLE_2492 1 0.000
#> SAMPLE_2493 1 0.000
#> SAMPLE_2494 1 1.000
#> SAMPLE_2495 1 1.000
#> SAMPLE_2496 1 0.000
#> SAMPLE_2497 1 0.000
#> SAMPLE_2498 1 0.000
#> SAMPLE_2499 1 0.000
#> SAMPLE_2500 1 0.249
#> SAMPLE_2501 1 0.000
#> SAMPLE_2502 1 1.000
#> SAMPLE_2503 1 1.000
#> SAMPLE_2504 1 0.000
#> SAMPLE_2505 1 0.000
#> SAMPLE_2506 3 0.751
#> SAMPLE_2507 1 0.000
#> SAMPLE_2510 1 0.000
#> SAMPLE_2511 1 0.000
#> SAMPLE_2512 3 0.000
#> SAMPLE_2513 3 0.000
#> SAMPLE_2514 5 0.000
#> SAMPLE_2516 3 1.000
#> SAMPLE_2517 4 0.000
#> SAMPLE_2518 1 0.000
#> SAMPLE_2519 4 0.000
#> SAMPLE_2520 4 0.000
#> SAMPLE_2521 4 0.000
#> SAMPLE_2522 3 0.000
#> SAMPLE_2523 4 0.000
#> SAMPLE_2524 2 0.000
#> SAMPLE_2526 4 0.000
#> SAMPLE_2527 4 0.000
#> SAMPLE_2531 1 0.000
#> SAMPLE_2532 4 0.000
#> SAMPLE_2534 3 0.000
#> SAMPLE_2535 1 0.000
#> SAMPLE_2536 1 0.000
#> SAMPLE_2537 1 0.000
#> SAMPLE_2538 1 0.000
#> SAMPLE_2540 1 0.000
#> SAMPLE_2541 1 0.000
#> SAMPLE_2542 1 0.000
#> SAMPLE_2543 1 0.000
#> SAMPLE_2544 1 0.000
#> SAMPLE_2545 1 0.000
#> SAMPLE_2546 1 0.000
#> SAMPLE_2547 1 0.000
#> SAMPLE_2548 1 0.000
#> SAMPLE_2549 1 0.000
#> SAMPLE_2550 1 0.000
#> SAMPLE_2551 1 0.000
#> SAMPLE_2552 3 0.000
#> SAMPLE_2553 2 0.000
#> SAMPLE_2556 2 0.000
#> SAMPLE_2557 2 0.000
#> SAMPLE_2558 3 0.000
#> SAMPLE_2559 2 0.000
#> SAMPLE_2560 2 0.000
#> SAMPLE_2562 2 0.000
#> SAMPLE_2567 2 0.000
#> SAMPLE_2570 3 0.000
#> SAMPLE_2571 3 0.000
#> SAMPLE_2572 4 0.000
#> SAMPLE_2573 4 0.249
#> SAMPLE_2574 1 1.000
#> SAMPLE_2575 1 0.000
#> SAMPLE_2576 1 0.000
#> SAMPLE_2577 4 0.000
#> SAMPLE_2578 3 1.000
#> SAMPLE_2579 3 0.000
#> SAMPLE_2581 2 0.000
#> SAMPLE_2582 5 1.000
#> SAMPLE_2583 5 1.000
#> SAMPLE_2584 3 0.000
#> SAMPLE_2585 3 0.000
#> SAMPLE_2586 1 0.000
#> SAMPLE_2587 4 0.000
#> SAMPLE_2588 4 1.000
#> SAMPLE_2589 5 1.000
#> SAMPLE_2590 2 0.000
#> SAMPLE_2592 1 0.000
#> SAMPLE_2593 5 1.000
#> SAMPLE_2594 5 0.000
#> SAMPLE_2595 5 1.000
#> SAMPLE_2597 4 0.000
#> SAMPLE_2598 3 0.000
#> SAMPLE_2599 1 1.000
#> SAMPLE_2600 3 0.000
#> SAMPLE_2601 3 0.000
#> SAMPLE_2602 4 0.000
#> SAMPLE_2603 3 0.000
#> SAMPLE_2604 3 0.000
#> SAMPLE_2605 1 0.000
#> SAMPLE_2606 1 0.000
#> SAMPLE_2607 4 0.000
#> SAMPLE_2609 4 1.000
#> SAMPLE_2610 4 0.000
#> SAMPLE_2611 3 0.000
#> SAMPLE_2612 3 0.000
#> SAMPLE_2613 1 1.000
#> SAMPLE_2614 4 0.000
#> SAMPLE_2615 1 0.000
#> SAMPLE_2616 4 0.000
#> SAMPLE_2617 4 0.000
#> SAMPLE_2619 1 0.000
#> SAMPLE_2620 1 1.000
#> SAMPLE_2621 4 0.000
#> SAMPLE_2622 3 0.000
#> SAMPLE_2623 3 0.000
#> SAMPLE_2624 3 1.000
#> SAMPLE_2625 3 0.000
#> SAMPLE_2626 3 0.000
#> SAMPLE_2627 3 0.000
#> SAMPLE_2628 3 0.000
#> SAMPLE_2629 1 1.000
#> SAMPLE_2630 3 0.000
#> SAMPLE_2631 5 0.000
#> SAMPLE_2632 3 1.000
#> SAMPLE_2633 4 1.000
#> SAMPLE_2634 3 0.000
#> SAMPLE_2635 1 1.000
#> SAMPLE_2636 3 0.000
#> SAMPLE_2637 1 0.000
#> SAMPLE_2638 1 0.000
#> SAMPLE_2639 1 0.000
#> SAMPLE_2640 1 0.000
#> SAMPLE_2642 4 0.000
#> SAMPLE_2643 4 0.751
#> SAMPLE_2644 3 0.000
#> SAMPLE_2645 3 0.000
#> SAMPLE_2647 4 0.000
#> SAMPLE_2648 3 0.000
#> SAMPLE_2649 4 0.000
#> SAMPLE_2651 3 0.000
#> SAMPLE_2656 1 1.000
#> SAMPLE_2657 1 0.000
#> SAMPLE_2660 3 0.000
#> SAMPLE_2664 1 0.000
#> SAMPLE_2665 5 0.000
#> SAMPLE_2666 3 0.249
#> SAMPLE_2667 2 0.000
#> SAMPLE_2668 2 0.000
#> SAMPLE_2669 2 0.000
#> SAMPLE_2670 1 0.000
#> SAMPLE_2671 1 0.000
#> SAMPLE_2672 3 0.000
#> SAMPLE_2673 1 0.000
#> SAMPLE_2674 1 0.000
#> SAMPLE_2675 3 0.249
#> SAMPLE_2676 1 1.000
#> SAMPLE_2677 1 1.000
#> SAMPLE_2678 1 0.000
#> SAMPLE_2679 2 0.000
#> SAMPLE_2680 3 0.000
#> SAMPLE_2681 3 0.000
#> SAMPLE_2682 5 0.000
#> SAMPLE_2683 5 1.000
#> SAMPLE_2684 3 0.000
#> SAMPLE_2685 1 0.249
#> SAMPLE_2686 3 0.000
#> SAMPLE_2687 1 0.000
#> SAMPLE_2688 3 0.000
#> SAMPLE_2689 4 0.000
#> SAMPLE_2690 1 0.000
#> SAMPLE_2691 1 1.000
#> SAMPLE_2693 5 0.000
#> SAMPLE_2694 4 1.000
#> SAMPLE_2695 5 0.000
#> SAMPLE_2696 2 0.000
#> SAMPLE_2697 5 0.000
#> SAMPLE_2698 3 0.000
#> SAMPLE_2699 2 0.000
#> SAMPLE_2700 2 0.249
#> SAMPLE_2701 2 0.000
#> SAMPLE_2702 3 0.000
#> SAMPLE_2703 4 0.000
#> SAMPLE_2704 4 0.000
#> SAMPLE_2705 5 0.502
#> SAMPLE_2706 1 0.000
#> SAMPLE_2707 1 0.249
#> SAMPLE_2708 1 0.000
#> SAMPLE_2709 1 0.751
#> SAMPLE_2710 4 1.000
#> SAMPLE_2711 3 1.000
#> SAMPLE_2712 5 0.000
#> SAMPLE_2713 2 0.000
#> SAMPLE_2715 4 1.000
#> SAMPLE_2717 4 0.000
#> SAMPLE_2718 3 1.000
#> SAMPLE_2719 5 0.498
#> SAMPLE_2720 3 0.000
#> SAMPLE_2721 1 0.000
#> SAMPLE_2723 1 0.000
#> SAMPLE_2724 2 0.000
#> SAMPLE_2725 2 0.000
#> SAMPLE_2726 2 0.000
#> SAMPLE_2727 4 0.000
#> SAMPLE_2728 2 0.000
#> SAMPLE_2729 5 0.000
#> SAMPLE_2730 5 0.000
#> SAMPLE_2731 5 0.000
#> SAMPLE_2732 5 0.000
#> SAMPLE_2733 5 0.000
#> SAMPLE_2734 2 0.000
#> SAMPLE_2735 4 0.000
#> SAMPLE_2746 3 0.000
#> SAMPLE_2748 1 0.000
#> SAMPLE_2749 3 1.000
#> SAMPLE_2750 1 0.000
#> SAMPLE_2751 1 0.000
#> SAMPLE_2752 1 0.000
#> SAMPLE_2753 1 0.000
#> SAMPLE_2754 1 0.000
#> SAMPLE_2755 1 0.000
#> SAMPLE_2756 1 0.000
#> SAMPLE_2757 1 0.000
#> SAMPLE_2758 1 0.000
#> SAMPLE_2759 1 0.000
#> SAMPLE_2761 2 0.000
#> SAMPLE_2762 2 0.249
#> SAMPLE_2763 4 1.000
#> SAMPLE_2764 2 0.000
#> SAMPLE_2765 2 0.000
#> SAMPLE_2766 2 0.000
#> SAMPLE_2767 2 0.747
#> SAMPLE_2768 4 0.000
#> SAMPLE_2769 5 0.000
#> SAMPLE_2770 2 0.000
#> SAMPLE_2771 4 0.000
#> SAMPLE_2772 1 0.000
#> SAMPLE_2773 3 0.000
#> SAMPLE_2774 1 0.000
#> SAMPLE_2775 1 0.000
#> SAMPLE_2776 4 0.000
#> SAMPLE_2777 3 1.000
#> SAMPLE_2778 3 0.000
#> SAMPLE_2779 3 0.000
#> SAMPLE_2780 1 1.000
#> SAMPLE_2781 3 0.000
#> SAMPLE_2782 1 0.000
#> SAMPLE_2783 1 1.000
#> SAMPLE_2784 2 0.000
#> SAMPLE_2786 4 0.000
#> SAMPLE_2789 4 0.000
#> SAMPLE_2793 5 0.000
#> SAMPLE_2794 4 1.000
#> SAMPLE_2796 3 0.000
#> SAMPLE_2797 3 0.000
#> SAMPLE_2798 4 0.000
#> SAMPLE_2799 5 0.498
#> SAMPLE_2800 3 0.000
#> SAMPLE_2801 3 0.000
get_classes(res, k = 6)
#> class p
#> SAMPLE_1 2 0.000
#> SAMPLE_2 4 0.000
#> SAMPLE_3 2 0.000
#> SAMPLE_4 4 0.000
#> SAMPLE_5 2 0.000
#> SAMPLE_6 2 0.000
#> SAMPLE_7 2 0.000
#> SAMPLE_8 2 0.000
#> SAMPLE_9 2 0.000
#> SAMPLE_10 4 0.000
#> SAMPLE_11 4 0.000
#> SAMPLE_12 4 0.000
#> SAMPLE_13 5 0.000
#> SAMPLE_14 2 0.000
#> SAMPLE_17 4 0.000
#> SAMPLE_18 4 0.000
#> SAMPLE_20 6 0.000
#> SAMPLE_22 4 0.000
#> SAMPLE_23 2 0.000
#> SAMPLE_24 2 0.000
#> SAMPLE_25 2 0.000
#> SAMPLE_26 4 0.000
#> SAMPLE_27 4 0.000
#> SAMPLE_28 4 0.000
#> SAMPLE_29 2 0.000
#> SAMPLE_30 2 0.000
#> SAMPLE_31 3 0.000
#> SAMPLE_32 3 0.000
#> SAMPLE_33 6 0.502
#> SAMPLE_34 3 0.000
#> SAMPLE_35 3 0.000
#> SAMPLE_36 3 0.000
#> SAMPLE_37 3 0.000
#> SAMPLE_38 3 0.000
#> SAMPLE_39 3 0.000
#> SAMPLE_40 3 0.000
#> SAMPLE_41 3 0.000
#> SAMPLE_42 3 0.000
#> SAMPLE_43 6 0.000
#> SAMPLE_44 3 0.000
#> SAMPLE_45 3 0.000
#> SAMPLE_46 3 0.000
#> SAMPLE_47 3 0.000
#> SAMPLE_48 3 0.000
#> SAMPLE_49 3 0.000
#> SAMPLE_50 3 0.000
#> SAMPLE_51 3 0.000
#> SAMPLE_52 3 0.000
#> SAMPLE_53 3 0.000
#> SAMPLE_54 3 0.000
#> SAMPLE_55 3 0.000
#> SAMPLE_56 3 0.000
#> SAMPLE_62 1 0.000
#> SAMPLE_63 5 0.000
#> SAMPLE_64 2 0.000
#> SAMPLE_65 1 0.000
#> SAMPLE_66 1 0.000
#> SAMPLE_67 1 0.000
#> SAMPLE_68 5 0.000
#> SAMPLE_69 6 0.000
#> SAMPLE_70 3 0.000
#> SAMPLE_71 3 0.000
#> SAMPLE_72 1 1.000
#> SAMPLE_73 3 0.000
#> SAMPLE_74 3 0.000
#> SAMPLE_75 6 0.000
#> SAMPLE_76 3 0.000
#> SAMPLE_77 3 0.000
#> SAMPLE_78 3 0.000
#> SAMPLE_79 3 0.000
#> SAMPLE_100 1 0.249
#> SAMPLE_101 1 0.000
#> SAMPLE_102 5 0.000
#> SAMPLE_103 1 0.000
#> SAMPLE_104 6 0.000
#> SAMPLE_105 1 0.000
#> SAMPLE_106 5 0.000
#> SAMPLE_107 1 0.000
#> SAMPLE_108 1 0.000
#> SAMPLE_109 6 0.000
#> SAMPLE_110 1 0.000
#> SAMPLE_111 3 0.000
#> SAMPLE_112 6 0.000
#> SAMPLE_113 1 0.000
#> SAMPLE_114 3 0.000
#> SAMPLE_115 3 0.000
#> SAMPLE_116 3 0.000
#> SAMPLE_117 3 0.000
#> SAMPLE_118 3 0.000
#> SAMPLE_119 3 0.000
#> SAMPLE_120 6 0.000
#> SAMPLE_121 4 0.249
#> SAMPLE_122 5 0.000
#> SAMPLE_123 4 0.000
#> SAMPLE_124 6 0.000
#> SAMPLE_126 1 0.000
#> SAMPLE_127 5 0.000
#> SAMPLE_136 1 0.000
#> SAMPLE_137 1 0.000
#> SAMPLE_138 1 0.000
#> SAMPLE_139 6 0.000
#> SAMPLE_140 3 1.000
#> SAMPLE_142 3 0.000
#> SAMPLE_143 1 0.000
#> SAMPLE_144 6 0.751
#> SAMPLE_145 5 0.000
#> SAMPLE_146 2 0.000
#> SAMPLE_147 2 0.000
#> SAMPLE_148 2 0.000
#> SAMPLE_149 2 0.000
#> SAMPLE_157 4 0.000
#> SAMPLE_173 1 0.000
#> SAMPLE_174 5 0.000
#> SAMPLE_175 2 0.000
#> SAMPLE_176 3 0.000
#> SAMPLE_177 3 0.000
#> SAMPLE_178 3 0.000
#> SAMPLE_194 2 0.000
#> SAMPLE_195 2 0.000
#> SAMPLE_208 2 0.000
#> SAMPLE_209 2 0.000
#> SAMPLE_210 5 0.000
#> SAMPLE_211 4 0.000
#> SAMPLE_212 2 0.000
#> SAMPLE_213 2 0.000
#> SAMPLE_214 4 0.000
#> SAMPLE_215 1 0.249
#> SAMPLE_216 1 1.000
#> SAMPLE_217 1 0.000
#> SAMPLE_218 2 0.000
#> SAMPLE_219 5 0.000
#> SAMPLE_220 1 0.000
#> SAMPLE_221 2 0.000
#> SAMPLE_222 2 0.000
#> SAMPLE_223 1 0.000
#> SAMPLE_231 3 0.000
#> SAMPLE_232 3 0.000
#> SAMPLE_233 3 0.000
#> SAMPLE_234 4 0.000
#> SAMPLE_235 4 0.000
#> SAMPLE_236 4 0.000
#> SAMPLE_237 2 0.000
#> SAMPLE_238 4 0.000
#> SAMPLE_239 4 0.000
#> SAMPLE_240 3 0.000
#> SAMPLE_241 4 0.000
#> SAMPLE_242 4 0.000
#> SAMPLE_243 3 0.000
#> SAMPLE_244 3 0.000
#> SAMPLE_245 4 0.000
#> SAMPLE_246 4 0.000
#> SAMPLE_247 4 0.000
#> SAMPLE_248 4 0.000
#> SAMPLE_249 4 0.000
#> SAMPLE_250 4 0.000
#> SAMPLE_251 4 0.000
#> SAMPLE_252 3 0.000
#> SAMPLE_253 4 0.000
#> SAMPLE_254 4 0.000
#> SAMPLE_255 4 0.000
#> SAMPLE_256 4 0.000
#> SAMPLE_257 4 0.000
#> SAMPLE_258 4 0.000
#> SAMPLE_259 2 0.000
#> SAMPLE_260 2 0.000
#> SAMPLE_261 2 0.000
#> SAMPLE_262 4 0.000
#> SAMPLE_263 2 0.000
#> SAMPLE_264 4 0.000
#> SAMPLE_265 2 0.000
#> SAMPLE_266 4 0.000
#> SAMPLE_267 4 0.000
#> SAMPLE_268 3 0.000
#> SAMPLE_269 4 0.249
#> SAMPLE_270 4 0.000
#> SAMPLE_271 4 0.000
#> SAMPLE_272 4 0.249
#> SAMPLE_273 4 0.000
#> SAMPLE_274 1 0.000
#> SAMPLE_275 1 1.000
#> SAMPLE_286 3 0.000
#> SAMPLE_287 3 0.000
#> SAMPLE_288 3 0.000
#> SAMPLE_289 3 0.000
#> SAMPLE_296 3 0.000
#> SAMPLE_297 3 0.000
#> SAMPLE_298 3 0.000
#> SAMPLE_299 3 0.000
#> SAMPLE_300 3 0.000
#> SAMPLE_301 3 0.000
#> SAMPLE_302 3 0.000
#> SAMPLE_303 3 0.000
#> SAMPLE_304 3 0.000
#> SAMPLE_305 3 0.000
#> SAMPLE_306 3 0.000
#> SAMPLE_307 3 0.000
#> SAMPLE_308 3 0.000
#> SAMPLE_309 3 0.000
#> SAMPLE_310 3 0.000
#> SAMPLE_311 3 0.000
#> SAMPLE_312 3 1.000
#> SAMPLE_313 3 0.000
#> SAMPLE_314 3 0.000
#> SAMPLE_315 3 0.000
#> SAMPLE_316 3 0.000
#> SAMPLE_317 3 0.000
#> SAMPLE_318 3 0.000
#> SAMPLE_319 3 0.000
#> SAMPLE_320 3 0.000
#> SAMPLE_321 3 0.000
#> SAMPLE_322 3 0.000
#> SAMPLE_323 3 0.000
#> SAMPLE_324 3 0.000
#> SAMPLE_325 3 0.000
#> SAMPLE_326 3 0.000
#> SAMPLE_327 3 0.000
#> SAMPLE_328 3 0.000
#> SAMPLE_329 6 0.249
#> SAMPLE_330 3 1.000
#> SAMPLE_331 6 0.000
#> SAMPLE_332 1 0.000
#> SAMPLE_333 5 0.000
#> SAMPLE_334 1 0.000
#> SAMPLE_335 1 0.000
#> SAMPLE_336 6 0.000
#> SAMPLE_337 4 0.000
#> SAMPLE_338 1 0.751
#> SAMPLE_339 5 0.000
#> SAMPLE_340 1 0.000
#> SAMPLE_341 1 0.000
#> SAMPLE_342 6 0.000
#> SAMPLE_343 1 0.000
#> SAMPLE_344 5 0.000
#> SAMPLE_345 1 0.000
#> SAMPLE_346 6 1.000
#> SAMPLE_347 4 0.751
#> SAMPLE_348 5 0.000
#> SAMPLE_349 1 0.000
#> SAMPLE_350 6 0.000
#> SAMPLE_351 4 0.000
#> SAMPLE_352 1 0.000
#> SAMPLE_353 6 0.000
#> SAMPLE_354 1 0.000
#> SAMPLE_355 6 1.000
#> SAMPLE_356 3 0.000
#> SAMPLE_357 4 0.000
#> SAMPLE_358 6 0.000
#> SAMPLE_359 6 0.000
#> SAMPLE_360 4 0.000
#> SAMPLE_361 5 0.000
#> SAMPLE_362 1 0.000
#> SAMPLE_363 5 0.000
#> SAMPLE_364 3 0.000
#> SAMPLE_365 6 0.000
#> SAMPLE_366 6 0.000
#> SAMPLE_367 3 0.000
#> SAMPLE_368 3 0.000
#> SAMPLE_369 3 0.000
#> SAMPLE_370 1 0.751
#> SAMPLE_371 3 0.000
#> SAMPLE_372 3 0.000
#> SAMPLE_373 1 0.253
#> SAMPLE_374 1 0.000
#> SAMPLE_375 6 0.000
#> SAMPLE_376 1 0.000
#> SAMPLE_377 6 0.000
#> SAMPLE_378 5 1.000
#> SAMPLE_379 1 0.000
#> SAMPLE_382 1 1.000
#> SAMPLE_383 6 0.000
#> SAMPLE_384 6 1.000
#> SAMPLE_385 6 0.000
#> SAMPLE_386 6 0.000
#> SAMPLE_387 6 0.000
#> SAMPLE_470 5 0.000
#> SAMPLE_471 2 0.000
#> SAMPLE_553 4 0.000
#> SAMPLE_568 3 0.000
#> SAMPLE_569 3 0.000
#> SAMPLE_570 3 0.000
#> SAMPLE_571 2 0.000
#> SAMPLE_572 2 1.000
#> SAMPLE_589 3 0.000
#> SAMPLE_590 6 0.000
#> SAMPLE_591 3 0.000
#> SAMPLE_592 3 0.000
#> SAMPLE_593 3 0.000
#> SAMPLE_594 3 0.000
#> SAMPLE_595 3 0.000
#> SAMPLE_596 3 0.000
#> SAMPLE_597 3 0.000
#> SAMPLE_598 3 0.000
#> SAMPLE_599 3 0.000
#> SAMPLE_600 3 0.000
#> SAMPLE_601 3 0.000
#> SAMPLE_602 6 1.000
#> SAMPLE_603 3 0.000
#> SAMPLE_604 6 0.498
#> SAMPLE_605 3 0.000
#> SAMPLE_606 3 0.000
#> SAMPLE_607 3 0.000
#> SAMPLE_608 3 0.000
#> SAMPLE_609 4 0.000
#> SAMPLE_610 5 0.000
#> SAMPLE_614 2 0.000
#> SAMPLE_618 4 0.000
#> SAMPLE_619 4 0.000
#> SAMPLE_620 2 0.000
#> SAMPLE_621 3 0.000
#> SAMPLE_622 4 0.000
#> SAMPLE_623 4 0.000
#> SAMPLE_624 4 0.000
#> SAMPLE_625 2 0.000
#> SAMPLE_626 4 0.000
#> SAMPLE_627 2 0.000
#> SAMPLE_628 4 0.000
#> SAMPLE_629 3 0.000
#> SAMPLE_630 2 0.000
#> SAMPLE_631 4 0.000
#> SAMPLE_632 4 0.000
#> SAMPLE_633 4 0.000
#> SAMPLE_634 2 0.000
#> SAMPLE_635 4 0.000
#> SAMPLE_636 2 0.000
#> SAMPLE_637 4 0.000
#> SAMPLE_638 3 0.000
#> SAMPLE_639 3 0.000
#> SAMPLE_640 3 0.000
#> SAMPLE_641 3 0.000
#> SAMPLE_643 5 0.000
#> SAMPLE_644 3 0.000
#> SAMPLE_645 2 0.000
#> SAMPLE_646 2 0.000
#> SAMPLE_647 6 0.751
#> SAMPLE_648 2 0.000
#> SAMPLE_649 6 0.000
#> SAMPLE_650 1 1.000
#> SAMPLE_651 1 1.000
#> SAMPLE_652 6 1.000
#> SAMPLE_653 6 0.000
#> SAMPLE_655 6 0.000
#> SAMPLE_656 6 1.000
#> SAMPLE_657 3 0.000
#> SAMPLE_658 6 0.000
#> SAMPLE_659 6 0.000
#> SAMPLE_660 6 0.000
#> SAMPLE_661 6 0.000
#> SAMPLE_662 2 0.000
#> SAMPLE_664 2 0.000
#> SAMPLE_665 2 0.000
#> SAMPLE_666 1 0.000
#> SAMPLE_667 2 0.000
#> SAMPLE_668 2 0.000
#> SAMPLE_669 2 0.000
#> SAMPLE_672 2 0.000
#> SAMPLE_673 2 0.000
#> SAMPLE_674 2 0.000
#> SAMPLE_675 2 0.000
#> SAMPLE_676 2 0.000
#> SAMPLE_677 6 0.000
#> SAMPLE_678 1 1.000
#> SAMPLE_679 6 1.000
#> SAMPLE_680 1 1.000
#> SAMPLE_681 1 1.000
#> SAMPLE_682 6 0.000
#> SAMPLE_683 1 0.000
#> SAMPLE_684 1 0.000
#> SAMPLE_685 1 0.000
#> SAMPLE_686 1 0.000
#> SAMPLE_687 6 0.000
#> SAMPLE_688 1 0.000
#> SAMPLE_689 1 0.000
#> SAMPLE_690 1 0.000
#> SAMPLE_691 1 0.000
#> SAMPLE_692 1 0.000
#> SAMPLE_693 1 0.000
#> SAMPLE_694 1 0.000
#> SAMPLE_695 6 0.000
#> SAMPLE_696 1 0.000
#> SAMPLE_697 1 0.000
#> SAMPLE_698 6 0.000
#> SAMPLE_699 1 0.000
#> SAMPLE_700 1 0.000
#> SAMPLE_701 1 0.000
#> SAMPLE_702 1 0.000
#> SAMPLE_703 1 0.000
#> SAMPLE_704 1 0.000
#> SAMPLE_705 1 0.000
#> SAMPLE_706 1 0.253
#> SAMPLE_707 1 0.000
#> SAMPLE_708 1 1.000
#> SAMPLE_709 1 0.000
#> SAMPLE_710 1 0.000
#> SAMPLE_711 1 0.000
#> SAMPLE_712 1 0.000
#> SAMPLE_713 1 0.000
#> SAMPLE_714 5 0.000
#> SAMPLE_715 3 0.000
#> SAMPLE_720 3 0.000
#> SAMPLE_722 3 0.000
#> SAMPLE_723 3 0.000
#> SAMPLE_724 6 0.000
#> SAMPLE_725 3 0.000
#> SAMPLE_726 6 0.000
#> SAMPLE_727 3 0.000
#> SAMPLE_728 6 0.000
#> SAMPLE_729 3 0.000
#> SAMPLE_730 3 0.000
#> SAMPLE_732 1 0.000
#> SAMPLE_739 6 0.000
#> SAMPLE_740 1 0.000
#> SAMPLE_741 1 0.000
#> SAMPLE_742 1 0.000
#> SAMPLE_743 1 0.000
#> SAMPLE_744 2 0.000
#> SAMPLE_745 4 0.000
#> SAMPLE_746 5 0.502
#> SAMPLE_747 6 1.000
#> SAMPLE_748 5 0.000
#> SAMPLE_751 3 0.000
#> SAMPLE_752 5 0.000
#> SAMPLE_753 4 0.000
#> SAMPLE_757 6 0.000
#> SAMPLE_758 3 0.000
#> SAMPLE_759 6 0.000
#> SAMPLE_760 6 0.000
#> SAMPLE_761 6 0.000
#> SAMPLE_762 6 0.000
#> SAMPLE_766 1 0.000
#> SAMPLE_767 4 0.000
#> SAMPLE_768 2 0.000
#> SAMPLE_771 6 1.000
#> SAMPLE_772 6 1.000
#> SAMPLE_773 6 0.000
#> SAMPLE_774 3 0.000
#> SAMPLE_775 1 0.000
#> SAMPLE_776 3 0.000
#> SAMPLE_777 6 0.000
#> SAMPLE_778 6 0.000
#> SAMPLE_779 3 0.000
#> SAMPLE_780 3 0.000
#> SAMPLE_781 3 0.000
#> SAMPLE_782 3 0.000
#> SAMPLE_783 3 0.000
#> SAMPLE_784 3 0.000
#> SAMPLE_785 1 0.000
#> SAMPLE_786 1 0.000
#> SAMPLE_787 1 0.000
#> SAMPLE_788 6 0.253
#> SAMPLE_789 6 0.000
#> SAMPLE_790 6 0.000
#> SAMPLE_791 2 0.000
#> SAMPLE_794 4 0.000
#> SAMPLE_795 4 0.000
#> SAMPLE_796 2 1.000
#> SAMPLE_797 3 0.000
#> SAMPLE_798 5 0.000
#> SAMPLE_799 6 1.000
#> SAMPLE_800 6 1.000
#> SAMPLE_801 6 1.000
#> SAMPLE_802 6 1.000
#> SAMPLE_803 6 0.000
#> SAMPLE_804 3 0.000
#> SAMPLE_805 3 0.000
#> SAMPLE_806 5 0.000
#> SAMPLE_807 4 0.498
#> SAMPLE_808 2 0.000
#> SAMPLE_809 2 0.000
#> SAMPLE_810 2 0.000
#> SAMPLE_811 2 0.000
#> SAMPLE_812 2 0.000
#> SAMPLE_813 2 0.498
#> SAMPLE_814 2 0.000
#> SAMPLE_815 3 0.000
#> SAMPLE_816 4 0.000
#> SAMPLE_817 4 0.000
#> SAMPLE_818 4 0.000
#> SAMPLE_819 4 0.000
#> SAMPLE_820 4 0.000
#> SAMPLE_821 4 0.000
#> SAMPLE_822 3 0.000
#> SAMPLE_823 4 0.000
#> SAMPLE_824 4 0.000
#> SAMPLE_825 4 0.000
#> SAMPLE_826 3 0.000
#> SAMPLE_827 4 0.000
#> SAMPLE_828 1 0.751
#> SAMPLE_829 4 0.000
#> SAMPLE_830 4 0.000
#> SAMPLE_831 4 0.000
#> SAMPLE_832 4 0.000
#> SAMPLE_833 6 0.000
#> SAMPLE_834 5 0.000
#> SAMPLE_835 4 0.000
#> SAMPLE_836 4 0.000
#> SAMPLE_837 4 0.000
#> SAMPLE_838 4 1.000
#> SAMPLE_840 2 0.000
#> SAMPLE_841 4 0.000
#> SAMPLE_842 2 0.000
#> SAMPLE_843 4 1.000
#> SAMPLE_844 4 0.249
#> SAMPLE_846 2 0.000
#> SAMPLE_848 6 0.000
#> SAMPLE_849 3 0.000
#> SAMPLE_850 6 0.000
#> SAMPLE_851 1 0.000
#> SAMPLE_853 4 0.000
#> SAMPLE_855 3 1.000
#> SAMPLE_856 6 1.000
#> SAMPLE_859 1 1.000
#> SAMPLE_860 6 0.000
#> SAMPLE_861 6 0.000
#> SAMPLE_862 5 0.000
#> SAMPLE_863 1 1.000
#> SAMPLE_864 6 0.000
#> SAMPLE_865 2 0.000
#> SAMPLE_866 4 0.000
#> SAMPLE_867 2 0.000
#> SAMPLE_868 5 0.751
#> SAMPLE_869 6 0.000
#> SAMPLE_871 4 0.000
#> SAMPLE_874 1 0.000
#> SAMPLE_876 4 0.000
#> SAMPLE_879 1 0.000
#> SAMPLE_880 5 0.000
#> SAMPLE_884 1 0.000
#> SAMPLE_885 3 0.502
#> SAMPLE_886 6 0.747
#> SAMPLE_887 2 0.000
#> SAMPLE_889 1 0.000
#> SAMPLE_890 6 0.000
#> SAMPLE_892 1 0.000
#> SAMPLE_894 1 0.000
#> SAMPLE_895 2 0.000
#> SAMPLE_896 4 0.000
#> SAMPLE_898 6 1.000
#> SAMPLE_899 3 0.751
#> SAMPLE_900 3 0.000
#> SAMPLE_901 3 0.000
#> SAMPLE_902 3 0.000
#> SAMPLE_903 3 0.000
#> SAMPLE_904 3 0.000
#> SAMPLE_905 3 0.000
#> SAMPLE_907 3 0.000
#> SAMPLE_908 4 0.000
#> SAMPLE_909 4 1.000
#> SAMPLE_910 4 1.000
#> SAMPLE_911 2 0.000
#> SAMPLE_912 2 0.000
#> SAMPLE_913 6 0.000
#> SAMPLE_914 6 0.000
#> SAMPLE_915 3 0.000
#> SAMPLE_916 3 0.000
#> SAMPLE_917 3 0.000
#> SAMPLE_918 3 0.000
#> SAMPLE_919 3 0.000
#> SAMPLE_920 3 0.000
#> SAMPLE_921 3 0.000
#> SAMPLE_922 3 0.000
#> SAMPLE_923 6 0.000
#> SAMPLE_924 3 0.000
#> SAMPLE_925 5 0.000
#> SAMPLE_926 1 0.000
#> SAMPLE_927 4 0.000
#> SAMPLE_928 4 0.000
#> SAMPLE_929 3 0.000
#> SAMPLE_930 3 0.000
#> SAMPLE_931 1 1.000
#> SAMPLE_932 6 1.000
#> SAMPLE_933 1 1.000
#> SAMPLE_934 5 0.000
#> SAMPLE_935 6 0.000
#> SAMPLE_936 6 1.000
#> SAMPLE_937 6 0.000
#> SAMPLE_938 4 0.000
#> SAMPLE_939 6 0.000
#> SAMPLE_940 4 0.000
#> SAMPLE_941 5 0.000
#> SAMPLE_942 4 0.000
#> SAMPLE_943 5 0.000
#> SAMPLE_944 4 0.000
#> SAMPLE_945 5 0.000
#> SAMPLE_946 6 1.000
#> SAMPLE_947 6 0.502
#> SAMPLE_948 6 0.000
#> SAMPLE_949 6 0.000
#> SAMPLE_950 5 0.000
#> SAMPLE_951 4 0.000
#> SAMPLE_952 5 0.000
#> SAMPLE_953 3 0.000
#> SAMPLE_954 6 1.000
#> SAMPLE_955 5 0.253
#> SAMPLE_956 5 0.000
#> SAMPLE_957 6 0.000
#> SAMPLE_958 6 0.000
#> SAMPLE_959 5 0.000
#> SAMPLE_960 5 0.000
#> SAMPLE_961 3 1.000
#> SAMPLE_962 6 0.000
#> SAMPLE_963 4 1.000
#> SAMPLE_964 3 0.000
#> SAMPLE_965 4 0.000
#> SAMPLE_966 3 1.000
#> SAMPLE_967 3 1.000
#> SAMPLE_968 5 0.498
#> SAMPLE_969 5 0.000
#> SAMPLE_970 5 0.000
#> SAMPLE_971 1 0.000
#> SAMPLE_972 3 0.000
#> SAMPLE_973 2 0.000
#> SAMPLE_975 1 0.249
#> SAMPLE_980 6 1.000
#> SAMPLE_981 1 0.000
#> SAMPLE_982 1 0.000
#> SAMPLE_987 5 0.000
#> SAMPLE_989 3 0.000
#> SAMPLE_990 4 0.000
#> SAMPLE_993 6 0.000
#> SAMPLE_994 1 0.000
#> SAMPLE_995 6 0.000
#> SAMPLE_996 5 0.000
#> SAMPLE_997 1 0.000
#> SAMPLE_998 1 1.000
#> SAMPLE_999 6 0.000
#> SAMPLE_1000 5 0.000
#> SAMPLE_1001 1 0.000
#> SAMPLE_1002 3 0.000
#> SAMPLE_1003 5 0.502
#> SAMPLE_1004 3 0.000
#> SAMPLE_1005 3 0.000
#> SAMPLE_1006 5 0.249
#> SAMPLE_1007 4 1.000
#> SAMPLE_1008 1 0.751
#> SAMPLE_1009 5 0.000
#> SAMPLE_1010 3 0.000
#> SAMPLE_1011 3 0.253
#> SAMPLE_1012 4 0.000
#> SAMPLE_1013 5 0.000
#> SAMPLE_1014 1 0.000
#> SAMPLE_1015 6 0.000
#> SAMPLE_1016 5 0.000
#> SAMPLE_1017 4 0.000
#> SAMPLE_1018 5 0.000
#> SAMPLE_1019 5 0.000
#> SAMPLE_1020 6 1.000
#> SAMPLE_1021 3 0.000
#> SAMPLE_1022 3 0.000
#> SAMPLE_1023 5 0.502
#> SAMPLE_1024 4 0.000
#> SAMPLE_1025 3 0.000
#> SAMPLE_1026 3 0.000
#> SAMPLE_1027 6 0.000
#> SAMPLE_1028 3 0.000
#> SAMPLE_1029 3 1.000
#> SAMPLE_1030 5 0.000
#> SAMPLE_1031 5 0.000
#> SAMPLE_1032 5 0.000
#> SAMPLE_1033 3 0.000
#> SAMPLE_1034 3 1.000
#> SAMPLE_1035 3 0.253
#> SAMPLE_1036 6 1.000
#> SAMPLE_1037 6 1.000
#> SAMPLE_1040 1 0.000
#> SAMPLE_1041 2 0.000
#> SAMPLE_1042 2 0.000
#> SAMPLE_1043 4 0.249
#> SAMPLE_1044 1 0.000
#> SAMPLE_1045 1 0.000
#> SAMPLE_1046 6 0.000
#> SAMPLE_1047 6 0.000
#> SAMPLE_1048 6 0.000
#> SAMPLE_1049 1 0.000
#> SAMPLE_1050 6 1.000
#> SAMPLE_1051 1 0.000
#> SAMPLE_1052 6 0.000
#> SAMPLE_1053 6 1.000
#> SAMPLE_1054 6 0.000
#> SAMPLE_1055 6 0.000
#> SAMPLE_1056 6 0.000
#> SAMPLE_1057 6 0.000
#> SAMPLE_1058 6 0.000
#> SAMPLE_1059 6 0.000
#> SAMPLE_1060 6 0.000
#> SAMPLE_1061 6 0.000
#> SAMPLE_1062 6 0.000
#> SAMPLE_1063 6 0.000
#> SAMPLE_1067 1 0.000
#> SAMPLE_1068 1 0.000
#> SAMPLE_1069 1 0.000
#> SAMPLE_1070 5 0.000
#> SAMPLE_1071 1 0.000
#> SAMPLE_1072 6 0.000
#> SAMPLE_1073 1 0.000
#> SAMPLE_1074 1 0.000
#> SAMPLE_1075 1 0.000
#> SAMPLE_1076 1 0.000
#> SAMPLE_1077 1 0.000
#> SAMPLE_1078 1 0.000
#> SAMPLE_1079 1 0.000
#> SAMPLE_1080 1 0.000
#> SAMPLE_1081 1 0.000
#> SAMPLE_1082 6 0.000
#> SAMPLE_1083 6 0.000
#> SAMPLE_1084 6 0.000
#> SAMPLE_1085 3 1.000
#> SAMPLE_1086 6 0.000
#> SAMPLE_1087 6 1.000
#> SAMPLE_1088 2 0.000
#> SAMPLE_1089 2 0.000
#> SAMPLE_1090 1 0.000
#> SAMPLE_1091 1 0.000
#> SAMPLE_1092 6 0.000
#> SAMPLE_1093 6 0.000
#> SAMPLE_1094 3 1.000
#> SAMPLE_1095 6 0.000
#> SAMPLE_1096 6 0.000
#> SAMPLE_1097 3 1.000
#> SAMPLE_1098 6 0.000
#> SAMPLE_1100 3 1.000
#> SAMPLE_1101 6 0.000
#> SAMPLE_1102 6 0.000
#> SAMPLE_1103 6 0.000
#> SAMPLE_1104 6 0.000
#> SAMPLE_1105 6 1.000
#> SAMPLE_1106 6 0.000
#> SAMPLE_1107 6 0.000
#> SAMPLE_1108 6 0.000
#> SAMPLE_1109 6 0.000
#> SAMPLE_1110 1 0.000
#> SAMPLE_1112 6 0.000
#> SAMPLE_1113 6 0.000
#> SAMPLE_1114 1 0.000
#> SAMPLE_1115 3 0.000
#> SAMPLE_1117 6 0.000
#> SAMPLE_1118 1 0.000
#> SAMPLE_1119 5 0.000
#> SAMPLE_1120 1 1.000
#> SAMPLE_1121 5 0.000
#> SAMPLE_1122 6 0.000
#> SAMPLE_1123 6 0.000
#> SAMPLE_1124 1 0.502
#> SAMPLE_1125 6 1.000
#> SAMPLE_1126 1 0.000
#> SAMPLE_1127 1 0.000
#> SAMPLE_1128 1 0.000
#> SAMPLE_1129 1 0.000
#> SAMPLE_1130 1 1.000
#> SAMPLE_1131 5 0.000
#> SAMPLE_1132 3 1.000
#> SAMPLE_1133 6 0.000
#> SAMPLE_1134 3 0.751
#> SAMPLE_1135 6 0.000
#> SAMPLE_1136 3 0.000
#> SAMPLE_1137 3 0.000
#> SAMPLE_1138 5 0.747
#> SAMPLE_1139 3 0.253
#> SAMPLE_1140 3 1.000
#> SAMPLE_1141 3 0.502
#> SAMPLE_1142 3 0.000
#> SAMPLE_1143 1 0.000
#> SAMPLE_1144 1 0.000
#> SAMPLE_1145 6 0.000
#> SAMPLE_1146 3 0.498
#> SAMPLE_1147 3 0.000
#> SAMPLE_1148 1 1.000
#> SAMPLE_1150 6 1.000
#> SAMPLE_1151 1 0.000
#> SAMPLE_1152 5 1.000
#> SAMPLE_1153 3 1.000
#> SAMPLE_1154 6 1.000
#> SAMPLE_1155 5 0.000
#> SAMPLE_1156 5 0.000
#> SAMPLE_1157 6 1.000
#> SAMPLE_1158 1 0.000
#> SAMPLE_1162 1 0.000
#> SAMPLE_1163 6 0.000
#> SAMPLE_1164 4 0.000
#> SAMPLE_1165 3 0.502
#> SAMPLE_1166 5 0.000
#> SAMPLE_1167 3 0.000
#> SAMPLE_1170 4 0.000
#> SAMPLE_1171 1 0.000
#> SAMPLE_1172 2 0.000
#> SAMPLE_1173 3 0.000
#> SAMPLE_1174 5 0.747
#> SAMPLE_1175 6 0.000
#> SAMPLE_1176 3 0.000
#> SAMPLE_1177 6 0.751
#> SAMPLE_1178 6 0.000
#> SAMPLE_1179 1 0.000
#> SAMPLE_1180 3 0.000
#> SAMPLE_1181 1 1.000
#> SAMPLE_1182 3 0.000
#> SAMPLE_1183 3 0.000
#> SAMPLE_1184 3 0.000
#> SAMPLE_1185 6 0.000
#> SAMPLE_1186 6 0.000
#> SAMPLE_1187 3 0.000
#> SAMPLE_1188 4 0.000
#> SAMPLE_1189 4 0.000
#> SAMPLE_1190 6 0.000
#> SAMPLE_1191 6 0.000
#> SAMPLE_1193 1 0.000
#> SAMPLE_1194 3 0.000
#> SAMPLE_1195 3 1.000
#> SAMPLE_1196 1 0.000
#> SAMPLE_1197 3 1.000
#> SAMPLE_1198 3 0.000
#> SAMPLE_1199 6 0.000
#> SAMPLE_1200 1 0.000
#> SAMPLE_1201 1 0.000
#> SAMPLE_1202 6 0.000
#> SAMPLE_1203 2 0.000
#> SAMPLE_1204 1 0.000
#> SAMPLE_1205 1 0.000
#> SAMPLE_1207 4 1.000
#> SAMPLE_1208 6 0.000
#> SAMPLE_1210 3 0.000
#> SAMPLE_1214 4 0.000
#> SAMPLE_1215 6 0.000
#> SAMPLE_1216 2 0.000
#> SAMPLE_1217 2 0.000
#> SAMPLE_1218 2 0.000
#> SAMPLE_1219 3 0.000
#> SAMPLE_1220 6 1.000
#> SAMPLE_1221 1 0.000
#> SAMPLE_1222 5 0.000
#> SAMPLE_1223 5 0.000
#> SAMPLE_1224 6 0.000
#> SAMPLE_1225 5 0.000
#> SAMPLE_1226 4 0.000
#> SAMPLE_1227 6 0.000
#> SAMPLE_1228 1 0.000
#> SAMPLE_1229 5 0.000
#> SAMPLE_1230 1 0.000
#> SAMPLE_1231 1 0.000
#> SAMPLE_1232 1 0.000
#> SAMPLE_1233 1 0.000
#> SAMPLE_1234 1 0.000
#> SAMPLE_1235 1 0.000
#> SAMPLE_1236 1 0.000
#> SAMPLE_1237 1 0.502
#> SAMPLE_1238 1 0.000
#> SAMPLE_1239 6 0.000
#> SAMPLE_1240 1 0.000
#> SAMPLE_1244 1 0.000
#> SAMPLE_1245 1 0.000
#> SAMPLE_1246 1 0.000
#> SAMPLE_1247 1 0.000
#> SAMPLE_1248 3 0.000
#> SAMPLE_1249 1 0.000
#> SAMPLE_1250 6 1.000
#> SAMPLE_1251 4 0.000
#> SAMPLE_1256 1 0.000
#> SAMPLE_1257 3 1.000
#> SAMPLE_1258 6 0.000
#> SAMPLE_1259 2 0.000
#> SAMPLE_1260 2 0.000
#> SAMPLE_1261 2 0.000
#> SAMPLE_1262 2 0.000
#> SAMPLE_1263 4 0.000
#> SAMPLE_1265 6 0.751
#> SAMPLE_1266 5 0.000
#> SAMPLE_1267 5 0.000
#> SAMPLE_1269 1 0.000
#> SAMPLE_1270 6 1.000
#> SAMPLE_1271 5 1.000
#> SAMPLE_1272 5 0.000
#> SAMPLE_1273 5 0.000
#> SAMPLE_1274 1 0.000
#> SAMPLE_1275 6 0.000
#> SAMPLE_1276 2 0.000
#> SAMPLE_1277 2 0.000
#> SAMPLE_1278 2 0.000
#> SAMPLE_1279 4 0.000
#> SAMPLE_1280 6 0.000
#> SAMPLE_1282 6 0.000
#> SAMPLE_1283 6 0.000
#> SAMPLE_1284 2 0.000
#> SAMPLE_1285 5 0.000
#> SAMPLE_1286 2 0.000
#> SAMPLE_1288 3 0.000
#> SAMPLE_1289 5 0.000
#> SAMPLE_1290 5 0.000
#> SAMPLE_1291 1 0.000
#> SAMPLE_1292 6 0.000
#> SAMPLE_1293 6 0.000
#> SAMPLE_1294 1 0.000
#> SAMPLE_1295 5 0.000
#> SAMPLE_1296 4 0.000
#> SAMPLE_1297 1 0.000
#> SAMPLE_1298 6 0.000
#> SAMPLE_1299 5 0.000
#> SAMPLE_1300 5 0.000
#> SAMPLE_1301 6 0.000
#> SAMPLE_1302 6 0.000
#> SAMPLE_1303 5 0.000
#> SAMPLE_1304 5 0.000
#> SAMPLE_1305 5 0.000
#> SAMPLE_1306 3 0.000
#> SAMPLE_1307 1 0.000
#> SAMPLE_1308 5 0.000
#> SAMPLE_1309 5 0.000
#> SAMPLE_1310 1 0.000
#> SAMPLE_1311 5 0.000
#> SAMPLE_1312 6 0.249
#> SAMPLE_1313 5 0.000
#> SAMPLE_1314 5 0.000
#> SAMPLE_1315 5 0.000
#> SAMPLE_1316 6 0.000
#> SAMPLE_1317 6 0.000
#> SAMPLE_1318 6 0.000
#> SAMPLE_1319 5 1.000
#> SAMPLE_1320 6 0.000
#> SAMPLE_1321 6 1.000
#> SAMPLE_1322 6 0.000
#> SAMPLE_1323 6 1.000
#> SAMPLE_1324 6 0.000
#> SAMPLE_1325 3 1.000
#> SAMPLE_1326 1 0.000
#> SAMPLE_1327 6 0.000
#> SAMPLE_1328 5 1.000
#> SAMPLE_1329 1 0.751
#> SAMPLE_1330 1 0.000
#> SAMPLE_1331 6 0.000
#> SAMPLE_1332 1 0.751
#> SAMPLE_1333 6 0.502
#> SAMPLE_1334 1 1.000
#> SAMPLE_1335 6 0.502
#> SAMPLE_1337 3 0.000
#> SAMPLE_1338 5 1.000
#> SAMPLE_1339 5 0.000
#> SAMPLE_1340 1 0.000
#> SAMPLE_1341 6 0.000
#> SAMPLE_1342 5 0.000
#> SAMPLE_1343 1 1.000
#> SAMPLE_1344 1 0.000
#> SAMPLE_1345 5 1.000
#> SAMPLE_1346 6 0.000
#> SAMPLE_1347 4 0.000
#> SAMPLE_1348 2 0.000
#> SAMPLE_1349 3 0.000
#> SAMPLE_1350 5 0.000
#> SAMPLE_1351 4 0.000
#> SAMPLE_1352 2 1.000
#> SAMPLE_1354 3 0.000
#> SAMPLE_1355 2 0.000
#> SAMPLE_1386 6 0.000
#> SAMPLE_1387 3 0.498
#> SAMPLE_1388 2 0.000
#> SAMPLE_1389 2 0.000
#> SAMPLE_1390 6 0.000
#> SAMPLE_1391 1 0.000
#> SAMPLE_1392 1 1.000
#> SAMPLE_1393 1 0.249
#> SAMPLE_1394 6 0.000
#> SAMPLE_1395 1 1.000
#> SAMPLE_1396 6 0.000
#> SAMPLE_1397 5 0.751
#> SAMPLE_1398 4 0.000
#> SAMPLE_1399 5 0.000
#> SAMPLE_1400 6 0.000
#> SAMPLE_1401 6 1.000
#> SAMPLE_1402 5 0.000
#> SAMPLE_1403 2 0.000
#> SAMPLE_1404 4 0.000
#> SAMPLE_1405 1 0.000
#> SAMPLE_1406 6 0.000
#> SAMPLE_1407 1 0.751
#> SAMPLE_1408 1 0.751
#> SAMPLE_1409 5 0.000
#> SAMPLE_1410 6 0.000
#> SAMPLE_1411 6 0.000
#> SAMPLE_1412 2 0.000
#> SAMPLE_1419 5 0.498
#> SAMPLE_1420 3 0.000
#> SAMPLE_1421 1 0.000
#> SAMPLE_1422 1 0.000
#> SAMPLE_1423 6 0.502
#> SAMPLE_1424 1 0.000
#> SAMPLE_1425 4 1.000
#> SAMPLE_1426 5 0.000
#> SAMPLE_1428 5 0.000
#> SAMPLE_1429 5 0.000
#> SAMPLE_1430 1 0.000
#> SAMPLE_1431 3 1.000
#> SAMPLE_1432 6 0.000
#> SAMPLE_1434 3 0.000
#> SAMPLE_1435 1 0.000
#> SAMPLE_1436 1 0.000
#> SAMPLE_1437 1 0.498
#> SAMPLE_1438 1 0.000
#> SAMPLE_1439 1 0.000
#> SAMPLE_1441 1 0.000
#> SAMPLE_1442 3 1.000
#> SAMPLE_1443 6 1.000
#> SAMPLE_1444 1 1.000
#> SAMPLE_1445 1 0.000
#> SAMPLE_1446 3 0.000
#> SAMPLE_1449 6 0.000
#> SAMPLE_1450 6 0.000
#> SAMPLE_1451 6 0.000
#> SAMPLE_1452 6 0.000
#> SAMPLE_1453 6 0.000
#> SAMPLE_1454 3 1.000
#> SAMPLE_1455 6 0.000
#> SAMPLE_1456 6 0.000
#> SAMPLE_1457 5 0.000
#> SAMPLE_1458 6 1.000
#> SAMPLE_1459 6 0.000
#> SAMPLE_1460 3 0.000
#> SAMPLE_1461 4 0.000
#> SAMPLE_1462 1 0.000
#> SAMPLE_1463 6 0.000
#> SAMPLE_1464 3 1.000
#> SAMPLE_1465 3 0.000
#> SAMPLE_1466 3 0.498
#> SAMPLE_1467 3 1.000
#> SAMPLE_1468 3 0.000
#> SAMPLE_1469 3 0.000
#> SAMPLE_1470 6 0.000
#> SAMPLE_1471 6 0.000
#> SAMPLE_1472 6 0.000
#> SAMPLE_1473 3 0.000
#> SAMPLE_1474 6 0.000
#> SAMPLE_1475 3 0.000
#> SAMPLE_1476 3 0.000
#> SAMPLE_1477 3 0.000
#> SAMPLE_1478 6 0.751
#> SAMPLE_1479 6 0.000
#> SAMPLE_1480 3 0.000
#> SAMPLE_1481 6 0.000
#> SAMPLE_1482 3 0.000
#> SAMPLE_1483 6 1.000
#> SAMPLE_1484 6 0.000
#> SAMPLE_1485 6 0.000
#> SAMPLE_1486 6 0.502
#> SAMPLE_1487 6 0.000
#> SAMPLE_1488 6 0.000
#> SAMPLE_1491 5 0.000
#> SAMPLE_1492 4 0.000
#> SAMPLE_1493 4 0.000
#> SAMPLE_1494 4 0.000
#> SAMPLE_1495 2 0.000
#> SAMPLE_1496 4 0.000
#> SAMPLE_1497 4 0.000
#> SAMPLE_1498 4 0.000
#> SAMPLE_1499 2 0.000
#> SAMPLE_1500 4 0.000
#> SAMPLE_1501 2 0.000
#> SAMPLE_1502 2 0.000
#> SAMPLE_1503 2 0.000
#> SAMPLE_1504 4 0.000
#> SAMPLE_1505 2 0.751
#> SAMPLE_1506 2 0.000
#> SAMPLE_1507 4 0.747
#> SAMPLE_1508 4 0.000
#> SAMPLE_1509 4 0.000
#> SAMPLE_1510 4 1.000
#> SAMPLE_1511 4 0.000
#> SAMPLE_1512 1 0.000
#> SAMPLE_1513 2 0.000
#> SAMPLE_1514 6 0.000
#> SAMPLE_1515 2 0.000
#> SAMPLE_1516 2 0.000
#> SAMPLE_1517 4 0.000
#> SAMPLE_1518 2 0.000
#> SAMPLE_1519 2 0.000
#> SAMPLE_1520 2 0.000
#> SAMPLE_1521 4 0.498
#> SAMPLE_1522 5 0.000
#> SAMPLE_1524 3 0.000
#> SAMPLE_1526 5 0.000
#> SAMPLE_1527 1 0.000
#> SAMPLE_1528 1 0.000
#> SAMPLE_1529 1 0.000
#> SAMPLE_1530 1 0.000
#> SAMPLE_1531 1 0.000
#> SAMPLE_1532 1 0.000
#> SAMPLE_1533 1 0.000
#> SAMPLE_1534 1 0.000
#> SAMPLE_1535 1 0.000
#> SAMPLE_1536 5 0.000
#> SAMPLE_1537 4 0.249
#> SAMPLE_1538 1 0.000
#> SAMPLE_1539 1 0.000
#> SAMPLE_1540 1 0.000
#> SAMPLE_1541 6 0.000
#> SAMPLE_1542 1 0.000
#> SAMPLE_1543 1 0.000
#> SAMPLE_1544 3 1.000
#> SAMPLE_1545 6 0.000
#> SAMPLE_1546 6 0.000
#> SAMPLE_1547 4 0.000
#> SAMPLE_1548 5 0.253
#> SAMPLE_1549 1 0.000
#> SAMPLE_1550 6 0.000
#> SAMPLE_1551 1 0.000
#> SAMPLE_1552 6 0.000
#> SAMPLE_1553 2 0.000
#> SAMPLE_1554 5 0.000
#> SAMPLE_1555 5 0.000
#> SAMPLE_1556 5 0.000
#> SAMPLE_1557 5 0.000
#> SAMPLE_1558 5 0.000
#> SAMPLE_1559 5 0.000
#> SAMPLE_1560 5 0.000
#> SAMPLE_1561 5 0.000
#> SAMPLE_1562 5 0.000
#> SAMPLE_1563 5 0.000
#> SAMPLE_1564 4 1.000
#> SAMPLE_1565 5 0.000
#> SAMPLE_1566 5 0.000
#> SAMPLE_1567 4 1.000
#> SAMPLE_1568 4 0.000
#> SAMPLE_1569 2 0.000
#> SAMPLE_1570 2 0.000
#> SAMPLE_1571 4 0.000
#> SAMPLE_1572 2 0.000
#> SAMPLE_1573 2 0.000
#> SAMPLE_1574 4 0.751
#> SAMPLE_1575 5 0.498
#> SAMPLE_1576 4 0.000
#> SAMPLE_1577 5 0.000
#> SAMPLE_1578 5 0.000
#> SAMPLE_1580 5 1.000
#> SAMPLE_1581 4 0.000
#> SAMPLE_1583 1 0.000
#> SAMPLE_1584 6 0.000
#> SAMPLE_1585 3 0.000
#> SAMPLE_1586 3 0.000
#> SAMPLE_1587 1 0.000
#> SAMPLE_1588 1 0.000
#> SAMPLE_1589 1 0.000
#> SAMPLE_1590 1 0.751
#> SAMPLE_1591 1 0.000
#> SAMPLE_1592 6 0.000
#> SAMPLE_1593 6 0.000
#> SAMPLE_1594 3 0.747
#> SAMPLE_1595 5 0.000
#> SAMPLE_1596 6 0.000
#> SAMPLE_1597 1 0.000
#> SAMPLE_1598 1 0.000
#> SAMPLE_1599 3 0.502
#> SAMPLE_1600 3 0.000
#> SAMPLE_1601 3 0.000
#> SAMPLE_1602 2 0.000
#> SAMPLE_1604 4 0.000
#> SAMPLE_1608 3 1.000
#> SAMPLE_1609 1 0.000
#> SAMPLE_1610 1 0.000
#> SAMPLE_1611 4 0.000
#> SAMPLE_1612 1 0.000
#> SAMPLE_1613 6 1.000
#> SAMPLE_1614 1 0.000
#> SAMPLE_1615 1 0.000
#> SAMPLE_1616 1 0.000
#> SAMPLE_1617 1 0.000
#> SAMPLE_1618 1 0.000
#> SAMPLE_1619 6 0.000
#> SAMPLE_1620 1 1.000
#> SAMPLE_1621 6 0.000
#> SAMPLE_1622 6 0.000
#> SAMPLE_1623 6 0.000
#> SAMPLE_1624 1 1.000
#> SAMPLE_1625 2 0.000
#> SAMPLE_1627 2 0.000
#> SAMPLE_1628 2 0.000
#> SAMPLE_1629 3 0.000
#> SAMPLE_1630 1 0.000
#> SAMPLE_1631 1 0.000
#> SAMPLE_1632 6 0.000
#> SAMPLE_1633 3 0.000
#> SAMPLE_1634 4 0.000
#> SAMPLE_1635 2 0.000
#> SAMPLE_1636 4 0.000
#> SAMPLE_1637 3 0.000
#> SAMPLE_1638 2 0.000
#> SAMPLE_1639 3 1.000
#> SAMPLE_1640 4 0.000
#> SAMPLE_1641 4 0.000
#> SAMPLE_1642 4 0.000
#> SAMPLE_1643 2 0.498
#> SAMPLE_1644 4 0.000
#> SAMPLE_1645 6 0.000
#> SAMPLE_1646 2 0.000
#> SAMPLE_1647 4 0.000
#> SAMPLE_1648 4 0.000
#> SAMPLE_1649 4 0.000
#> SAMPLE_1650 6 0.000
#> SAMPLE_1651 1 0.000
#> SAMPLE_1652 4 1.000
#> SAMPLE_1653 3 0.000
#> SAMPLE_1654 2 0.000
#> SAMPLE_1655 4 0.000
#> SAMPLE_1656 4 0.000
#> SAMPLE_1657 5 0.000
#> SAMPLE_1658 5 0.000
#> SAMPLE_1659 6 0.000
#> SAMPLE_1660 6 0.000
#> SAMPLE_1661 3 0.000
#> SAMPLE_1662 3 0.000
#> SAMPLE_1663 3 0.000
#> SAMPLE_1665 2 0.000
#> SAMPLE_1666 5 0.000
#> SAMPLE_1668 3 0.000
#> SAMPLE_1669 1 0.000
#> SAMPLE_1670 3 0.000
#> SAMPLE_1671 5 0.000
#> SAMPLE_1672 3 0.000
#> SAMPLE_1674 4 0.000
#> SAMPLE_1675 4 0.000
#> SAMPLE_1676 4 0.000
#> SAMPLE_1678 3 0.000
#> SAMPLE_1679 1 0.000
#> SAMPLE_1680 1 0.000
#> SAMPLE_1681 4 0.000
#> SAMPLE_1683 1 0.000
#> SAMPLE_1684 3 1.000
#> SAMPLE_1685 5 0.000
#> SAMPLE_1686 4 0.000
#> SAMPLE_1687 1 0.000
#> SAMPLE_1688 1 0.000
#> SAMPLE_1689 6 0.000
#> SAMPLE_1690 6 0.000
#> SAMPLE_1691 1 0.000
#> SAMPLE_1692 6 0.000
#> SAMPLE_1693 6 0.000
#> SAMPLE_1695 6 0.000
#> SAMPLE_1696 3 0.000
#> SAMPLE_1697 3 0.000
#> SAMPLE_1699 3 0.000
#> SAMPLE_1700 1 0.000
#> SAMPLE_1701 3 0.249
#> SAMPLE_1702 6 0.000
#> SAMPLE_1703 6 0.000
#> SAMPLE_1704 6 0.000
#> SAMPLE_1705 1 1.000
#> SAMPLE_1706 6 0.751
#> SAMPLE_1707 6 0.249
#> SAMPLE_1708 1 0.000
#> SAMPLE_1710 6 0.000
#> SAMPLE_1711 6 0.000
#> SAMPLE_1713 5 0.000
#> SAMPLE_1714 3 0.000
#> SAMPLE_1715 1 0.000
#> SAMPLE_1716 4 0.000
#> SAMPLE_1717 3 1.000
#> SAMPLE_1718 2 1.000
#> SAMPLE_1719 1 0.000
#> SAMPLE_1720 4 0.000
#> SAMPLE_1721 4 0.000
#> SAMPLE_1722 1 0.000
#> SAMPLE_1723 1 0.000
#> SAMPLE_1724 4 0.000
#> SAMPLE_1725 1 0.502
#> SAMPLE_1726 4 0.000
#> SAMPLE_1727 2 0.000
#> SAMPLE_1728 1 0.000
#> SAMPLE_1729 4 0.000
#> SAMPLE_1730 6 0.000
#> SAMPLE_1731 1 0.000
#> SAMPLE_1732 2 0.000
#> SAMPLE_1734 6 0.000
#> SAMPLE_1737 5 0.000
#> SAMPLE_1738 1 0.000
#> SAMPLE_1739 3 0.000
#> SAMPLE_1740 4 1.000
#> SAMPLE_1741 1 0.000
#> SAMPLE_1742 1 0.000
#> SAMPLE_1743 6 0.000
#> SAMPLE_1744 4 0.000
#> SAMPLE_1745 4 0.000
#> SAMPLE_1746 1 0.000
#> SAMPLE_1747 4 0.000
#> SAMPLE_1748 1 0.000
#> SAMPLE_1749 4 0.000
#> SAMPLE_1750 4 0.000
#> SAMPLE_1751 4 0.000
#> SAMPLE_1752 6 0.000
#> SAMPLE_1753 1 1.000
#> SAMPLE_1754 4 0.000
#> SAMPLE_1755 6 0.747
#> SAMPLE_1756 3 1.000
#> SAMPLE_1757 5 0.000
#> SAMPLE_1758 1 0.000
#> SAMPLE_1759 1 0.000
#> SAMPLE_1760 4 0.000
#> SAMPLE_1761 4 0.000
#> SAMPLE_1762 2 1.000
#> SAMPLE_1763 6 0.000
#> SAMPLE_1764 2 0.000
#> SAMPLE_1765 2 1.000
#> SAMPLE_1766 6 0.000
#> SAMPLE_1767 1 0.000
#> SAMPLE_1768 6 0.000
#> SAMPLE_1769 5 0.000
#> SAMPLE_1770 6 0.000
#> SAMPLE_1771 5 0.000
#> SAMPLE_1772 1 0.000
#> SAMPLE_1773 6 0.000
#> SAMPLE_1774 3 1.000
#> SAMPLE_1775 4 0.000
#> SAMPLE_1776 1 0.000
#> SAMPLE_1777 1 0.000
#> SAMPLE_1778 2 1.000
#> SAMPLE_1779 4 1.000
#> SAMPLE_1780 4 0.000
#> SAMPLE_1781 4 0.000
#> SAMPLE_1782 4 0.000
#> SAMPLE_1783 3 0.000
#> SAMPLE_1784 4 0.000
#> SAMPLE_1785 1 0.000
#> SAMPLE_1786 1 0.000
#> SAMPLE_1787 4 0.000
#> SAMPLE_1788 4 0.000
#> SAMPLE_1789 4 0.000
#> SAMPLE_1790 1 0.502
#> SAMPLE_1791 6 0.000
#> SAMPLE_1792 3 0.000
#> SAMPLE_1793 6 0.000
#> SAMPLE_1794 4 0.000
#> SAMPLE_1795 2 1.000
#> SAMPLE_1796 2 0.000
#> SAMPLE_1798 5 0.000
#> SAMPLE_1799 2 0.000
#> SAMPLE_1800 2 0.498
#> SAMPLE_1801 2 0.000
#> SAMPLE_1802 4 0.000
#> SAMPLE_1803 2 1.000
#> SAMPLE_1804 4 0.000
#> SAMPLE_1805 4 0.000
#> SAMPLE_1806 4 0.000
#> SAMPLE_1807 4 0.000
#> SAMPLE_1808 2 0.000
#> SAMPLE_1809 2 0.000
#> SAMPLE_1810 4 0.000
#> SAMPLE_1811 4 0.000
#> SAMPLE_1812 4 0.000
#> SAMPLE_1813 3 0.000
#> SAMPLE_1814 2 0.000
#> SAMPLE_1815 2 0.000
#> SAMPLE_1816 1 0.000
#> SAMPLE_1817 6 0.000
#> SAMPLE_1818 4 0.000
#> SAMPLE_1819 4 0.000
#> SAMPLE_1820 4 0.000
#> SAMPLE_1821 2 0.000
#> SAMPLE_1822 4 0.000
#> SAMPLE_1823 4 0.000
#> SAMPLE_1824 2 1.000
#> SAMPLE_1825 4 0.000
#> SAMPLE_1826 4 0.000
#> SAMPLE_1832 4 0.000
#> SAMPLE_1833 3 0.000
#> SAMPLE_1834 4 0.000
#> SAMPLE_1836 6 1.000
#> SAMPLE_1837 1 0.000
#> SAMPLE_1839 6 0.747
#> SAMPLE_1840 6 0.000
#> SAMPLE_1841 5 0.000
#> SAMPLE_1842 2 0.000
#> SAMPLE_1843 2 0.000
#> SAMPLE_1844 4 0.000
#> SAMPLE_1848 4 0.000
#> SAMPLE_1849 4 0.751
#> SAMPLE_1850 4 0.000
#> SAMPLE_1851 1 0.000
#> SAMPLE_1852 6 0.000
#> SAMPLE_1853 1 0.000
#> SAMPLE_1854 6 0.000
#> SAMPLE_1855 2 0.000
#> SAMPLE_1856 1 0.502
#> SAMPLE_1857 6 0.000
#> SAMPLE_1858 3 0.000
#> SAMPLE_1860 1 0.000
#> SAMPLE_1861 4 0.000
#> SAMPLE_1862 2 1.000
#> SAMPLE_1863 4 0.000
#> SAMPLE_1864 2 0.000
#> SAMPLE_1866 5 0.000
#> SAMPLE_1867 5 0.000
#> SAMPLE_1868 3 0.000
#> SAMPLE_1869 5 0.000
#> SAMPLE_1872 5 0.000
#> SAMPLE_1873 5 0.000
#> SAMPLE_1874 5 0.000
#> SAMPLE_1878 5 0.000
#> SAMPLE_1879 6 0.000
#> SAMPLE_1880 6 0.000
#> SAMPLE_1881 6 0.000
#> SAMPLE_1882 1 0.000
#> SAMPLE_1883 4 0.000
#> SAMPLE_1885 4 0.000
#> SAMPLE_1886 2 0.000
#> SAMPLE_1887 2 0.000
#> SAMPLE_1888 6 0.000
#> SAMPLE_1905 5 0.000
#> SAMPLE_1906 1 0.000
#> SAMPLE_1907 1 0.249
#> SAMPLE_1909 1 0.000
#> SAMPLE_1912 5 0.000
#> SAMPLE_1913 4 0.000
#> SAMPLE_1914 4 0.000
#> SAMPLE_1915 3 0.000
#> SAMPLE_1916 6 0.000
#> SAMPLE_1917 6 0.000
#> SAMPLE_1918 6 1.000
#> SAMPLE_1919 6 0.000
#> SAMPLE_1920 3 0.000
#> SAMPLE_1922 1 0.000
#> SAMPLE_1923 6 0.498
#> SAMPLE_1924 5 0.000
#> SAMPLE_1925 6 0.000
#> SAMPLE_1927 6 0.000
#> SAMPLE_1929 3 0.000
#> SAMPLE_1931 3 0.000
#> SAMPLE_1933 3 0.000
#> SAMPLE_1934 3 0.000
#> SAMPLE_1935 2 0.000
#> SAMPLE_1936 1 0.502
#> SAMPLE_1938 3 0.000
#> SAMPLE_1939 1 0.000
#> SAMPLE_1940 1 0.000
#> SAMPLE_1941 1 0.000
#> SAMPLE_1942 1 0.000
#> SAMPLE_1943 1 0.253
#> SAMPLE_1944 6 0.000
#> SAMPLE_1945 1 0.000
#> SAMPLE_1946 1 0.000
#> SAMPLE_1947 1 0.000
#> SAMPLE_1948 1 0.000
#> SAMPLE_1949 1 1.000
#> SAMPLE_1950 6 1.000
#> SAMPLE_1951 6 0.751
#> SAMPLE_1952 1 0.498
#> SAMPLE_1953 1 0.000
#> SAMPLE_1954 1 0.000
#> SAMPLE_1955 1 0.000
#> SAMPLE_1956 6 0.000
#> SAMPLE_1957 2 0.000
#> SAMPLE_1958 5 0.000
#> SAMPLE_1959 2 0.000
#> SAMPLE_1960 4 0.000
#> SAMPLE_1961 2 0.000
#> SAMPLE_1962 4 0.498
#> SAMPLE_1963 4 0.000
#> SAMPLE_1964 1 0.000
#> SAMPLE_1965 1 0.000
#> SAMPLE_1966 4 1.000
#> SAMPLE_1967 6 0.000
#> SAMPLE_1968 5 0.000
#> SAMPLE_1970 4 0.000
#> SAMPLE_1971 4 0.000
#> SAMPLE_1972 4 0.000
#> SAMPLE_1974 4 0.000
#> SAMPLE_1975 1 1.000
#> SAMPLE_1976 3 0.000
#> SAMPLE_1977 4 0.000
#> SAMPLE_1978 3 0.000
#> SAMPLE_1979 1 0.000
#> SAMPLE_1980 5 0.000
#> SAMPLE_1981 5 1.000
#> SAMPLE_1982 6 0.000
#> SAMPLE_1983 5 0.000
#> SAMPLE_1984 6 1.000
#> SAMPLE_1985 6 0.000
#> SAMPLE_1986 5 1.000
#> SAMPLE_1987 5 0.000
#> SAMPLE_1988 1 0.000
#> SAMPLE_1989 5 0.000
#> SAMPLE_1990 6 0.000
#> SAMPLE_1991 5 0.000
#> SAMPLE_1993 4 1.000
#> SAMPLE_1994 3 0.000
#> SAMPLE_1995 2 0.000
#> SAMPLE_1996 3 0.000
#> SAMPLE_1997 3 0.000
#> SAMPLE_1998 1 0.000
#> SAMPLE_1999 5 0.502
#> SAMPLE_2001 6 0.000
#> SAMPLE_2002 1 0.000
#> SAMPLE_2003 1 0.000
#> SAMPLE_2004 1 0.000
#> SAMPLE_2005 6 0.000
#> SAMPLE_2006 1 0.000
#> SAMPLE_2007 1 0.000
#> SAMPLE_2008 1 0.000
#> SAMPLE_2009 1 0.502
#> SAMPLE_2010 1 0.000
#> SAMPLE_2011 1 0.253
#> SAMPLE_2012 1 0.000
#> SAMPLE_2013 1 0.000
#> SAMPLE_2015 3 0.000
#> SAMPLE_2016 2 0.000
#> SAMPLE_2017 3 0.000
#> SAMPLE_2018 3 0.249
#> SAMPLE_2019 4 0.000
#> SAMPLE_2020 6 0.000
#> SAMPLE_2021 4 0.000
#> SAMPLE_2022 4 0.000
#> SAMPLE_2023 4 0.000
#> SAMPLE_2024 3 0.000
#> SAMPLE_2027 5 0.000
#> SAMPLE_2028 6 0.000
#> SAMPLE_2029 1 0.000
#> SAMPLE_2030 6 0.000
#> SAMPLE_2037 4 0.000
#> SAMPLE_2038 4 0.000
#> SAMPLE_2039 1 0.000
#> SAMPLE_2040 6 1.000
#> SAMPLE_2041 6 0.000
#> SAMPLE_2042 1 0.502
#> SAMPLE_2043 1 0.000
#> SAMPLE_2044 1 0.000
#> SAMPLE_2045 1 0.000
#> SAMPLE_2046 1 0.000
#> SAMPLE_2047 1 0.000
#> SAMPLE_2048 1 1.000
#> SAMPLE_2049 6 0.000
#> SAMPLE_2050 5 0.000
#> SAMPLE_2051 6 0.000
#> SAMPLE_2055 3 0.000
#> SAMPLE_2056 4 0.747
#> SAMPLE_2057 3 0.747
#> SAMPLE_2058 6 0.000
#> SAMPLE_2060 3 0.000
#> SAMPLE_2062 3 0.000
#> SAMPLE_2063 3 1.000
#> SAMPLE_2065 2 0.000
#> SAMPLE_2067 2 0.000
#> SAMPLE_2068 3 1.000
#> SAMPLE_2069 6 0.000
#> SAMPLE_2070 1 0.000
#> SAMPLE_2071 5 0.000
#> SAMPLE_2072 1 0.000
#> SAMPLE_2073 1 0.000
#> SAMPLE_2074 1 0.000
#> SAMPLE_2075 1 0.000
#> SAMPLE_2076 1 0.000
#> SAMPLE_2077 5 0.000
#> SAMPLE_2078 5 0.000
#> SAMPLE_2079 5 0.000
#> SAMPLE_2080 5 0.000
#> SAMPLE_2081 5 0.000
#> SAMPLE_2082 1 0.000
#> SAMPLE_2083 5 0.000
#> SAMPLE_2084 1 0.249
#> SAMPLE_2085 1 0.000
#> SAMPLE_2086 1 0.000
#> SAMPLE_2087 5 0.000
#> SAMPLE_2088 1 0.000
#> SAMPLE_2089 1 0.000
#> SAMPLE_2090 1 0.000
#> SAMPLE_2091 5 0.000
#> SAMPLE_2092 5 0.000
#> SAMPLE_2093 1 0.000
#> SAMPLE_2094 1 0.000
#> SAMPLE_2095 1 0.000
#> SAMPLE_2096 1 0.000
#> SAMPLE_2097 5 0.000
#> SAMPLE_2098 1 0.000
#> SAMPLE_2099 5 1.000
#> SAMPLE_2100 5 0.000
#> SAMPLE_2101 5 0.000
#> SAMPLE_2102 1 0.000
#> SAMPLE_2103 1 0.000
#> SAMPLE_2104 4 1.000
#> SAMPLE_2105 1 0.000
#> SAMPLE_2106 1 0.000
#> SAMPLE_2107 1 0.000
#> SAMPLE_2108 5 0.000
#> SAMPLE_2109 5 0.000
#> SAMPLE_2110 1 0.000
#> SAMPLE_2111 5 0.000
#> SAMPLE_2112 5 0.000
#> SAMPLE_2113 5 0.000
#> SAMPLE_2114 5 1.000
#> SAMPLE_2115 1 0.000
#> SAMPLE_2116 1 0.000
#> SAMPLE_2117 5 0.000
#> SAMPLE_2118 5 0.000
#> SAMPLE_2119 1 0.249
#> SAMPLE_2120 1 0.000
#> SAMPLE_2121 5 0.000
#> SAMPLE_2122 5 0.000
#> SAMPLE_2123 1 0.249
#> SAMPLE_2124 5 0.000
#> SAMPLE_2125 5 0.000
#> SAMPLE_2126 1 0.000
#> SAMPLE_2127 1 0.000
#> SAMPLE_2128 5 0.000
#> SAMPLE_2129 1 0.000
#> SAMPLE_2130 1 0.000
#> SAMPLE_2131 1 0.000
#> SAMPLE_2132 6 1.000
#> SAMPLE_2133 5 0.000
#> SAMPLE_2134 1 0.000
#> SAMPLE_2135 5 0.000
#> SAMPLE_2136 1 0.000
#> SAMPLE_2137 5 0.000
#> SAMPLE_2138 5 1.000
#> SAMPLE_2139 4 0.000
#> SAMPLE_2140 1 0.000
#> SAMPLE_2142 4 0.000
#> SAMPLE_2143 4 0.000
#> SAMPLE_2144 2 0.000
#> SAMPLE_2145 2 1.000
#> SAMPLE_2147 3 0.000
#> SAMPLE_2148 3 0.000
#> SAMPLE_2149 2 0.000
#> SAMPLE_2150 4 0.000
#> SAMPLE_2151 3 0.000
#> SAMPLE_2152 2 1.000
#> SAMPLE_2153 4 1.000
#> SAMPLE_2154 5 0.000
#> SAMPLE_2155 5 0.000
#> SAMPLE_2156 1 0.000
#> SAMPLE_2157 5 0.000
#> SAMPLE_2158 1 0.000
#> SAMPLE_2159 1 0.000
#> SAMPLE_2160 5 0.000
#> SAMPLE_2161 1 0.000
#> SAMPLE_2162 6 0.249
#> SAMPLE_2163 1 0.000
#> SAMPLE_2164 1 0.000
#> SAMPLE_2165 1 0.000
#> SAMPLE_2166 6 0.000
#> SAMPLE_2167 1 0.000
#> SAMPLE_2168 6 0.000
#> SAMPLE_2169 3 0.000
#> SAMPLE_2170 2 1.000
#> SAMPLE_2171 4 0.000
#> SAMPLE_2172 4 0.000
#> SAMPLE_2174 4 0.000
#> SAMPLE_2175 3 0.000
#> SAMPLE_2176 1 0.000
#> SAMPLE_2177 5 0.000
#> SAMPLE_2178 6 0.000
#> SAMPLE_2180 2 0.000
#> SAMPLE_2181 3 0.000
#> SAMPLE_2183 1 0.000
#> SAMPLE_2186 2 0.000
#> SAMPLE_2187 5 1.000
#> SAMPLE_2188 1 0.249
#> SAMPLE_2189 1 1.000
#> SAMPLE_2190 6 0.000
#> SAMPLE_2191 1 0.253
#> SAMPLE_2192 6 0.000
#> SAMPLE_2193 1 0.249
#> SAMPLE_2194 1 0.000
#> SAMPLE_2195 6 0.000
#> SAMPLE_2196 6 0.000
#> SAMPLE_2197 6 0.000
#> SAMPLE_2198 6 0.000
#> SAMPLE_2199 2 0.000
#> SAMPLE_2200 4 0.000
#> SAMPLE_2202 2 0.000
#> SAMPLE_2203 4 0.000
#> SAMPLE_2204 4 0.751
#> SAMPLE_2205 4 0.000
#> SAMPLE_2207 3 0.000
#> SAMPLE_2208 6 0.000
#> SAMPLE_2209 3 0.000
#> SAMPLE_2211 4 0.000
#> SAMPLE_2212 1 1.000
#> SAMPLE_2213 3 0.000
#> SAMPLE_2214 5 0.000
#> SAMPLE_2215 2 0.000
#> SAMPLE_2217 6 0.000
#> SAMPLE_2218 2 0.000
#> SAMPLE_2219 6 0.000
#> SAMPLE_2220 6 1.000
#> SAMPLE_2221 3 0.000
#> SAMPLE_2222 6 0.000
#> SAMPLE_2223 5 0.000
#> SAMPLE_2224 5 0.000
#> SAMPLE_2225 1 0.000
#> SAMPLE_2227 1 0.000
#> SAMPLE_2229 3 0.000
#> SAMPLE_2231 4 0.000
#> SAMPLE_2232 2 0.249
#> SAMPLE_2234 5 0.000
#> SAMPLE_2237 2 0.000
#> SAMPLE_2238 5 0.000
#> SAMPLE_2239 3 0.000
#> SAMPLE_2247 1 0.000
#> SAMPLE_2248 4 0.000
#> SAMPLE_2250 4 0.000
#> SAMPLE_2252 1 0.000
#> SAMPLE_2254 4 0.000
#> SAMPLE_2255 2 0.000
#> SAMPLE_2256 4 0.000
#> SAMPLE_2257 2 0.000
#> SAMPLE_2258 3 1.000
#> SAMPLE_2259 2 0.000
#> SAMPLE_2263 3 0.000
#> SAMPLE_2265 6 0.000
#> SAMPLE_2266 6 1.000
#> SAMPLE_2267 6 0.000
#> SAMPLE_2269 4 0.000
#> SAMPLE_2270 6 1.000
#> SAMPLE_2271 6 0.000
#> SAMPLE_2272 6 0.000
#> SAMPLE_2274 6 0.000
#> SAMPLE_2275 2 0.000
#> SAMPLE_2276 4 0.000
#> SAMPLE_2277 4 0.000
#> SAMPLE_2278 4 0.000
#> SAMPLE_2279 2 1.000
#> SAMPLE_2280 3 0.747
#> SAMPLE_2281 1 0.000
#> SAMPLE_2282 4 0.000
#> SAMPLE_2283 6 0.000
#> SAMPLE_2284 3 0.000
#> SAMPLE_2285 5 0.000
#> SAMPLE_2286 4 0.000
#> SAMPLE_2287 2 0.000
#> SAMPLE_2289 6 0.000
#> SAMPLE_2292 2 0.000
#> SAMPLE_2293 4 0.000
#> SAMPLE_2294 4 0.000
#> SAMPLE_2295 4 0.498
#> SAMPLE_2297 6 0.000
#> SAMPLE_2298 3 0.000
#> SAMPLE_2300 2 0.000
#> SAMPLE_2301 4 0.000
#> SAMPLE_2302 1 0.000
#> SAMPLE_2303 2 1.000
#> SAMPLE_2306 4 0.000
#> SAMPLE_2307 3 0.000
#> SAMPLE_2308 6 0.000
#> SAMPLE_2309 2 0.000
#> SAMPLE_2310 4 0.000
#> SAMPLE_2311 2 1.000
#> SAMPLE_2312 4 0.000
#> SAMPLE_2313 3 0.000
#> SAMPLE_2320 4 0.000
#> SAMPLE_2321 4 0.000
#> SAMPLE_2322 1 0.000
#> SAMPLE_2323 4 0.000
#> SAMPLE_2324 4 0.000
#> SAMPLE_2325 1 0.000
#> SAMPLE_2326 6 0.000
#> SAMPLE_2327 5 0.000
#> SAMPLE_2328 2 0.000
#> SAMPLE_2329 2 0.000
#> SAMPLE_2330 6 0.000
#> SAMPLE_2331 4 0.000
#> SAMPLE_2332 4 0.000
#> SAMPLE_2333 2 0.000
#> SAMPLE_2334 3 0.000
#> SAMPLE_2335 6 0.000
#> SAMPLE_2336 6 0.000
#> SAMPLE_2337 4 1.000
#> SAMPLE_2338 2 0.000
#> SAMPLE_2344 2 0.000
#> SAMPLE_2345 1 0.000
#> SAMPLE_2346 2 0.000
#> SAMPLE_2347 5 0.000
#> SAMPLE_2348 1 0.000
#> SAMPLE_2350 4 0.000
#> SAMPLE_2352 1 0.000
#> SAMPLE_2354 5 0.000
#> SAMPLE_2355 1 0.000
#> SAMPLE_2356 4 0.000
#> SAMPLE_2357 2 0.498
#> SAMPLE_2358 4 0.000
#> SAMPLE_2359 6 0.249
#> SAMPLE_2360 3 0.000
#> SAMPLE_2361 2 0.000
#> SAMPLE_2362 5 0.000
#> SAMPLE_2364 3 0.000
#> SAMPLE_2365 6 1.000
#> SAMPLE_2366 4 0.000
#> SAMPLE_2367 1 0.000
#> SAMPLE_2368 1 0.000
#> SAMPLE_2371 3 0.000
#> SAMPLE_2372 3 0.000
#> SAMPLE_2375 1 0.000
#> SAMPLE_2379 1 0.000
#> SAMPLE_2381 1 0.000
#> SAMPLE_2383 1 0.000
#> SAMPLE_2384 3 0.000
#> SAMPLE_2385 3 0.000
#> SAMPLE_2387 5 0.000
#> SAMPLE_2388 5 0.000
#> SAMPLE_2389 4 0.498
#> SAMPLE_2390 2 1.000
#> SAMPLE_2391 5 0.000
#> SAMPLE_2394 6 0.000
#> SAMPLE_2395 5 0.000
#> SAMPLE_2396 6 0.000
#> SAMPLE_2405 5 0.000
#> SAMPLE_2406 5 0.000
#> SAMPLE_2407 5 0.000
#> SAMPLE_2408 5 0.000
#> SAMPLE_2409 4 0.000
#> SAMPLE_2410 6 0.000
#> SAMPLE_2412 3 0.000
#> SAMPLE_2413 3 0.000
#> SAMPLE_2414 3 0.000
#> SAMPLE_2415 3 0.253
#> SAMPLE_2416 4 0.000
#> SAMPLE_2417 4 0.000
#> SAMPLE_2418 6 1.000
#> SAMPLE_2419 3 0.000
#> SAMPLE_2422 5 0.000
#> SAMPLE_2424 4 0.000
#> SAMPLE_2425 2 0.000
#> SAMPLE_2427 6 1.000
#> SAMPLE_2428 6 0.000
#> SAMPLE_2429 3 0.000
#> SAMPLE_2433 6 0.000
#> SAMPLE_2434 4 0.000
#> SAMPLE_2437 4 0.000
#> SAMPLE_2438 4 0.000
#> SAMPLE_2439 3 0.000
#> SAMPLE_2440 4 0.000
#> SAMPLE_2441 4 0.000
#> SAMPLE_2445 3 0.000
#> SAMPLE_2448 6 0.000
#> SAMPLE_2450 4 0.498
#> SAMPLE_2452 3 0.000
#> SAMPLE_2453 4 0.000
#> SAMPLE_2454 4 0.000
#> SAMPLE_2455 4 0.000
#> SAMPLE_2456 3 0.000
#> SAMPLE_2457 4 0.000
#> SAMPLE_2458 6 0.000
#> SAMPLE_2461 3 0.000
#> SAMPLE_2462 3 0.000
#> SAMPLE_2464 4 0.000
#> SAMPLE_2466 5 0.000
#> SAMPLE_2468 3 0.000
#> SAMPLE_2469 4 0.000
#> SAMPLE_2472 3 0.000
#> SAMPLE_2473 4 0.000
#> SAMPLE_2474 6 0.000
#> SAMPLE_2475 2 0.000
#> SAMPLE_2476 3 0.000
#> SAMPLE_2477 2 0.000
#> SAMPLE_2478 6 0.000
#> SAMPLE_2479 6 0.000
#> SAMPLE_2480 3 0.000
#> SAMPLE_2481 3 0.000
#> SAMPLE_2482 3 0.000
#> SAMPLE_2483 1 0.000
#> SAMPLE_2485 6 0.000
#> SAMPLE_2487 1 0.000
#> SAMPLE_2488 1 0.751
#> SAMPLE_2489 1 0.000
#> SAMPLE_2490 1 0.000
#> SAMPLE_2491 1 0.000
#> SAMPLE_2492 1 0.000
#> SAMPLE_2493 1 0.000
#> SAMPLE_2494 1 0.000
#> SAMPLE_2495 1 0.000
#> SAMPLE_2496 1 0.000
#> SAMPLE_2497 1 0.000
#> SAMPLE_2498 1 0.000
#> SAMPLE_2499 1 0.000
#> SAMPLE_2500 1 0.000
#> SAMPLE_2501 1 0.000
#> SAMPLE_2502 1 0.000
#> SAMPLE_2503 1 0.000
#> SAMPLE_2504 1 0.000
#> SAMPLE_2505 1 0.000
#> SAMPLE_2506 6 0.000
#> SAMPLE_2507 1 0.000
#> SAMPLE_2510 1 0.000
#> SAMPLE_2511 1 0.000
#> SAMPLE_2512 3 0.000
#> SAMPLE_2513 3 0.000
#> SAMPLE_2514 5 0.000
#> SAMPLE_2516 1 0.000
#> SAMPLE_2517 4 0.000
#> SAMPLE_2518 6 0.249
#> SAMPLE_2519 4 0.000
#> SAMPLE_2520 4 0.000
#> SAMPLE_2521 4 0.000
#> SAMPLE_2522 3 1.000
#> SAMPLE_2523 4 0.000
#> SAMPLE_2524 2 0.000
#> SAMPLE_2526 4 0.000
#> SAMPLE_2527 4 0.000
#> SAMPLE_2531 6 0.000
#> SAMPLE_2532 4 0.000
#> SAMPLE_2534 3 1.000
#> SAMPLE_2535 6 0.502
#> SAMPLE_2536 6 0.000
#> SAMPLE_2537 6 0.000
#> SAMPLE_2538 1 0.000
#> SAMPLE_2540 6 0.751
#> SAMPLE_2541 6 0.502
#> SAMPLE_2542 3 0.000
#> SAMPLE_2543 6 0.000
#> SAMPLE_2544 6 0.000
#> SAMPLE_2545 6 0.000
#> SAMPLE_2546 6 0.000
#> SAMPLE_2547 1 1.000
#> SAMPLE_2548 1 0.000
#> SAMPLE_2549 1 1.000
#> SAMPLE_2550 6 0.000
#> SAMPLE_2551 6 1.000
#> SAMPLE_2552 6 1.000
#> SAMPLE_2553 2 0.000
#> SAMPLE_2556 2 0.000
#> SAMPLE_2557 2 0.000
#> SAMPLE_2558 3 1.000
#> SAMPLE_2559 2 0.000
#> SAMPLE_2560 2 0.000
#> SAMPLE_2562 2 0.000
#> SAMPLE_2567 2 0.000
#> SAMPLE_2570 3 0.000
#> SAMPLE_2571 3 0.000
#> SAMPLE_2572 4 0.000
#> SAMPLE_2573 4 0.000
#> SAMPLE_2574 1 0.000
#> SAMPLE_2575 1 0.000
#> SAMPLE_2576 1 0.000
#> SAMPLE_2577 4 0.000
#> SAMPLE_2578 3 0.000
#> SAMPLE_2579 3 0.000
#> SAMPLE_2581 2 0.000
#> SAMPLE_2582 5 0.000
#> SAMPLE_2583 3 0.000
#> SAMPLE_2584 6 0.000
#> SAMPLE_2585 6 0.000
#> SAMPLE_2586 6 0.000
#> SAMPLE_2587 4 0.000
#> SAMPLE_2588 4 1.000
#> SAMPLE_2589 3 0.000
#> SAMPLE_2590 2 0.000
#> SAMPLE_2592 1 0.000
#> SAMPLE_2593 5 0.000
#> SAMPLE_2594 5 0.000
#> SAMPLE_2595 3 0.000
#> SAMPLE_2597 4 0.498
#> SAMPLE_2598 3 0.000
#> SAMPLE_2599 3 0.000
#> SAMPLE_2600 3 0.000
#> SAMPLE_2601 3 0.000
#> SAMPLE_2602 4 0.000
#> SAMPLE_2603 3 1.000
#> SAMPLE_2604 3 0.000
#> SAMPLE_2605 3 0.000
#> SAMPLE_2606 3 0.000
#> SAMPLE_2607 4 0.000
#> SAMPLE_2609 4 0.000
#> SAMPLE_2610 4 0.000
#> SAMPLE_2611 6 1.000
#> SAMPLE_2612 3 0.000
#> SAMPLE_2613 3 0.000
#> SAMPLE_2614 4 0.000
#> SAMPLE_2615 1 0.000
#> SAMPLE_2616 4 0.000
#> SAMPLE_2617 4 0.000
#> SAMPLE_2619 1 0.000
#> SAMPLE_2620 3 0.000
#> SAMPLE_2621 4 0.000
#> SAMPLE_2622 6 1.000
#> SAMPLE_2623 6 0.000
#> SAMPLE_2624 6 0.000
#> SAMPLE_2625 6 0.000
#> SAMPLE_2626 3 1.000
#> SAMPLE_2627 3 0.000
#> SAMPLE_2628 3 0.000
#> SAMPLE_2629 6 0.000
#> SAMPLE_2630 3 0.000
#> SAMPLE_2631 5 0.000
#> SAMPLE_2632 5 0.000
#> SAMPLE_2633 2 1.000
#> SAMPLE_2634 3 0.000
#> SAMPLE_2635 6 0.000
#> SAMPLE_2636 6 0.000
#> SAMPLE_2637 1 0.000
#> SAMPLE_2638 1 0.000
#> SAMPLE_2639 1 0.000
#> SAMPLE_2640 1 0.000
#> SAMPLE_2642 4 0.000
#> SAMPLE_2643 4 0.000
#> SAMPLE_2644 3 0.000
#> SAMPLE_2645 3 1.000
#> SAMPLE_2647 4 0.249
#> SAMPLE_2648 6 0.000
#> SAMPLE_2649 4 0.000
#> SAMPLE_2651 3 0.000
#> SAMPLE_2656 6 0.000
#> SAMPLE_2657 6 0.000
#> SAMPLE_2660 3 0.000
#> SAMPLE_2664 1 0.000
#> SAMPLE_2665 5 0.000
#> SAMPLE_2666 1 0.000
#> SAMPLE_2667 2 0.000
#> SAMPLE_2668 2 0.000
#> SAMPLE_2669 2 0.000
#> SAMPLE_2670 1 0.502
#> SAMPLE_2671 1 0.000
#> SAMPLE_2672 3 0.000
#> SAMPLE_2673 6 0.000
#> SAMPLE_2674 6 0.000
#> SAMPLE_2675 3 0.747
#> SAMPLE_2676 6 0.000
#> SAMPLE_2677 6 1.000
#> SAMPLE_2678 1 0.000
#> SAMPLE_2679 2 0.000
#> SAMPLE_2680 3 0.000
#> SAMPLE_2681 3 0.000
#> SAMPLE_2682 5 0.000
#> SAMPLE_2683 3 0.000
#> SAMPLE_2684 3 0.000
#> SAMPLE_2685 6 0.000
#> SAMPLE_2686 3 0.000
#> SAMPLE_2687 6 0.498
#> SAMPLE_2688 3 0.000
#> SAMPLE_2689 4 0.000
#> SAMPLE_2690 1 0.000
#> SAMPLE_2691 3 0.000
#> SAMPLE_2693 5 0.000
#> SAMPLE_2694 5 0.000
#> SAMPLE_2695 5 0.000
#> SAMPLE_2696 2 0.000
#> SAMPLE_2697 5 0.000
#> SAMPLE_2698 1 1.000
#> SAMPLE_2699 2 0.000
#> SAMPLE_2700 4 0.000
#> SAMPLE_2701 2 1.000
#> SAMPLE_2702 6 0.000
#> SAMPLE_2703 4 0.000
#> SAMPLE_2704 4 0.000
#> SAMPLE_2705 3 0.000
#> SAMPLE_2706 6 0.000
#> SAMPLE_2707 1 1.000
#> SAMPLE_2708 1 0.000
#> SAMPLE_2709 6 0.000
#> SAMPLE_2710 5 0.000
#> SAMPLE_2711 1 0.000
#> SAMPLE_2712 5 0.000
#> SAMPLE_2713 2 0.000
#> SAMPLE_2715 5 0.000
#> SAMPLE_2717 4 0.000
#> SAMPLE_2718 3 0.000
#> SAMPLE_2719 4 0.747
#> SAMPLE_2720 3 0.000
#> SAMPLE_2721 1 0.000
#> SAMPLE_2723 6 0.000
#> SAMPLE_2724 2 0.000
#> SAMPLE_2725 2 0.000
#> SAMPLE_2726 2 0.000
#> SAMPLE_2727 4 0.000
#> SAMPLE_2728 2 0.000
#> SAMPLE_2729 5 0.000
#> SAMPLE_2730 5 0.000
#> SAMPLE_2731 5 0.000
#> SAMPLE_2732 5 0.000
#> SAMPLE_2733 5 0.000
#> SAMPLE_2734 2 0.000
#> SAMPLE_2735 4 0.000
#> SAMPLE_2746 6 0.000
#> SAMPLE_2748 1 0.000
#> SAMPLE_2749 6 1.000
#> SAMPLE_2750 6 0.000
#> SAMPLE_2751 6 0.000
#> SAMPLE_2752 6 0.000
#> SAMPLE_2753 6 1.000
#> SAMPLE_2754 1 1.000
#> SAMPLE_2755 1 1.000
#> SAMPLE_2756 6 0.000
#> SAMPLE_2757 1 1.000
#> SAMPLE_2758 1 1.000
#> SAMPLE_2759 6 1.000
#> SAMPLE_2761 2 0.000
#> SAMPLE_2762 4 0.000
#> SAMPLE_2763 5 0.000
#> SAMPLE_2764 2 0.249
#> SAMPLE_2765 2 0.000
#> SAMPLE_2766 2 0.751
#> SAMPLE_2767 4 0.000
#> SAMPLE_2768 4 0.000
#> SAMPLE_2769 5 0.000
#> SAMPLE_2770 2 0.000
#> SAMPLE_2771 4 0.000
#> SAMPLE_2772 6 0.000
#> SAMPLE_2773 3 0.000
#> SAMPLE_2774 6 1.000
#> SAMPLE_2775 6 0.000
#> SAMPLE_2776 4 0.000
#> SAMPLE_2777 6 0.000
#> SAMPLE_2778 3 0.498
#> SAMPLE_2779 6 0.000
#> SAMPLE_2780 6 0.000
#> SAMPLE_2781 3 0.000
#> SAMPLE_2782 6 0.000
#> SAMPLE_2783 6 0.000
#> SAMPLE_2784 2 0.000
#> SAMPLE_2786 4 1.000
#> SAMPLE_2789 5 0.000
#> SAMPLE_2793 5 0.000
#> SAMPLE_2794 5 0.000
#> SAMPLE_2796 6 0.000
#> SAMPLE_2797 6 0.000
#> SAMPLE_2798 4 0.000
#> SAMPLE_2799 4 0.000
#> SAMPLE_2800 6 1.000
#> SAMPLE_2801 3 0.000
get_classes(res, k = 7)
#> class p
#> SAMPLE_1 2 0.000
#> SAMPLE_2 4 0.000
#> SAMPLE_3 2 0.000
#> SAMPLE_4 4 0.000
#> SAMPLE_5 2 0.000
#> SAMPLE_6 2 0.000
#> SAMPLE_7 2 0.000
#> SAMPLE_8 2 0.000
#> SAMPLE_9 2 0.000
#> SAMPLE_10 4 0.000
#> SAMPLE_11 4 0.000
#> SAMPLE_12 4 0.000
#> SAMPLE_13 5 1.000
#> SAMPLE_14 2 0.000
#> SAMPLE_17 4 0.000
#> SAMPLE_18 4 0.000
#> SAMPLE_20 3 1.000
#> SAMPLE_22 4 0.000
#> SAMPLE_23 2 0.000
#> SAMPLE_24 2 0.000
#> SAMPLE_25 2 0.000
#> SAMPLE_26 4 0.000
#> SAMPLE_27 4 0.000
#> SAMPLE_28 4 0.000
#> SAMPLE_29 2 0.000
#> SAMPLE_30 2 0.000
#> SAMPLE_31 7 0.000
#> SAMPLE_32 7 0.000
#> SAMPLE_33 3 1.000
#> SAMPLE_34 7 0.000
#> SAMPLE_35 7 0.000
#> SAMPLE_36 7 0.000
#> SAMPLE_37 7 0.000
#> SAMPLE_38 7 0.000
#> SAMPLE_39 7 0.000
#> SAMPLE_40 7 0.000
#> SAMPLE_41 7 0.000
#> SAMPLE_42 7 0.000
#> SAMPLE_43 3 0.000
#> SAMPLE_44 7 0.000
#> SAMPLE_45 7 0.000
#> SAMPLE_46 7 0.000
#> SAMPLE_47 7 0.000
#> SAMPLE_48 7 0.000
#> SAMPLE_49 7 0.000
#> SAMPLE_50 7 0.000
#> SAMPLE_51 7 0.000
#> SAMPLE_52 7 0.000
#> SAMPLE_53 7 0.000
#> SAMPLE_54 7 0.000
#> SAMPLE_55 7 0.000
#> SAMPLE_56 7 0.000
#> SAMPLE_62 3 0.498
#> SAMPLE_63 5 0.000
#> SAMPLE_64 2 0.000
#> SAMPLE_65 1 0.000
#> SAMPLE_66 1 0.000
#> SAMPLE_67 1 0.000
#> SAMPLE_68 5 0.000
#> SAMPLE_69 3 0.000
#> SAMPLE_70 7 0.000
#> SAMPLE_71 7 0.000
#> SAMPLE_72 1 1.000
#> SAMPLE_73 7 0.000
#> SAMPLE_74 7 0.000
#> SAMPLE_75 3 0.751
#> SAMPLE_76 7 0.000
#> SAMPLE_77 7 0.000
#> SAMPLE_78 7 0.000
#> SAMPLE_79 7 0.000
#> SAMPLE_100 3 0.000
#> SAMPLE_101 1 0.000
#> SAMPLE_102 5 0.000
#> SAMPLE_103 1 0.000
#> SAMPLE_104 3 0.000
#> SAMPLE_105 1 0.000
#> SAMPLE_106 5 0.000
#> SAMPLE_107 1 1.000
#> SAMPLE_108 1 0.000
#> SAMPLE_109 3 0.000
#> SAMPLE_110 1 0.000
#> SAMPLE_111 7 0.000
#> SAMPLE_112 3 0.000
#> SAMPLE_113 1 0.000
#> SAMPLE_114 7 0.000
#> SAMPLE_115 7 0.000
#> SAMPLE_116 7 0.000
#> SAMPLE_117 7 0.000
#> SAMPLE_118 7 1.000
#> SAMPLE_119 7 0.000
#> SAMPLE_120 3 0.000
#> SAMPLE_121 4 0.000
#> SAMPLE_122 5 0.000
#> SAMPLE_123 4 0.000
#> SAMPLE_124 3 0.000
#> SAMPLE_126 1 0.000
#> SAMPLE_127 6 0.000
#> SAMPLE_136 1 0.000
#> SAMPLE_137 1 0.000
#> SAMPLE_138 1 0.000
#> SAMPLE_139 3 0.000
#> SAMPLE_140 6 0.000
#> SAMPLE_142 6 0.000
#> SAMPLE_143 1 0.000
#> SAMPLE_144 3 1.000
#> SAMPLE_145 6 0.000
#> SAMPLE_146 2 0.000
#> SAMPLE_147 2 0.000
#> SAMPLE_148 2 0.000
#> SAMPLE_149 2 0.000
#> SAMPLE_157 4 0.000
#> SAMPLE_173 1 0.000
#> SAMPLE_174 5 0.000
#> SAMPLE_175 2 0.000
#> SAMPLE_176 7 0.000
#> SAMPLE_177 7 0.000
#> SAMPLE_178 7 0.000
#> SAMPLE_194 2 0.000
#> SAMPLE_195 2 0.000
#> SAMPLE_208 2 0.000
#> SAMPLE_209 2 0.000
#> SAMPLE_210 5 0.000
#> SAMPLE_211 4 0.000
#> SAMPLE_212 2 0.000
#> SAMPLE_213 2 0.000
#> SAMPLE_214 4 0.000
#> SAMPLE_215 3 0.000
#> SAMPLE_216 1 1.000
#> SAMPLE_217 1 0.000
#> SAMPLE_218 2 0.000
#> SAMPLE_219 5 0.000
#> SAMPLE_220 1 1.000
#> SAMPLE_221 2 0.000
#> SAMPLE_222 2 0.000
#> SAMPLE_223 1 0.000
#> SAMPLE_231 7 0.000
#> SAMPLE_232 7 0.000
#> SAMPLE_233 7 0.000
#> SAMPLE_234 4 0.000
#> SAMPLE_235 4 0.000
#> SAMPLE_236 4 0.000
#> SAMPLE_237 2 0.000
#> SAMPLE_238 4 0.000
#> SAMPLE_239 4 0.000
#> SAMPLE_240 7 0.000
#> SAMPLE_241 4 0.000
#> SAMPLE_242 4 0.000
#> SAMPLE_243 7 0.000
#> SAMPLE_244 7 0.000
#> SAMPLE_245 4 0.000
#> SAMPLE_246 4 0.000
#> SAMPLE_247 4 0.000
#> SAMPLE_248 4 0.000
#> SAMPLE_249 4 0.249
#> SAMPLE_250 4 0.000
#> SAMPLE_251 4 0.000
#> SAMPLE_252 7 0.498
#> SAMPLE_253 4 0.000
#> SAMPLE_254 4 0.000
#> SAMPLE_255 4 0.000
#> SAMPLE_256 4 0.000
#> SAMPLE_257 4 0.000
#> SAMPLE_258 4 0.000
#> SAMPLE_259 2 0.000
#> SAMPLE_260 2 0.000
#> SAMPLE_261 2 0.000
#> SAMPLE_262 4 0.000
#> SAMPLE_263 2 0.000
#> SAMPLE_264 4 0.000
#> SAMPLE_265 2 0.000
#> SAMPLE_266 4 0.000
#> SAMPLE_267 4 0.502
#> SAMPLE_268 7 0.000
#> SAMPLE_269 7 0.000
#> SAMPLE_270 4 0.000
#> SAMPLE_271 4 0.000
#> SAMPLE_272 7 0.000
#> SAMPLE_273 6 0.000
#> SAMPLE_274 1 0.000
#> SAMPLE_275 1 1.000
#> SAMPLE_286 7 0.249
#> SAMPLE_287 7 0.000
#> SAMPLE_288 7 0.000
#> SAMPLE_289 7 0.000
#> SAMPLE_296 7 0.000
#> SAMPLE_297 7 0.000
#> SAMPLE_298 7 0.000
#> SAMPLE_299 7 0.000
#> SAMPLE_300 7 0.000
#> SAMPLE_301 7 0.000
#> SAMPLE_302 7 0.000
#> SAMPLE_303 7 0.000
#> SAMPLE_304 7 0.000
#> SAMPLE_305 7 0.000
#> SAMPLE_306 7 0.000
#> SAMPLE_307 7 0.000
#> SAMPLE_308 7 0.000
#> SAMPLE_309 7 0.000
#> SAMPLE_310 7 0.000
#> SAMPLE_311 7 0.000
#> SAMPLE_312 3 0.000
#> SAMPLE_313 7 0.000
#> SAMPLE_314 7 0.000
#> SAMPLE_315 7 0.000
#> SAMPLE_316 7 0.000
#> SAMPLE_317 7 0.000
#> SAMPLE_318 7 0.000
#> SAMPLE_319 7 0.000
#> SAMPLE_320 7 0.000
#> SAMPLE_321 7 0.000
#> SAMPLE_322 7 0.000
#> SAMPLE_323 7 0.000
#> SAMPLE_324 7 0.000
#> SAMPLE_325 7 0.000
#> SAMPLE_326 7 0.000
#> SAMPLE_327 7 0.000
#> SAMPLE_328 7 0.000
#> SAMPLE_329 3 0.751
#> SAMPLE_330 6 0.000
#> SAMPLE_331 3 0.000
#> SAMPLE_332 1 0.000
#> SAMPLE_333 6 0.000
#> SAMPLE_334 1 0.000
#> SAMPLE_335 1 0.000
#> SAMPLE_336 3 0.751
#> SAMPLE_337 4 0.000
#> SAMPLE_338 3 0.000
#> SAMPLE_339 6 0.000
#> SAMPLE_340 1 0.000
#> SAMPLE_341 1 0.502
#> SAMPLE_342 3 0.249
#> SAMPLE_343 1 0.000
#> SAMPLE_344 6 0.000
#> SAMPLE_345 1 0.000
#> SAMPLE_346 3 1.000
#> SAMPLE_347 6 0.000
#> SAMPLE_348 6 0.000
#> SAMPLE_349 1 0.000
#> SAMPLE_350 3 0.000
#> SAMPLE_351 6 0.000
#> SAMPLE_352 1 0.000
#> SAMPLE_353 3 0.000
#> SAMPLE_354 1 0.000
#> SAMPLE_355 6 0.000
#> SAMPLE_356 7 0.000
#> SAMPLE_357 4 0.000
#> SAMPLE_358 3 0.000
#> SAMPLE_359 3 0.000
#> SAMPLE_360 4 0.000
#> SAMPLE_361 6 0.000
#> SAMPLE_362 1 0.000
#> SAMPLE_363 6 0.000
#> SAMPLE_364 7 0.000
#> SAMPLE_365 3 0.000
#> SAMPLE_366 3 0.000
#> SAMPLE_367 7 0.000
#> SAMPLE_368 7 0.000
#> SAMPLE_369 7 0.000
#> SAMPLE_370 1 0.000
#> SAMPLE_371 7 0.000
#> SAMPLE_372 7 0.000
#> SAMPLE_373 1 0.000
#> SAMPLE_374 1 0.000
#> SAMPLE_375 6 0.000
#> SAMPLE_376 1 0.000
#> SAMPLE_377 3 0.000
#> SAMPLE_378 6 0.000
#> SAMPLE_379 1 0.000
#> SAMPLE_382 1 1.000
#> SAMPLE_383 3 1.000
#> SAMPLE_384 1 1.000
#> SAMPLE_385 3 0.000
#> SAMPLE_386 3 0.000
#> SAMPLE_387 3 0.000
#> SAMPLE_470 5 1.000
#> SAMPLE_471 2 0.000
#> SAMPLE_553 4 0.000
#> SAMPLE_568 7 0.000
#> SAMPLE_569 7 0.000
#> SAMPLE_570 7 0.000
#> SAMPLE_571 2 0.000
#> SAMPLE_572 2 0.751
#> SAMPLE_589 7 0.000
#> SAMPLE_590 3 0.000
#> SAMPLE_591 7 0.000
#> SAMPLE_592 7 0.000
#> SAMPLE_593 7 0.000
#> SAMPLE_594 7 0.249
#> SAMPLE_595 7 0.000
#> SAMPLE_596 7 0.000
#> SAMPLE_597 7 0.000
#> SAMPLE_598 7 0.000
#> SAMPLE_599 7 0.000
#> SAMPLE_600 7 0.000
#> SAMPLE_601 7 0.000
#> SAMPLE_602 1 1.000
#> SAMPLE_603 7 0.000
#> SAMPLE_604 3 0.000
#> SAMPLE_605 7 0.000
#> SAMPLE_606 7 0.000
#> SAMPLE_607 7 0.000
#> SAMPLE_608 7 0.000
#> SAMPLE_609 4 0.249
#> SAMPLE_610 5 0.000
#> SAMPLE_614 2 0.000
#> SAMPLE_618 4 0.000
#> SAMPLE_619 4 0.000
#> SAMPLE_620 2 0.000
#> SAMPLE_621 7 0.000
#> SAMPLE_622 4 0.000
#> SAMPLE_623 4 0.000
#> SAMPLE_624 4 0.000
#> SAMPLE_625 2 0.000
#> SAMPLE_626 4 0.000
#> SAMPLE_627 2 0.249
#> SAMPLE_628 4 0.000
#> SAMPLE_629 7 0.000
#> SAMPLE_630 2 0.000
#> SAMPLE_631 4 0.000
#> SAMPLE_632 4 0.000
#> SAMPLE_633 4 0.000
#> SAMPLE_634 2 0.751
#> SAMPLE_635 4 0.000
#> SAMPLE_636 2 0.000
#> SAMPLE_637 4 0.000
#> SAMPLE_638 7 0.000
#> SAMPLE_639 7 0.000
#> SAMPLE_640 7 0.000
#> SAMPLE_641 7 0.502
#> SAMPLE_643 5 0.000
#> SAMPLE_644 6 0.751
#> SAMPLE_645 2 0.000
#> SAMPLE_646 2 0.000
#> SAMPLE_647 3 0.000
#> SAMPLE_648 2 0.000
#> SAMPLE_649 3 0.000
#> SAMPLE_650 1 1.000
#> SAMPLE_651 1 1.000
#> SAMPLE_652 3 1.000
#> SAMPLE_653 3 0.000
#> SAMPLE_655 3 0.000
#> SAMPLE_656 3 0.000
#> SAMPLE_657 7 0.000
#> SAMPLE_658 3 1.000
#> SAMPLE_659 3 0.000
#> SAMPLE_660 3 0.000
#> SAMPLE_661 3 0.000
#> SAMPLE_662 2 0.000
#> SAMPLE_664 2 0.000
#> SAMPLE_665 2 0.000
#> SAMPLE_666 1 0.000
#> SAMPLE_667 2 0.000
#> SAMPLE_668 2 0.000
#> SAMPLE_669 2 0.000
#> SAMPLE_672 2 0.000
#> SAMPLE_673 2 0.000
#> SAMPLE_674 2 0.000
#> SAMPLE_675 2 0.000
#> SAMPLE_676 2 0.000
#> SAMPLE_677 3 1.000
#> SAMPLE_678 1 1.000
#> SAMPLE_679 1 1.000
#> SAMPLE_680 1 1.000
#> SAMPLE_681 1 0.000
#> SAMPLE_682 3 1.000
#> SAMPLE_683 1 0.000
#> SAMPLE_684 1 0.000
#> SAMPLE_685 1 0.000
#> SAMPLE_686 1 0.000
#> SAMPLE_687 3 0.000
#> SAMPLE_688 1 0.000
#> SAMPLE_689 1 0.000
#> SAMPLE_690 1 0.000
#> SAMPLE_691 1 0.000
#> SAMPLE_692 1 0.000
#> SAMPLE_693 1 0.000
#> SAMPLE_694 1 0.000
#> SAMPLE_695 3 0.000
#> SAMPLE_696 1 1.000
#> SAMPLE_697 1 0.000
#> SAMPLE_698 3 0.000
#> SAMPLE_699 1 0.000
#> SAMPLE_700 1 1.000
#> SAMPLE_701 1 0.000
#> SAMPLE_702 1 0.502
#> SAMPLE_703 1 0.000
#> SAMPLE_704 1 0.000
#> SAMPLE_705 1 0.000
#> SAMPLE_706 3 1.000
#> SAMPLE_707 1 0.000
#> SAMPLE_708 1 1.000
#> SAMPLE_709 1 0.000
#> SAMPLE_710 1 1.000
#> SAMPLE_711 1 0.000
#> SAMPLE_712 3 1.000
#> SAMPLE_713 1 0.000
#> SAMPLE_714 5 0.000
#> SAMPLE_715 7 0.000
#> SAMPLE_720 7 0.000
#> SAMPLE_722 7 0.000
#> SAMPLE_723 7 0.000
#> SAMPLE_724 3 0.000
#> SAMPLE_725 7 0.000
#> SAMPLE_726 3 0.000
#> SAMPLE_727 7 0.000
#> SAMPLE_728 3 0.000
#> SAMPLE_729 7 0.000
#> SAMPLE_730 7 0.000
#> SAMPLE_732 1 0.000
#> SAMPLE_739 3 0.000
#> SAMPLE_740 1 1.000
#> SAMPLE_741 1 0.000
#> SAMPLE_742 1 0.751
#> SAMPLE_743 1 1.000
#> SAMPLE_744 2 0.000
#> SAMPLE_745 4 0.000
#> SAMPLE_746 6 0.000
#> SAMPLE_747 6 0.000
#> SAMPLE_748 6 0.000
#> SAMPLE_751 7 0.000
#> SAMPLE_752 5 0.000
#> SAMPLE_753 4 0.000
#> SAMPLE_757 3 1.000
#> SAMPLE_758 3 1.000
#> SAMPLE_759 3 0.000
#> SAMPLE_760 3 0.000
#> SAMPLE_761 3 0.000
#> SAMPLE_762 3 0.000
#> SAMPLE_766 1 0.000
#> SAMPLE_767 4 0.000
#> SAMPLE_768 2 0.000
#> SAMPLE_771 1 1.000
#> SAMPLE_772 1 1.000
#> SAMPLE_773 3 0.000
#> SAMPLE_774 7 0.000
#> SAMPLE_775 1 0.000
#> SAMPLE_776 7 0.000
#> SAMPLE_777 3 0.000
#> SAMPLE_778 3 0.000
#> SAMPLE_779 7 0.000
#> SAMPLE_780 7 0.000
#> SAMPLE_781 7 0.000
#> SAMPLE_782 7 0.000
#> SAMPLE_783 7 0.000
#> SAMPLE_784 7 0.000
#> SAMPLE_785 1 0.000
#> SAMPLE_786 1 0.000
#> SAMPLE_787 1 0.000
#> SAMPLE_788 3 1.000
#> SAMPLE_789 3 0.000
#> SAMPLE_790 3 0.000
#> SAMPLE_791 2 0.249
#> SAMPLE_794 5 1.000
#> SAMPLE_795 4 0.000
#> SAMPLE_796 2 0.751
#> SAMPLE_797 7 0.000
#> SAMPLE_798 5 0.000
#> SAMPLE_799 1 1.000
#> SAMPLE_800 1 1.000
#> SAMPLE_801 3 0.000
#> SAMPLE_802 3 0.000
#> SAMPLE_803 3 1.000
#> SAMPLE_804 7 0.000
#> SAMPLE_805 7 1.000
#> SAMPLE_806 5 0.000
#> SAMPLE_807 4 0.000
#> SAMPLE_808 2 0.000
#> SAMPLE_809 2 0.000
#> SAMPLE_810 2 0.000
#> SAMPLE_811 2 0.000
#> SAMPLE_812 2 0.000
#> SAMPLE_813 2 0.502
#> SAMPLE_814 2 0.000
#> SAMPLE_815 7 0.000
#> SAMPLE_816 4 0.000
#> SAMPLE_817 4 0.000
#> SAMPLE_818 7 0.000
#> SAMPLE_819 4 0.000
#> SAMPLE_820 4 0.000
#> SAMPLE_821 4 0.000
#> SAMPLE_822 7 0.000
#> SAMPLE_823 4 0.000
#> SAMPLE_824 4 0.000
#> SAMPLE_825 4 0.000
#> SAMPLE_826 7 0.000
#> SAMPLE_827 4 0.000
#> SAMPLE_828 1 0.000
#> SAMPLE_829 4 0.000
#> SAMPLE_830 4 0.000
#> SAMPLE_831 4 0.000
#> SAMPLE_832 4 0.000
#> SAMPLE_833 3 0.000
#> SAMPLE_834 5 0.000
#> SAMPLE_835 4 0.000
#> SAMPLE_836 4 0.000
#> SAMPLE_837 4 0.000
#> SAMPLE_838 4 0.751
#> SAMPLE_840 2 0.000
#> SAMPLE_841 4 0.000
#> SAMPLE_842 2 0.000
#> SAMPLE_843 4 0.249
#> SAMPLE_844 5 0.000
#> SAMPLE_846 2 0.000
#> SAMPLE_848 3 0.000
#> SAMPLE_849 6 1.000
#> SAMPLE_850 3 0.000
#> SAMPLE_851 1 0.000
#> SAMPLE_853 4 0.000
#> SAMPLE_855 3 0.249
#> SAMPLE_856 3 0.000
#> SAMPLE_859 1 1.000
#> SAMPLE_860 3 0.000
#> SAMPLE_861 3 0.000
#> SAMPLE_862 5 0.000
#> SAMPLE_863 1 1.000
#> SAMPLE_864 3 0.000
#> SAMPLE_865 2 0.000
#> SAMPLE_866 4 0.000
#> SAMPLE_867 2 0.000
#> SAMPLE_868 5 1.000
#> SAMPLE_869 3 0.000
#> SAMPLE_871 4 0.000
#> SAMPLE_874 1 0.000
#> SAMPLE_876 4 0.000
#> SAMPLE_879 1 0.000
#> SAMPLE_880 5 0.000
#> SAMPLE_884 1 0.000
#> SAMPLE_885 7 1.000
#> SAMPLE_886 3 0.000
#> SAMPLE_887 2 0.000
#> SAMPLE_889 1 0.000
#> SAMPLE_890 3 0.000
#> SAMPLE_892 1 0.000
#> SAMPLE_894 1 0.000
#> SAMPLE_895 2 0.000
#> SAMPLE_896 4 0.000
#> SAMPLE_898 3 0.000
#> SAMPLE_899 6 0.000
#> SAMPLE_900 7 0.000
#> SAMPLE_901 3 0.751
#> SAMPLE_902 7 0.000
#> SAMPLE_903 7 0.498
#> SAMPLE_904 7 0.000
#> SAMPLE_905 7 0.000
#> SAMPLE_907 7 0.000
#> SAMPLE_908 4 0.253
#> SAMPLE_909 4 0.000
#> SAMPLE_910 4 1.000
#> SAMPLE_911 2 0.000
#> SAMPLE_912 2 0.000
#> SAMPLE_913 3 1.000
#> SAMPLE_914 3 1.000
#> SAMPLE_915 7 0.000
#> SAMPLE_916 7 0.502
#> SAMPLE_917 7 0.000
#> SAMPLE_918 7 1.000
#> SAMPLE_919 7 0.249
#> SAMPLE_920 7 0.000
#> SAMPLE_921 7 0.249
#> SAMPLE_922 7 0.000
#> SAMPLE_923 3 0.000
#> SAMPLE_924 7 0.000
#> SAMPLE_925 5 0.000
#> SAMPLE_926 1 0.000
#> SAMPLE_927 5 0.000
#> SAMPLE_928 6 0.000
#> SAMPLE_929 6 0.000
#> SAMPLE_930 6 0.000
#> SAMPLE_931 1 1.000
#> SAMPLE_932 1 1.000
#> SAMPLE_933 1 1.000
#> SAMPLE_934 5 0.000
#> SAMPLE_935 3 0.000
#> SAMPLE_936 1 1.000
#> SAMPLE_937 3 0.000
#> SAMPLE_938 4 0.000
#> SAMPLE_939 3 0.000
#> SAMPLE_940 6 0.000
#> SAMPLE_941 6 0.000
#> SAMPLE_942 4 0.000
#> SAMPLE_943 6 0.000
#> SAMPLE_944 4 0.000
#> SAMPLE_945 5 0.000
#> SAMPLE_946 3 0.000
#> SAMPLE_947 3 0.000
#> SAMPLE_948 6 0.000
#> SAMPLE_949 6 0.000
#> SAMPLE_950 6 0.000
#> SAMPLE_951 6 0.000
#> SAMPLE_952 6 0.000
#> SAMPLE_953 6 0.000
#> SAMPLE_954 3 0.000
#> SAMPLE_955 6 0.000
#> SAMPLE_956 6 0.000
#> SAMPLE_957 6 0.498
#> SAMPLE_958 6 0.000
#> SAMPLE_959 6 0.000
#> SAMPLE_960 6 0.000
#> SAMPLE_961 3 0.000
#> SAMPLE_962 3 0.000
#> SAMPLE_963 6 0.000
#> SAMPLE_964 6 0.000
#> SAMPLE_965 6 0.000
#> SAMPLE_966 6 0.000
#> SAMPLE_967 6 0.000
#> SAMPLE_968 6 0.000
#> SAMPLE_969 6 0.000
#> SAMPLE_970 6 0.000
#> SAMPLE_971 1 0.000
#> SAMPLE_972 6 0.000
#> SAMPLE_973 2 0.000
#> SAMPLE_975 1 0.000
#> SAMPLE_980 3 0.000
#> SAMPLE_981 1 0.000
#> SAMPLE_982 1 0.000
#> SAMPLE_987 5 0.000
#> SAMPLE_989 7 0.000
#> SAMPLE_990 6 0.000
#> SAMPLE_993 3 0.000
#> SAMPLE_994 1 0.000
#> SAMPLE_995 3 0.000
#> SAMPLE_996 5 0.000
#> SAMPLE_997 1 0.000
#> SAMPLE_998 1 1.000
#> SAMPLE_999 3 0.000
#> SAMPLE_1000 6 0.000
#> SAMPLE_1001 1 0.000
#> SAMPLE_1002 6 0.000
#> SAMPLE_1003 6 0.000
#> SAMPLE_1004 6 0.000
#> SAMPLE_1005 6 0.000
#> SAMPLE_1006 6 0.000
#> SAMPLE_1007 6 0.000
#> SAMPLE_1008 1 1.000
#> SAMPLE_1009 6 0.000
#> SAMPLE_1010 6 0.000
#> SAMPLE_1011 6 0.000
#> SAMPLE_1012 6 0.000
#> SAMPLE_1013 6 0.000
#> SAMPLE_1014 1 0.000
#> SAMPLE_1015 3 0.000
#> SAMPLE_1016 6 0.000
#> SAMPLE_1017 6 0.000
#> SAMPLE_1018 6 0.000
#> SAMPLE_1019 6 0.000
#> SAMPLE_1020 6 0.000
#> SAMPLE_1021 6 0.000
#> SAMPLE_1022 6 0.000
#> SAMPLE_1023 6 0.000
#> SAMPLE_1024 6 0.000
#> SAMPLE_1025 6 0.000
#> SAMPLE_1026 6 0.000
#> SAMPLE_1027 6 0.000
#> SAMPLE_1028 6 0.000
#> SAMPLE_1029 6 0.000
#> SAMPLE_1030 6 0.000
#> SAMPLE_1031 6 0.000
#> SAMPLE_1032 6 0.000
#> SAMPLE_1033 6 0.000
#> SAMPLE_1034 6 0.000
#> SAMPLE_1035 6 0.000
#> SAMPLE_1036 6 0.000
#> SAMPLE_1037 6 0.000
#> SAMPLE_1040 1 0.751
#> SAMPLE_1041 2 0.000
#> SAMPLE_1042 2 0.000
#> SAMPLE_1043 7 0.000
#> SAMPLE_1044 1 0.000
#> SAMPLE_1045 1 0.000
#> SAMPLE_1046 3 0.000
#> SAMPLE_1047 3 0.000
#> SAMPLE_1048 3 0.000
#> SAMPLE_1049 1 0.000
#> SAMPLE_1050 3 1.000
#> SAMPLE_1051 1 0.000
#> SAMPLE_1052 3 0.000
#> SAMPLE_1053 3 0.000
#> SAMPLE_1054 3 0.000
#> SAMPLE_1055 3 0.000
#> SAMPLE_1056 3 0.000
#> SAMPLE_1057 3 0.000
#> SAMPLE_1058 3 0.000
#> SAMPLE_1059 3 0.000
#> SAMPLE_1060 3 0.000
#> SAMPLE_1061 3 0.000
#> SAMPLE_1062 3 0.000
#> SAMPLE_1063 3 0.000
#> SAMPLE_1067 1 0.000
#> SAMPLE_1068 1 0.000
#> SAMPLE_1069 1 0.000
#> SAMPLE_1070 6 0.000
#> SAMPLE_1071 1 0.000
#> SAMPLE_1072 3 0.000
#> SAMPLE_1073 1 0.000
#> SAMPLE_1074 1 0.000
#> SAMPLE_1075 1 0.000
#> SAMPLE_1076 1 0.000
#> SAMPLE_1077 1 0.000
#> SAMPLE_1078 3 1.000
#> SAMPLE_1079 1 0.000
#> SAMPLE_1080 3 0.000
#> SAMPLE_1081 1 0.000
#> SAMPLE_1082 3 0.000
#> SAMPLE_1083 3 0.000
#> SAMPLE_1084 3 0.000
#> SAMPLE_1085 3 0.000
#> SAMPLE_1086 3 0.000
#> SAMPLE_1087 6 0.000
#> SAMPLE_1088 2 0.000
#> SAMPLE_1089 2 0.000
#> SAMPLE_1090 1 1.000
#> SAMPLE_1091 1 1.000
#> SAMPLE_1092 3 0.000
#> SAMPLE_1093 3 0.000
#> SAMPLE_1094 3 0.000
#> SAMPLE_1095 3 0.000
#> SAMPLE_1096 3 0.000
#> SAMPLE_1097 3 0.000
#> SAMPLE_1098 3 0.000
#> SAMPLE_1100 3 0.000
#> SAMPLE_1101 3 0.000
#> SAMPLE_1102 3 0.000
#> SAMPLE_1103 3 0.000
#> SAMPLE_1104 3 0.000
#> SAMPLE_1105 3 0.000
#> SAMPLE_1106 3 0.000
#> SAMPLE_1107 3 0.000
#> SAMPLE_1108 3 0.000
#> SAMPLE_1109 3 0.000
#> SAMPLE_1110 1 0.000
#> SAMPLE_1112 3 0.000
#> SAMPLE_1113 3 0.000
#> SAMPLE_1114 1 0.000
#> SAMPLE_1115 7 0.000
#> SAMPLE_1117 3 0.000
#> SAMPLE_1118 1 0.000
#> SAMPLE_1119 6 0.000
#> SAMPLE_1120 1 0.000
#> SAMPLE_1121 6 0.000
#> SAMPLE_1122 3 0.000
#> SAMPLE_1123 3 0.000
#> SAMPLE_1124 1 0.000
#> SAMPLE_1125 3 1.000
#> SAMPLE_1126 1 0.000
#> SAMPLE_1127 1 0.000
#> SAMPLE_1128 1 0.000
#> SAMPLE_1129 1 0.000
#> SAMPLE_1130 1 0.000
#> SAMPLE_1131 6 0.000
#> SAMPLE_1132 6 0.000
#> SAMPLE_1133 6 0.000
#> SAMPLE_1134 6 0.000
#> SAMPLE_1135 3 1.000
#> SAMPLE_1136 7 0.000
#> SAMPLE_1137 3 1.000
#> SAMPLE_1138 5 0.000
#> SAMPLE_1139 3 1.000
#> SAMPLE_1140 3 0.751
#> SAMPLE_1141 3 1.000
#> SAMPLE_1142 7 1.000
#> SAMPLE_1143 1 0.000
#> SAMPLE_1144 1 0.000
#> SAMPLE_1145 3 0.000
#> SAMPLE_1146 3 0.000
#> SAMPLE_1147 7 0.000
#> SAMPLE_1148 1 1.000
#> SAMPLE_1150 3 0.249
#> SAMPLE_1151 1 0.000
#> SAMPLE_1152 5 0.000
#> SAMPLE_1153 3 1.000
#> SAMPLE_1154 3 0.000
#> SAMPLE_1155 5 0.000
#> SAMPLE_1156 5 0.751
#> SAMPLE_1157 3 0.000
#> SAMPLE_1158 1 0.000
#> SAMPLE_1162 3 1.000
#> SAMPLE_1163 3 0.000
#> SAMPLE_1164 4 0.000
#> SAMPLE_1165 7 1.000
#> SAMPLE_1166 5 0.000
#> SAMPLE_1167 7 0.751
#> SAMPLE_1170 4 0.000
#> SAMPLE_1171 1 0.000
#> SAMPLE_1172 2 0.000
#> SAMPLE_1173 7 0.000
#> SAMPLE_1174 5 0.000
#> SAMPLE_1175 3 0.000
#> SAMPLE_1176 7 0.000
#> SAMPLE_1177 3 0.747
#> SAMPLE_1178 3 0.000
#> SAMPLE_1179 1 0.000
#> SAMPLE_1180 7 0.000
#> SAMPLE_1181 1 1.000
#> SAMPLE_1182 6 0.000
#> SAMPLE_1183 7 0.000
#> SAMPLE_1184 7 0.000
#> SAMPLE_1185 3 0.000
#> SAMPLE_1186 3 0.000
#> SAMPLE_1187 7 1.000
#> SAMPLE_1188 4 0.000
#> SAMPLE_1189 4 0.000
#> SAMPLE_1190 3 0.000
#> SAMPLE_1191 3 0.000
#> SAMPLE_1193 1 1.000
#> SAMPLE_1194 7 0.000
#> SAMPLE_1195 3 0.000
#> SAMPLE_1196 1 0.000
#> SAMPLE_1197 3 0.747
#> SAMPLE_1198 6 0.000
#> SAMPLE_1199 3 0.000
#> SAMPLE_1200 1 0.000
#> SAMPLE_1201 1 0.000
#> SAMPLE_1202 3 0.000
#> SAMPLE_1203 2 0.000
#> SAMPLE_1204 1 0.000
#> SAMPLE_1205 1 0.000
#> SAMPLE_1207 4 0.000
#> SAMPLE_1208 3 0.000
#> SAMPLE_1210 6 0.000
#> SAMPLE_1214 4 0.000
#> SAMPLE_1215 3 0.000
#> SAMPLE_1216 2 0.000
#> SAMPLE_1217 2 0.000
#> SAMPLE_1218 2 0.000
#> SAMPLE_1219 6 0.000
#> SAMPLE_1220 3 0.000
#> SAMPLE_1221 1 1.000
#> SAMPLE_1222 5 0.000
#> SAMPLE_1223 5 0.000
#> SAMPLE_1224 3 0.000
#> SAMPLE_1225 5 0.000
#> SAMPLE_1226 4 0.249
#> SAMPLE_1227 3 0.000
#> SAMPLE_1228 1 0.000
#> SAMPLE_1229 5 0.000
#> SAMPLE_1230 1 0.000
#> SAMPLE_1231 1 0.000
#> SAMPLE_1232 1 0.000
#> SAMPLE_1233 3 0.000
#> SAMPLE_1234 1 0.000
#> SAMPLE_1235 1 1.000
#> SAMPLE_1236 1 0.000
#> SAMPLE_1237 3 0.000
#> SAMPLE_1238 1 0.751
#> SAMPLE_1239 3 0.000
#> SAMPLE_1240 1 0.000
#> SAMPLE_1244 1 0.000
#> SAMPLE_1245 1 0.000
#> SAMPLE_1246 1 0.000
#> SAMPLE_1247 1 0.000
#> SAMPLE_1248 7 0.000
#> SAMPLE_1249 1 0.000
#> SAMPLE_1250 3 1.000
#> SAMPLE_1251 4 0.000
#> SAMPLE_1256 1 0.000
#> SAMPLE_1257 7 1.000
#> SAMPLE_1258 3 0.000
#> SAMPLE_1259 2 0.000
#> SAMPLE_1260 2 0.000
#> SAMPLE_1261 2 0.000
#> SAMPLE_1262 2 0.000
#> SAMPLE_1263 4 0.000
#> SAMPLE_1265 3 0.000
#> SAMPLE_1266 5 0.000
#> SAMPLE_1267 5 0.000
#> SAMPLE_1269 1 0.000
#> SAMPLE_1270 3 0.000
#> SAMPLE_1271 5 1.000
#> SAMPLE_1272 5 0.000
#> SAMPLE_1273 5 0.000
#> SAMPLE_1274 1 0.000
#> SAMPLE_1275 3 0.000
#> SAMPLE_1276 2 0.000
#> SAMPLE_1277 2 0.000
#> SAMPLE_1278 2 0.000
#> SAMPLE_1279 4 0.000
#> SAMPLE_1280 3 0.000
#> SAMPLE_1282 3 0.000
#> SAMPLE_1283 3 0.000
#> SAMPLE_1284 2 0.000
#> SAMPLE_1285 5 0.000
#> SAMPLE_1286 2 0.000
#> SAMPLE_1288 7 0.502
#> SAMPLE_1289 5 0.000
#> SAMPLE_1290 5 0.000
#> SAMPLE_1291 1 0.000
#> SAMPLE_1292 3 0.000
#> SAMPLE_1293 3 0.000
#> SAMPLE_1294 1 0.000
#> SAMPLE_1295 5 0.000
#> SAMPLE_1296 4 0.000
#> SAMPLE_1297 1 0.000
#> SAMPLE_1298 3 0.000
#> SAMPLE_1299 5 0.000
#> SAMPLE_1300 4 1.000
#> SAMPLE_1301 3 0.000
#> SAMPLE_1302 3 0.000
#> SAMPLE_1303 5 0.000
#> SAMPLE_1304 5 0.000
#> SAMPLE_1305 5 0.000
#> SAMPLE_1306 6 1.000
#> SAMPLE_1307 1 0.000
#> SAMPLE_1308 5 0.000
#> SAMPLE_1309 5 0.000
#> SAMPLE_1310 1 1.000
#> SAMPLE_1311 5 0.000
#> SAMPLE_1312 3 0.000
#> SAMPLE_1313 5 0.000
#> SAMPLE_1314 5 0.000
#> SAMPLE_1315 5 0.000
#> SAMPLE_1316 3 0.000
#> SAMPLE_1317 3 0.000
#> SAMPLE_1318 3 0.000
#> SAMPLE_1319 5 1.000
#> SAMPLE_1320 3 0.000
#> SAMPLE_1321 3 1.000
#> SAMPLE_1322 3 0.000
#> SAMPLE_1323 1 1.000
#> SAMPLE_1324 3 0.000
#> SAMPLE_1325 6 0.000
#> SAMPLE_1326 1 0.000
#> SAMPLE_1327 3 0.751
#> SAMPLE_1328 6 0.000
#> SAMPLE_1329 3 1.000
#> SAMPLE_1330 1 0.502
#> SAMPLE_1331 3 0.000
#> SAMPLE_1332 1 0.000
#> SAMPLE_1333 1 1.000
#> SAMPLE_1334 1 0.000
#> SAMPLE_1335 1 1.000
#> SAMPLE_1337 7 0.000
#> SAMPLE_1338 4 0.249
#> SAMPLE_1339 5 0.000
#> SAMPLE_1340 1 0.000
#> SAMPLE_1341 3 0.000
#> SAMPLE_1342 5 0.000
#> SAMPLE_1343 3 1.000
#> SAMPLE_1344 1 0.000
#> SAMPLE_1345 5 1.000
#> SAMPLE_1346 3 0.000
#> SAMPLE_1347 7 0.000
#> SAMPLE_1348 2 0.000
#> SAMPLE_1349 7 0.000
#> SAMPLE_1350 5 0.000
#> SAMPLE_1351 4 0.000
#> SAMPLE_1352 2 1.000
#> SAMPLE_1354 6 0.000
#> SAMPLE_1355 2 0.000
#> SAMPLE_1386 3 0.000
#> SAMPLE_1387 5 1.000
#> SAMPLE_1388 2 0.000
#> SAMPLE_1389 2 0.000
#> SAMPLE_1390 3 0.000
#> SAMPLE_1391 1 1.000
#> SAMPLE_1392 1 1.000
#> SAMPLE_1393 1 0.000
#> SAMPLE_1394 3 0.000
#> SAMPLE_1395 1 1.000
#> SAMPLE_1396 3 0.000
#> SAMPLE_1397 5 0.502
#> SAMPLE_1398 4 0.000
#> SAMPLE_1399 5 0.000
#> SAMPLE_1400 3 0.000
#> SAMPLE_1401 3 0.000
#> SAMPLE_1402 6 0.000
#> SAMPLE_1403 2 0.000
#> SAMPLE_1404 4 0.000
#> SAMPLE_1405 1 0.000
#> SAMPLE_1406 3 0.253
#> SAMPLE_1407 1 0.000
#> SAMPLE_1408 1 1.000
#> SAMPLE_1409 5 0.000
#> SAMPLE_1410 3 0.000
#> SAMPLE_1411 3 0.000
#> SAMPLE_1412 2 0.000
#> SAMPLE_1419 5 0.502
#> SAMPLE_1420 3 1.000
#> SAMPLE_1421 1 0.000
#> SAMPLE_1422 1 0.000
#> SAMPLE_1423 3 1.000
#> SAMPLE_1424 1 0.000
#> SAMPLE_1425 4 0.747
#> SAMPLE_1426 5 0.000
#> SAMPLE_1428 5 0.000
#> SAMPLE_1429 5 0.000
#> SAMPLE_1430 1 0.000
#> SAMPLE_1431 3 1.000
#> SAMPLE_1432 3 0.000
#> SAMPLE_1434 7 0.000
#> SAMPLE_1435 1 0.000
#> SAMPLE_1436 1 0.000
#> SAMPLE_1437 1 0.000
#> SAMPLE_1438 1 0.000
#> SAMPLE_1439 1 0.000
#> SAMPLE_1441 1 0.000
#> SAMPLE_1442 3 1.000
#> SAMPLE_1443 3 0.000
#> SAMPLE_1444 3 1.000
#> SAMPLE_1445 1 0.000
#> SAMPLE_1446 7 0.000
#> SAMPLE_1449 3 0.000
#> SAMPLE_1450 3 0.000
#> SAMPLE_1451 3 0.000
#> SAMPLE_1452 3 0.000
#> SAMPLE_1453 3 0.000
#> SAMPLE_1454 3 0.000
#> SAMPLE_1455 6 0.000
#> SAMPLE_1456 6 0.000
#> SAMPLE_1457 6 0.000
#> SAMPLE_1458 6 0.000
#> SAMPLE_1459 6 0.000
#> SAMPLE_1460 6 0.000
#> SAMPLE_1461 6 0.000
#> SAMPLE_1462 1 0.000
#> SAMPLE_1463 6 0.249
#> SAMPLE_1464 3 1.000
#> SAMPLE_1465 7 0.000
#> SAMPLE_1466 3 0.000
#> SAMPLE_1467 3 0.000
#> SAMPLE_1468 7 0.000
#> SAMPLE_1469 7 0.000
#> SAMPLE_1470 3 0.000
#> SAMPLE_1471 3 0.000
#> SAMPLE_1472 3 0.000
#> SAMPLE_1473 7 0.000
#> SAMPLE_1474 3 0.000
#> SAMPLE_1475 7 0.000
#> SAMPLE_1476 7 0.000
#> SAMPLE_1477 7 0.000
#> SAMPLE_1478 1 1.000
#> SAMPLE_1479 3 0.000
#> SAMPLE_1480 7 0.000
#> SAMPLE_1481 3 0.000
#> SAMPLE_1482 7 0.000
#> SAMPLE_1483 1 1.000
#> SAMPLE_1484 3 0.000
#> SAMPLE_1485 3 0.000
#> SAMPLE_1486 1 1.000
#> SAMPLE_1487 3 0.000
#> SAMPLE_1488 3 1.000
#> SAMPLE_1491 5 0.000
#> SAMPLE_1492 4 0.000
#> SAMPLE_1493 4 0.000
#> SAMPLE_1494 4 0.000
#> SAMPLE_1495 2 0.249
#> SAMPLE_1496 4 0.000
#> SAMPLE_1497 4 0.000
#> SAMPLE_1498 4 0.000
#> SAMPLE_1499 2 0.000
#> SAMPLE_1500 4 0.000
#> SAMPLE_1501 2 0.000
#> SAMPLE_1502 2 0.000
#> SAMPLE_1503 2 0.000
#> SAMPLE_1504 4 0.000
#> SAMPLE_1505 2 0.498
#> SAMPLE_1506 2 0.000
#> SAMPLE_1507 4 1.000
#> SAMPLE_1508 4 0.000
#> SAMPLE_1509 4 0.000
#> SAMPLE_1510 4 1.000
#> SAMPLE_1511 4 0.000
#> SAMPLE_1512 1 0.000
#> SAMPLE_1513 2 0.000
#> SAMPLE_1514 3 0.000
#> SAMPLE_1515 2 0.000
#> SAMPLE_1516 2 0.000
#> SAMPLE_1517 4 0.000
#> SAMPLE_1518 2 0.000
#> SAMPLE_1519 2 0.000
#> SAMPLE_1520 2 0.000
#> SAMPLE_1521 4 1.000
#> SAMPLE_1522 5 0.000
#> SAMPLE_1524 7 0.000
#> SAMPLE_1526 5 0.000
#> SAMPLE_1527 1 0.000
#> SAMPLE_1528 1 0.000
#> SAMPLE_1529 1 0.000
#> SAMPLE_1530 1 0.000
#> SAMPLE_1531 1 0.000
#> SAMPLE_1532 1 0.000
#> SAMPLE_1533 1 0.000
#> SAMPLE_1534 3 0.249
#> SAMPLE_1535 1 0.000
#> SAMPLE_1536 6 0.000
#> SAMPLE_1537 6 0.000
#> SAMPLE_1538 1 0.000
#> SAMPLE_1539 1 0.000
#> SAMPLE_1540 1 0.000
#> SAMPLE_1541 6 0.000
#> SAMPLE_1542 1 0.253
#> SAMPLE_1543 1 0.000
#> SAMPLE_1544 6 0.000
#> SAMPLE_1545 3 0.000
#> SAMPLE_1546 6 0.000
#> SAMPLE_1547 4 0.249
#> SAMPLE_1548 6 0.000
#> SAMPLE_1549 1 0.000
#> SAMPLE_1550 6 0.249
#> SAMPLE_1551 1 0.751
#> SAMPLE_1552 3 1.000
#> SAMPLE_1553 2 0.000
#> SAMPLE_1554 5 0.000
#> SAMPLE_1555 5 0.000
#> SAMPLE_1556 5 0.000
#> SAMPLE_1557 5 0.000
#> SAMPLE_1558 5 0.000
#> SAMPLE_1559 5 0.000
#> SAMPLE_1560 5 0.000
#> SAMPLE_1561 5 0.000
#> SAMPLE_1562 5 0.000
#> SAMPLE_1563 5 0.000
#> SAMPLE_1564 4 1.000
#> SAMPLE_1565 5 0.000
#> SAMPLE_1566 5 0.000
#> SAMPLE_1567 4 0.000
#> SAMPLE_1568 4 0.249
#> SAMPLE_1569 2 0.000
#> SAMPLE_1570 2 0.000
#> SAMPLE_1571 4 0.000
#> SAMPLE_1572 2 0.249
#> SAMPLE_1573 2 0.000
#> SAMPLE_1574 4 0.000
#> SAMPLE_1575 5 1.000
#> SAMPLE_1576 4 0.000
#> SAMPLE_1577 5 0.000
#> SAMPLE_1578 6 0.000
#> SAMPLE_1580 4 1.000
#> SAMPLE_1581 4 0.000
#> SAMPLE_1583 1 0.000
#> SAMPLE_1584 3 0.000
#> SAMPLE_1585 7 0.000
#> SAMPLE_1586 7 0.000
#> SAMPLE_1587 1 0.000
#> SAMPLE_1588 1 0.000
#> SAMPLE_1589 1 0.000
#> SAMPLE_1590 1 1.000
#> SAMPLE_1591 1 0.000
#> SAMPLE_1592 3 0.000
#> SAMPLE_1593 3 0.000
#> SAMPLE_1594 3 0.000
#> SAMPLE_1595 5 0.000
#> SAMPLE_1596 3 0.000
#> SAMPLE_1597 1 0.000
#> SAMPLE_1598 1 0.000
#> SAMPLE_1599 5 0.000
#> SAMPLE_1600 5 0.000
#> SAMPLE_1601 7 1.000
#> SAMPLE_1602 2 0.000
#> SAMPLE_1604 4 0.000
#> SAMPLE_1608 6 0.000
#> SAMPLE_1609 1 0.000
#> SAMPLE_1610 1 0.000
#> SAMPLE_1611 6 0.000
#> SAMPLE_1612 1 0.000
#> SAMPLE_1613 3 1.000
#> SAMPLE_1614 1 0.000
#> SAMPLE_1615 1 0.000
#> SAMPLE_1616 1 0.000
#> SAMPLE_1617 1 0.000
#> SAMPLE_1618 1 0.000
#> SAMPLE_1619 3 1.000
#> SAMPLE_1620 1 1.000
#> SAMPLE_1621 3 0.000
#> SAMPLE_1622 3 0.000
#> SAMPLE_1623 3 0.000
#> SAMPLE_1624 1 1.000
#> SAMPLE_1625 2 0.000
#> SAMPLE_1627 2 0.000
#> SAMPLE_1628 2 0.000
#> SAMPLE_1629 7 0.000
#> SAMPLE_1630 1 0.000
#> SAMPLE_1631 1 0.000
#> SAMPLE_1632 3 0.000
#> SAMPLE_1633 7 0.000
#> SAMPLE_1634 4 0.000
#> SAMPLE_1635 2 0.000
#> SAMPLE_1636 4 0.000
#> SAMPLE_1637 7 0.000
#> SAMPLE_1638 2 0.000
#> SAMPLE_1639 3 1.000
#> SAMPLE_1640 4 0.000
#> SAMPLE_1641 4 0.000
#> SAMPLE_1642 4 0.000
#> SAMPLE_1643 2 1.000
#> SAMPLE_1644 4 0.000
#> SAMPLE_1645 3 0.000
#> SAMPLE_1646 2 0.000
#> SAMPLE_1647 4 0.000
#> SAMPLE_1648 4 0.000
#> SAMPLE_1649 4 0.000
#> SAMPLE_1650 3 0.000
#> SAMPLE_1651 1 0.000
#> SAMPLE_1652 4 0.000
#> SAMPLE_1653 7 0.000
#> SAMPLE_1654 2 0.000
#> SAMPLE_1655 4 0.000
#> SAMPLE_1656 4 0.000
#> SAMPLE_1657 5 0.000
#> SAMPLE_1658 5 0.000
#> SAMPLE_1659 3 0.000
#> SAMPLE_1660 3 0.000
#> SAMPLE_1661 7 0.000
#> SAMPLE_1662 7 0.000
#> SAMPLE_1663 7 0.000
#> SAMPLE_1665 2 0.000
#> SAMPLE_1666 6 1.000
#> SAMPLE_1668 7 0.000
#> SAMPLE_1669 1 0.000
#> SAMPLE_1670 7 0.000
#> SAMPLE_1671 6 0.000
#> SAMPLE_1672 3 0.000
#> SAMPLE_1674 5 0.747
#> SAMPLE_1675 4 0.000
#> SAMPLE_1676 4 0.000
#> SAMPLE_1678 7 0.000
#> SAMPLE_1679 1 0.000
#> SAMPLE_1680 1 0.000
#> SAMPLE_1681 4 0.000
#> SAMPLE_1683 1 0.000
#> SAMPLE_1684 3 1.000
#> SAMPLE_1685 5 0.000
#> SAMPLE_1686 4 0.000
#> SAMPLE_1687 1 0.000
#> SAMPLE_1688 1 0.000
#> SAMPLE_1689 3 0.000
#> SAMPLE_1690 3 0.000
#> SAMPLE_1691 1 1.000
#> SAMPLE_1692 3 0.000
#> SAMPLE_1693 3 0.000
#> SAMPLE_1695 3 0.000
#> SAMPLE_1696 7 0.000
#> SAMPLE_1697 7 0.000
#> SAMPLE_1699 7 0.000
#> SAMPLE_1700 1 0.000
#> SAMPLE_1701 6 0.000
#> SAMPLE_1702 3 0.000
#> SAMPLE_1703 3 0.000
#> SAMPLE_1704 3 0.000
#> SAMPLE_1705 1 0.751
#> SAMPLE_1706 3 0.000
#> SAMPLE_1707 3 1.000
#> SAMPLE_1708 1 0.000
#> SAMPLE_1710 3 0.498
#> SAMPLE_1711 3 0.000
#> SAMPLE_1713 5 1.000
#> SAMPLE_1714 7 0.000
#> SAMPLE_1715 1 0.000
#> SAMPLE_1716 4 0.000
#> SAMPLE_1717 7 0.000
#> SAMPLE_1718 2 1.000
#> SAMPLE_1719 1 0.000
#> SAMPLE_1720 4 0.000
#> SAMPLE_1721 4 0.000
#> SAMPLE_1722 1 0.000
#> SAMPLE_1723 1 0.000
#> SAMPLE_1724 4 0.000
#> SAMPLE_1725 1 0.000
#> SAMPLE_1726 4 0.000
#> SAMPLE_1727 2 0.000
#> SAMPLE_1728 1 0.000
#> SAMPLE_1729 4 0.000
#> SAMPLE_1730 3 0.000
#> SAMPLE_1731 1 0.000
#> SAMPLE_1732 2 0.000
#> SAMPLE_1734 3 0.000
#> SAMPLE_1737 5 0.000
#> SAMPLE_1738 1 0.000
#> SAMPLE_1739 7 0.000
#> SAMPLE_1740 4 1.000
#> SAMPLE_1741 1 0.000
#> SAMPLE_1742 1 0.000
#> SAMPLE_1743 3 0.000
#> SAMPLE_1744 4 0.747
#> SAMPLE_1745 4 0.000
#> SAMPLE_1746 1 0.000
#> SAMPLE_1747 4 0.000
#> SAMPLE_1748 1 0.000
#> SAMPLE_1749 4 0.000
#> SAMPLE_1750 4 0.000
#> SAMPLE_1751 4 0.000
#> SAMPLE_1752 3 0.000
#> SAMPLE_1753 1 1.000
#> SAMPLE_1754 4 0.000
#> SAMPLE_1755 3 0.000
#> SAMPLE_1756 3 0.000
#> SAMPLE_1757 5 0.502
#> SAMPLE_1758 1 0.000
#> SAMPLE_1759 1 0.249
#> SAMPLE_1760 4 0.000
#> SAMPLE_1761 4 0.000
#> SAMPLE_1762 2 1.000
#> SAMPLE_1763 3 0.000
#> SAMPLE_1764 2 0.249
#> SAMPLE_1765 2 1.000
#> SAMPLE_1766 3 0.000
#> SAMPLE_1767 1 0.000
#> SAMPLE_1768 3 0.000
#> SAMPLE_1769 5 1.000
#> SAMPLE_1770 3 0.000
#> SAMPLE_1771 5 0.000
#> SAMPLE_1772 1 0.253
#> SAMPLE_1773 3 0.000
#> SAMPLE_1774 3 0.498
#> SAMPLE_1775 4 0.000
#> SAMPLE_1776 1 0.000
#> SAMPLE_1777 1 0.000
#> SAMPLE_1778 2 1.000
#> SAMPLE_1779 4 1.000
#> SAMPLE_1780 4 0.000
#> SAMPLE_1781 4 0.498
#> SAMPLE_1782 4 0.000
#> SAMPLE_1783 7 1.000
#> SAMPLE_1784 4 0.000
#> SAMPLE_1785 1 0.000
#> SAMPLE_1786 1 0.000
#> SAMPLE_1787 4 0.000
#> SAMPLE_1788 4 0.000
#> SAMPLE_1789 4 0.000
#> SAMPLE_1790 1 0.000
#> SAMPLE_1791 3 0.000
#> SAMPLE_1792 7 0.000
#> SAMPLE_1793 3 0.000
#> SAMPLE_1794 4 0.000
#> SAMPLE_1795 4 0.502
#> SAMPLE_1796 2 0.000
#> SAMPLE_1798 5 0.000
#> SAMPLE_1799 2 0.000
#> SAMPLE_1800 2 0.751
#> SAMPLE_1801 2 0.000
#> SAMPLE_1802 4 0.000
#> SAMPLE_1803 4 1.000
#> SAMPLE_1804 4 0.000
#> SAMPLE_1805 4 0.000
#> SAMPLE_1806 4 0.000
#> SAMPLE_1807 4 0.000
#> SAMPLE_1808 2 0.000
#> SAMPLE_1809 2 0.000
#> SAMPLE_1810 4 0.000
#> SAMPLE_1811 4 0.000
#> SAMPLE_1812 4 0.000
#> SAMPLE_1813 7 0.000
#> SAMPLE_1814 2 0.000
#> SAMPLE_1815 2 0.000
#> SAMPLE_1816 1 0.000
#> SAMPLE_1817 3 0.000
#> SAMPLE_1818 4 0.000
#> SAMPLE_1819 4 0.000
#> SAMPLE_1820 4 1.000
#> SAMPLE_1821 2 0.000
#> SAMPLE_1822 4 0.000
#> SAMPLE_1823 4 0.000
#> SAMPLE_1824 4 1.000
#> SAMPLE_1825 4 0.000
#> SAMPLE_1826 4 0.000
#> SAMPLE_1832 4 0.000
#> SAMPLE_1833 7 0.000
#> SAMPLE_1834 4 0.000
#> SAMPLE_1836 3 1.000
#> SAMPLE_1837 1 0.000
#> SAMPLE_1839 3 0.000
#> SAMPLE_1840 3 0.000
#> SAMPLE_1841 5 0.000
#> SAMPLE_1842 2 0.000
#> SAMPLE_1843 2 0.000
#> SAMPLE_1844 4 0.000
#> SAMPLE_1848 4 0.000
#> SAMPLE_1849 4 0.000
#> SAMPLE_1850 4 0.000
#> SAMPLE_1851 1 0.000
#> SAMPLE_1852 1 1.000
#> SAMPLE_1853 1 0.000
#> SAMPLE_1854 3 0.000
#> SAMPLE_1855 2 0.000
#> SAMPLE_1856 3 1.000
#> SAMPLE_1857 3 0.000
#> SAMPLE_1858 7 0.000
#> SAMPLE_1860 1 0.000
#> SAMPLE_1861 4 0.000
#> SAMPLE_1862 4 0.000
#> SAMPLE_1863 4 0.000
#> SAMPLE_1864 2 0.000
#> SAMPLE_1866 5 0.000
#> SAMPLE_1867 5 0.000
#> SAMPLE_1868 7 0.000
#> SAMPLE_1869 5 0.000
#> SAMPLE_1872 5 0.000
#> SAMPLE_1873 5 0.000
#> SAMPLE_1874 5 0.000
#> SAMPLE_1878 5 0.000
#> SAMPLE_1879 3 0.000
#> SAMPLE_1880 3 0.000
#> SAMPLE_1881 3 0.000
#> SAMPLE_1882 1 0.000
#> SAMPLE_1883 4 0.000
#> SAMPLE_1885 4 0.000
#> SAMPLE_1886 2 0.000
#> SAMPLE_1887 2 0.000
#> SAMPLE_1888 3 1.000
#> SAMPLE_1905 5 0.000
#> SAMPLE_1906 1 0.000
#> SAMPLE_1907 1 0.249
#> SAMPLE_1909 1 0.000
#> SAMPLE_1912 5 0.000
#> SAMPLE_1913 4 0.000
#> SAMPLE_1914 4 0.000
#> SAMPLE_1915 7 0.000
#> SAMPLE_1916 3 0.000
#> SAMPLE_1917 3 0.000
#> SAMPLE_1918 3 0.000
#> SAMPLE_1919 3 0.000
#> SAMPLE_1920 7 0.000
#> SAMPLE_1922 1 0.000
#> SAMPLE_1923 3 1.000
#> SAMPLE_1924 5 0.000
#> SAMPLE_1925 3 0.000
#> SAMPLE_1927 3 0.249
#> SAMPLE_1929 7 0.000
#> SAMPLE_1931 7 0.000
#> SAMPLE_1933 7 0.000
#> SAMPLE_1934 7 0.000
#> SAMPLE_1935 2 0.000
#> SAMPLE_1936 1 0.000
#> SAMPLE_1938 7 0.000
#> SAMPLE_1939 1 0.000
#> SAMPLE_1940 1 0.000
#> SAMPLE_1941 1 0.000
#> SAMPLE_1942 1 0.000
#> SAMPLE_1943 1 1.000
#> SAMPLE_1944 3 1.000
#> SAMPLE_1945 1 0.000
#> SAMPLE_1946 1 0.000
#> SAMPLE_1947 1 0.000
#> SAMPLE_1948 1 0.000
#> SAMPLE_1949 3 1.000
#> SAMPLE_1950 3 1.000
#> SAMPLE_1951 3 0.000
#> SAMPLE_1952 1 1.000
#> SAMPLE_1953 1 0.000
#> SAMPLE_1954 1 0.000
#> SAMPLE_1955 1 0.000
#> SAMPLE_1956 3 0.000
#> SAMPLE_1957 2 0.000
#> SAMPLE_1958 5 0.000
#> SAMPLE_1959 2 0.000
#> SAMPLE_1960 4 0.000
#> SAMPLE_1961 2 0.000
#> SAMPLE_1962 7 0.000
#> SAMPLE_1963 4 0.000
#> SAMPLE_1964 1 0.000
#> SAMPLE_1965 1 0.000
#> SAMPLE_1966 4 0.000
#> SAMPLE_1967 3 0.000
#> SAMPLE_1968 5 1.000
#> SAMPLE_1970 4 0.000
#> SAMPLE_1971 4 0.000
#> SAMPLE_1972 4 0.000
#> SAMPLE_1974 4 0.000
#> SAMPLE_1975 1 0.000
#> SAMPLE_1976 7 0.000
#> SAMPLE_1977 4 0.000
#> SAMPLE_1978 7 0.000
#> SAMPLE_1979 1 0.000
#> SAMPLE_1980 5 0.000
#> SAMPLE_1981 3 0.000
#> SAMPLE_1982 3 0.000
#> SAMPLE_1983 5 0.000
#> SAMPLE_1984 3 0.000
#> SAMPLE_1985 3 0.000
#> SAMPLE_1986 3 1.000
#> SAMPLE_1987 5 0.000
#> SAMPLE_1988 1 0.000
#> SAMPLE_1989 5 0.000
#> SAMPLE_1990 3 0.000
#> SAMPLE_1991 5 0.000
#> SAMPLE_1993 4 0.000
#> SAMPLE_1994 7 0.000
#> SAMPLE_1995 2 0.000
#> SAMPLE_1996 7 1.000
#> SAMPLE_1997 7 0.000
#> SAMPLE_1998 1 0.000
#> SAMPLE_1999 5 0.000
#> SAMPLE_2001 3 0.000
#> SAMPLE_2002 1 0.000
#> SAMPLE_2003 1 0.000
#> SAMPLE_2004 1 0.000
#> SAMPLE_2005 3 0.000
#> SAMPLE_2006 1 0.000
#> SAMPLE_2007 1 0.000
#> SAMPLE_2008 1 0.000
#> SAMPLE_2009 1 0.751
#> SAMPLE_2010 1 0.000
#> SAMPLE_2011 1 1.000
#> SAMPLE_2012 1 0.000
#> SAMPLE_2013 1 0.000
#> SAMPLE_2015 7 0.000
#> SAMPLE_2016 2 0.000
#> SAMPLE_2017 7 0.000
#> SAMPLE_2018 3 0.000
#> SAMPLE_2019 4 0.000
#> SAMPLE_2020 3 0.000
#> SAMPLE_2021 4 0.000
#> SAMPLE_2022 6 0.000
#> SAMPLE_2023 4 0.000
#> SAMPLE_2024 7 0.000
#> SAMPLE_2027 5 0.000
#> SAMPLE_2028 3 0.000
#> SAMPLE_2029 1 0.000
#> SAMPLE_2030 3 0.000
#> SAMPLE_2037 4 0.000
#> SAMPLE_2038 4 0.000
#> SAMPLE_2039 1 0.000
#> SAMPLE_2040 3 0.000
#> SAMPLE_2041 3 0.000
#> SAMPLE_2042 1 1.000
#> SAMPLE_2043 1 0.000
#> SAMPLE_2044 1 0.000
#> SAMPLE_2045 1 0.000
#> SAMPLE_2046 1 0.000
#> SAMPLE_2047 1 0.000
#> SAMPLE_2048 1 1.000
#> SAMPLE_2049 3 0.000
#> SAMPLE_2050 5 0.000
#> SAMPLE_2051 3 0.000
#> SAMPLE_2055 7 0.000
#> SAMPLE_2056 5 0.751
#> SAMPLE_2057 3 0.000
#> SAMPLE_2058 3 0.000
#> SAMPLE_2060 7 0.000
#> SAMPLE_2062 7 1.000
#> SAMPLE_2063 3 0.000
#> SAMPLE_2065 2 0.000
#> SAMPLE_2067 2 0.000
#> SAMPLE_2068 6 0.502
#> SAMPLE_2069 3 0.000
#> SAMPLE_2070 1 0.000
#> SAMPLE_2071 5 0.000
#> SAMPLE_2072 1 0.000
#> SAMPLE_2073 1 0.000
#> SAMPLE_2074 1 0.000
#> SAMPLE_2075 1 0.000
#> SAMPLE_2076 1 0.000
#> SAMPLE_2077 5 0.000
#> SAMPLE_2078 5 0.000
#> SAMPLE_2079 5 0.000
#> SAMPLE_2080 5 0.000
#> SAMPLE_2081 5 0.000
#> SAMPLE_2082 1 0.000
#> SAMPLE_2083 5 0.000
#> SAMPLE_2084 3 1.000
#> SAMPLE_2085 1 0.000
#> SAMPLE_2086 1 0.000
#> SAMPLE_2087 5 0.000
#> SAMPLE_2088 3 0.751
#> SAMPLE_2089 1 1.000
#> SAMPLE_2090 1 0.751
#> SAMPLE_2091 5 0.000
#> SAMPLE_2092 5 0.000
#> SAMPLE_2093 1 0.000
#> SAMPLE_2094 1 0.000
#> SAMPLE_2095 1 0.000
#> SAMPLE_2096 1 0.000
#> SAMPLE_2097 5 0.000
#> SAMPLE_2098 1 0.000
#> SAMPLE_2099 5 1.000
#> SAMPLE_2100 5 0.000
#> SAMPLE_2101 5 0.000
#> SAMPLE_2102 3 0.751
#> SAMPLE_2103 1 0.751
#> SAMPLE_2104 4 1.000
#> SAMPLE_2105 3 0.000
#> SAMPLE_2106 1 0.000
#> SAMPLE_2107 1 0.000
#> SAMPLE_2108 5 0.000
#> SAMPLE_2109 5 0.000
#> SAMPLE_2110 1 0.000
#> SAMPLE_2111 5 0.000
#> SAMPLE_2112 5 0.000
#> SAMPLE_2113 5 0.000
#> SAMPLE_2114 3 0.000
#> SAMPLE_2115 3 1.000
#> SAMPLE_2116 3 0.000
#> SAMPLE_2117 5 0.000
#> SAMPLE_2118 5 0.000
#> SAMPLE_2119 3 0.000
#> SAMPLE_2120 1 0.253
#> SAMPLE_2121 5 0.000
#> SAMPLE_2122 5 0.000
#> SAMPLE_2123 1 1.000
#> SAMPLE_2124 5 0.000
#> SAMPLE_2125 5 0.000
#> SAMPLE_2126 1 0.000
#> SAMPLE_2127 1 0.000
#> SAMPLE_2128 5 0.000
#> SAMPLE_2129 1 0.000
#> SAMPLE_2130 3 0.000
#> SAMPLE_2131 1 0.000
#> SAMPLE_2132 3 0.747
#> SAMPLE_2133 5 0.000
#> SAMPLE_2134 1 0.000
#> SAMPLE_2135 5 0.000
#> SAMPLE_2136 3 0.751
#> SAMPLE_2137 5 0.000
#> SAMPLE_2138 4 1.000
#> SAMPLE_2139 4 0.000
#> SAMPLE_2140 1 0.000
#> SAMPLE_2142 4 0.000
#> SAMPLE_2143 4 0.000
#> SAMPLE_2144 2 0.000
#> SAMPLE_2145 4 0.249
#> SAMPLE_2147 7 0.000
#> SAMPLE_2148 7 0.000
#> SAMPLE_2149 2 0.000
#> SAMPLE_2150 4 0.000
#> SAMPLE_2151 6 0.000
#> SAMPLE_2152 4 1.000
#> SAMPLE_2153 4 0.000
#> SAMPLE_2154 5 0.000
#> SAMPLE_2155 5 0.000
#> SAMPLE_2156 1 0.000
#> SAMPLE_2157 5 0.000
#> SAMPLE_2158 1 0.000
#> SAMPLE_2159 1 1.000
#> SAMPLE_2160 5 0.000
#> SAMPLE_2161 1 0.000
#> SAMPLE_2162 3 0.000
#> SAMPLE_2163 1 0.000
#> SAMPLE_2164 1 0.000
#> SAMPLE_2165 1 0.000
#> SAMPLE_2166 3 0.000
#> SAMPLE_2167 1 0.000
#> SAMPLE_2168 3 1.000
#> SAMPLE_2169 7 0.000
#> SAMPLE_2170 4 1.000
#> SAMPLE_2171 4 0.000
#> SAMPLE_2172 4 0.000
#> SAMPLE_2174 4 0.000
#> SAMPLE_2175 7 0.000
#> SAMPLE_2176 1 0.000
#> SAMPLE_2177 5 0.000
#> SAMPLE_2178 3 0.000
#> SAMPLE_2180 2 0.000
#> SAMPLE_2181 7 0.000
#> SAMPLE_2183 1 0.000
#> SAMPLE_2186 2 0.000
#> SAMPLE_2187 3 1.000
#> SAMPLE_2188 1 0.000
#> SAMPLE_2189 1 0.751
#> SAMPLE_2190 3 0.000
#> SAMPLE_2191 1 1.000
#> SAMPLE_2192 3 0.751
#> SAMPLE_2193 1 0.249
#> SAMPLE_2194 1 0.000
#> SAMPLE_2195 3 0.751
#> SAMPLE_2196 3 0.000
#> SAMPLE_2197 3 0.000
#> SAMPLE_2198 3 0.000
#> SAMPLE_2199 2 0.000
#> SAMPLE_2200 4 0.000
#> SAMPLE_2202 2 0.751
#> SAMPLE_2203 4 0.000
#> SAMPLE_2204 7 0.000
#> SAMPLE_2205 4 0.000
#> SAMPLE_2207 7 0.000
#> SAMPLE_2208 3 0.000
#> SAMPLE_2209 6 0.249
#> SAMPLE_2211 4 0.249
#> SAMPLE_2212 1 1.000
#> SAMPLE_2213 7 1.000
#> SAMPLE_2214 5 0.253
#> SAMPLE_2215 2 0.000
#> SAMPLE_2217 3 0.000
#> SAMPLE_2218 2 0.000
#> SAMPLE_2219 3 0.000
#> SAMPLE_2220 3 0.000
#> SAMPLE_2221 7 0.000
#> SAMPLE_2222 3 1.000
#> SAMPLE_2223 6 0.000
#> SAMPLE_2224 6 0.000
#> SAMPLE_2225 1 0.000
#> SAMPLE_2227 1 0.000
#> SAMPLE_2229 3 0.249
#> SAMPLE_2231 4 0.000
#> SAMPLE_2232 2 0.498
#> SAMPLE_2234 5 0.000
#> SAMPLE_2237 2 0.000
#> SAMPLE_2238 5 0.000
#> SAMPLE_2239 7 0.000
#> SAMPLE_2247 1 0.000
#> SAMPLE_2248 4 0.000
#> SAMPLE_2250 4 0.000
#> SAMPLE_2252 1 0.000
#> SAMPLE_2254 4 0.000
#> SAMPLE_2255 2 0.000
#> SAMPLE_2256 4 0.000
#> SAMPLE_2257 2 0.000
#> SAMPLE_2258 3 0.000
#> SAMPLE_2259 2 0.000
#> SAMPLE_2263 7 0.000
#> SAMPLE_2265 3 0.000
#> SAMPLE_2266 3 0.000
#> SAMPLE_2267 3 0.000
#> SAMPLE_2269 4 0.000
#> SAMPLE_2270 3 0.000
#> SAMPLE_2271 3 0.000
#> SAMPLE_2272 3 0.000
#> SAMPLE_2274 3 0.000
#> SAMPLE_2275 2 0.000
#> SAMPLE_2276 4 0.000
#> SAMPLE_2277 4 0.000
#> SAMPLE_2278 4 0.000
#> SAMPLE_2279 2 1.000
#> SAMPLE_2280 5 0.000
#> SAMPLE_2281 1 0.000
#> SAMPLE_2282 4 0.000
#> SAMPLE_2283 3 0.000
#> SAMPLE_2284 7 0.502
#> SAMPLE_2285 5 0.000
#> SAMPLE_2286 4 0.000
#> SAMPLE_2287 2 0.000
#> SAMPLE_2289 3 0.000
#> SAMPLE_2292 2 0.000
#> SAMPLE_2293 4 0.000
#> SAMPLE_2294 4 0.000
#> SAMPLE_2295 4 0.000
#> SAMPLE_2297 3 0.000
#> SAMPLE_2298 7 0.000
#> SAMPLE_2300 2 0.000
#> SAMPLE_2301 4 0.000
#> SAMPLE_2302 1 0.253
#> SAMPLE_2303 4 0.249
#> SAMPLE_2306 4 0.000
#> SAMPLE_2307 7 0.000
#> SAMPLE_2308 3 0.000
#> SAMPLE_2309 2 0.000
#> SAMPLE_2310 4 0.000
#> SAMPLE_2311 2 1.000
#> SAMPLE_2312 4 0.000
#> SAMPLE_2313 7 0.000
#> SAMPLE_2320 4 0.000
#> SAMPLE_2321 4 0.000
#> SAMPLE_2322 1 0.000
#> SAMPLE_2323 4 0.000
#> SAMPLE_2324 4 0.000
#> SAMPLE_2325 1 0.000
#> SAMPLE_2326 3 0.000
#> SAMPLE_2327 5 0.000
#> SAMPLE_2328 2 0.000
#> SAMPLE_2329 2 0.000
#> SAMPLE_2330 3 0.000
#> SAMPLE_2331 4 0.000
#> SAMPLE_2332 4 0.000
#> SAMPLE_2333 2 0.000
#> SAMPLE_2334 7 0.000
#> SAMPLE_2335 3 0.000
#> SAMPLE_2336 3 0.000
#> SAMPLE_2337 4 1.000
#> SAMPLE_2338 2 0.000
#> SAMPLE_2344 2 0.000
#> SAMPLE_2345 1 0.000
#> SAMPLE_2346 2 0.000
#> SAMPLE_2347 5 0.000
#> SAMPLE_2348 1 0.000
#> SAMPLE_2350 4 0.000
#> SAMPLE_2352 1 0.000
#> SAMPLE_2354 5 0.000
#> SAMPLE_2355 1 0.000
#> SAMPLE_2356 4 0.000
#> SAMPLE_2357 2 1.000
#> SAMPLE_2358 4 0.000
#> SAMPLE_2359 3 0.000
#> SAMPLE_2360 7 0.000
#> SAMPLE_2361 2 0.000
#> SAMPLE_2362 5 0.000
#> SAMPLE_2364 7 0.000
#> SAMPLE_2365 3 1.000
#> SAMPLE_2366 7 0.000
#> SAMPLE_2367 1 0.000
#> SAMPLE_2368 1 0.000
#> SAMPLE_2371 7 0.000
#> SAMPLE_2372 7 0.000
#> SAMPLE_2375 1 0.000
#> SAMPLE_2379 1 0.000
#> SAMPLE_2381 1 0.000
#> SAMPLE_2383 1 0.000
#> SAMPLE_2384 7 0.000
#> SAMPLE_2385 7 0.000
#> SAMPLE_2387 5 0.000
#> SAMPLE_2388 5 0.000
#> SAMPLE_2389 4 0.000
#> SAMPLE_2390 4 0.249
#> SAMPLE_2391 5 0.000
#> SAMPLE_2394 3 0.000
#> SAMPLE_2395 5 0.000
#> SAMPLE_2396 3 0.000
#> SAMPLE_2405 5 0.000
#> SAMPLE_2406 5 0.000
#> SAMPLE_2407 5 0.000
#> SAMPLE_2408 5 0.000
#> SAMPLE_2409 4 1.000
#> SAMPLE_2410 3 0.000
#> SAMPLE_2412 7 0.000
#> SAMPLE_2413 7 1.000
#> SAMPLE_2414 7 0.000
#> SAMPLE_2415 6 0.751
#> SAMPLE_2416 4 0.000
#> SAMPLE_2417 4 0.000
#> SAMPLE_2418 3 0.000
#> SAMPLE_2419 7 0.000
#> SAMPLE_2422 5 0.000
#> SAMPLE_2424 4 0.000
#> SAMPLE_2425 2 0.000
#> SAMPLE_2427 3 1.000
#> SAMPLE_2428 3 0.000
#> SAMPLE_2429 7 0.000
#> SAMPLE_2433 3 0.000
#> SAMPLE_2434 4 0.000
#> SAMPLE_2437 4 0.000
#> SAMPLE_2438 4 0.000
#> SAMPLE_2439 7 1.000
#> SAMPLE_2440 7 0.249
#> SAMPLE_2441 4 0.000
#> SAMPLE_2445 7 0.000
#> SAMPLE_2448 3 0.000
#> SAMPLE_2450 5 0.000
#> SAMPLE_2452 7 0.000
#> SAMPLE_2453 4 0.000
#> SAMPLE_2454 4 0.000
#> SAMPLE_2455 4 0.000
#> SAMPLE_2456 7 0.000
#> SAMPLE_2457 4 0.000
#> SAMPLE_2458 3 0.000
#> SAMPLE_2461 7 0.000
#> SAMPLE_2462 7 0.000
#> SAMPLE_2464 4 0.000
#> SAMPLE_2466 5 0.000
#> SAMPLE_2468 7 0.000
#> SAMPLE_2469 4 0.000
#> SAMPLE_2472 7 0.000
#> SAMPLE_2473 4 0.000
#> SAMPLE_2474 3 0.000
#> SAMPLE_2475 2 0.000
#> SAMPLE_2476 7 0.000
#> SAMPLE_2477 2 0.000
#> SAMPLE_2478 3 0.000
#> SAMPLE_2479 3 0.000
#> SAMPLE_2480 7 0.000
#> SAMPLE_2481 7 0.000
#> SAMPLE_2482 7 1.000
#> SAMPLE_2483 1 0.000
#> SAMPLE_2485 3 0.000
#> SAMPLE_2487 1 0.000
#> SAMPLE_2488 3 0.000
#> SAMPLE_2489 1 0.000
#> SAMPLE_2490 1 0.000
#> SAMPLE_2491 1 0.000
#> SAMPLE_2492 1 0.000
#> SAMPLE_2493 1 0.000
#> SAMPLE_2494 1 1.000
#> SAMPLE_2495 1 1.000
#> SAMPLE_2496 1 0.000
#> SAMPLE_2497 1 0.000
#> SAMPLE_2498 1 0.000
#> SAMPLE_2499 1 0.000
#> SAMPLE_2500 1 1.000
#> SAMPLE_2501 1 0.000
#> SAMPLE_2502 1 1.000
#> SAMPLE_2503 1 1.000
#> SAMPLE_2504 1 0.000
#> SAMPLE_2505 1 0.000
#> SAMPLE_2506 3 0.000
#> SAMPLE_2507 1 0.000
#> SAMPLE_2510 1 0.000
#> SAMPLE_2511 1 0.000
#> SAMPLE_2512 7 0.000
#> SAMPLE_2513 7 0.000
#> SAMPLE_2514 5 0.000
#> SAMPLE_2516 3 0.751
#> SAMPLE_2517 4 0.000
#> SAMPLE_2518 3 1.000
#> SAMPLE_2519 4 0.000
#> SAMPLE_2520 4 0.000
#> SAMPLE_2521 4 0.000
#> SAMPLE_2522 3 0.249
#> SAMPLE_2523 4 0.000
#> SAMPLE_2524 2 0.000
#> SAMPLE_2526 4 0.000
#> SAMPLE_2527 4 0.000
#> SAMPLE_2531 3 0.000
#> SAMPLE_2532 4 0.000
#> SAMPLE_2534 3 1.000
#> SAMPLE_2535 1 1.000
#> SAMPLE_2536 3 0.000
#> SAMPLE_2537 3 1.000
#> SAMPLE_2538 1 0.000
#> SAMPLE_2540 1 1.000
#> SAMPLE_2541 3 1.000
#> SAMPLE_2542 3 0.000
#> SAMPLE_2543 3 0.000
#> SAMPLE_2544 3 0.000
#> SAMPLE_2545 3 1.000
#> SAMPLE_2546 3 1.000
#> SAMPLE_2547 1 1.000
#> SAMPLE_2548 1 0.000
#> SAMPLE_2549 1 0.249
#> SAMPLE_2550 3 0.000
#> SAMPLE_2551 1 1.000
#> SAMPLE_2552 3 1.000
#> SAMPLE_2553 2 0.000
#> SAMPLE_2556 2 0.000
#> SAMPLE_2557 2 0.000
#> SAMPLE_2558 3 0.249
#> SAMPLE_2559 2 0.000
#> SAMPLE_2560 2 0.000
#> SAMPLE_2562 2 0.000
#> SAMPLE_2567 2 0.000
#> SAMPLE_2570 7 0.000
#> SAMPLE_2571 7 0.000
#> SAMPLE_2572 4 0.000
#> SAMPLE_2573 4 0.000
#> SAMPLE_2574 1 1.000
#> SAMPLE_2575 1 0.000
#> SAMPLE_2576 1 0.000
#> SAMPLE_2577 4 0.000
#> SAMPLE_2578 7 0.000
#> SAMPLE_2579 7 0.000
#> SAMPLE_2581 2 0.000
#> SAMPLE_2582 5 0.000
#> SAMPLE_2583 7 0.000
#> SAMPLE_2584 3 0.000
#> SAMPLE_2585 3 0.000
#> SAMPLE_2586 3 0.000
#> SAMPLE_2587 4 0.000
#> SAMPLE_2588 4 0.000
#> SAMPLE_2589 7 0.000
#> SAMPLE_2590 2 0.000
#> SAMPLE_2592 1 0.000
#> SAMPLE_2593 5 1.000
#> SAMPLE_2594 5 0.000
#> SAMPLE_2595 7 0.000
#> SAMPLE_2597 4 0.000
#> SAMPLE_2598 7 0.000
#> SAMPLE_2599 7 0.000
#> SAMPLE_2600 7 0.000
#> SAMPLE_2601 7 0.000
#> SAMPLE_2602 4 0.000
#> SAMPLE_2603 3 0.000
#> SAMPLE_2604 7 0.000
#> SAMPLE_2605 3 0.000
#> SAMPLE_2606 7 0.000
#> SAMPLE_2607 4 0.000
#> SAMPLE_2609 4 0.000
#> SAMPLE_2610 4 0.000
#> SAMPLE_2611 3 0.000
#> SAMPLE_2612 7 0.000
#> SAMPLE_2613 7 0.000
#> SAMPLE_2614 4 0.000
#> SAMPLE_2615 1 0.000
#> SAMPLE_2616 4 0.000
#> SAMPLE_2617 4 0.000
#> SAMPLE_2619 1 0.000
#> SAMPLE_2620 7 0.000
#> SAMPLE_2621 4 0.000
#> SAMPLE_2622 3 0.502
#> SAMPLE_2623 3 0.000
#> SAMPLE_2624 3 0.000
#> SAMPLE_2625 3 0.000
#> SAMPLE_2626 3 0.502
#> SAMPLE_2627 7 0.000
#> SAMPLE_2628 7 0.000
#> SAMPLE_2629 3 0.000
#> SAMPLE_2630 7 0.000
#> SAMPLE_2631 5 0.249
#> SAMPLE_2632 5 1.000
#> SAMPLE_2633 4 0.751
#> SAMPLE_2634 7 1.000
#> SAMPLE_2635 3 0.000
#> SAMPLE_2636 3 0.000
#> SAMPLE_2637 1 0.000
#> SAMPLE_2638 1 0.000
#> SAMPLE_2639 1 0.000
#> SAMPLE_2640 1 0.000
#> SAMPLE_2642 4 0.000
#> SAMPLE_2643 4 0.000
#> SAMPLE_2644 7 0.000
#> SAMPLE_2645 3 0.502
#> SAMPLE_2647 4 0.000
#> SAMPLE_2648 3 0.000
#> SAMPLE_2649 4 0.000
#> SAMPLE_2651 7 0.000
#> SAMPLE_2656 3 0.000
#> SAMPLE_2657 3 0.249
#> SAMPLE_2660 7 0.000
#> SAMPLE_2664 1 0.000
#> SAMPLE_2665 5 0.000
#> SAMPLE_2666 3 0.000
#> SAMPLE_2667 2 0.000
#> SAMPLE_2668 2 0.000
#> SAMPLE_2669 2 0.000
#> SAMPLE_2670 1 1.000
#> SAMPLE_2671 1 0.000
#> SAMPLE_2672 7 0.000
#> SAMPLE_2673 3 0.000
#> SAMPLE_2674 3 0.000
#> SAMPLE_2675 3 0.000
#> SAMPLE_2676 3 0.000
#> SAMPLE_2677 3 0.000
#> SAMPLE_2678 1 0.000
#> SAMPLE_2679 2 0.000
#> SAMPLE_2680 6 0.000
#> SAMPLE_2681 7 1.000
#> SAMPLE_2682 5 0.000
#> SAMPLE_2683 7 0.000
#> SAMPLE_2684 7 0.000
#> SAMPLE_2685 3 0.000
#> SAMPLE_2686 7 0.000
#> SAMPLE_2687 3 0.000
#> SAMPLE_2688 6 0.000
#> SAMPLE_2689 4 0.000
#> SAMPLE_2690 1 0.000
#> SAMPLE_2691 7 0.498
#> SAMPLE_2693 5 0.000
#> SAMPLE_2694 5 0.000
#> SAMPLE_2695 5 0.000
#> SAMPLE_2696 2 0.000
#> SAMPLE_2697 5 0.000
#> SAMPLE_2698 3 0.000
#> SAMPLE_2699 2 0.000
#> SAMPLE_2700 4 1.000
#> SAMPLE_2701 2 0.498
#> SAMPLE_2702 3 0.000
#> SAMPLE_2703 4 0.000
#> SAMPLE_2704 4 0.000
#> SAMPLE_2705 7 0.000
#> SAMPLE_2706 3 0.000
#> SAMPLE_2707 3 1.000
#> SAMPLE_2708 1 0.253
#> SAMPLE_2709 3 0.000
#> SAMPLE_2710 5 1.000
#> SAMPLE_2711 3 0.000
#> SAMPLE_2712 5 0.000
#> SAMPLE_2713 2 0.000
#> SAMPLE_2715 5 0.000
#> SAMPLE_2717 4 0.000
#> SAMPLE_2718 7 0.000
#> SAMPLE_2719 7 0.000
#> SAMPLE_2720 7 0.000
#> SAMPLE_2721 1 0.000
#> SAMPLE_2723 3 0.000
#> SAMPLE_2724 2 0.000
#> SAMPLE_2725 2 0.751
#> SAMPLE_2726 2 0.000
#> SAMPLE_2727 4 0.000
#> SAMPLE_2728 2 0.000
#> SAMPLE_2729 5 0.000
#> SAMPLE_2730 5 0.000
#> SAMPLE_2731 5 0.000
#> SAMPLE_2732 5 0.000
#> SAMPLE_2733 5 0.000
#> SAMPLE_2734 2 0.000
#> SAMPLE_2735 4 0.000
#> SAMPLE_2746 3 0.000
#> SAMPLE_2748 1 0.000
#> SAMPLE_2749 3 0.000
#> SAMPLE_2750 3 0.000
#> SAMPLE_2751 3 1.000
#> SAMPLE_2752 3 0.249
#> SAMPLE_2753 1 1.000
#> SAMPLE_2754 1 0.249
#> SAMPLE_2755 1 1.000
#> SAMPLE_2756 3 0.000
#> SAMPLE_2757 1 0.249
#> SAMPLE_2758 1 0.249
#> SAMPLE_2759 1 1.000
#> SAMPLE_2761 2 0.000
#> SAMPLE_2762 4 0.000
#> SAMPLE_2763 5 0.000
#> SAMPLE_2764 2 0.249
#> SAMPLE_2765 2 0.000
#> SAMPLE_2766 2 0.000
#> SAMPLE_2767 4 0.000
#> SAMPLE_2768 4 0.000
#> SAMPLE_2769 5 0.000
#> SAMPLE_2770 2 0.000
#> SAMPLE_2771 4 0.000
#> SAMPLE_2772 3 0.000
#> SAMPLE_2773 7 0.000
#> SAMPLE_2774 3 0.000
#> SAMPLE_2775 3 0.000
#> SAMPLE_2776 4 0.000
#> SAMPLE_2777 3 0.000
#> SAMPLE_2778 3 1.000
#> SAMPLE_2779 3 0.000
#> SAMPLE_2780 3 0.000
#> SAMPLE_2781 7 0.000
#> SAMPLE_2782 3 0.751
#> SAMPLE_2783 3 0.000
#> SAMPLE_2784 2 0.000
#> SAMPLE_2786 4 0.000
#> SAMPLE_2789 4 1.000
#> SAMPLE_2793 5 0.000
#> SAMPLE_2794 5 0.000
#> SAMPLE_2796 3 0.000
#> SAMPLE_2797 3 0.000
#> SAMPLE_2798 4 0.000
#> SAMPLE_2799 4 0.000
#> SAMPLE_2800 3 0.000
#> SAMPLE_2801 7 0.000
get_classes(res, k = 8)
#> class p
#> SAMPLE_1 2 0.000
#> SAMPLE_2 4 0.000
#> SAMPLE_3 2 0.000
#> SAMPLE_4 4 0.000
#> SAMPLE_5 2 0.000
#> SAMPLE_6 2 1.000
#> SAMPLE_7 2 0.000
#> SAMPLE_8 2 0.000
#> SAMPLE_9 2 0.000
#> SAMPLE_10 4 0.000
#> SAMPLE_11 4 0.000
#> SAMPLE_12 4 0.000
#> SAMPLE_13 5 0.000
#> SAMPLE_14 2 0.000
#> SAMPLE_17 4 0.000
#> SAMPLE_18 4 0.000
#> SAMPLE_20 3 1.000
#> SAMPLE_22 8 0.000
#> SAMPLE_23 2 0.000
#> SAMPLE_24 2 0.000
#> SAMPLE_25 2 0.000
#> SAMPLE_26 4 0.000
#> SAMPLE_27 8 0.000
#> SAMPLE_28 4 0.000
#> SAMPLE_29 2 0.000
#> SAMPLE_30 2 0.000
#> SAMPLE_31 7 0.000
#> SAMPLE_32 7 0.000
#> SAMPLE_33 3 1.000
#> SAMPLE_34 7 0.000
#> SAMPLE_35 7 0.000
#> SAMPLE_36 7 0.000
#> SAMPLE_37 7 0.000
#> SAMPLE_38 7 0.000
#> SAMPLE_39 7 0.000
#> SAMPLE_40 7 0.000
#> SAMPLE_41 7 0.000
#> SAMPLE_42 7 0.000
#> SAMPLE_43 3 0.249
#> SAMPLE_44 7 0.000
#> SAMPLE_45 7 0.000
#> SAMPLE_46 7 0.000
#> SAMPLE_47 7 0.000
#> SAMPLE_48 7 0.000
#> SAMPLE_49 7 0.000
#> SAMPLE_50 7 0.000
#> SAMPLE_51 7 0.000
#> SAMPLE_52 7 0.000
#> SAMPLE_53 7 0.000
#> SAMPLE_54 7 0.000
#> SAMPLE_55 7 0.000
#> SAMPLE_56 7 0.000
#> SAMPLE_62 3 1.000
#> SAMPLE_63 5 0.000
#> SAMPLE_64 4 0.000
#> SAMPLE_65 1 0.000
#> SAMPLE_66 1 0.000
#> SAMPLE_67 1 0.000
#> SAMPLE_68 5 0.000
#> SAMPLE_69 3 0.000
#> SAMPLE_70 7 0.000
#> SAMPLE_71 7 0.000
#> SAMPLE_72 1 1.000
#> SAMPLE_73 7 0.000
#> SAMPLE_74 7 0.000
#> SAMPLE_75 3 0.000
#> SAMPLE_76 7 0.000
#> SAMPLE_77 7 0.000
#> SAMPLE_78 7 0.000
#> SAMPLE_79 7 0.000
#> SAMPLE_100 3 0.000
#> SAMPLE_101 1 0.000
#> SAMPLE_102 5 0.000
#> SAMPLE_103 1 0.000
#> SAMPLE_104 3 0.000
#> SAMPLE_105 1 0.000
#> SAMPLE_106 5 0.000
#> SAMPLE_107 1 1.000
#> SAMPLE_108 1 0.000
#> SAMPLE_109 3 0.000
#> SAMPLE_110 1 0.000
#> SAMPLE_111 7 0.000
#> SAMPLE_112 3 0.000
#> SAMPLE_113 1 0.000
#> SAMPLE_114 7 0.000
#> SAMPLE_115 7 0.000
#> SAMPLE_116 7 0.000
#> SAMPLE_117 7 0.000
#> SAMPLE_118 7 0.000
#> SAMPLE_119 7 0.000
#> SAMPLE_120 3 0.000
#> SAMPLE_121 4 0.000
#> SAMPLE_122 5 0.000
#> SAMPLE_123 4 0.000
#> SAMPLE_124 3 0.000
#> SAMPLE_126 1 0.000
#> SAMPLE_127 6 0.000
#> SAMPLE_136 1 0.000
#> SAMPLE_137 1 0.000
#> SAMPLE_138 1 0.000
#> SAMPLE_139 3 0.000
#> SAMPLE_140 6 0.000
#> SAMPLE_142 6 0.000
#> SAMPLE_143 1 0.000
#> SAMPLE_144 3 1.000
#> SAMPLE_145 6 0.000
#> SAMPLE_146 2 0.000
#> SAMPLE_147 2 0.000
#> SAMPLE_148 2 0.000
#> SAMPLE_149 2 0.000
#> SAMPLE_157 8 0.000
#> SAMPLE_173 1 0.000
#> SAMPLE_174 5 0.000
#> SAMPLE_175 2 0.000
#> SAMPLE_176 7 0.000
#> SAMPLE_177 7 0.000
#> SAMPLE_178 7 0.000
#> SAMPLE_194 2 0.000
#> SAMPLE_195 2 0.000
#> SAMPLE_208 2 0.000
#> SAMPLE_209 2 0.000
#> SAMPLE_210 5 0.000
#> SAMPLE_211 4 0.000
#> SAMPLE_212 2 0.000
#> SAMPLE_213 2 0.000
#> SAMPLE_214 4 0.000
#> SAMPLE_215 3 0.502
#> SAMPLE_216 1 1.000
#> SAMPLE_217 1 0.000
#> SAMPLE_218 2 0.000
#> SAMPLE_219 5 0.000
#> SAMPLE_220 1 0.498
#> SAMPLE_221 2 0.000
#> SAMPLE_222 2 0.000
#> SAMPLE_223 1 0.000
#> SAMPLE_231 7 0.000
#> SAMPLE_232 7 0.000
#> SAMPLE_233 7 0.000
#> SAMPLE_234 4 0.000
#> SAMPLE_235 8 0.000
#> SAMPLE_236 4 0.000
#> SAMPLE_237 2 0.000
#> SAMPLE_238 8 0.000
#> SAMPLE_239 8 0.000
#> SAMPLE_240 7 0.000
#> SAMPLE_241 8 0.000
#> SAMPLE_242 8 0.000
#> SAMPLE_243 7 0.000
#> SAMPLE_244 8 0.000
#> SAMPLE_245 8 0.000
#> SAMPLE_246 8 0.000
#> SAMPLE_247 8 0.000
#> SAMPLE_248 8 0.000
#> SAMPLE_249 8 0.000
#> SAMPLE_250 8 0.000
#> SAMPLE_251 8 0.000
#> SAMPLE_252 7 0.498
#> SAMPLE_253 4 0.000
#> SAMPLE_254 8 0.000
#> SAMPLE_255 4 0.000
#> SAMPLE_256 8 0.000
#> SAMPLE_257 4 0.000
#> SAMPLE_258 8 0.000
#> SAMPLE_259 2 0.000
#> SAMPLE_260 4 0.000
#> SAMPLE_261 2 0.000
#> SAMPLE_262 4 0.000
#> SAMPLE_263 2 0.000
#> SAMPLE_264 4 0.000
#> SAMPLE_265 4 0.000
#> SAMPLE_266 4 0.000
#> SAMPLE_267 8 0.000
#> SAMPLE_268 7 0.498
#> SAMPLE_269 8 0.000
#> SAMPLE_270 8 0.000
#> SAMPLE_271 8 0.000
#> SAMPLE_272 8 0.000
#> SAMPLE_273 6 0.000
#> SAMPLE_274 1 0.000
#> SAMPLE_275 1 1.000
#> SAMPLE_286 7 0.000
#> SAMPLE_287 7 0.000
#> SAMPLE_288 7 0.000
#> SAMPLE_289 7 0.000
#> SAMPLE_296 7 0.000
#> SAMPLE_297 7 0.000
#> SAMPLE_298 7 0.000
#> SAMPLE_299 7 0.000
#> SAMPLE_300 7 0.000
#> SAMPLE_301 7 0.000
#> SAMPLE_302 7 0.000
#> SAMPLE_303 7 0.000
#> SAMPLE_304 7 0.000
#> SAMPLE_305 7 0.000
#> SAMPLE_306 7 0.000
#> SAMPLE_307 7 0.000
#> SAMPLE_308 7 0.000
#> SAMPLE_309 7 0.000
#> SAMPLE_310 7 0.000
#> SAMPLE_311 7 0.000
#> SAMPLE_312 7 1.000
#> SAMPLE_313 7 0.000
#> SAMPLE_314 7 0.000
#> SAMPLE_315 7 0.000
#> SAMPLE_316 7 0.000
#> SAMPLE_317 7 0.000
#> SAMPLE_318 7 0.000
#> SAMPLE_319 7 0.000
#> SAMPLE_320 7 0.000
#> SAMPLE_321 7 0.000
#> SAMPLE_322 7 0.000
#> SAMPLE_323 7 0.000
#> SAMPLE_324 7 0.000
#> SAMPLE_325 7 0.000
#> SAMPLE_326 7 0.000
#> SAMPLE_327 7 0.000
#> SAMPLE_328 7 0.000
#> SAMPLE_329 3 0.000
#> SAMPLE_330 6 0.000
#> SAMPLE_331 3 0.000
#> SAMPLE_332 1 0.000
#> SAMPLE_333 6 0.000
#> SAMPLE_334 1 0.000
#> SAMPLE_335 1 0.502
#> SAMPLE_336 3 0.751
#> SAMPLE_337 4 0.000
#> SAMPLE_338 3 0.000
#> SAMPLE_339 6 0.000
#> SAMPLE_340 1 0.000
#> SAMPLE_341 1 1.000
#> SAMPLE_342 3 0.000
#> SAMPLE_343 1 0.000
#> SAMPLE_344 6 0.000
#> SAMPLE_345 1 0.000
#> SAMPLE_346 3 0.249
#> SAMPLE_347 6 0.000
#> SAMPLE_348 6 0.000
#> SAMPLE_349 1 0.000
#> SAMPLE_350 3 0.000
#> SAMPLE_351 8 0.747
#> SAMPLE_352 1 0.000
#> SAMPLE_353 3 0.000
#> SAMPLE_354 1 0.000
#> SAMPLE_355 6 0.000
#> SAMPLE_356 7 0.000
#> SAMPLE_357 4 0.000
#> SAMPLE_358 3 0.000
#> SAMPLE_359 3 0.000
#> SAMPLE_360 4 0.000
#> SAMPLE_361 6 0.000
#> SAMPLE_362 1 0.000
#> SAMPLE_363 6 0.000
#> SAMPLE_364 7 0.000
#> SAMPLE_365 3 0.502
#> SAMPLE_366 7 0.000
#> SAMPLE_367 7 0.000
#> SAMPLE_368 7 0.000
#> SAMPLE_369 7 0.000
#> SAMPLE_370 1 0.000
#> SAMPLE_371 7 0.000
#> SAMPLE_372 7 0.000
#> SAMPLE_373 1 0.000
#> SAMPLE_374 1 0.000
#> SAMPLE_375 6 0.000
#> SAMPLE_376 1 0.000
#> SAMPLE_377 3 0.000
#> SAMPLE_378 6 0.000
#> SAMPLE_379 1 0.000
#> SAMPLE_382 1 1.000
#> SAMPLE_383 3 0.000
#> SAMPLE_384 1 1.000
#> SAMPLE_385 3 0.000
#> SAMPLE_386 3 0.000
#> SAMPLE_387 3 0.000
#> SAMPLE_470 5 0.000
#> SAMPLE_471 2 0.000
#> SAMPLE_553 4 0.000
#> SAMPLE_568 7 0.000
#> SAMPLE_569 7 0.000
#> SAMPLE_570 7 0.000
#> SAMPLE_571 2 0.000
#> SAMPLE_572 4 0.000
#> SAMPLE_589 7 0.000
#> SAMPLE_590 3 0.000
#> SAMPLE_591 7 0.000
#> SAMPLE_592 7 0.000
#> SAMPLE_593 7 0.000
#> SAMPLE_594 7 0.000
#> SAMPLE_595 7 0.000
#> SAMPLE_596 7 0.000
#> SAMPLE_597 7 0.000
#> SAMPLE_598 7 0.000
#> SAMPLE_599 7 0.000
#> SAMPLE_600 7 0.000
#> SAMPLE_601 7 0.000
#> SAMPLE_602 1 1.000
#> SAMPLE_603 7 0.000
#> SAMPLE_604 7 0.000
#> SAMPLE_605 7 0.000
#> SAMPLE_606 7 0.000
#> SAMPLE_607 7 0.000
#> SAMPLE_608 7 0.000
#> SAMPLE_609 4 0.000
#> SAMPLE_610 5 0.000
#> SAMPLE_614 2 0.000
#> SAMPLE_618 8 0.000
#> SAMPLE_619 8 0.000
#> SAMPLE_620 4 1.000
#> SAMPLE_621 7 0.000
#> SAMPLE_622 4 0.000
#> SAMPLE_623 8 0.000
#> SAMPLE_624 8 0.000
#> SAMPLE_625 2 0.000
#> SAMPLE_626 4 0.000
#> SAMPLE_627 4 0.502
#> SAMPLE_628 8 0.000
#> SAMPLE_629 7 0.249
#> SAMPLE_630 2 1.000
#> SAMPLE_631 8 0.000
#> SAMPLE_632 8 0.000
#> SAMPLE_633 4 0.249
#> SAMPLE_634 4 0.000
#> SAMPLE_635 8 0.000
#> SAMPLE_636 2 1.000
#> SAMPLE_637 4 0.000
#> SAMPLE_638 7 0.000
#> SAMPLE_639 7 0.000
#> SAMPLE_640 7 0.000
#> SAMPLE_641 7 0.000
#> SAMPLE_643 5 0.000
#> SAMPLE_644 6 1.000
#> SAMPLE_645 2 0.000
#> SAMPLE_646 2 0.000
#> SAMPLE_647 3 0.000
#> SAMPLE_648 2 0.000
#> SAMPLE_649 3 0.000
#> SAMPLE_650 1 1.000
#> SAMPLE_651 3 1.000
#> SAMPLE_652 3 0.253
#> SAMPLE_653 3 0.000
#> SAMPLE_655 3 0.000
#> SAMPLE_656 3 1.000
#> SAMPLE_657 7 0.000
#> SAMPLE_658 3 0.751
#> SAMPLE_659 3 0.000
#> SAMPLE_660 3 0.000
#> SAMPLE_661 3 0.000
#> SAMPLE_662 2 0.000
#> SAMPLE_664 2 0.000
#> SAMPLE_665 2 0.000
#> SAMPLE_666 1 0.000
#> SAMPLE_667 2 0.000
#> SAMPLE_668 2 0.000
#> SAMPLE_669 2 0.000
#> SAMPLE_672 2 0.000
#> SAMPLE_673 2 0.000
#> SAMPLE_674 2 0.000
#> SAMPLE_675 2 0.000
#> SAMPLE_676 2 0.000
#> SAMPLE_677 3 1.000
#> SAMPLE_678 1 1.000
#> SAMPLE_679 1 1.000
#> SAMPLE_680 1 1.000
#> SAMPLE_681 1 0.000
#> SAMPLE_682 3 0.502
#> SAMPLE_683 1 0.000
#> SAMPLE_684 1 0.000
#> SAMPLE_685 1 0.000
#> SAMPLE_686 1 0.000
#> SAMPLE_687 3 0.000
#> SAMPLE_688 1 0.000
#> SAMPLE_689 1 0.000
#> SAMPLE_690 1 0.000
#> SAMPLE_691 1 0.000
#> SAMPLE_692 1 0.000
#> SAMPLE_693 1 0.249
#> SAMPLE_694 1 0.000
#> SAMPLE_695 3 0.000
#> SAMPLE_696 1 1.000
#> SAMPLE_697 1 0.000
#> SAMPLE_698 3 0.000
#> SAMPLE_699 1 0.000
#> SAMPLE_700 1 1.000
#> SAMPLE_701 1 0.000
#> SAMPLE_702 1 0.751
#> SAMPLE_703 1 0.253
#> SAMPLE_704 1 0.000
#> SAMPLE_705 1 0.751
#> SAMPLE_706 3 1.000
#> SAMPLE_707 1 0.000
#> SAMPLE_708 1 1.000
#> SAMPLE_709 1 0.000
#> SAMPLE_710 1 1.000
#> SAMPLE_711 1 0.000
#> SAMPLE_712 3 0.000
#> SAMPLE_713 1 0.000
#> SAMPLE_714 5 0.000
#> SAMPLE_715 7 0.000
#> SAMPLE_720 7 0.000
#> SAMPLE_722 7 0.000
#> SAMPLE_723 7 0.000
#> SAMPLE_724 3 0.000
#> SAMPLE_725 7 0.000
#> SAMPLE_726 7 0.000
#> SAMPLE_727 7 0.000
#> SAMPLE_728 3 0.502
#> SAMPLE_729 7 0.000
#> SAMPLE_730 7 0.000
#> SAMPLE_732 1 0.000
#> SAMPLE_739 3 0.000
#> SAMPLE_740 3 1.000
#> SAMPLE_741 1 0.000
#> SAMPLE_742 1 1.000
#> SAMPLE_743 1 1.000
#> SAMPLE_744 2 0.000
#> SAMPLE_745 4 0.000
#> SAMPLE_746 6 0.000
#> SAMPLE_747 6 0.000
#> SAMPLE_748 6 0.000
#> SAMPLE_751 8 0.000
#> SAMPLE_752 5 0.000
#> SAMPLE_753 4 0.000
#> SAMPLE_757 3 0.000
#> SAMPLE_758 7 0.000
#> SAMPLE_759 3 0.000
#> SAMPLE_760 3 0.000
#> SAMPLE_761 3 0.000
#> SAMPLE_762 3 0.000
#> SAMPLE_766 1 0.000
#> SAMPLE_767 4 0.000
#> SAMPLE_768 2 0.000
#> SAMPLE_771 3 1.000
#> SAMPLE_772 1 1.000
#> SAMPLE_773 3 0.000
#> SAMPLE_774 7 0.000
#> SAMPLE_775 1 0.000
#> SAMPLE_776 7 0.000
#> SAMPLE_777 3 0.000
#> SAMPLE_778 3 0.000
#> SAMPLE_779 7 0.000
#> SAMPLE_780 7 0.000
#> SAMPLE_781 7 0.747
#> SAMPLE_782 7 0.000
#> SAMPLE_783 7 0.000
#> SAMPLE_784 7 0.000
#> SAMPLE_785 1 0.000
#> SAMPLE_786 1 0.000
#> SAMPLE_787 1 0.000
#> SAMPLE_788 3 1.000
#> SAMPLE_789 3 0.000
#> SAMPLE_790 3 0.000
#> SAMPLE_791 4 0.000
#> SAMPLE_794 8 0.000
#> SAMPLE_795 8 0.000
#> SAMPLE_796 4 0.000
#> SAMPLE_797 7 0.000
#> SAMPLE_798 5 0.000
#> SAMPLE_799 1 1.000
#> SAMPLE_800 3 1.000
#> SAMPLE_801 3 1.000
#> SAMPLE_802 7 1.000
#> SAMPLE_803 3 1.000
#> SAMPLE_804 7 0.000
#> SAMPLE_805 7 0.000
#> SAMPLE_806 5 0.000
#> SAMPLE_807 4 0.000
#> SAMPLE_808 2 0.000
#> SAMPLE_809 2 0.000
#> SAMPLE_810 2 0.000
#> SAMPLE_811 2 0.000
#> SAMPLE_812 2 0.000
#> SAMPLE_813 4 0.000
#> SAMPLE_814 2 0.000
#> SAMPLE_815 7 0.000
#> SAMPLE_816 8 0.000
#> SAMPLE_817 8 0.000
#> SAMPLE_818 8 0.000
#> SAMPLE_819 4 0.000
#> SAMPLE_820 4 0.000
#> SAMPLE_821 8 0.000
#> SAMPLE_822 8 0.000
#> SAMPLE_823 4 0.000
#> SAMPLE_824 4 0.249
#> SAMPLE_825 4 0.747
#> SAMPLE_826 7 0.000
#> SAMPLE_827 4 0.000
#> SAMPLE_828 1 0.000
#> SAMPLE_829 4 0.000
#> SAMPLE_830 8 0.000
#> SAMPLE_831 8 0.000
#> SAMPLE_832 8 0.000
#> SAMPLE_833 3 0.000
#> SAMPLE_834 5 0.000
#> SAMPLE_835 8 0.000
#> SAMPLE_836 4 0.249
#> SAMPLE_837 4 0.000
#> SAMPLE_838 4 0.000
#> SAMPLE_840 2 0.000
#> SAMPLE_841 4 0.000
#> SAMPLE_842 2 0.000
#> SAMPLE_843 4 0.000
#> SAMPLE_844 8 0.000
#> SAMPLE_846 2 0.000
#> SAMPLE_848 3 0.000
#> SAMPLE_849 7 1.000
#> SAMPLE_850 3 0.000
#> SAMPLE_851 1 0.000
#> SAMPLE_853 8 0.000
#> SAMPLE_855 7 0.000
#> SAMPLE_856 7 0.000
#> SAMPLE_859 1 1.000
#> SAMPLE_860 3 0.000
#> SAMPLE_861 3 0.000
#> SAMPLE_862 5 0.000
#> SAMPLE_863 1 1.000
#> SAMPLE_864 3 0.000
#> SAMPLE_865 2 0.000
#> SAMPLE_866 4 0.000
#> SAMPLE_867 2 0.000
#> SAMPLE_868 5 1.000
#> SAMPLE_869 3 0.000
#> SAMPLE_871 4 0.000
#> SAMPLE_874 1 0.000
#> SAMPLE_876 4 0.000
#> SAMPLE_879 1 0.000
#> SAMPLE_880 8 0.000
#> SAMPLE_884 1 0.000
#> SAMPLE_885 7 1.000
#> SAMPLE_886 3 0.000
#> SAMPLE_887 4 0.000
#> SAMPLE_889 1 0.000
#> SAMPLE_890 3 0.000
#> SAMPLE_892 1 0.000
#> SAMPLE_894 1 0.000
#> SAMPLE_895 2 0.000
#> SAMPLE_896 4 0.000
#> SAMPLE_898 3 0.000
#> SAMPLE_899 6 0.000
#> SAMPLE_900 7 0.000
#> SAMPLE_901 7 0.000
#> SAMPLE_902 7 0.000
#> SAMPLE_903 7 0.000
#> SAMPLE_904 7 0.000
#> SAMPLE_905 7 0.000
#> SAMPLE_907 7 0.000
#> SAMPLE_908 8 0.000
#> SAMPLE_909 4 0.000
#> SAMPLE_910 4 0.000
#> SAMPLE_911 2 0.000
#> SAMPLE_912 2 0.000
#> SAMPLE_913 3 1.000
#> SAMPLE_914 3 1.000
#> SAMPLE_915 7 0.000
#> SAMPLE_916 7 0.249
#> SAMPLE_917 7 0.000
#> SAMPLE_918 7 1.000
#> SAMPLE_919 7 0.249
#> SAMPLE_920 7 0.000
#> SAMPLE_921 7 0.000
#> SAMPLE_922 7 0.249
#> SAMPLE_923 3 0.000
#> SAMPLE_924 7 0.000
#> SAMPLE_925 5 0.000
#> SAMPLE_926 1 0.000
#> SAMPLE_927 8 0.000
#> SAMPLE_928 6 0.000
#> SAMPLE_929 6 0.000
#> SAMPLE_930 6 0.000
#> SAMPLE_931 1 1.000
#> SAMPLE_932 1 1.000
#> SAMPLE_933 1 1.000
#> SAMPLE_934 5 0.000
#> SAMPLE_935 3 0.000
#> SAMPLE_936 1 1.000
#> SAMPLE_937 3 1.000
#> SAMPLE_938 8 0.498
#> SAMPLE_939 3 0.000
#> SAMPLE_940 6 0.000
#> SAMPLE_941 6 0.000
#> SAMPLE_942 8 0.000
#> SAMPLE_943 6 0.000
#> SAMPLE_944 4 0.000
#> SAMPLE_945 5 0.000
#> SAMPLE_946 6 1.000
#> SAMPLE_947 3 0.000
#> SAMPLE_948 6 0.000
#> SAMPLE_949 6 0.000
#> SAMPLE_950 6 0.751
#> SAMPLE_951 6 0.000
#> SAMPLE_952 6 0.000
#> SAMPLE_953 6 0.000
#> SAMPLE_954 3 0.000
#> SAMPLE_955 6 0.000
#> SAMPLE_956 6 0.000
#> SAMPLE_957 6 0.000
#> SAMPLE_958 6 0.000
#> SAMPLE_959 6 0.000
#> SAMPLE_960 6 0.000
#> SAMPLE_961 7 0.000
#> SAMPLE_962 3 0.000
#> SAMPLE_963 6 0.000
#> SAMPLE_964 6 0.000
#> SAMPLE_965 6 0.000
#> SAMPLE_966 6 0.000
#> SAMPLE_967 6 0.000
#> SAMPLE_968 6 0.000
#> SAMPLE_969 6 0.000
#> SAMPLE_970 6 0.000
#> SAMPLE_971 1 0.000
#> SAMPLE_972 6 0.000
#> SAMPLE_973 2 0.000
#> SAMPLE_975 1 0.502
#> SAMPLE_980 3 0.000
#> SAMPLE_981 1 0.000
#> SAMPLE_982 1 0.000
#> SAMPLE_987 5 0.000
#> SAMPLE_989 7 0.000
#> SAMPLE_990 6 0.000
#> SAMPLE_993 3 0.000
#> SAMPLE_994 1 0.000
#> SAMPLE_995 3 0.000
#> SAMPLE_996 5 0.000
#> SAMPLE_997 1 0.000
#> SAMPLE_998 1 1.000
#> SAMPLE_999 3 0.000
#> SAMPLE_1000 6 0.000
#> SAMPLE_1001 1 0.000
#> SAMPLE_1002 6 0.000
#> SAMPLE_1003 6 0.000
#> SAMPLE_1004 6 0.000
#> SAMPLE_1005 6 0.498
#> SAMPLE_1006 6 0.000
#> SAMPLE_1007 6 0.000
#> SAMPLE_1008 1 1.000
#> SAMPLE_1009 6 0.000
#> SAMPLE_1010 6 0.000
#> SAMPLE_1011 6 0.000
#> SAMPLE_1012 6 0.000
#> SAMPLE_1013 6 0.000
#> SAMPLE_1014 1 0.000
#> SAMPLE_1015 3 0.000
#> SAMPLE_1016 6 0.000
#> SAMPLE_1017 6 0.000
#> SAMPLE_1018 6 0.000
#> SAMPLE_1019 6 0.000
#> SAMPLE_1020 6 0.000
#> SAMPLE_1021 6 0.000
#> SAMPLE_1022 6 0.000
#> SAMPLE_1023 6 0.000
#> SAMPLE_1024 6 0.000
#> SAMPLE_1025 6 0.000
#> SAMPLE_1026 6 0.000
#> SAMPLE_1027 6 0.000
#> SAMPLE_1028 6 0.000
#> SAMPLE_1029 6 0.000
#> SAMPLE_1030 6 0.000
#> SAMPLE_1031 6 0.000
#> SAMPLE_1032 6 0.000
#> SAMPLE_1033 6 0.000
#> SAMPLE_1034 6 0.000
#> SAMPLE_1035 6 0.000
#> SAMPLE_1036 6 0.000
#> SAMPLE_1037 6 0.000
#> SAMPLE_1040 1 1.000
#> SAMPLE_1041 2 0.000
#> SAMPLE_1042 2 0.000
#> SAMPLE_1043 8 0.000
#> SAMPLE_1044 1 0.000
#> SAMPLE_1045 1 0.000
#> SAMPLE_1046 3 0.000
#> SAMPLE_1047 3 0.000
#> SAMPLE_1048 3 0.000
#> SAMPLE_1049 1 0.000
#> SAMPLE_1050 3 1.000
#> SAMPLE_1051 1 0.000
#> SAMPLE_1052 3 0.000
#> SAMPLE_1053 3 0.000
#> SAMPLE_1054 3 0.000
#> SAMPLE_1055 3 0.000
#> SAMPLE_1056 3 0.000
#> SAMPLE_1057 3 0.000
#> SAMPLE_1058 3 0.000
#> SAMPLE_1059 3 0.000
#> SAMPLE_1060 3 0.000
#> SAMPLE_1061 3 0.000
#> SAMPLE_1062 3 0.000
#> SAMPLE_1063 3 0.000
#> SAMPLE_1067 1 0.000
#> SAMPLE_1068 1 0.000
#> SAMPLE_1069 1 0.000
#> SAMPLE_1070 5 1.000
#> SAMPLE_1071 1 0.000
#> SAMPLE_1072 3 0.000
#> SAMPLE_1073 1 0.000
#> SAMPLE_1074 1 0.000
#> SAMPLE_1075 1 0.000
#> SAMPLE_1076 1 0.000
#> SAMPLE_1077 1 0.000
#> SAMPLE_1078 3 0.249
#> SAMPLE_1079 1 0.000
#> SAMPLE_1080 3 0.000
#> SAMPLE_1081 1 0.000
#> SAMPLE_1082 3 0.000
#> SAMPLE_1083 3 0.000
#> SAMPLE_1084 3 0.000
#> SAMPLE_1085 3 0.000
#> SAMPLE_1086 3 0.000
#> SAMPLE_1087 6 0.000
#> SAMPLE_1088 2 0.000
#> SAMPLE_1089 2 0.000
#> SAMPLE_1090 1 0.751
#> SAMPLE_1091 1 1.000
#> SAMPLE_1092 3 0.000
#> SAMPLE_1093 3 0.000
#> SAMPLE_1094 7 0.751
#> SAMPLE_1095 3 0.000
#> SAMPLE_1096 3 0.000
#> SAMPLE_1097 3 0.000
#> SAMPLE_1098 3 0.000
#> SAMPLE_1100 3 0.000
#> SAMPLE_1101 3 0.000
#> SAMPLE_1102 3 0.000
#> SAMPLE_1103 3 0.000
#> SAMPLE_1104 3 0.000
#> SAMPLE_1105 3 0.000
#> SAMPLE_1106 3 0.000
#> SAMPLE_1107 3 0.000
#> SAMPLE_1108 3 0.000
#> SAMPLE_1109 3 0.000
#> SAMPLE_1110 1 0.000
#> SAMPLE_1112 3 0.000
#> SAMPLE_1113 3 0.000
#> SAMPLE_1114 1 0.000
#> SAMPLE_1115 7 0.000
#> SAMPLE_1117 3 0.000
#> SAMPLE_1118 1 0.000
#> SAMPLE_1119 6 0.000
#> SAMPLE_1120 1 0.502
#> SAMPLE_1121 6 0.000
#> SAMPLE_1122 6 0.498
#> SAMPLE_1123 3 0.000
#> SAMPLE_1124 1 0.000
#> SAMPLE_1125 6 0.000
#> SAMPLE_1126 1 0.000
#> SAMPLE_1127 1 0.000
#> SAMPLE_1128 1 0.000
#> SAMPLE_1129 1 0.000
#> SAMPLE_1130 1 1.000
#> SAMPLE_1131 6 0.000
#> SAMPLE_1132 6 0.000
#> SAMPLE_1133 6 0.000
#> SAMPLE_1134 6 0.000
#> SAMPLE_1135 6 0.000
#> SAMPLE_1136 7 0.000
#> SAMPLE_1137 7 1.000
#> SAMPLE_1138 8 0.000
#> SAMPLE_1139 7 1.000
#> SAMPLE_1140 3 1.000
#> SAMPLE_1141 3 1.000
#> SAMPLE_1142 7 0.000
#> SAMPLE_1143 1 0.000
#> SAMPLE_1144 1 0.000
#> SAMPLE_1145 3 0.000
#> SAMPLE_1146 7 0.000
#> SAMPLE_1147 7 0.000
#> SAMPLE_1148 1 0.000
#> SAMPLE_1150 3 1.000
#> SAMPLE_1151 1 0.000
#> SAMPLE_1152 8 0.000
#> SAMPLE_1153 3 1.000
#> SAMPLE_1154 3 0.249
#> SAMPLE_1155 8 0.747
#> SAMPLE_1156 5 0.751
#> SAMPLE_1157 3 0.000
#> SAMPLE_1158 1 0.000
#> SAMPLE_1162 3 0.000
#> SAMPLE_1163 3 0.000
#> SAMPLE_1164 4 0.000
#> SAMPLE_1165 3 1.000
#> SAMPLE_1166 5 0.000
#> SAMPLE_1167 7 1.000
#> SAMPLE_1170 4 0.000
#> SAMPLE_1171 1 0.000
#> SAMPLE_1172 2 0.000
#> SAMPLE_1173 7 0.000
#> SAMPLE_1174 8 0.000
#> SAMPLE_1175 3 0.000
#> SAMPLE_1176 7 0.000
#> SAMPLE_1177 3 0.000
#> SAMPLE_1178 3 0.000
#> SAMPLE_1179 1 0.000
#> SAMPLE_1180 7 0.000
#> SAMPLE_1181 3 0.751
#> SAMPLE_1182 6 0.000
#> SAMPLE_1183 7 0.000
#> SAMPLE_1184 7 0.000
#> SAMPLE_1185 3 0.000
#> SAMPLE_1186 3 0.000
#> SAMPLE_1187 7 0.000
#> SAMPLE_1188 4 0.000
#> SAMPLE_1189 8 0.000
#> SAMPLE_1190 3 0.000
#> SAMPLE_1191 3 0.000
#> SAMPLE_1193 1 1.000
#> SAMPLE_1194 7 0.000
#> SAMPLE_1195 3 0.000
#> SAMPLE_1196 1 0.000
#> SAMPLE_1197 3 0.249
#> SAMPLE_1198 6 0.000
#> SAMPLE_1199 3 0.000
#> SAMPLE_1200 1 0.000
#> SAMPLE_1201 1 0.000
#> SAMPLE_1202 3 0.000
#> SAMPLE_1203 2 0.000
#> SAMPLE_1204 1 0.000
#> SAMPLE_1205 1 0.000
#> SAMPLE_1207 4 0.000
#> SAMPLE_1208 3 0.000
#> SAMPLE_1210 6 0.000
#> SAMPLE_1214 4 0.000
#> SAMPLE_1215 3 0.000
#> SAMPLE_1216 2 0.000
#> SAMPLE_1217 2 0.000
#> SAMPLE_1218 2 0.000
#> SAMPLE_1219 6 0.000
#> SAMPLE_1220 3 0.000
#> SAMPLE_1221 3 1.000
#> SAMPLE_1222 5 0.000
#> SAMPLE_1223 5 0.000
#> SAMPLE_1224 3 0.000
#> SAMPLE_1225 5 0.000
#> SAMPLE_1226 4 0.000
#> SAMPLE_1227 3 0.000
#> SAMPLE_1228 1 0.000
#> SAMPLE_1229 5 0.000
#> SAMPLE_1230 1 0.000
#> SAMPLE_1231 1 0.000
#> SAMPLE_1232 1 0.751
#> SAMPLE_1233 3 0.000
#> SAMPLE_1234 1 0.000
#> SAMPLE_1235 3 0.502
#> SAMPLE_1236 1 0.000
#> SAMPLE_1237 3 0.000
#> SAMPLE_1238 3 1.000
#> SAMPLE_1239 3 0.000
#> SAMPLE_1240 1 0.000
#> SAMPLE_1244 1 0.000
#> SAMPLE_1245 1 0.498
#> SAMPLE_1246 1 0.000
#> SAMPLE_1247 1 0.000
#> SAMPLE_1248 7 0.000
#> SAMPLE_1249 1 0.502
#> SAMPLE_1250 3 1.000
#> SAMPLE_1251 4 0.000
#> SAMPLE_1256 1 0.502
#> SAMPLE_1257 7 1.000
#> SAMPLE_1258 3 0.751
#> SAMPLE_1259 2 0.000
#> SAMPLE_1260 2 0.000
#> SAMPLE_1261 2 0.000
#> SAMPLE_1262 2 0.000
#> SAMPLE_1263 4 0.000
#> SAMPLE_1265 3 0.000
#> SAMPLE_1266 5 0.000
#> SAMPLE_1267 5 0.000
#> SAMPLE_1269 1 0.000
#> SAMPLE_1270 3 0.000
#> SAMPLE_1271 5 1.000
#> SAMPLE_1272 5 0.000
#> SAMPLE_1273 5 0.000
#> SAMPLE_1274 1 0.000
#> SAMPLE_1275 3 0.000
#> SAMPLE_1276 2 0.000
#> SAMPLE_1277 2 0.000
#> SAMPLE_1278 2 0.000
#> SAMPLE_1279 4 0.000
#> SAMPLE_1280 3 0.000
#> SAMPLE_1282 3 0.000
#> SAMPLE_1283 3 0.000
#> SAMPLE_1284 4 0.000
#> SAMPLE_1285 5 0.000
#> SAMPLE_1286 2 0.000
#> SAMPLE_1288 7 0.747
#> SAMPLE_1289 5 0.000
#> SAMPLE_1290 5 0.000
#> SAMPLE_1291 1 0.000
#> SAMPLE_1292 3 0.000
#> SAMPLE_1293 3 0.000
#> SAMPLE_1294 1 0.000
#> SAMPLE_1295 5 0.000
#> SAMPLE_1296 8 0.000
#> SAMPLE_1297 1 0.000
#> SAMPLE_1298 3 0.000
#> SAMPLE_1299 5 0.000
#> SAMPLE_1300 5 0.000
#> SAMPLE_1301 3 0.000
#> SAMPLE_1302 3 0.000
#> SAMPLE_1303 5 0.000
#> SAMPLE_1304 5 0.000
#> SAMPLE_1305 5 0.000
#> SAMPLE_1306 6 1.000
#> SAMPLE_1307 1 0.000
#> SAMPLE_1308 5 0.000
#> SAMPLE_1309 5 0.000
#> SAMPLE_1310 3 1.000
#> SAMPLE_1311 5 0.000
#> SAMPLE_1312 3 0.000
#> SAMPLE_1313 5 0.000
#> SAMPLE_1314 5 0.000
#> SAMPLE_1315 5 0.000
#> SAMPLE_1316 3 0.000
#> SAMPLE_1317 3 0.000
#> SAMPLE_1318 3 0.000
#> SAMPLE_1319 5 0.000
#> SAMPLE_1320 3 0.000
#> SAMPLE_1321 3 0.249
#> SAMPLE_1322 3 0.000
#> SAMPLE_1323 1 1.000
#> SAMPLE_1324 3 0.000
#> SAMPLE_1325 6 0.000
#> SAMPLE_1326 1 0.000
#> SAMPLE_1327 3 0.000
#> SAMPLE_1328 6 0.000
#> SAMPLE_1329 3 0.000
#> SAMPLE_1330 1 0.751
#> SAMPLE_1331 3 0.000
#> SAMPLE_1332 1 0.751
#> SAMPLE_1333 1 1.000
#> SAMPLE_1334 1 0.502
#> SAMPLE_1335 1 1.000
#> SAMPLE_1337 7 0.000
#> SAMPLE_1338 4 0.000
#> SAMPLE_1339 5 0.000
#> SAMPLE_1340 1 0.000
#> SAMPLE_1341 3 0.000
#> SAMPLE_1342 5 0.000
#> SAMPLE_1343 3 0.000
#> SAMPLE_1344 1 0.000
#> SAMPLE_1345 5 0.000
#> SAMPLE_1346 3 0.000
#> SAMPLE_1347 8 0.000
#> SAMPLE_1348 2 0.000
#> SAMPLE_1349 7 0.000
#> SAMPLE_1350 5 0.000
#> SAMPLE_1351 8 0.000
#> SAMPLE_1352 4 0.000
#> SAMPLE_1354 6 0.000
#> SAMPLE_1355 2 1.000
#> SAMPLE_1386 3 0.000
#> SAMPLE_1387 8 0.751
#> SAMPLE_1388 2 0.000
#> SAMPLE_1389 2 0.000
#> SAMPLE_1390 3 0.000
#> SAMPLE_1391 1 1.000
#> SAMPLE_1392 3 1.000
#> SAMPLE_1393 1 0.751
#> SAMPLE_1394 3 0.000
#> SAMPLE_1395 3 0.751
#> SAMPLE_1396 3 0.000
#> SAMPLE_1397 5 1.000
#> SAMPLE_1398 4 0.000
#> SAMPLE_1399 5 0.000
#> SAMPLE_1400 3 0.000
#> SAMPLE_1401 3 1.000
#> SAMPLE_1402 6 0.000
#> SAMPLE_1403 2 0.000
#> SAMPLE_1404 8 0.000
#> SAMPLE_1405 1 0.000
#> SAMPLE_1406 3 0.000
#> SAMPLE_1407 1 0.000
#> SAMPLE_1408 3 0.000
#> SAMPLE_1409 5 0.000
#> SAMPLE_1410 3 0.000
#> SAMPLE_1411 3 0.000
#> SAMPLE_1412 2 0.000
#> SAMPLE_1419 8 0.000
#> SAMPLE_1420 7 1.000
#> SAMPLE_1421 1 0.000
#> SAMPLE_1422 1 0.000
#> SAMPLE_1423 3 0.000
#> SAMPLE_1424 1 0.000
#> SAMPLE_1425 4 0.000
#> SAMPLE_1426 5 0.000
#> SAMPLE_1428 5 0.000
#> SAMPLE_1429 5 0.000
#> SAMPLE_1430 1 1.000
#> SAMPLE_1431 3 1.000
#> SAMPLE_1432 3 0.000
#> SAMPLE_1434 7 0.000
#> SAMPLE_1435 1 0.000
#> SAMPLE_1436 1 0.000
#> SAMPLE_1437 1 0.000
#> SAMPLE_1438 1 0.000
#> SAMPLE_1439 1 0.000
#> SAMPLE_1441 1 0.000
#> SAMPLE_1442 3 1.000
#> SAMPLE_1443 3 0.000
#> SAMPLE_1444 3 0.253
#> SAMPLE_1445 1 0.000
#> SAMPLE_1446 7 0.000
#> SAMPLE_1449 3 0.000
#> SAMPLE_1450 3 0.000
#> SAMPLE_1451 3 0.000
#> SAMPLE_1452 3 0.000
#> SAMPLE_1453 3 0.000
#> SAMPLE_1454 7 0.000
#> SAMPLE_1455 6 0.000
#> SAMPLE_1456 6 0.000
#> SAMPLE_1457 6 0.000
#> SAMPLE_1458 6 0.000
#> SAMPLE_1459 6 0.000
#> SAMPLE_1460 6 0.000
#> SAMPLE_1461 6 0.000
#> SAMPLE_1462 1 0.000
#> SAMPLE_1463 6 0.000
#> SAMPLE_1464 7 0.000
#> SAMPLE_1465 7 0.000
#> SAMPLE_1466 7 0.000
#> SAMPLE_1467 7 0.000
#> SAMPLE_1468 7 0.000
#> SAMPLE_1469 7 0.000
#> SAMPLE_1470 3 0.000
#> SAMPLE_1471 3 0.000
#> SAMPLE_1472 3 0.000
#> SAMPLE_1473 7 0.000
#> SAMPLE_1474 3 0.000
#> SAMPLE_1475 7 0.000
#> SAMPLE_1476 7 0.000
#> SAMPLE_1477 7 0.000
#> SAMPLE_1478 1 1.000
#> SAMPLE_1479 3 0.000
#> SAMPLE_1480 7 0.000
#> SAMPLE_1481 3 0.000
#> SAMPLE_1482 7 0.000
#> SAMPLE_1483 3 1.000
#> SAMPLE_1484 3 0.000
#> SAMPLE_1485 3 0.000
#> SAMPLE_1486 3 1.000
#> SAMPLE_1487 3 0.000
#> SAMPLE_1488 3 1.000
#> SAMPLE_1491 5 0.000
#> SAMPLE_1492 4 0.000
#> SAMPLE_1493 4 0.000
#> SAMPLE_1494 4 0.000
#> SAMPLE_1495 4 0.751
#> SAMPLE_1496 4 0.000
#> SAMPLE_1497 4 0.000
#> SAMPLE_1498 4 0.000
#> SAMPLE_1499 2 0.000
#> SAMPLE_1500 4 0.000
#> SAMPLE_1501 2 0.000
#> SAMPLE_1502 2 0.000
#> SAMPLE_1503 2 0.000
#> SAMPLE_1504 4 0.000
#> SAMPLE_1505 4 1.000
#> SAMPLE_1506 2 0.000
#> SAMPLE_1507 8 1.000
#> SAMPLE_1508 4 0.000
#> SAMPLE_1509 4 0.000
#> SAMPLE_1510 4 0.000
#> SAMPLE_1511 4 0.000
#> SAMPLE_1512 1 0.000
#> SAMPLE_1513 2 0.253
#> SAMPLE_1514 3 0.000
#> SAMPLE_1515 2 0.000
#> SAMPLE_1516 2 0.000
#> SAMPLE_1517 4 0.000
#> SAMPLE_1518 2 0.000
#> SAMPLE_1519 2 0.000
#> SAMPLE_1520 2 0.000
#> SAMPLE_1521 8 0.000
#> SAMPLE_1522 5 0.000
#> SAMPLE_1524 7 0.000
#> SAMPLE_1526 5 0.000
#> SAMPLE_1527 1 0.000
#> SAMPLE_1528 1 0.000
#> SAMPLE_1529 1 0.000
#> SAMPLE_1530 1 0.000
#> SAMPLE_1531 1 0.000
#> SAMPLE_1532 1 0.000
#> SAMPLE_1533 1 0.000
#> SAMPLE_1534 5 0.000
#> SAMPLE_1535 1 0.000
#> SAMPLE_1536 6 0.000
#> SAMPLE_1537 6 0.000
#> SAMPLE_1538 1 0.000
#> SAMPLE_1539 1 0.000
#> SAMPLE_1540 1 0.000
#> SAMPLE_1541 6 0.000
#> SAMPLE_1542 1 0.253
#> SAMPLE_1543 1 0.000
#> SAMPLE_1544 6 0.000
#> SAMPLE_1545 3 0.000
#> SAMPLE_1546 6 0.000
#> SAMPLE_1547 6 1.000
#> SAMPLE_1548 6 0.000
#> SAMPLE_1549 1 0.000
#> SAMPLE_1550 6 0.000
#> SAMPLE_1551 1 0.751
#> SAMPLE_1552 3 0.000
#> SAMPLE_1553 2 0.000
#> SAMPLE_1554 5 0.000
#> SAMPLE_1555 5 0.000
#> SAMPLE_1556 5 0.000
#> SAMPLE_1557 5 0.000
#> SAMPLE_1558 5 0.000
#> SAMPLE_1559 5 0.000
#> SAMPLE_1560 5 0.000
#> SAMPLE_1561 5 0.000
#> SAMPLE_1562 5 0.000
#> SAMPLE_1563 5 0.000
#> SAMPLE_1564 4 0.000
#> SAMPLE_1565 5 0.000
#> SAMPLE_1566 5 0.000
#> SAMPLE_1567 4 0.000
#> SAMPLE_1568 4 0.000
#> SAMPLE_1569 2 0.000
#> SAMPLE_1570 2 0.000
#> SAMPLE_1571 4 0.000
#> SAMPLE_1572 4 0.751
#> SAMPLE_1573 2 0.000
#> SAMPLE_1574 4 0.000
#> SAMPLE_1575 5 0.747
#> SAMPLE_1576 4 0.000
#> SAMPLE_1577 5 0.000
#> SAMPLE_1578 6 0.000
#> SAMPLE_1580 8 1.000
#> SAMPLE_1581 4 0.000
#> SAMPLE_1583 1 0.502
#> SAMPLE_1584 3 0.000
#> SAMPLE_1585 7 0.000
#> SAMPLE_1586 7 0.000
#> SAMPLE_1587 1 0.253
#> SAMPLE_1588 1 0.000
#> SAMPLE_1589 1 0.000
#> SAMPLE_1590 1 1.000
#> SAMPLE_1591 1 1.000
#> SAMPLE_1592 3 0.000
#> SAMPLE_1593 3 0.000
#> SAMPLE_1594 7 0.000
#> SAMPLE_1595 8 0.000
#> SAMPLE_1596 3 0.000
#> SAMPLE_1597 1 0.000
#> SAMPLE_1598 1 0.000
#> SAMPLE_1599 5 0.000
#> SAMPLE_1600 5 1.000
#> SAMPLE_1601 5 1.000
#> SAMPLE_1602 2 0.000
#> SAMPLE_1604 4 0.000
#> SAMPLE_1608 6 0.000
#> SAMPLE_1609 1 0.000
#> SAMPLE_1610 1 0.000
#> SAMPLE_1611 6 0.000
#> SAMPLE_1612 1 0.000
#> SAMPLE_1613 3 1.000
#> SAMPLE_1614 1 0.000
#> SAMPLE_1615 1 0.000
#> SAMPLE_1616 1 0.000
#> SAMPLE_1617 1 0.000
#> SAMPLE_1618 1 0.000
#> SAMPLE_1619 3 1.000
#> SAMPLE_1620 3 1.000
#> SAMPLE_1621 3 0.000
#> SAMPLE_1622 3 0.000
#> SAMPLE_1623 3 0.000
#> SAMPLE_1624 1 1.000
#> SAMPLE_1625 2 0.000
#> SAMPLE_1627 2 0.000
#> SAMPLE_1628 2 0.000
#> SAMPLE_1629 7 0.000
#> SAMPLE_1630 1 0.000
#> SAMPLE_1631 1 0.000
#> SAMPLE_1632 3 0.000
#> SAMPLE_1633 7 0.000
#> SAMPLE_1634 4 0.000
#> SAMPLE_1635 2 0.000
#> SAMPLE_1636 4 0.000
#> SAMPLE_1637 7 0.000
#> SAMPLE_1638 2 1.000
#> SAMPLE_1639 3 0.000
#> SAMPLE_1640 4 0.000
#> SAMPLE_1641 4 0.000
#> SAMPLE_1642 4 0.000
#> SAMPLE_1643 4 0.000
#> SAMPLE_1644 4 0.000
#> SAMPLE_1645 3 0.000
#> SAMPLE_1646 2 0.000
#> SAMPLE_1647 4 0.000
#> SAMPLE_1648 4 0.000
#> SAMPLE_1649 8 1.000
#> SAMPLE_1650 3 0.000
#> SAMPLE_1651 1 0.000
#> SAMPLE_1652 8 0.000
#> SAMPLE_1653 8 0.253
#> SAMPLE_1654 2 0.000
#> SAMPLE_1655 8 1.000
#> SAMPLE_1656 4 0.000
#> SAMPLE_1657 5 0.000
#> SAMPLE_1658 5 0.000
#> SAMPLE_1659 3 0.000
#> SAMPLE_1660 3 0.000
#> SAMPLE_1661 7 0.000
#> SAMPLE_1662 7 0.000
#> SAMPLE_1663 7 0.000
#> SAMPLE_1665 2 0.000
#> SAMPLE_1666 6 1.000
#> SAMPLE_1668 7 0.000
#> SAMPLE_1669 1 0.502
#> SAMPLE_1670 7 0.000
#> SAMPLE_1671 6 0.000
#> SAMPLE_1672 7 0.000
#> SAMPLE_1674 8 0.000
#> SAMPLE_1675 4 1.000
#> SAMPLE_1676 4 0.000
#> SAMPLE_1678 7 0.000
#> SAMPLE_1679 1 0.000
#> SAMPLE_1680 1 0.000
#> SAMPLE_1681 4 0.000
#> SAMPLE_1683 1 0.000
#> SAMPLE_1684 3 0.000
#> SAMPLE_1685 5 0.000
#> SAMPLE_1686 4 0.000
#> SAMPLE_1687 1 0.000
#> SAMPLE_1688 1 1.000
#> SAMPLE_1689 3 0.000
#> SAMPLE_1690 3 0.000
#> SAMPLE_1691 3 1.000
#> SAMPLE_1692 3 0.000
#> SAMPLE_1693 3 1.000
#> SAMPLE_1695 3 0.000
#> SAMPLE_1696 7 0.000
#> SAMPLE_1697 7 0.000
#> SAMPLE_1699 7 0.000
#> SAMPLE_1700 1 0.000
#> SAMPLE_1701 6 0.000
#> SAMPLE_1702 3 0.000
#> SAMPLE_1703 3 0.000
#> SAMPLE_1704 3 1.000
#> SAMPLE_1705 1 0.000
#> SAMPLE_1706 3 0.000
#> SAMPLE_1707 3 1.000
#> SAMPLE_1708 1 0.000
#> SAMPLE_1710 3 0.751
#> SAMPLE_1711 3 0.000
#> SAMPLE_1713 5 1.000
#> SAMPLE_1714 7 0.000
#> SAMPLE_1715 1 0.000
#> SAMPLE_1716 8 0.000
#> SAMPLE_1717 8 0.000
#> SAMPLE_1718 4 0.000
#> SAMPLE_1719 1 0.000
#> SAMPLE_1720 8 0.000
#> SAMPLE_1721 8 0.000
#> SAMPLE_1722 1 0.000
#> SAMPLE_1723 1 0.000
#> SAMPLE_1724 4 0.000
#> SAMPLE_1725 1 0.000
#> SAMPLE_1726 8 0.000
#> SAMPLE_1727 2 0.000
#> SAMPLE_1728 1 0.000
#> SAMPLE_1729 8 0.000
#> SAMPLE_1730 7 0.000
#> SAMPLE_1731 1 0.000
#> SAMPLE_1732 2 0.000
#> SAMPLE_1734 3 0.000
#> SAMPLE_1737 5 0.000
#> SAMPLE_1738 1 0.000
#> SAMPLE_1739 8 0.000
#> SAMPLE_1740 4 0.000
#> SAMPLE_1741 1 0.000
#> SAMPLE_1742 1 0.000
#> SAMPLE_1743 3 0.000
#> SAMPLE_1744 8 0.000
#> SAMPLE_1745 4 0.000
#> SAMPLE_1746 1 0.000
#> SAMPLE_1747 8 0.000
#> SAMPLE_1748 1 0.000
#> SAMPLE_1749 8 0.000
#> SAMPLE_1750 8 0.751
#> SAMPLE_1751 8 0.000
#> SAMPLE_1752 3 0.000
#> SAMPLE_1753 1 1.000
#> SAMPLE_1754 4 0.000
#> SAMPLE_1755 7 0.000
#> SAMPLE_1756 7 0.000
#> SAMPLE_1757 5 1.000
#> SAMPLE_1758 1 0.000
#> SAMPLE_1759 1 1.000
#> SAMPLE_1760 8 0.000
#> SAMPLE_1761 4 0.000
#> SAMPLE_1762 4 0.249
#> SAMPLE_1763 3 0.000
#> SAMPLE_1764 4 0.000
#> SAMPLE_1765 4 0.000
#> SAMPLE_1766 3 0.000
#> SAMPLE_1767 1 0.000
#> SAMPLE_1768 3 0.000
#> SAMPLE_1769 5 1.000
#> SAMPLE_1770 3 0.000
#> SAMPLE_1771 5 0.000
#> SAMPLE_1772 1 0.000
#> SAMPLE_1773 3 0.000
#> SAMPLE_1774 3 0.000
#> SAMPLE_1775 8 0.000
#> SAMPLE_1776 1 0.000
#> SAMPLE_1777 1 0.000
#> SAMPLE_1778 4 0.000
#> SAMPLE_1779 4 0.000
#> SAMPLE_1780 4 0.000
#> SAMPLE_1781 8 0.000
#> SAMPLE_1782 8 0.000
#> SAMPLE_1783 8 0.249
#> SAMPLE_1784 4 0.000
#> SAMPLE_1785 1 0.000
#> SAMPLE_1786 1 0.000
#> SAMPLE_1787 4 0.000
#> SAMPLE_1788 8 0.000
#> SAMPLE_1789 4 0.000
#> SAMPLE_1790 1 0.253
#> SAMPLE_1791 3 0.000
#> SAMPLE_1792 8 0.000
#> SAMPLE_1793 3 0.000
#> SAMPLE_1794 4 0.000
#> SAMPLE_1795 4 0.000
#> SAMPLE_1796 2 0.000
#> SAMPLE_1798 5 0.000
#> SAMPLE_1799 2 0.000
#> SAMPLE_1800 4 0.000
#> SAMPLE_1801 2 0.000
#> SAMPLE_1802 4 0.000
#> SAMPLE_1803 4 0.000
#> SAMPLE_1804 4 0.000
#> SAMPLE_1805 4 0.000
#> SAMPLE_1806 4 0.000
#> SAMPLE_1807 4 0.000
#> SAMPLE_1808 2 0.000
#> SAMPLE_1809 2 0.000
#> SAMPLE_1810 4 0.000
#> SAMPLE_1811 4 0.000
#> SAMPLE_1812 8 0.000
#> SAMPLE_1813 7 0.000
#> SAMPLE_1814 2 0.000
#> SAMPLE_1815 4 0.249
#> SAMPLE_1816 1 0.000
#> SAMPLE_1817 7 0.000
#> SAMPLE_1818 4 0.000
#> SAMPLE_1819 4 0.000
#> SAMPLE_1820 4 0.000
#> SAMPLE_1821 2 0.000
#> SAMPLE_1822 4 0.000
#> SAMPLE_1823 4 0.000
#> SAMPLE_1824 4 0.000
#> SAMPLE_1825 4 0.000
#> SAMPLE_1826 4 0.000
#> SAMPLE_1832 4 0.000
#> SAMPLE_1833 8 1.000
#> SAMPLE_1834 8 0.000
#> SAMPLE_1836 3 0.000
#> SAMPLE_1837 1 0.000
#> SAMPLE_1839 7 0.502
#> SAMPLE_1840 3 0.000
#> SAMPLE_1841 5 0.000
#> SAMPLE_1842 2 0.000
#> SAMPLE_1843 2 0.000
#> SAMPLE_1844 4 0.000
#> SAMPLE_1848 8 0.000
#> SAMPLE_1849 4 0.000
#> SAMPLE_1850 4 0.000
#> SAMPLE_1851 1 0.000
#> SAMPLE_1852 3 1.000
#> SAMPLE_1853 1 0.000
#> SAMPLE_1854 3 0.000
#> SAMPLE_1855 2 0.498
#> SAMPLE_1856 1 1.000
#> SAMPLE_1857 3 0.000
#> SAMPLE_1858 7 0.000
#> SAMPLE_1860 1 0.000
#> SAMPLE_1861 8 0.000
#> SAMPLE_1862 4 0.000
#> SAMPLE_1863 8 0.000
#> SAMPLE_1864 2 0.000
#> SAMPLE_1866 5 0.000
#> SAMPLE_1867 5 0.000
#> SAMPLE_1868 7 0.000
#> SAMPLE_1869 5 0.000
#> SAMPLE_1872 5 0.000
#> SAMPLE_1873 5 0.000
#> SAMPLE_1874 5 0.000
#> SAMPLE_1878 5 0.000
#> SAMPLE_1879 3 0.000
#> SAMPLE_1880 3 0.000
#> SAMPLE_1881 3 0.000
#> SAMPLE_1882 1 0.000
#> SAMPLE_1883 8 0.000
#> SAMPLE_1885 8 0.000
#> SAMPLE_1886 2 0.000
#> SAMPLE_1887 2 0.000
#> SAMPLE_1888 3 0.751
#> SAMPLE_1905 5 0.000
#> SAMPLE_1906 1 0.000
#> SAMPLE_1907 1 0.502
#> SAMPLE_1909 1 0.000
#> SAMPLE_1912 5 0.000
#> SAMPLE_1913 4 0.000
#> SAMPLE_1914 4 0.000
#> SAMPLE_1915 7 0.000
#> SAMPLE_1916 3 0.000
#> SAMPLE_1917 3 0.000
#> SAMPLE_1918 7 0.000
#> SAMPLE_1919 3 0.000
#> SAMPLE_1920 7 0.000
#> SAMPLE_1922 1 0.000
#> SAMPLE_1923 3 0.000
#> SAMPLE_1924 5 0.000
#> SAMPLE_1925 3 0.000
#> SAMPLE_1927 3 0.000
#> SAMPLE_1929 7 0.000
#> SAMPLE_1931 7 0.000
#> SAMPLE_1933 7 0.000
#> SAMPLE_1934 7 0.000
#> SAMPLE_1935 2 0.000
#> SAMPLE_1936 1 0.000
#> SAMPLE_1938 7 0.000
#> SAMPLE_1939 1 0.502
#> SAMPLE_1940 1 0.000
#> SAMPLE_1941 1 0.000
#> SAMPLE_1942 1 0.000
#> SAMPLE_1943 1 0.751
#> SAMPLE_1944 3 1.000
#> SAMPLE_1945 1 0.000
#> SAMPLE_1946 1 0.000
#> SAMPLE_1947 1 0.000
#> SAMPLE_1948 1 0.000
#> SAMPLE_1949 3 0.751
#> SAMPLE_1950 3 1.000
#> SAMPLE_1951 3 0.000
#> SAMPLE_1952 1 0.253
#> SAMPLE_1953 1 0.000
#> SAMPLE_1954 1 0.000
#> SAMPLE_1955 1 0.000
#> SAMPLE_1956 3 0.000
#> SAMPLE_1957 2 0.000
#> SAMPLE_1958 5 0.000
#> SAMPLE_1959 2 0.000
#> SAMPLE_1960 4 0.000
#> SAMPLE_1961 2 0.000
#> SAMPLE_1962 8 0.000
#> SAMPLE_1963 4 0.000
#> SAMPLE_1964 1 0.000
#> SAMPLE_1965 1 0.000
#> SAMPLE_1966 4 0.000
#> SAMPLE_1967 3 0.000
#> SAMPLE_1968 5 1.000
#> SAMPLE_1970 4 0.000
#> SAMPLE_1971 4 0.000
#> SAMPLE_1972 8 0.000
#> SAMPLE_1974 4 0.000
#> SAMPLE_1975 1 0.253
#> SAMPLE_1976 7 0.000
#> SAMPLE_1977 8 0.000
#> SAMPLE_1978 7 0.000
#> SAMPLE_1979 1 0.000
#> SAMPLE_1980 5 0.000
#> SAMPLE_1981 3 1.000
#> SAMPLE_1982 3 0.000
#> SAMPLE_1983 5 0.000
#> SAMPLE_1984 3 0.000
#> SAMPLE_1985 3 0.000
#> SAMPLE_1986 3 1.000
#> SAMPLE_1987 5 0.000
#> SAMPLE_1988 1 0.000
#> SAMPLE_1989 5 0.000
#> SAMPLE_1990 3 0.000
#> SAMPLE_1991 5 0.000
#> SAMPLE_1993 4 0.000
#> SAMPLE_1994 7 0.000
#> SAMPLE_1995 2 0.000
#> SAMPLE_1996 7 0.000
#> SAMPLE_1997 7 0.000
#> SAMPLE_1998 1 0.000
#> SAMPLE_1999 5 0.000
#> SAMPLE_2001 3 0.000
#> SAMPLE_2002 1 0.000
#> SAMPLE_2003 1 0.000
#> SAMPLE_2004 1 0.000
#> SAMPLE_2005 3 0.000
#> SAMPLE_2006 1 0.000
#> SAMPLE_2007 1 0.000
#> SAMPLE_2008 1 0.000
#> SAMPLE_2009 1 1.000
#> SAMPLE_2010 1 0.000
#> SAMPLE_2011 3 0.000
#> SAMPLE_2012 1 0.000
#> SAMPLE_2013 1 0.000
#> SAMPLE_2015 8 0.000
#> SAMPLE_2016 4 1.000
#> SAMPLE_2017 8 0.000
#> SAMPLE_2018 7 0.000
#> SAMPLE_2019 4 0.000
#> SAMPLE_2020 3 0.000
#> SAMPLE_2021 4 0.000
#> SAMPLE_2022 6 0.000
#> SAMPLE_2023 8 0.000
#> SAMPLE_2024 7 0.000
#> SAMPLE_2027 5 0.000
#> SAMPLE_2028 3 0.000
#> SAMPLE_2029 1 0.000
#> SAMPLE_2030 3 0.000
#> SAMPLE_2037 8 0.249
#> SAMPLE_2038 4 0.000
#> SAMPLE_2039 1 0.000
#> SAMPLE_2040 3 0.000
#> SAMPLE_2041 3 0.000
#> SAMPLE_2042 1 0.000
#> SAMPLE_2043 1 0.000
#> SAMPLE_2044 1 0.000
#> SAMPLE_2045 1 0.000
#> SAMPLE_2046 1 0.000
#> SAMPLE_2047 1 0.000
#> SAMPLE_2048 1 0.502
#> SAMPLE_2049 3 0.000
#> SAMPLE_2050 5 1.000
#> SAMPLE_2051 3 0.000
#> SAMPLE_2055 7 0.000
#> SAMPLE_2056 8 0.000
#> SAMPLE_2057 7 0.000
#> SAMPLE_2058 3 0.000
#> SAMPLE_2060 7 0.000
#> SAMPLE_2062 6 1.000
#> SAMPLE_2063 3 0.000
#> SAMPLE_2065 2 0.000
#> SAMPLE_2067 2 0.000
#> SAMPLE_2068 6 0.249
#> SAMPLE_2069 3 0.000
#> SAMPLE_2070 1 0.000
#> SAMPLE_2071 5 0.000
#> SAMPLE_2072 1 0.000
#> SAMPLE_2073 1 0.000
#> SAMPLE_2074 1 0.000
#> SAMPLE_2075 1 0.000
#> SAMPLE_2076 1 0.000
#> SAMPLE_2077 5 0.000
#> SAMPLE_2078 5 0.000
#> SAMPLE_2079 5 0.000
#> SAMPLE_2080 5 0.000
#> SAMPLE_2081 5 0.000
#> SAMPLE_2082 1 0.000
#> SAMPLE_2083 5 0.000
#> SAMPLE_2084 3 0.751
#> SAMPLE_2085 1 0.000
#> SAMPLE_2086 1 0.000
#> SAMPLE_2087 5 0.000
#> SAMPLE_2088 3 0.498
#> SAMPLE_2089 1 1.000
#> SAMPLE_2090 3 0.000
#> SAMPLE_2091 5 0.000
#> SAMPLE_2092 5 0.000
#> SAMPLE_2093 1 0.000
#> SAMPLE_2094 1 0.000
#> SAMPLE_2095 1 0.000
#> SAMPLE_2096 1 0.000
#> SAMPLE_2097 5 0.000
#> SAMPLE_2098 1 0.000
#> SAMPLE_2099 5 0.000
#> SAMPLE_2100 5 0.000
#> SAMPLE_2101 5 0.000
#> SAMPLE_2102 3 0.000
#> SAMPLE_2103 1 1.000
#> SAMPLE_2104 4 0.000
#> SAMPLE_2105 3 0.000
#> SAMPLE_2106 1 0.000
#> SAMPLE_2107 1 0.000
#> SAMPLE_2108 5 0.000
#> SAMPLE_2109 5 0.000
#> SAMPLE_2110 1 0.000
#> SAMPLE_2111 5 0.000
#> SAMPLE_2112 5 0.000
#> SAMPLE_2113 5 0.000
#> SAMPLE_2114 5 0.000
#> SAMPLE_2115 3 0.502
#> SAMPLE_2116 3 0.000
#> SAMPLE_2117 5 0.000
#> SAMPLE_2118 5 0.000
#> SAMPLE_2119 3 0.000
#> SAMPLE_2120 1 1.000
#> SAMPLE_2121 5 0.000
#> SAMPLE_2122 5 0.000
#> SAMPLE_2123 1 1.000
#> SAMPLE_2124 5 0.000
#> SAMPLE_2125 5 0.000
#> SAMPLE_2126 1 0.000
#> SAMPLE_2127 1 0.000
#> SAMPLE_2128 5 0.000
#> SAMPLE_2129 1 0.000
#> SAMPLE_2130 3 0.000
#> SAMPLE_2131 1 0.000
#> SAMPLE_2132 3 1.000
#> SAMPLE_2133 5 0.000
#> SAMPLE_2134 1 0.000
#> SAMPLE_2135 5 0.000
#> SAMPLE_2136 3 0.751
#> SAMPLE_2137 5 0.000
#> SAMPLE_2138 4 0.000
#> SAMPLE_2139 4 0.000
#> SAMPLE_2140 1 0.000
#> SAMPLE_2142 4 0.000
#> SAMPLE_2143 4 0.000
#> SAMPLE_2144 2 0.000
#> SAMPLE_2145 4 0.000
#> SAMPLE_2147 7 0.000
#> SAMPLE_2148 7 0.000
#> SAMPLE_2149 2 0.000
#> SAMPLE_2150 4 0.000
#> SAMPLE_2151 6 0.000
#> SAMPLE_2152 4 0.000
#> SAMPLE_2153 4 0.000
#> SAMPLE_2154 5 0.000
#> SAMPLE_2155 5 0.000
#> SAMPLE_2156 1 0.000
#> SAMPLE_2157 5 0.000
#> SAMPLE_2158 1 0.000
#> SAMPLE_2159 1 1.000
#> SAMPLE_2160 5 0.000
#> SAMPLE_2161 1 0.000
#> SAMPLE_2162 3 0.000
#> SAMPLE_2163 1 0.000
#> SAMPLE_2164 1 0.000
#> SAMPLE_2165 1 0.000
#> SAMPLE_2166 3 0.000
#> SAMPLE_2167 1 0.000
#> SAMPLE_2168 3 0.000
#> SAMPLE_2169 7 1.000
#> SAMPLE_2170 4 0.000
#> SAMPLE_2171 4 0.000
#> SAMPLE_2172 8 0.000
#> SAMPLE_2174 8 0.000
#> SAMPLE_2175 8 0.000
#> SAMPLE_2176 1 0.000
#> SAMPLE_2177 5 0.000
#> SAMPLE_2178 3 0.000
#> SAMPLE_2180 2 0.000
#> SAMPLE_2181 7 0.000
#> SAMPLE_2183 1 0.000
#> SAMPLE_2186 2 0.000
#> SAMPLE_2187 3 0.000
#> SAMPLE_2188 1 0.000
#> SAMPLE_2189 1 1.000
#> SAMPLE_2190 3 0.000
#> SAMPLE_2191 1 1.000
#> SAMPLE_2192 3 1.000
#> SAMPLE_2193 1 0.000
#> SAMPLE_2194 1 0.000
#> SAMPLE_2195 3 0.751
#> SAMPLE_2196 3 0.000
#> SAMPLE_2197 3 0.000
#> SAMPLE_2198 3 0.000
#> SAMPLE_2199 2 0.000
#> SAMPLE_2200 8 0.000
#> SAMPLE_2202 4 0.000
#> SAMPLE_2203 8 0.000
#> SAMPLE_2204 8 0.000
#> SAMPLE_2205 8 0.751
#> SAMPLE_2207 7 0.000
#> SAMPLE_2208 3 0.000
#> SAMPLE_2209 6 0.000
#> SAMPLE_2211 8 0.000
#> SAMPLE_2212 1 1.000
#> SAMPLE_2213 7 1.000
#> SAMPLE_2214 4 0.000
#> SAMPLE_2215 2 0.000
#> SAMPLE_2217 3 0.000
#> SAMPLE_2218 2 0.000
#> SAMPLE_2219 3 0.000
#> SAMPLE_2220 3 0.498
#> SAMPLE_2221 8 0.000
#> SAMPLE_2222 6 0.000
#> SAMPLE_2223 6 0.000
#> SAMPLE_2224 6 0.000
#> SAMPLE_2225 1 0.000
#> SAMPLE_2227 1 0.000
#> SAMPLE_2229 7 0.000
#> SAMPLE_2231 4 0.249
#> SAMPLE_2232 4 0.000
#> SAMPLE_2234 5 1.000
#> SAMPLE_2237 2 0.000
#> SAMPLE_2238 5 0.000
#> SAMPLE_2239 7 0.000
#> SAMPLE_2247 1 0.000
#> SAMPLE_2248 8 0.000
#> SAMPLE_2250 4 0.000
#> SAMPLE_2252 1 0.000
#> SAMPLE_2254 8 0.000
#> SAMPLE_2255 2 0.000
#> SAMPLE_2256 8 0.000
#> SAMPLE_2257 2 0.000
#> SAMPLE_2258 7 0.498
#> SAMPLE_2259 4 1.000
#> SAMPLE_2263 7 0.000
#> SAMPLE_2265 3 0.000
#> SAMPLE_2266 3 0.000
#> SAMPLE_2267 3 0.000
#> SAMPLE_2269 4 0.000
#> SAMPLE_2270 3 0.000
#> SAMPLE_2271 3 0.000
#> SAMPLE_2272 3 0.000
#> SAMPLE_2274 3 0.502
#> SAMPLE_2275 2 0.000
#> SAMPLE_2276 4 0.000
#> SAMPLE_2277 8 0.000
#> SAMPLE_2278 8 0.000
#> SAMPLE_2279 4 0.000
#> SAMPLE_2280 8 0.000
#> SAMPLE_2281 1 0.000
#> SAMPLE_2282 8 0.000
#> SAMPLE_2283 3 0.000
#> SAMPLE_2284 7 0.000
#> SAMPLE_2285 5 0.000
#> SAMPLE_2286 4 0.000
#> SAMPLE_2287 2 0.000
#> SAMPLE_2289 3 0.000
#> SAMPLE_2292 2 0.000
#> SAMPLE_2293 4 0.000
#> SAMPLE_2294 4 0.000
#> SAMPLE_2295 4 0.000
#> SAMPLE_2297 3 0.000
#> SAMPLE_2298 7 0.000
#> SAMPLE_2300 2 0.000
#> SAMPLE_2301 8 0.000
#> SAMPLE_2302 1 0.751
#> SAMPLE_2303 4 0.000
#> SAMPLE_2306 4 0.000
#> SAMPLE_2307 8 0.000
#> SAMPLE_2308 3 0.000
#> SAMPLE_2309 2 0.000
#> SAMPLE_2310 4 0.000
#> SAMPLE_2311 4 0.000
#> SAMPLE_2312 8 0.000
#> SAMPLE_2313 7 0.000
#> SAMPLE_2320 4 0.000
#> SAMPLE_2321 8 0.000
#> SAMPLE_2322 1 0.000
#> SAMPLE_2323 4 0.000
#> SAMPLE_2324 4 0.000
#> SAMPLE_2325 1 0.000
#> SAMPLE_2326 3 0.000
#> SAMPLE_2327 5 0.000
#> SAMPLE_2328 2 0.000
#> SAMPLE_2329 4 0.000
#> SAMPLE_2330 7 0.000
#> SAMPLE_2331 4 0.000
#> SAMPLE_2332 8 0.000
#> SAMPLE_2333 2 1.000
#> SAMPLE_2334 8 0.000
#> SAMPLE_2335 3 0.000
#> SAMPLE_2336 3 0.000
#> SAMPLE_2337 4 0.000
#> SAMPLE_2338 2 0.000
#> SAMPLE_2344 2 0.000
#> SAMPLE_2345 1 0.000
#> SAMPLE_2346 2 0.000
#> SAMPLE_2347 5 0.000
#> SAMPLE_2348 1 0.000
#> SAMPLE_2350 4 0.000
#> SAMPLE_2352 1 0.000
#> SAMPLE_2354 5 0.000
#> SAMPLE_2355 1 0.000
#> SAMPLE_2356 8 0.000
#> SAMPLE_2357 4 0.000
#> SAMPLE_2358 8 1.000
#> SAMPLE_2359 3 0.000
#> SAMPLE_2360 7 0.000
#> SAMPLE_2361 2 0.000
#> SAMPLE_2362 5 0.000
#> SAMPLE_2364 7 0.000
#> SAMPLE_2365 3 0.751
#> SAMPLE_2366 8 0.000
#> SAMPLE_2367 1 0.000
#> SAMPLE_2368 1 0.000
#> SAMPLE_2371 8 0.000
#> SAMPLE_2372 7 0.000
#> SAMPLE_2375 1 0.000
#> SAMPLE_2379 1 0.000
#> SAMPLE_2381 1 0.000
#> SAMPLE_2383 1 0.000
#> SAMPLE_2384 7 0.000
#> SAMPLE_2385 7 0.000
#> SAMPLE_2387 5 0.000
#> SAMPLE_2388 5 0.000
#> SAMPLE_2389 4 0.000
#> SAMPLE_2390 4 0.000
#> SAMPLE_2391 5 0.000
#> SAMPLE_2394 3 0.000
#> SAMPLE_2395 5 0.000
#> SAMPLE_2396 3 0.000
#> SAMPLE_2405 5 0.000
#> SAMPLE_2406 5 0.000
#> SAMPLE_2407 5 0.000
#> SAMPLE_2408 5 0.000
#> SAMPLE_2409 8 0.000
#> SAMPLE_2410 3 0.000
#> SAMPLE_2412 7 0.000
#> SAMPLE_2413 7 0.000
#> SAMPLE_2414 7 1.000
#> SAMPLE_2415 6 0.249
#> SAMPLE_2416 8 0.000
#> SAMPLE_2417 4 0.000
#> SAMPLE_2418 3 1.000
#> SAMPLE_2419 7 0.000
#> SAMPLE_2422 5 0.000
#> SAMPLE_2424 4 0.000
#> SAMPLE_2425 4 1.000
#> SAMPLE_2427 3 1.000
#> SAMPLE_2428 3 0.000
#> SAMPLE_2429 7 0.000
#> SAMPLE_2433 3 0.000
#> SAMPLE_2434 4 0.000
#> SAMPLE_2437 8 0.000
#> SAMPLE_2438 8 0.502
#> SAMPLE_2439 6 0.253
#> SAMPLE_2440 8 0.000
#> SAMPLE_2441 4 0.000
#> SAMPLE_2445 7 0.000
#> SAMPLE_2448 3 0.000
#> SAMPLE_2450 8 0.000
#> SAMPLE_2452 7 0.000
#> SAMPLE_2453 4 0.000
#> SAMPLE_2454 4 0.000
#> SAMPLE_2455 8 0.498
#> SAMPLE_2456 7 0.000
#> SAMPLE_2457 8 0.000
#> SAMPLE_2458 3 0.000
#> SAMPLE_2461 7 0.249
#> SAMPLE_2462 7 0.000
#> SAMPLE_2464 8 0.000
#> SAMPLE_2466 5 0.000
#> SAMPLE_2468 7 1.000
#> SAMPLE_2469 8 0.000
#> SAMPLE_2472 7 0.000
#> SAMPLE_2473 8 0.000
#> SAMPLE_2474 3 0.000
#> SAMPLE_2475 2 0.000
#> SAMPLE_2476 7 0.249
#> SAMPLE_2477 2 0.000
#> SAMPLE_2478 3 0.000
#> SAMPLE_2479 3 0.000
#> SAMPLE_2480 7 0.000
#> SAMPLE_2481 7 0.000
#> SAMPLE_2482 7 1.000
#> SAMPLE_2483 1 0.000
#> SAMPLE_2485 3 0.000
#> SAMPLE_2487 1 0.000
#> SAMPLE_2488 3 0.000
#> SAMPLE_2489 1 0.000
#> SAMPLE_2490 1 0.000
#> SAMPLE_2491 1 0.000
#> SAMPLE_2492 1 0.000
#> SAMPLE_2493 1 0.000
#> SAMPLE_2494 3 0.000
#> SAMPLE_2495 1 1.000
#> SAMPLE_2496 1 0.000
#> SAMPLE_2497 1 0.000
#> SAMPLE_2498 1 0.000
#> SAMPLE_2499 1 0.000
#> SAMPLE_2500 1 1.000
#> SAMPLE_2501 1 0.000
#> SAMPLE_2502 3 1.000
#> SAMPLE_2503 3 1.000
#> SAMPLE_2504 1 0.000
#> SAMPLE_2505 1 0.000
#> SAMPLE_2506 3 0.000
#> SAMPLE_2507 1 0.000
#> SAMPLE_2510 1 0.000
#> SAMPLE_2511 1 0.000
#> SAMPLE_2512 7 0.000
#> SAMPLE_2513 7 0.000
#> SAMPLE_2514 5 0.000
#> SAMPLE_2516 3 0.000
#> SAMPLE_2517 8 0.000
#> SAMPLE_2518 3 0.502
#> SAMPLE_2519 8 0.000
#> SAMPLE_2520 4 0.000
#> SAMPLE_2521 8 0.000
#> SAMPLE_2522 7 0.000
#> SAMPLE_2523 4 0.000
#> SAMPLE_2524 2 0.000
#> SAMPLE_2526 4 0.000
#> SAMPLE_2527 4 0.000
#> SAMPLE_2531 3 0.000
#> SAMPLE_2532 8 0.000
#> SAMPLE_2534 3 1.000
#> SAMPLE_2535 1 1.000
#> SAMPLE_2536 3 0.000
#> SAMPLE_2537 3 0.502
#> SAMPLE_2538 1 0.000
#> SAMPLE_2540 3 1.000
#> SAMPLE_2541 3 1.000
#> SAMPLE_2542 7 0.000
#> SAMPLE_2543 3 0.000
#> SAMPLE_2544 3 0.000
#> SAMPLE_2545 3 0.000
#> SAMPLE_2546 3 0.253
#> SAMPLE_2547 1 1.000
#> SAMPLE_2548 1 0.000
#> SAMPLE_2549 1 0.502
#> SAMPLE_2550 3 0.000
#> SAMPLE_2551 1 1.000
#> SAMPLE_2552 3 0.000
#> SAMPLE_2553 2 0.747
#> SAMPLE_2556 2 0.000
#> SAMPLE_2557 2 0.000
#> SAMPLE_2558 3 1.000
#> SAMPLE_2559 2 0.000
#> SAMPLE_2560 2 0.000
#> SAMPLE_2562 2 0.000
#> SAMPLE_2567 2 0.000
#> SAMPLE_2570 7 0.000
#> SAMPLE_2571 7 1.000
#> SAMPLE_2572 4 0.000
#> SAMPLE_2573 4 0.000
#> SAMPLE_2574 1 0.751
#> SAMPLE_2575 1 0.000
#> SAMPLE_2576 1 0.253
#> SAMPLE_2577 4 0.000
#> SAMPLE_2578 7 0.000
#> SAMPLE_2579 7 0.000
#> SAMPLE_2581 2 0.000
#> SAMPLE_2582 5 0.000
#> SAMPLE_2583 8 1.000
#> SAMPLE_2584 3 0.000
#> SAMPLE_2585 3 0.000
#> SAMPLE_2586 3 0.000
#> SAMPLE_2587 8 0.000
#> SAMPLE_2588 4 0.000
#> SAMPLE_2589 8 0.000
#> SAMPLE_2590 4 1.000
#> SAMPLE_2592 1 0.000
#> SAMPLE_2593 5 1.000
#> SAMPLE_2594 5 0.000
#> SAMPLE_2595 7 0.000
#> SAMPLE_2597 4 0.000
#> SAMPLE_2598 7 0.000
#> SAMPLE_2599 7 0.000
#> SAMPLE_2600 7 0.000
#> SAMPLE_2601 7 0.000
#> SAMPLE_2602 4 0.751
#> SAMPLE_2603 7 0.000
#> SAMPLE_2604 7 0.000
#> SAMPLE_2605 7 0.000
#> SAMPLE_2606 7 0.000
#> SAMPLE_2607 8 0.000
#> SAMPLE_2609 8 0.000
#> SAMPLE_2610 4 0.000
#> SAMPLE_2611 3 0.000
#> SAMPLE_2612 7 0.000
#> SAMPLE_2613 7 0.000
#> SAMPLE_2614 8 0.000
#> SAMPLE_2615 1 0.000
#> SAMPLE_2616 4 0.000
#> SAMPLE_2617 4 0.000
#> SAMPLE_2619 1 0.000
#> SAMPLE_2620 7 0.000
#> SAMPLE_2621 4 0.000
#> SAMPLE_2622 3 0.498
#> SAMPLE_2623 3 0.000
#> SAMPLE_2624 3 0.000
#> SAMPLE_2625 3 0.000
#> SAMPLE_2626 3 1.000
#> SAMPLE_2627 7 0.000
#> SAMPLE_2628 7 0.000
#> SAMPLE_2629 3 0.000
#> SAMPLE_2630 7 0.000
#> SAMPLE_2631 5 0.000
#> SAMPLE_2632 5 1.000
#> SAMPLE_2633 4 0.000
#> SAMPLE_2634 7 0.000
#> SAMPLE_2635 3 0.000
#> SAMPLE_2636 3 0.000
#> SAMPLE_2637 1 0.000
#> SAMPLE_2638 1 0.000
#> SAMPLE_2639 1 0.000
#> SAMPLE_2640 1 0.000
#> SAMPLE_2642 8 0.000
#> SAMPLE_2643 8 0.000
#> SAMPLE_2644 7 1.000
#> SAMPLE_2645 7 0.000
#> SAMPLE_2647 4 0.000
#> SAMPLE_2648 3 0.000
#> SAMPLE_2649 8 0.000
#> SAMPLE_2651 7 0.000
#> SAMPLE_2656 3 0.000
#> SAMPLE_2657 3 1.000
#> SAMPLE_2660 7 0.000
#> SAMPLE_2664 1 0.000
#> SAMPLE_2665 5 0.000
#> SAMPLE_2666 3 0.000
#> SAMPLE_2667 2 0.000
#> SAMPLE_2668 2 0.000
#> SAMPLE_2669 2 0.000
#> SAMPLE_2670 3 1.000
#> SAMPLE_2671 1 0.000
#> SAMPLE_2672 7 0.000
#> SAMPLE_2673 7 0.000
#> SAMPLE_2674 3 0.000
#> SAMPLE_2675 7 0.000
#> SAMPLE_2676 3 0.000
#> SAMPLE_2677 7 0.000
#> SAMPLE_2678 1 0.000
#> SAMPLE_2679 2 0.000
#> SAMPLE_2680 6 0.000
#> SAMPLE_2681 7 0.000
#> SAMPLE_2682 5 0.000
#> SAMPLE_2683 7 0.498
#> SAMPLE_2684 7 0.000
#> SAMPLE_2685 3 0.000
#> SAMPLE_2686 7 0.000
#> SAMPLE_2687 7 0.000
#> SAMPLE_2688 6 0.000
#> SAMPLE_2689 4 0.000
#> SAMPLE_2690 1 0.253
#> SAMPLE_2691 7 0.000
#> SAMPLE_2693 5 0.000
#> SAMPLE_2694 5 0.000
#> SAMPLE_2695 5 0.000
#> SAMPLE_2696 2 0.000
#> SAMPLE_2697 5 0.000
#> SAMPLE_2698 3 0.000
#> SAMPLE_2699 2 0.000
#> SAMPLE_2700 4 0.000
#> SAMPLE_2701 2 1.000
#> SAMPLE_2702 3 0.000
#> SAMPLE_2703 8 0.000
#> SAMPLE_2704 4 0.000
#> SAMPLE_2705 8 0.000
#> SAMPLE_2706 3 0.000
#> SAMPLE_2707 3 1.000
#> SAMPLE_2708 1 0.253
#> SAMPLE_2709 3 0.000
#> SAMPLE_2710 4 1.000
#> SAMPLE_2711 3 0.249
#> SAMPLE_2712 5 0.000
#> SAMPLE_2713 2 0.000
#> SAMPLE_2715 5 1.000
#> SAMPLE_2717 4 0.000
#> SAMPLE_2718 7 0.000
#> SAMPLE_2719 8 0.000
#> SAMPLE_2720 7 0.000
#> SAMPLE_2721 1 0.000
#> SAMPLE_2723 3 0.000
#> SAMPLE_2724 2 0.000
#> SAMPLE_2725 4 0.000
#> SAMPLE_2726 2 0.000
#> SAMPLE_2727 4 0.000
#> SAMPLE_2728 2 0.000
#> SAMPLE_2729 5 0.000
#> SAMPLE_2730 5 0.000
#> SAMPLE_2731 5 0.000
#> SAMPLE_2732 5 0.000
#> SAMPLE_2733 5 0.000
#> SAMPLE_2734 2 0.000
#> SAMPLE_2735 4 0.000
#> SAMPLE_2746 3 0.000
#> SAMPLE_2748 1 0.000
#> SAMPLE_2749 7 0.000
#> SAMPLE_2750 3 0.000
#> SAMPLE_2751 3 0.000
#> SAMPLE_2752 3 0.000
#> SAMPLE_2753 1 1.000
#> SAMPLE_2754 1 1.000
#> SAMPLE_2755 1 1.000
#> SAMPLE_2756 3 0.000
#> SAMPLE_2757 1 0.751
#> SAMPLE_2758 1 0.502
#> SAMPLE_2759 1 1.000
#> SAMPLE_2761 2 0.000
#> SAMPLE_2762 4 0.000
#> SAMPLE_2763 5 1.000
#> SAMPLE_2764 4 0.751
#> SAMPLE_2765 2 0.000
#> SAMPLE_2766 2 1.000
#> SAMPLE_2767 4 0.000
#> SAMPLE_2768 4 0.000
#> SAMPLE_2769 5 0.000
#> SAMPLE_2770 2 0.000
#> SAMPLE_2771 8 0.000
#> SAMPLE_2772 3 0.000
#> SAMPLE_2773 7 0.000
#> SAMPLE_2774 3 0.498
#> SAMPLE_2775 3 0.000
#> SAMPLE_2776 4 0.000
#> SAMPLE_2777 3 0.000
#> SAMPLE_2778 3 1.000
#> SAMPLE_2779 3 0.000
#> SAMPLE_2780 3 0.000
#> SAMPLE_2781 7 0.000
#> SAMPLE_2782 3 0.000
#> SAMPLE_2783 3 0.000
#> SAMPLE_2784 2 0.000
#> SAMPLE_2786 4 0.000
#> SAMPLE_2789 4 0.000
#> SAMPLE_2793 5 0.000
#> SAMPLE_2794 5 0.000
#> SAMPLE_2796 3 0.000
#> SAMPLE_2797 3 0.000
#> SAMPLE_2798 8 0.000
#> SAMPLE_2799 8 0.000
#> SAMPLE_2800 7 0.498
#> SAMPLE_2801 7 0.000
Heatmaps for the consensus matrix. It visualizes the probability of two samples to be in a same group.
consensus_heatmap(res, k = 2)
consensus_heatmap(res, k = 3)
consensus_heatmap(res, k = 4)
consensus_heatmap(res, k = 5)
consensus_heatmap(res, k = 6)
consensus_heatmap(res, k = 7)
consensus_heatmap(res, k = 8)
Heatmaps for the membership of samples in all partitions to see how consistent they are:
membership_heatmap(res, k = 2)
membership_heatmap(res, k = 3)
membership_heatmap(res, k = 4)
membership_heatmap(res, k = 5)
membership_heatmap(res, k = 6)
membership_heatmap(res, k = 7)
membership_heatmap(res, k = 8)
As soon as the classes for columns are determined, the signatures that are significantly different between subgroups can be looked for. Following are the heatmaps for signatures.
get_signatures(res, k = 2)
get_signatures(res, k = 3)
get_signatures(res, k = 4)
get_signatures(res, k = 5)
get_signatures(res, k = 6)
get_signatures(res, k = 7)
get_signatures(res, k = 8)
Compare the overlap of signatures from different k:
compare_signatures(res)
get_signature() returns a data frame invisibly. To get the list of signatures, the function
call should be assigned to a variable explicitly. In following code, if plot argument is set
to FALSE, no heatmap is plotted while only the differential analysis is performed.
# code only for demonstration
tb = get_signature(res, k = ..., plot = FALSE)
An example of the output of tb is:
#> which_row fdr mean_1 mean_2 scaled_mean_1 scaled_mean_2 km
#> 1 38 0.042760348 8.373488 9.131774 -0.5533452 0.5164555 1
#> 2 40 0.018707592 7.106213 8.469186 -0.6173731 0.5762149 1
#> 3 55 0.019134737 10.221463 11.207825 -0.6159697 0.5749050 1
#> 4 59 0.006059896 5.921854 7.869574 -0.6899429 0.6439467 1
#> 5 60 0.018055526 8.928898 10.211722 -0.6204761 0.5791110 1
#> 6 98 0.009384629 15.714769 14.887706 0.6635654 -0.6193277 2
...
The columns in tb are:
which_row: row indices corresponding to the input matrix.fdr: FDR for the differential test. mean_x: The mean value in group x.scaled_mean_x: The mean value in group x after rows are scaled.km: Row groups if k-means clustering is applied to rows (which is done by automatically selecting number of clusters).If there are too many signatures, top_signatures = ... can be set to only show the
signatures with the highest FDRs:
# code only for demonstration
# e.g. to show the top 500 most significant rows
tb = get_signature(res, k = ..., top_signatures = 500)
If the signatures are defined as these which are uniquely high in current group, diff_method argument
can be set to "uniquely_high_in_one_group":
# code only for demonstration
tb = get_signature(res, k = ..., diff_method = "uniquely_high_in_one_group")
UMAP plot which shows how samples are separated.
dimension_reduction(res, k = 2, method = "UMAP")
dimension_reduction(res, k = 3, method = "UMAP")
dimension_reduction(res, k = 4, method = "UMAP")
dimension_reduction(res, k = 5, method = "UMAP")
dimension_reduction(res, k = 6, method = "UMAP")
dimension_reduction(res, k = 7, method = "UMAP")
dimension_reduction(res, k = 8, method = "UMAP")
Following heatmap shows how subgroups are split when increasing k:
collect_classes(res)
Test correlation between subgroups and known annotations. If the known annotation is numeric, one-way ANOVA test is applied, and if the known annotation is discrete, chi-squared contingency table test is applied.
test_to_known_factors(res)
#> n_sample meth_class(p-value) tumor_type(p-value) k
#> ATC:kmeans 2045 5.15e-276 1.32e-220 2
#> ATC:kmeans 1877 0.00e+00 4.06e-180 3
#> ATC:kmeans 1754 0.00e+00 1.62e-232 4
#> ATC:kmeans 1722 0.00e+00 0.00e+00 5
#> ATC:kmeans 1778 0.00e+00 0.00e+00 6
#> ATC:kmeans 1774 0.00e+00 0.00e+00 7
#> ATC:kmeans 1800 0.00e+00 0.00e+00 8
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.
Parent node: Node02. Child nodes: Node0111-leaf , Node0112-leaf , Node0113-leaf , Node0114-leaf , Node0121-leaf , Node0122-leaf , Node0123-leaf , Node0131-leaf , Node0132-leaf , Node0133-leaf , Node0134-leaf , Node0141-leaf , Node0142-leaf , Node0143-leaf , Node0144-leaf , Node0145-leaf , Node0161-leaf , Node0162-leaf , Node0163-leaf , Node0164-leaf , Node0165-leaf , Node0211 , Node0212 , Node0213 , Node0214 , Node0215-leaf , Node0216 , Node0217 , Node0221-leaf , Node0222-leaf , Node0223-leaf , Node0224-leaf , Node0225-leaf , Node0226-leaf , Node0227-leaf , Node0231 , Node0232 , Node0233 , Node0234-leaf , Node0235-leaf , Node0236 , Node0237 , Node0241-leaf , Node0242-leaf , Node0243 , Node0244-leaf , Node0245-leaf , Node0246-leaf , Node0247-leaf , Node0248-leaf .
The object with results only for a single top-value method and a single partitioning method can be extracted as:
res = res_rh["021"]
A summary of res and all the functions that can be applied to it:
res
#> A 'DownSamplingConsensusPartition' object with k = 2, 3, 4, 5, 6, 7, 8.
#> On a matrix with 99317 rows and 500 columns, randomly sampled from 857 columns.
#> Top rows (1000) are extracted by 'ATC' method.
#> Subgroups are detected by 'skmeans' method.
#> Performed in total 350 partitions by row resampling.
#> Best k for subgroups seems to be 8.
#>
#> Following methods can be applied to this 'DownSamplingConsensusPartition' object:
#> [1] "cola_report" "collect_classes" "collect_plots"
#> [4] "collect_stats" "colnames" "compare_partitions"
#> [7] "compare_signatures" "consensus_heatmap" "dimension_reduction"
#> [10] "functional_enrichment" "get_anno_col" "get_anno"
#> [13] "get_classes" "get_consensus" "get_matrix"
#> [16] "get_membership" "get_param" "get_signatures"
#> [19] "get_stats" "is_best_k" "is_stable_k"
#> [22] "membership_heatmap" "ncol" "nrow"
#> [25] "plot_ecdf" "predict_classes" "rownames"
#> [28] "select_partition_number" "show" "suggest_best_k"
#> [31] "test_to_known_factors" "top_rows_heatmap"
collect_plots() function collects all the plots made from res for all k (number of subgroups)
into one single page to provide an easy and fast comparison between different k.
collect_plots(res)
The plots are:
k and the heatmap of
predicted classes for each k.k.k.k.All the plots in panels can be made by individual functions and they are plotted later in this section.
select_partition_number() produces several plots showing different
statistics for choosing “optimized” k. There are following statistics:
k;k, the area increased is defined as \(A_k - A_{k-1}\).The detailed explanations of these statistics can be found in the cola vignette.
Generally speaking, higher 1-PAC score, higher mean silhouette score or higher
concordance corresponds to better partition. Rand index and Jaccard index
measure how similar the current partition is compared to partition with k-1.
If they are too similar, we won't accept k is better than k-1.
select_partition_number(res)
The numeric values for all these statistics can be obtained by get_stats().
get_stats(res)
#> k 1-PAC mean_silhouette concordance area_increased Rand Jaccard
#> 2 2 1.000 0.984 0.994 0.5012 0.499 0.499
#> 3 3 0.985 0.951 0.980 0.3092 0.681 0.450
#> 4 4 0.994 0.953 0.982 0.1220 0.832 0.566
#> 5 5 0.896 0.900 0.945 0.0356 0.964 0.867
#> 6 6 0.989 0.954 0.972 0.0620 0.890 0.597
#> 7 7 0.959 0.952 0.972 0.0221 0.977 0.879
#> 8 8 0.915 0.777 0.892 0.0268 0.964 0.805
suggest_best_k() suggests the best \(k\) based on these statistics. The rules are as follows:
suggest_best_k(res)
#> [1] 8
#> attr(,"optional")
#> [1] 2 3 4 6 7
There is also optional best \(k\) = 2 3 4 6 7 that is worth to check.
Following is 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 subgroup
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.
get_classes(res, k = 2)
#> class p
#> SAMPLE_20 1 0.000
#> SAMPLE_33 2 0.000
#> SAMPLE_35 2 0.000
#> SAMPLE_36 1 0.000
#> SAMPLE_39 1 0.000
#> SAMPLE_43 2 0.000
#> SAMPLE_44 2 0.751
#> SAMPLE_45 1 0.000
#> SAMPLE_62 2 0.000
#> SAMPLE_65 2 0.000
#> SAMPLE_66 2 0.000
#> SAMPLE_67 2 0.000
#> SAMPLE_69 2 0.000
#> SAMPLE_72 2 0.000
#> SAMPLE_75 2 0.000
#> SAMPLE_100 2 0.000
#> SAMPLE_101 2 0.000
#> SAMPLE_103 2 0.000
#> SAMPLE_105 2 0.000
#> SAMPLE_107 2 0.000
#> SAMPLE_108 2 0.000
#> SAMPLE_109 2 0.000
#> SAMPLE_110 2 0.000
#> SAMPLE_111 1 0.000
#> SAMPLE_112 2 0.000
#> SAMPLE_113 2 0.000
#> SAMPLE_118 2 0.000
#> SAMPLE_120 2 0.000
#> SAMPLE_124 2 0.000
#> SAMPLE_126 1 0.000
#> SAMPLE_136 1 0.000
#> SAMPLE_137 1 0.000
#> SAMPLE_138 1 0.000
#> SAMPLE_143 1 0.000
#> SAMPLE_144 2 0.000
#> SAMPLE_173 2 0.000
#> SAMPLE_215 2 0.000
#> SAMPLE_216 1 0.000
#> SAMPLE_217 2 0.000
#> SAMPLE_220 2 0.000
#> SAMPLE_223 2 0.498
#> SAMPLE_232 2 0.000
#> SAMPLE_274 1 0.000
#> SAMPLE_275 1 0.000
#> SAMPLE_286 2 1.000
#> SAMPLE_287 2 0.000
#> SAMPLE_302 2 1.000
#> SAMPLE_310 2 1.000
#> SAMPLE_312 2 0.000
#> SAMPLE_322 1 0.000
#> SAMPLE_329 1 0.000
#> SAMPLE_331 1 0.000
#> SAMPLE_332 1 0.000
#> SAMPLE_334 1 0.000
#> SAMPLE_335 1 0.000
#> SAMPLE_336 1 0.000
#> SAMPLE_338 1 0.000
#> SAMPLE_340 1 0.000
#> SAMPLE_341 1 0.000
#> SAMPLE_342 2 0.000
#> SAMPLE_343 1 0.000
#> SAMPLE_345 1 0.000
#> SAMPLE_349 1 0.000
#> SAMPLE_350 1 0.000
#> SAMPLE_352 1 0.000
#> SAMPLE_353 1 0.000
#> SAMPLE_354 1 0.000
#> SAMPLE_356 1 0.000
#> SAMPLE_358 1 0.000
#> SAMPLE_359 1 0.000
#> SAMPLE_362 1 0.000
#> SAMPLE_364 1 0.000
#> SAMPLE_365 1 0.000
#> SAMPLE_366 2 0.000
#> SAMPLE_370 2 0.000
#> SAMPLE_373 1 0.000
#> SAMPLE_374 1 0.000
#> SAMPLE_376 1 0.000
#> SAMPLE_377 1 0.000
#> SAMPLE_379 1 0.000
#> SAMPLE_382 1 0.000
#> SAMPLE_383 1 0.000
#> SAMPLE_384 1 0.000
#> SAMPLE_385 1 0.000
#> SAMPLE_386 1 0.000
#> SAMPLE_387 1 0.000
#> SAMPLE_589 2 1.000
#> SAMPLE_590 2 0.000
#> SAMPLE_592 2 0.000
#> SAMPLE_594 2 0.000
#> SAMPLE_595 2 0.000
#> SAMPLE_596 1 0.000
#> SAMPLE_597 2 1.000
#> SAMPLE_602 2 0.000
#> SAMPLE_604 1 1.000
#> SAMPLE_606 2 1.000
#> SAMPLE_641 2 0.000
#> SAMPLE_647 1 0.000
#> SAMPLE_649 2 0.000
#> SAMPLE_650 1 0.000
#> SAMPLE_651 2 0.000
#> SAMPLE_652 2 0.000
#> SAMPLE_653 1 0.751
#> SAMPLE_655 2 0.000
#> SAMPLE_656 1 1.000
#> SAMPLE_658 2 0.000
#> SAMPLE_659 2 0.000
#> SAMPLE_660 2 0.000
#> SAMPLE_661 2 0.000
#> SAMPLE_666 2 0.000
#> SAMPLE_677 1 0.000
#> SAMPLE_678 1 0.000
#> SAMPLE_679 1 0.000
#> SAMPLE_680 1 0.000
#> SAMPLE_681 1 0.502
#> SAMPLE_682 1 0.000
#> SAMPLE_683 2 0.000
#> SAMPLE_684 2 0.000
#> SAMPLE_685 2 0.000
#> SAMPLE_686 2 0.000
#> SAMPLE_687 2 0.000
#> SAMPLE_688 2 0.000
#> SAMPLE_689 2 0.000
#> SAMPLE_690 2 0.000
#> SAMPLE_691 2 0.000
#> SAMPLE_692 2 0.000
#> SAMPLE_693 2 0.000
#> SAMPLE_694 2 0.000
#> SAMPLE_696 2 0.000
#> SAMPLE_697 2 0.000
#> SAMPLE_698 2 0.000
#> SAMPLE_699 2 0.000
#> SAMPLE_700 2 0.000
#> SAMPLE_701 2 0.000
#> SAMPLE_702 2 0.000
#> SAMPLE_703 2 0.000
#> SAMPLE_704 2 0.000
#> SAMPLE_705 2 0.000
#> SAMPLE_706 2 0.000
#> SAMPLE_707 2 0.000
#> SAMPLE_708 2 0.000
#> SAMPLE_709 2 0.000
#> SAMPLE_710 2 0.000
#> SAMPLE_711 2 0.000
#> SAMPLE_712 2 0.000
#> SAMPLE_713 2 0.000
#> SAMPLE_723 1 0.000
#> SAMPLE_724 1 0.498
#> SAMPLE_726 1 0.000
#> SAMPLE_727 1 0.000
#> SAMPLE_728 1 0.000
#> SAMPLE_729 1 0.000
#> SAMPLE_732 1 0.000
#> SAMPLE_740 2 0.000
#> SAMPLE_741 2 0.000
#> SAMPLE_742 2 0.000
#> SAMPLE_743 2 0.000
#> SAMPLE_757 2 0.000
#> SAMPLE_758 1 0.000
#> SAMPLE_759 2 0.000
#> SAMPLE_760 2 0.000
#> SAMPLE_761 2 0.000
#> SAMPLE_762 1 0.000
#> SAMPLE_766 2 0.000
#> SAMPLE_771 1 0.000
#> SAMPLE_772 1 0.000
#> SAMPLE_773 1 0.000
#> SAMPLE_775 1 0.000
#> SAMPLE_777 2 0.000
#> SAMPLE_778 1 0.000
#> SAMPLE_785 1 0.000
#> SAMPLE_786 1 0.000
#> SAMPLE_787 1 0.000
#> SAMPLE_788 1 0.000
#> SAMPLE_789 2 0.000
#> SAMPLE_790 2 0.000
#> SAMPLE_799 2 0.000
#> SAMPLE_800 2 0.000
#> SAMPLE_803 2 0.000
#> SAMPLE_828 2 0.000
#> SAMPLE_833 2 0.000
#> SAMPLE_850 2 0.000
#> SAMPLE_851 1 0.502
#> SAMPLE_855 2 0.000
#> SAMPLE_856 1 1.000
#> SAMPLE_859 2 0.000
#> SAMPLE_860 2 0.000
#> SAMPLE_863 2 0.000
#> SAMPLE_864 2 0.000
#> SAMPLE_869 1 0.000
#> SAMPLE_874 1 0.498
#> SAMPLE_879 1 0.000
#> SAMPLE_884 1 0.000
#> SAMPLE_889 2 0.000
#> SAMPLE_890 2 0.000
#> SAMPLE_892 1 0.498
#> SAMPLE_894 1 0.000
#> SAMPLE_900 1 0.000
#> SAMPLE_901 1 0.000
#> SAMPLE_902 1 0.000
#> SAMPLE_903 1 0.000
#> SAMPLE_907 1 0.000
#> SAMPLE_913 2 0.000
#> SAMPLE_914 2 0.000
#> SAMPLE_923 1 0.000
#> SAMPLE_924 1 0.000
#> SAMPLE_926 1 0.000
#> SAMPLE_931 2 0.000
#> SAMPLE_932 2 0.000
#> SAMPLE_933 2 0.000
#> SAMPLE_935 2 0.000
#> SAMPLE_936 2 0.000
#> SAMPLE_937 2 0.000
#> SAMPLE_939 1 0.000
#> SAMPLE_947 1 0.000
#> SAMPLE_961 1 0.000
#> SAMPLE_962 1 0.000
#> SAMPLE_971 2 0.000
#> SAMPLE_975 1 0.000
#> SAMPLE_980 1 0.000
#> SAMPLE_981 2 0.000
#> SAMPLE_982 2 0.000
#> SAMPLE_989 1 0.000
#> SAMPLE_993 2 0.000
#> SAMPLE_994 1 0.000
#> SAMPLE_997 1 0.000
#> SAMPLE_998 2 0.000
#> SAMPLE_999 2 0.000
#> SAMPLE_1001 1 0.000
#> SAMPLE_1008 1 0.000
#> SAMPLE_1014 1 0.000
#> SAMPLE_1015 1 0.000
#> SAMPLE_1040 2 0.000
#> SAMPLE_1044 1 0.000
#> SAMPLE_1045 1 0.000
#> SAMPLE_1046 2 0.000
#> SAMPLE_1048 2 0.000
#> SAMPLE_1049 1 0.000
#> SAMPLE_1051 1 0.000
#> SAMPLE_1054 2 0.000
#> SAMPLE_1056 2 0.000
#> SAMPLE_1057 2 0.000
#> SAMPLE_1058 2 0.000
#> SAMPLE_1059 2 0.000
#> SAMPLE_1061 2 0.000
#> SAMPLE_1062 2 0.000
#> SAMPLE_1063 2 0.000
#> SAMPLE_1067 1 0.000
#> SAMPLE_1068 1 0.000
#> SAMPLE_1069 1 0.000
#> SAMPLE_1071 1 0.000
#> SAMPLE_1072 2 1.000
#> SAMPLE_1073 1 0.000
#> SAMPLE_1074 1 0.000
#> SAMPLE_1075 1 0.000
#> SAMPLE_1076 1 0.000
#> SAMPLE_1077 1 0.000
#> SAMPLE_1079 1 0.000
#> SAMPLE_1080 1 0.000
#> SAMPLE_1081 1 0.000
#> SAMPLE_1084 2 0.000
#> SAMPLE_1086 2 0.000
#> SAMPLE_1090 2 0.000
#> SAMPLE_1091 2 0.000
#> SAMPLE_1092 2 0.000
#> SAMPLE_1095 2 0.000
#> SAMPLE_1096 2 0.000
#> SAMPLE_1098 2 0.000
#> SAMPLE_1100 1 0.000
#> SAMPLE_1101 2 0.000
#> SAMPLE_1102 2 0.000
#> SAMPLE_1103 2 0.000
#> SAMPLE_1104 2 0.000
#> SAMPLE_1105 2 0.000
#> SAMPLE_1106 2 0.000
#> SAMPLE_1107 2 0.000
#> SAMPLE_1108 2 0.000
#> SAMPLE_1109 2 0.000
#> SAMPLE_1110 1 0.000
#> SAMPLE_1113 1 0.000
#> SAMPLE_1114 2 0.000
#> SAMPLE_1118 1 0.000
#> SAMPLE_1120 1 0.000
#> SAMPLE_1123 1 0.000
#> SAMPLE_1124 1 0.000
#> SAMPLE_1126 1 0.000
#> SAMPLE_1127 1 0.000
#> SAMPLE_1128 1 0.000
#> SAMPLE_1129 1 0.000
#> SAMPLE_1130 1 0.000
#> SAMPLE_1143 1 0.000
#> SAMPLE_1144 2 1.000
#> SAMPLE_1145 1 0.000
#> SAMPLE_1146 1 0.000
#> SAMPLE_1148 2 0.000
#> SAMPLE_1151 1 0.000
#> SAMPLE_1158 1 0.000
#> SAMPLE_1162 1 0.000
#> SAMPLE_1171 1 0.000
#> SAMPLE_1178 1 0.000
#> SAMPLE_1179 1 0.000
#> SAMPLE_1180 1 0.000
#> SAMPLE_1181 2 0.000
#> SAMPLE_1185 2 0.000
#> SAMPLE_1186 2 0.000
#> SAMPLE_1187 1 0.000
#> SAMPLE_1190 1 0.000
#> SAMPLE_1191 1 0.000
#> SAMPLE_1193 2 0.249
#> SAMPLE_1194 1 0.000
#> SAMPLE_1196 1 0.000
#> SAMPLE_1199 1 0.000
#> SAMPLE_1200 1 0.000
#> SAMPLE_1201 1 0.000
#> SAMPLE_1202 1 0.000
#> SAMPLE_1204 1 0.000
#> SAMPLE_1205 2 0.498
#> SAMPLE_1208 2 0.000
#> SAMPLE_1215 1 0.000
#> SAMPLE_1220 1 0.000
#> SAMPLE_1221 2 0.000
#> SAMPLE_1224 2 0.000
#> SAMPLE_1228 2 0.000
#> SAMPLE_1230 2 0.000
#> SAMPLE_1231 2 0.000
#> SAMPLE_1232 2 0.000
#> SAMPLE_1234 2 0.000
#> SAMPLE_1235 2 0.000
#> SAMPLE_1236 2 0.000
#> SAMPLE_1237 2 0.000
#> SAMPLE_1238 2 0.000
#> SAMPLE_1240 1 0.000
#> SAMPLE_1244 2 0.000
#> SAMPLE_1245 2 0.000
#> SAMPLE_1246 2 0.000
#> SAMPLE_1247 2 0.000
#> SAMPLE_1249 1 0.000
#> SAMPLE_1250 1 0.000
#> SAMPLE_1256 1 0.000
#> SAMPLE_1258 1 0.000
#> SAMPLE_1269 1 0.000
#> SAMPLE_1274 2 0.000
#> SAMPLE_1275 2 0.000
#> SAMPLE_1282 1 0.000
#> SAMPLE_1283 1 0.000
#> SAMPLE_1291 1 0.000
#> SAMPLE_1292 2 0.000
#> SAMPLE_1293 1 0.000
#> SAMPLE_1294 1 0.000
#> SAMPLE_1297 2 0.000
#> SAMPLE_1301 2 0.000
#> SAMPLE_1307 2 0.000
#> SAMPLE_1310 2 0.000
#> SAMPLE_1312 2 0.000
#> SAMPLE_1316 2 0.000
#> SAMPLE_1317 2 0.000
#> SAMPLE_1318 2 0.000
#> SAMPLE_1321 2 0.000
#> SAMPLE_1323 2 0.000
#> SAMPLE_1324 2 0.000
#> SAMPLE_1326 1 0.000
#> SAMPLE_1327 1 0.000
#> SAMPLE_1329 1 0.000
#> SAMPLE_1330 1 0.000
#> SAMPLE_1331 1 0.000
#> SAMPLE_1332 1 1.000
#> SAMPLE_1333 1 0.000
#> SAMPLE_1334 1 0.000
#> SAMPLE_1335 1 0.000
#> SAMPLE_1340 1 0.000
#> SAMPLE_1341 1 0.000
#> SAMPLE_1343 1 0.000
#> SAMPLE_1344 1 0.000
#> SAMPLE_1346 2 0.000
#> SAMPLE_1349 1 0.000
#> SAMPLE_1386 2 0.000
#> SAMPLE_1390 2 0.000
#> SAMPLE_1391 2 0.000
#> SAMPLE_1392 2 0.000
#> SAMPLE_1393 2 0.000
#> SAMPLE_1394 2 0.000
#> SAMPLE_1395 2 0.000
#> SAMPLE_1396 2 0.000
#> SAMPLE_1400 2 0.000
#> SAMPLE_1405 1 0.000
#> SAMPLE_1406 1 0.000
#> SAMPLE_1407 1 0.000
#> SAMPLE_1408 1 0.000
#> SAMPLE_1410 2 0.000
#> SAMPLE_1411 2 0.000
#> SAMPLE_1421 1 0.000
#> SAMPLE_1422 1 0.000
#> SAMPLE_1423 1 0.000
#> SAMPLE_1424 1 0.000
#> SAMPLE_1430 1 0.000
#> SAMPLE_1432 2 0.000
#> SAMPLE_1435 1 0.000
#> SAMPLE_1436 1 0.000
#> SAMPLE_1437 1 0.000
#> SAMPLE_1438 1 0.000
#> SAMPLE_1439 1 0.000
#> SAMPLE_1441 1 0.000
#> SAMPLE_1444 2 0.000
#> SAMPLE_1445 1 0.000
#> SAMPLE_1449 2 0.000
#> SAMPLE_1450 2 0.000
#> SAMPLE_1451 2 0.000
#> SAMPLE_1452 1 0.000
#> SAMPLE_1454 1 0.000
#> SAMPLE_1462 1 0.000
#> SAMPLE_1463 1 0.000
#> SAMPLE_1464 1 0.000
#> SAMPLE_1465 1 0.000
#> SAMPLE_1466 1 0.000
#> SAMPLE_1467 1 0.000
#> SAMPLE_1468 1 0.000
#> SAMPLE_1469 1 0.000
#> SAMPLE_1470 1 0.000
#> SAMPLE_1471 1 0.000
#> SAMPLE_1472 1 0.000
#> SAMPLE_1473 1 0.000
#> SAMPLE_1474 1 0.000
#> SAMPLE_1475 1 0.000
#> SAMPLE_1477 1 0.000
#> SAMPLE_1478 1 0.000
#> SAMPLE_1479 1 0.000
#> SAMPLE_1481 1 0.000
#> SAMPLE_1482 1 0.000
#> SAMPLE_1483 1 0.000
#> SAMPLE_1484 1 0.000
#> SAMPLE_1485 1 0.253
#> SAMPLE_1486 1 0.000
#> SAMPLE_1487 1 0.000
#> SAMPLE_1488 1 0.000
#> SAMPLE_1512 1 0.249
#> SAMPLE_1514 2 0.000
#> SAMPLE_1527 1 0.000
#> SAMPLE_1528 1 0.000
#> SAMPLE_1529 1 0.000
#> SAMPLE_1530 1 0.000
#> SAMPLE_1531 1 0.000
#> SAMPLE_1532 1 0.000
#> SAMPLE_1533 1 0.000
#> SAMPLE_1535 1 0.000
#> SAMPLE_1538 1 0.000
#> SAMPLE_1539 1 0.000
#> SAMPLE_1540 1 0.000
#> SAMPLE_1542 1 0.000
#> SAMPLE_1543 1 0.000
#> SAMPLE_1545 1 0.000
#> SAMPLE_1549 1 0.000
#> SAMPLE_1551 1 0.000
#> SAMPLE_1552 1 0.000
#> SAMPLE_1583 2 0.000
#> SAMPLE_1584 2 1.000
#> SAMPLE_1585 1 0.000
#> SAMPLE_1587 1 0.000
#> SAMPLE_1588 2 1.000
#> SAMPLE_1589 2 0.000
#> SAMPLE_1590 1 0.000
#> SAMPLE_1591 2 0.000
#> SAMPLE_1592 1 0.000
#> SAMPLE_1593 1 0.000
#> SAMPLE_1594 1 0.000
#> SAMPLE_1596 2 0.000
#> SAMPLE_1597 1 0.000
#> SAMPLE_1598 2 1.000
#> SAMPLE_1609 1 0.000
#> SAMPLE_1610 1 0.000
#> SAMPLE_1612 2 0.000
#> SAMPLE_1613 2 0.000
#> SAMPLE_1614 2 0.000
#> SAMPLE_1615 2 0.000
#> SAMPLE_1616 2 0.000
#> SAMPLE_1617 2 0.000
#> SAMPLE_1618 2 0.000
#> SAMPLE_1619 2 0.000
#> SAMPLE_1620 2 0.000
#> SAMPLE_1621 1 0.249
#> SAMPLE_1622 2 0.000
#> SAMPLE_1623 1 0.000
#> SAMPLE_1624 1 0.000
#> SAMPLE_1630 2 0.000
#> SAMPLE_1631 1 0.000
#> SAMPLE_1632 2 0.000
#> SAMPLE_1645 2 0.000
#> SAMPLE_1651 2 0.000
#> SAMPLE_1659 1 0.000
#> SAMPLE_1661 1 0.000
#> SAMPLE_1662 1 0.000
#> SAMPLE_1669 1 0.000
#> SAMPLE_1670 1 0.000
#> SAMPLE_1672 1 0.000
#> SAMPLE_1678 1 0.000
#> SAMPLE_1679 2 0.000
#> SAMPLE_1680 1 0.000
#> SAMPLE_1683 2 0.000
#> SAMPLE_1687 1 0.000
#> SAMPLE_1688 2 0.000
#> SAMPLE_1689 2 0.000
#> SAMPLE_1690 2 0.000
#> SAMPLE_1691 2 0.000
#> SAMPLE_1692 2 0.000
#> SAMPLE_1693 2 1.000
#> SAMPLE_1699 1 0.000
#> SAMPLE_1700 2 0.000
#> SAMPLE_1703 1 0.000
#> SAMPLE_1704 2 0.000
#> SAMPLE_1705 2 0.000
#> SAMPLE_1706 1 0.000
#> SAMPLE_1707 2 0.000
#> SAMPLE_1708 1 0.498
#> SAMPLE_1710 2 0.000
#> SAMPLE_1711 2 0.000
#> SAMPLE_1715 2 0.000
#> SAMPLE_1719 2 0.000
#> SAMPLE_1722 2 0.000
#> SAMPLE_1723 2 0.000
#> SAMPLE_1725 2 0.000
#> SAMPLE_1728 2 0.000
#> SAMPLE_1730 1 0.000
#> SAMPLE_1731 1 0.000
#> SAMPLE_1734 2 0.000
#> SAMPLE_1738 1 0.000
#> SAMPLE_1741 2 0.000
#> SAMPLE_1742 2 0.000
#> SAMPLE_1743 2 0.000
#> SAMPLE_1746 2 0.000
#> SAMPLE_1748 2 0.000
#> SAMPLE_1752 2 0.000
#> SAMPLE_1753 2 0.000
#> SAMPLE_1755 1 0.000
#> SAMPLE_1756 1 0.000
#> SAMPLE_1758 2 1.000
#> SAMPLE_1759 2 0.000
#> SAMPLE_1763 1 0.000
#> SAMPLE_1766 2 0.000
#> SAMPLE_1767 1 0.000
#> SAMPLE_1772 1 0.000
#> SAMPLE_1776 1 0.000
#> SAMPLE_1777 2 0.000
#> SAMPLE_1785 2 0.000
#> SAMPLE_1786 2 0.000
#> SAMPLE_1790 2 0.000
#> SAMPLE_1793 2 0.000
#> SAMPLE_1816 2 0.000
#> SAMPLE_1817 1 0.000
#> SAMPLE_1836 2 0.000
#> SAMPLE_1837 1 0.000
#> SAMPLE_1839 1 0.000
#> SAMPLE_1851 2 0.000
#> SAMPLE_1852 2 0.000
#> SAMPLE_1853 2 0.000
#> SAMPLE_1854 2 0.000
#> SAMPLE_1856 2 0.000
#> SAMPLE_1857 1 0.000
#> SAMPLE_1860 1 0.000
#> SAMPLE_1880 2 0.000
#> SAMPLE_1881 2 1.000
#> SAMPLE_1882 1 0.000
#> SAMPLE_1888 1 0.000
#> SAMPLE_1906 1 0.000
#> SAMPLE_1907 1 0.000
#> SAMPLE_1909 1 0.000
#> SAMPLE_1916 2 0.000
#> SAMPLE_1917 2 0.000
#> SAMPLE_1918 2 0.000
#> SAMPLE_1919 2 0.000
#> SAMPLE_1922 2 0.000
#> SAMPLE_1925 2 0.000
#> SAMPLE_1927 2 0.000
#> SAMPLE_1936 1 0.000
#> SAMPLE_1939 1 0.000
#> SAMPLE_1940 1 0.000
#> SAMPLE_1941 1 0.000
#> SAMPLE_1942 1 0.000
#> SAMPLE_1943 1 0.000
#> SAMPLE_1944 1 0.000
#> SAMPLE_1945 1 0.000
#> SAMPLE_1946 1 0.000
#> SAMPLE_1947 1 0.000
#> SAMPLE_1948 1 0.000
#> SAMPLE_1949 2 0.000
#> SAMPLE_1950 2 0.000
#> SAMPLE_1951 1 0.000
#> SAMPLE_1952 1 0.000
#> SAMPLE_1953 1 0.751
#> SAMPLE_1954 1 0.000
#> SAMPLE_1955 1 0.000
#> SAMPLE_1956 2 0.000
#> SAMPLE_1964 1 0.000
#> SAMPLE_1965 1 0.000
#> SAMPLE_1967 2 0.000
#> SAMPLE_1975 1 0.000
#> SAMPLE_1979 1 0.000
#> SAMPLE_1988 2 0.000
#> SAMPLE_1996 1 0.000
#> SAMPLE_1997 1 0.000
#> SAMPLE_1998 1 0.000
#> SAMPLE_2002 1 0.000
#> SAMPLE_2003 1 0.000
#> SAMPLE_2004 1 0.000
#> SAMPLE_2005 1 0.000
#> SAMPLE_2006 1 0.000
#> SAMPLE_2007 1 0.000
#> SAMPLE_2008 1 0.000
#> SAMPLE_2009 1 0.000
#> SAMPLE_2010 1 0.000
#> SAMPLE_2011 1 0.000
#> SAMPLE_2012 1 0.000
#> SAMPLE_2013 1 0.000
#> SAMPLE_2018 1 0.000
#> SAMPLE_2020 2 1.000
#> SAMPLE_2028 2 1.000
#> SAMPLE_2029 2 0.000
#> SAMPLE_2030 2 0.000
#> SAMPLE_2039 1 0.000
#> SAMPLE_2041 1 0.000
#> SAMPLE_2042 1 0.000
#> SAMPLE_2043 1 0.000
#> SAMPLE_2044 1 0.000
#> SAMPLE_2045 1 0.000
#> SAMPLE_2046 1 0.000
#> SAMPLE_2047 1 0.000
#> SAMPLE_2048 1 0.000
#> SAMPLE_2049 2 0.000
#> SAMPLE_2051 1 0.000
#> SAMPLE_2057 1 0.000
#> SAMPLE_2058 2 0.000
#> SAMPLE_2063 1 0.000
#> SAMPLE_2070 2 0.000
#> SAMPLE_2072 1 0.000
#> SAMPLE_2073 1 0.000
#> SAMPLE_2074 1 0.000
#> SAMPLE_2075 1 0.000
#> SAMPLE_2076 1 0.000
#> SAMPLE_2082 1 0.000
#> SAMPLE_2084 1 0.000
#> SAMPLE_2085 1 0.000
#> SAMPLE_2086 1 0.000
#> SAMPLE_2088 2 0.000
#> SAMPLE_2089 1 0.000
#> SAMPLE_2090 2 0.000
#> SAMPLE_2093 1 0.000
#> SAMPLE_2094 1 0.000
#> SAMPLE_2095 1 1.000
#> SAMPLE_2096 1 0.000
#> SAMPLE_2098 1 0.000
#> SAMPLE_2103 2 1.000
#> SAMPLE_2105 1 0.000
#> SAMPLE_2106 1 0.000
#> SAMPLE_2107 1 0.000
#> SAMPLE_2110 1 0.000
#> SAMPLE_2115 2 1.000
#> SAMPLE_2119 2 1.000
#> SAMPLE_2120 1 0.000
#> SAMPLE_2123 1 0.000
#> SAMPLE_2126 1 0.000
#> SAMPLE_2127 1 0.000
#> SAMPLE_2129 1 0.000
#> SAMPLE_2131 1 0.000
#> SAMPLE_2134 1 0.000
#> SAMPLE_2136 1 1.000
#> SAMPLE_2140 1 0.000
#> SAMPLE_2156 2 0.000
#> SAMPLE_2158 2 0.000
#> SAMPLE_2159 2 0.000
#> SAMPLE_2161 2 0.000
#> SAMPLE_2163 1 0.000
#> SAMPLE_2164 1 0.000
#> SAMPLE_2165 1 0.000
#> SAMPLE_2166 1 0.000
#> SAMPLE_2167 1 0.000
#> SAMPLE_2168 1 0.000
#> SAMPLE_2176 2 0.000
#> SAMPLE_2183 1 0.000
#> SAMPLE_2188 2 0.000
#> SAMPLE_2189 2 0.000
#> SAMPLE_2190 2 0.000
#> SAMPLE_2191 2 0.000
#> SAMPLE_2192 2 0.000
#> SAMPLE_2193 2 0.000
#> SAMPLE_2194 2 0.000
#> SAMPLE_2195 2 0.000
#> SAMPLE_2196 2 0.000
#> SAMPLE_2197 2 0.000
#> SAMPLE_2198 2 0.000
#> SAMPLE_2208 2 0.000
#> SAMPLE_2212 1 0.000
#> SAMPLE_2217 2 0.000
#> SAMPLE_2219 1 0.000
#> SAMPLE_2220 2 0.000
#> SAMPLE_2225 2 0.000
#> SAMPLE_2227 1 0.000
#> SAMPLE_2229 1 0.000
#> SAMPLE_2247 1 0.000
#> SAMPLE_2252 1 0.000
#> SAMPLE_2258 2 1.000
#> SAMPLE_2267 2 0.000
#> SAMPLE_2274 1 0.000
#> SAMPLE_2281 2 0.000
#> SAMPLE_2283 2 0.000
#> SAMPLE_2284 1 0.000
#> SAMPLE_2289 2 0.000
#> SAMPLE_2297 2 0.000
#> SAMPLE_2302 1 0.000
#> SAMPLE_2308 1 0.000
#> SAMPLE_2322 2 0.000
#> SAMPLE_2325 1 0.000
#> SAMPLE_2330 2 0.000
#> SAMPLE_2335 2 0.000
#> SAMPLE_2336 2 0.000
#> SAMPLE_2345 1 0.000
#> SAMPLE_2348 1 0.000
#> SAMPLE_2352 2 0.000
#> SAMPLE_2355 2 0.000
#> SAMPLE_2359 1 0.000
#> SAMPLE_2367 2 0.000
#> SAMPLE_2368 2 0.000
#> SAMPLE_2372 1 0.000
#> SAMPLE_2375 2 0.000
#> SAMPLE_2379 2 0.000
#> SAMPLE_2381 2 0.000
#> SAMPLE_2383 2 0.000
#> SAMPLE_2394 2 0.000
#> SAMPLE_2396 2 0.000
#> SAMPLE_2410 2 0.000
#> SAMPLE_2413 2 0.000
#> SAMPLE_2427 2 0.000
#> SAMPLE_2428 2 0.000
#> SAMPLE_2429 1 0.000
#> SAMPLE_2433 2 0.000
#> SAMPLE_2448 2 0.000
#> SAMPLE_2458 1 1.000
#> SAMPLE_2462 1 0.000
#> SAMPLE_2474 2 0.000
#> SAMPLE_2478 2 0.000
#> SAMPLE_2479 2 0.000
#> SAMPLE_2483 2 0.000
#> SAMPLE_2485 1 0.000
#> SAMPLE_2487 2 0.000
#> SAMPLE_2488 2 0.000
#> SAMPLE_2489 2 0.000
#> SAMPLE_2490 2 0.000
#> SAMPLE_2491 2 0.000
#> SAMPLE_2492 2 0.000
#> SAMPLE_2493 2 0.000
#> SAMPLE_2494 2 0.000
#> SAMPLE_2495 2 0.000
#> SAMPLE_2496 2 0.000
#> SAMPLE_2497 2 0.000
#> SAMPLE_2498 2 0.000
#> SAMPLE_2499 2 0.000
#> SAMPLE_2500 2 0.000
#> SAMPLE_2501 2 0.000
#> SAMPLE_2502 2 0.000
#> SAMPLE_2503 2 0.000
#> SAMPLE_2504 2 0.000
#> SAMPLE_2505 2 0.000
#> SAMPLE_2506 2 0.000
#> SAMPLE_2507 2 0.000
#> SAMPLE_2510 1 0.000
#> SAMPLE_2511 1 0.000
#> SAMPLE_2516 2 0.000
#> SAMPLE_2518 2 0.000
#> SAMPLE_2522 2 0.000
#> SAMPLE_2531 1 0.000
#> SAMPLE_2535 1 1.000
#> SAMPLE_2536 1 0.000
#> SAMPLE_2537 1 0.000
#> SAMPLE_2538 2 1.000
#> SAMPLE_2540 1 1.000
#> SAMPLE_2541 1 0.751
#> SAMPLE_2542 1 0.000
#> SAMPLE_2543 1 0.000
#> SAMPLE_2544 2 0.249
#> SAMPLE_2545 1 0.249
#> SAMPLE_2546 2 1.000
#> SAMPLE_2547 2 1.000
#> SAMPLE_2548 1 1.000
#> SAMPLE_2549 2 1.000
#> SAMPLE_2550 1 0.000
#> SAMPLE_2551 1 1.000
#> SAMPLE_2558 1 0.000
#> SAMPLE_2574 2 0.498
#> SAMPLE_2575 2 0.000
#> SAMPLE_2576 2 0.000
#> SAMPLE_2578 1 0.000
#> SAMPLE_2584 2 0.000
#> SAMPLE_2586 2 0.253
#> SAMPLE_2592 2 0.000
#> SAMPLE_2599 1 0.000
#> SAMPLE_2603 2 0.000
#> SAMPLE_2605 1 0.000
#> SAMPLE_2606 1 0.000
#> SAMPLE_2613 1 0.000
#> SAMPLE_2615 2 0.000
#> SAMPLE_2619 2 0.000
#> SAMPLE_2620 1 0.000
#> SAMPLE_2623 2 0.000
#> SAMPLE_2624 2 0.000
#> SAMPLE_2629 2 0.000
#> SAMPLE_2634 1 0.000
#> SAMPLE_2635 2 0.000
#> SAMPLE_2636 2 0.000
#> SAMPLE_2637 2 0.000
#> SAMPLE_2638 1 0.498
#> SAMPLE_2639 2 1.000
#> SAMPLE_2640 2 0.000
#> SAMPLE_2645 2 0.000
#> SAMPLE_2656 2 0.000
#> SAMPLE_2657 2 0.000
#> SAMPLE_2664 2 0.000
#> SAMPLE_2666 2 0.000
#> SAMPLE_2670 2 0.000
#> SAMPLE_2671 2 0.000
#> SAMPLE_2672 1 0.000
#> SAMPLE_2673 1 0.000
#> SAMPLE_2674 1 0.000
#> SAMPLE_2675 1 0.000
#> SAMPLE_2676 1 0.000
#> SAMPLE_2677 1 0.000
#> SAMPLE_2678 1 0.000
#> SAMPLE_2685 1 0.000
#> SAMPLE_2686 1 0.000
#> SAMPLE_2687 1 0.000
#> SAMPLE_2690 2 0.000
#> SAMPLE_2691 2 0.000
#> SAMPLE_2706 2 0.000
#> SAMPLE_2707 2 0.000
#> SAMPLE_2708 2 0.000
#> SAMPLE_2709 2 0.000
#> SAMPLE_2711 2 0.000
#> SAMPLE_2721 2 0.000
#> SAMPLE_2723 1 0.000
#> SAMPLE_2746 2 0.000
#> SAMPLE_2748 2 1.000
#> SAMPLE_2749 2 1.000
#> SAMPLE_2750 1 0.000
#> SAMPLE_2751 1 0.000
#> SAMPLE_2752 1 0.000
#> SAMPLE_2753 1 0.000
#> SAMPLE_2754 1 0.000
#> SAMPLE_2755 1 0.000
#> SAMPLE_2756 1 0.000
#> SAMPLE_2757 1 0.000
#> SAMPLE_2758 1 0.000
#> SAMPLE_2759 1 0.000
#> SAMPLE_2772 2 0.000
#> SAMPLE_2774 1 0.000
#> SAMPLE_2775 2 0.000
#> SAMPLE_2777 1 0.000
#> SAMPLE_2779 1 0.000
#> SAMPLE_2780 1 0.000
#> SAMPLE_2782 1 0.000
#> SAMPLE_2783 2 0.000
#> SAMPLE_2800 2 0.000
get_classes(res, k = 3)
#> class p
#> SAMPLE_20 1 0.000
#> SAMPLE_33 3 0.751
#> SAMPLE_35 3 0.000
#> SAMPLE_36 3 0.000
#> SAMPLE_39 3 0.000
#> SAMPLE_43 3 0.000
#> SAMPLE_44 3 0.000
#> SAMPLE_45 3 0.000
#> SAMPLE_62 3 1.000
#> SAMPLE_65 3 0.000
#> SAMPLE_66 3 0.000
#> SAMPLE_67 3 0.000
#> SAMPLE_69 3 0.000
#> SAMPLE_72 2 1.000
#> SAMPLE_75 2 0.000
#> SAMPLE_100 3 0.000
#> SAMPLE_101 3 0.000
#> SAMPLE_103 3 0.000
#> SAMPLE_105 3 0.751
#> SAMPLE_107 3 0.000
#> SAMPLE_108 3 0.000
#> SAMPLE_109 3 0.000
#> SAMPLE_110 3 0.000
#> SAMPLE_111 3 0.000
#> SAMPLE_112 3 0.249
#> SAMPLE_113 2 0.000
#> SAMPLE_118 3 0.000
#> SAMPLE_120 3 0.751
#> SAMPLE_124 3 0.000
#> SAMPLE_126 1 0.000
#> SAMPLE_136 1 0.000
#> SAMPLE_137 1 0.000
#> SAMPLE_138 1 0.000
#> SAMPLE_143 1 0.000
#> SAMPLE_144 2 0.000
#> SAMPLE_173 3 0.000
#> SAMPLE_215 3 0.000
#> SAMPLE_216 1 0.000
#> SAMPLE_217 3 0.000
#> SAMPLE_220 3 0.000
#> SAMPLE_223 3 0.000
#> SAMPLE_232 3 0.000
#> SAMPLE_274 1 0.000
#> SAMPLE_275 1 0.000
#> SAMPLE_286 3 0.000
#> SAMPLE_287 3 0.000
#> SAMPLE_302 3 0.000
#> SAMPLE_310 3 0.000
#> SAMPLE_312 3 0.000
#> SAMPLE_322 3 0.502
#> SAMPLE_329 1 0.000
#> SAMPLE_331 1 0.000
#> SAMPLE_332 1 0.000
#> SAMPLE_334 1 0.000
#> SAMPLE_335 1 0.000
#> SAMPLE_336 1 0.000
#> SAMPLE_338 1 0.000
#> SAMPLE_340 1 0.000
#> SAMPLE_341 1 0.000
#> SAMPLE_342 3 0.000
#> SAMPLE_343 1 0.000
#> SAMPLE_345 1 0.000
#> SAMPLE_349 3 1.000
#> SAMPLE_350 1 0.000
#> SAMPLE_352 1 0.000
#> SAMPLE_353 1 0.000
#> SAMPLE_354 1 0.000
#> SAMPLE_356 1 0.000
#> SAMPLE_358 1 0.000
#> SAMPLE_359 1 0.000
#> SAMPLE_362 3 0.000
#> SAMPLE_364 3 0.000
#> SAMPLE_365 3 0.000
#> SAMPLE_366 3 0.000
#> SAMPLE_370 2 0.000
#> SAMPLE_373 1 0.000
#> SAMPLE_374 1 0.000
#> SAMPLE_376 1 0.000
#> SAMPLE_377 1 0.000
#> SAMPLE_379 1 0.000
#> SAMPLE_382 3 0.000
#> SAMPLE_383 3 0.000
#> SAMPLE_384 3 0.000
#> SAMPLE_385 3 0.000
#> SAMPLE_386 3 0.000
#> SAMPLE_387 3 0.000
#> SAMPLE_589 3 0.000
#> SAMPLE_590 3 0.000
#> SAMPLE_592 3 0.000
#> SAMPLE_594 3 0.000
#> SAMPLE_595 3 0.000
#> SAMPLE_596 3 0.000
#> SAMPLE_597 3 0.000
#> SAMPLE_602 3 0.249
#> SAMPLE_604 3 0.000
#> SAMPLE_606 3 0.000
#> SAMPLE_641 3 0.000
#> SAMPLE_647 1 0.000
#> SAMPLE_649 3 0.000
#> SAMPLE_650 1 1.000
#> SAMPLE_651 2 0.000
#> SAMPLE_652 2 0.000
#> SAMPLE_653 3 0.000
#> SAMPLE_655 3 0.000
#> SAMPLE_656 3 0.000
#> SAMPLE_658 2 0.498
#> SAMPLE_659 2 0.000
#> SAMPLE_660 2 0.249
#> SAMPLE_661 3 0.751
#> SAMPLE_666 2 0.000
#> SAMPLE_677 3 0.000
#> SAMPLE_678 3 0.000
#> SAMPLE_679 3 0.000
#> SAMPLE_680 3 0.000
#> SAMPLE_681 3 0.000
#> SAMPLE_682 3 0.000
#> SAMPLE_683 2 0.000
#> SAMPLE_684 2 0.000
#> SAMPLE_685 2 0.000
#> SAMPLE_686 2 0.000
#> SAMPLE_687 2 0.000
#> SAMPLE_688 2 0.000
#> SAMPLE_689 2 0.000
#> SAMPLE_690 2 0.000
#> SAMPLE_691 2 0.000
#> SAMPLE_692 2 0.000
#> SAMPLE_693 2 0.000
#> SAMPLE_694 2 0.000
#> SAMPLE_696 2 0.000
#> SAMPLE_697 2 0.000
#> SAMPLE_698 2 0.000
#> SAMPLE_699 2 0.000
#> SAMPLE_700 2 0.000
#> SAMPLE_701 2 0.000
#> SAMPLE_702 2 0.000
#> SAMPLE_703 2 0.000
#> SAMPLE_704 2 0.000
#> SAMPLE_705 2 0.000
#> SAMPLE_706 2 0.000
#> SAMPLE_707 2 0.000
#> SAMPLE_708 2 0.000
#> SAMPLE_709 2 0.000
#> SAMPLE_710 2 0.000
#> SAMPLE_711 2 0.000
#> SAMPLE_712 2 0.000
#> SAMPLE_713 2 0.000
#> SAMPLE_723 1 0.000
#> SAMPLE_724 3 0.000
#> SAMPLE_726 1 0.000
#> SAMPLE_727 1 0.000
#> SAMPLE_728 1 0.000
#> SAMPLE_729 1 0.000
#> SAMPLE_732 1 0.000
#> SAMPLE_740 2 0.000
#> SAMPLE_741 2 0.000
#> SAMPLE_742 2 0.000
#> SAMPLE_743 2 0.000
#> SAMPLE_757 3 0.000
#> SAMPLE_758 3 0.000
#> SAMPLE_759 2 0.000
#> SAMPLE_760 2 0.000
#> SAMPLE_761 2 0.000
#> SAMPLE_762 3 0.000
#> SAMPLE_766 3 0.000
#> SAMPLE_771 1 0.000
#> SAMPLE_772 1 0.000
#> SAMPLE_773 1 1.000
#> SAMPLE_775 1 0.000
#> SAMPLE_777 2 0.000
#> SAMPLE_778 3 0.000
#> SAMPLE_785 1 0.000
#> SAMPLE_786 1 0.000
#> SAMPLE_787 1 0.000
#> SAMPLE_788 1 0.000
#> SAMPLE_789 3 0.751
#> SAMPLE_790 3 0.000
#> SAMPLE_799 3 0.000
#> SAMPLE_800 2 1.000
#> SAMPLE_803 3 0.000
#> SAMPLE_828 2 0.000
#> SAMPLE_833 2 0.000
#> SAMPLE_850 3 0.000
#> SAMPLE_851 3 0.000
#> SAMPLE_855 3 0.000
#> SAMPLE_856 3 0.000
#> SAMPLE_859 2 0.000
#> SAMPLE_860 2 0.000
#> SAMPLE_863 2 0.000
#> SAMPLE_864 2 0.000
#> SAMPLE_869 3 0.000
#> SAMPLE_874 3 0.000
#> SAMPLE_879 1 0.000
#> SAMPLE_884 1 0.000
#> SAMPLE_889 3 0.000
#> SAMPLE_890 3 0.000
#> SAMPLE_892 3 0.000
#> SAMPLE_894 1 0.000
#> SAMPLE_900 3 0.000
#> SAMPLE_901 1 0.000
#> SAMPLE_902 3 0.000
#> SAMPLE_903 3 0.000
#> SAMPLE_907 3 0.000
#> SAMPLE_913 2 0.000
#> SAMPLE_914 2 0.000
#> SAMPLE_923 3 0.000
#> SAMPLE_924 3 0.000
#> SAMPLE_926 1 0.000
#> SAMPLE_931 2 0.000
#> SAMPLE_932 2 0.000
#> SAMPLE_933 2 0.000
#> SAMPLE_935 2 0.000
#> SAMPLE_936 2 0.000
#> SAMPLE_937 2 0.000
#> SAMPLE_939 1 0.000
#> SAMPLE_947 1 0.000
#> SAMPLE_961 3 0.000
#> SAMPLE_962 3 0.000
#> SAMPLE_971 2 0.000
#> SAMPLE_975 1 0.000
#> SAMPLE_980 1 0.000
#> SAMPLE_981 2 0.000
#> SAMPLE_982 2 0.000
#> SAMPLE_989 3 0.000
#> SAMPLE_993 2 0.000
#> SAMPLE_994 1 0.000
#> SAMPLE_997 1 0.000
#> SAMPLE_998 3 0.000
#> SAMPLE_999 2 0.000
#> SAMPLE_1001 1 0.000
#> SAMPLE_1008 1 0.000
#> SAMPLE_1014 1 0.000
#> SAMPLE_1015 1 0.000
#> SAMPLE_1040 3 0.000
#> SAMPLE_1044 1 0.000
#> SAMPLE_1045 1 0.000
#> SAMPLE_1046 2 0.000
#> SAMPLE_1048 2 0.000
#> SAMPLE_1049 1 0.000
#> SAMPLE_1051 1 0.000
#> SAMPLE_1054 2 0.000
#> SAMPLE_1056 2 0.751
#> SAMPLE_1057 2 0.498
#> SAMPLE_1058 3 0.751
#> SAMPLE_1059 2 1.000
#> SAMPLE_1061 2 0.498
#> SAMPLE_1062 3 0.000
#> SAMPLE_1063 2 0.000
#> SAMPLE_1067 1 0.000
#> SAMPLE_1068 1 0.000
#> SAMPLE_1069 1 0.000
#> SAMPLE_1071 1 0.000
#> SAMPLE_1072 3 0.000
#> SAMPLE_1073 1 0.000
#> SAMPLE_1074 1 0.000
#> SAMPLE_1075 1 0.000
#> SAMPLE_1076 1 0.000
#> SAMPLE_1077 1 0.502
#> SAMPLE_1079 1 0.000
#> SAMPLE_1080 1 1.000
#> SAMPLE_1081 3 1.000
#> SAMPLE_1084 3 0.498
#> SAMPLE_1086 2 0.000
#> SAMPLE_1090 2 0.000
#> SAMPLE_1091 2 0.000
#> SAMPLE_1092 2 0.498
#> SAMPLE_1095 3 0.751
#> SAMPLE_1096 2 0.000
#> SAMPLE_1098 2 0.000
#> SAMPLE_1100 3 0.000
#> SAMPLE_1101 3 0.000
#> SAMPLE_1102 3 0.000
#> SAMPLE_1103 3 0.000
#> SAMPLE_1104 3 0.000
#> SAMPLE_1105 3 0.000
#> SAMPLE_1106 3 0.000
#> SAMPLE_1107 3 0.000
#> SAMPLE_1108 3 0.000
#> SAMPLE_1109 3 0.000
#> SAMPLE_1110 1 0.000
#> SAMPLE_1113 3 0.000
#> SAMPLE_1114 2 1.000
#> SAMPLE_1118 1 0.000
#> SAMPLE_1120 1 0.000
#> SAMPLE_1123 1 0.000
#> SAMPLE_1124 1 0.000
#> SAMPLE_1126 1 0.000
#> SAMPLE_1127 1 0.000
#> SAMPLE_1128 1 0.000
#> SAMPLE_1129 1 0.000
#> SAMPLE_1130 1 0.000
#> SAMPLE_1143 1 0.000
#> SAMPLE_1144 3 0.000
#> SAMPLE_1145 3 0.000
#> SAMPLE_1146 3 0.000
#> SAMPLE_1148 2 0.000
#> SAMPLE_1151 1 0.000
#> SAMPLE_1158 1 0.000
#> SAMPLE_1162 3 0.000
#> SAMPLE_1171 3 0.498
#> SAMPLE_1178 1 0.000
#> SAMPLE_1179 1 0.000
#> SAMPLE_1180 3 0.000
#> SAMPLE_1181 2 0.249
#> SAMPLE_1185 3 0.000
#> SAMPLE_1186 3 0.000
#> SAMPLE_1187 3 0.000
#> SAMPLE_1190 1 0.000
#> SAMPLE_1191 1 0.000
#> SAMPLE_1193 3 0.000
#> SAMPLE_1194 3 0.000
#> SAMPLE_1196 3 1.000
#> SAMPLE_1199 1 0.000
#> SAMPLE_1200 1 0.000
#> SAMPLE_1201 1 0.000
#> SAMPLE_1202 1 0.000
#> SAMPLE_1204 1 0.000
#> SAMPLE_1205 3 0.000
#> SAMPLE_1208 2 0.000
#> SAMPLE_1215 1 0.000
#> SAMPLE_1220 1 0.000
#> SAMPLE_1221 2 0.000
#> SAMPLE_1224 2 0.000
#> SAMPLE_1228 2 0.000
#> SAMPLE_1230 2 0.000
#> SAMPLE_1231 2 0.000
#> SAMPLE_1232 2 0.000
#> SAMPLE_1234 2 0.000
#> SAMPLE_1235 2 0.000
#> SAMPLE_1236 2 0.000
#> SAMPLE_1237 2 0.000
#> SAMPLE_1238 2 0.000
#> SAMPLE_1240 1 0.000
#> SAMPLE_1244 3 0.000
#> SAMPLE_1245 3 0.000
#> SAMPLE_1246 3 0.000
#> SAMPLE_1247 3 0.000
#> SAMPLE_1249 1 0.000
#> SAMPLE_1250 1 0.000
#> SAMPLE_1256 1 0.000
#> SAMPLE_1258 3 0.000
#> SAMPLE_1269 1 0.000
#> SAMPLE_1274 3 0.000
#> SAMPLE_1275 3 0.747
#> SAMPLE_1282 1 0.000
#> SAMPLE_1283 1 0.000
#> SAMPLE_1291 1 0.000
#> SAMPLE_1292 2 1.000
#> SAMPLE_1293 1 0.000
#> SAMPLE_1294 1 0.000
#> SAMPLE_1297 3 0.000
#> SAMPLE_1301 3 0.000
#> SAMPLE_1307 3 0.000
#> SAMPLE_1310 3 0.000
#> SAMPLE_1312 3 0.000
#> SAMPLE_1316 2 0.000
#> SAMPLE_1317 2 0.751
#> SAMPLE_1318 2 0.000
#> SAMPLE_1321 2 0.249
#> SAMPLE_1323 2 0.000
#> SAMPLE_1324 2 0.000
#> SAMPLE_1326 1 0.000
#> SAMPLE_1327 1 0.000
#> SAMPLE_1329 1 0.000
#> SAMPLE_1330 1 0.000
#> SAMPLE_1331 1 1.000
#> SAMPLE_1332 3 0.000
#> SAMPLE_1333 1 0.000
#> SAMPLE_1334 1 0.000
#> SAMPLE_1335 1 0.000
#> SAMPLE_1340 1 0.000
#> SAMPLE_1341 3 1.000
#> SAMPLE_1343 1 0.000
#> SAMPLE_1344 1 0.000
#> SAMPLE_1346 2 0.000
#> SAMPLE_1349 3 0.502
#> SAMPLE_1386 3 1.000
#> SAMPLE_1390 3 0.751
#> SAMPLE_1391 2 1.000
#> SAMPLE_1392 2 1.000
#> SAMPLE_1393 3 1.000
#> SAMPLE_1394 2 1.000
#> SAMPLE_1395 3 1.000
#> SAMPLE_1396 2 0.751
#> SAMPLE_1400 2 0.000
#> SAMPLE_1405 1 0.000
#> SAMPLE_1406 1 0.000
#> SAMPLE_1407 1 0.000
#> SAMPLE_1408 1 0.000
#> SAMPLE_1410 2 0.000
#> SAMPLE_1411 3 0.000
#> SAMPLE_1421 1 0.000
#> SAMPLE_1422 1 0.000
#> SAMPLE_1423 1 0.000
#> SAMPLE_1424 1 0.000
#> SAMPLE_1430 1 0.000
#> SAMPLE_1432 2 0.000
#> SAMPLE_1435 1 0.000
#> SAMPLE_1436 1 0.000
#> SAMPLE_1437 1 0.000
#> SAMPLE_1438 1 0.000
#> SAMPLE_1439 1 0.000
#> SAMPLE_1441 1 0.000
#> SAMPLE_1444 3 0.000
#> SAMPLE_1445 1 0.000
#> SAMPLE_1449 3 0.000
#> SAMPLE_1450 3 0.000
#> SAMPLE_1451 2 0.000
#> SAMPLE_1452 3 0.000
#> SAMPLE_1454 3 0.253
#> SAMPLE_1462 1 0.000
#> SAMPLE_1463 1 0.000
#> SAMPLE_1464 1 0.000
#> SAMPLE_1465 3 0.000
#> SAMPLE_1466 3 0.000
#> SAMPLE_1467 1 0.000
#> SAMPLE_1468 3 0.000
#> SAMPLE_1469 1 0.000
#> SAMPLE_1470 3 0.000
#> SAMPLE_1471 3 0.000
#> SAMPLE_1472 3 0.000
#> SAMPLE_1473 3 0.000
#> SAMPLE_1474 1 0.000
#> SAMPLE_1475 3 0.000
#> SAMPLE_1477 3 0.000
#> SAMPLE_1478 3 0.000
#> SAMPLE_1479 3 0.000
#> SAMPLE_1481 3 0.000
#> SAMPLE_1482 3 0.000
#> SAMPLE_1483 3 0.000
#> SAMPLE_1484 3 0.000
#> SAMPLE_1485 3 0.000
#> SAMPLE_1486 3 0.000
#> SAMPLE_1487 3 0.000
#> SAMPLE_1488 3 0.000
#> SAMPLE_1512 3 0.000
#> SAMPLE_1514 2 0.000
#> SAMPLE_1527 1 0.000
#> SAMPLE_1528 1 0.000
#> SAMPLE_1529 1 0.000
#> SAMPLE_1530 1 0.000
#> SAMPLE_1531 1 0.000
#> SAMPLE_1532 1 0.000
#> SAMPLE_1533 1 0.000
#> SAMPLE_1535 1 0.000
#> SAMPLE_1538 1 0.000
#> SAMPLE_1539 1 0.000
#> SAMPLE_1540 1 0.000
#> SAMPLE_1542 1 0.000
#> SAMPLE_1543 1 0.000
#> SAMPLE_1545 1 0.000
#> SAMPLE_1549 1 0.000
#> SAMPLE_1551 1 0.000
#> SAMPLE_1552 3 0.000
#> SAMPLE_1583 2 0.751
#> SAMPLE_1584 3 0.000
#> SAMPLE_1585 3 0.000
#> SAMPLE_1587 1 1.000
#> SAMPLE_1588 3 0.000
#> SAMPLE_1589 3 0.000
#> SAMPLE_1590 3 0.000
#> SAMPLE_1591 3 0.000
#> SAMPLE_1592 3 0.000
#> SAMPLE_1593 3 0.000
#> SAMPLE_1594 3 0.000
#> SAMPLE_1596 3 0.249
#> SAMPLE_1597 1 0.000
#> SAMPLE_1598 3 0.000
#> SAMPLE_1609 1 0.000
#> SAMPLE_1610 1 0.000
#> SAMPLE_1612 2 0.000
#> SAMPLE_1613 2 0.000
#> SAMPLE_1614 2 0.000
#> SAMPLE_1615 2 0.000
#> SAMPLE_1616 2 0.000
#> SAMPLE_1617 2 0.000
#> SAMPLE_1618 2 0.000
#> SAMPLE_1619 3 0.000
#> SAMPLE_1620 3 1.000
#> SAMPLE_1621 3 0.000
#> SAMPLE_1622 3 0.000
#> SAMPLE_1623 3 0.000
#> SAMPLE_1624 3 0.000
#> SAMPLE_1630 3 0.000
#> SAMPLE_1631 1 0.000
#> SAMPLE_1632 2 0.000
#> SAMPLE_1645 2 0.249
#> SAMPLE_1651 3 0.000
#> SAMPLE_1659 1 0.000
#> SAMPLE_1661 3 0.000
#> SAMPLE_1662 3 0.000
#> SAMPLE_1669 1 0.000
#> SAMPLE_1670 3 0.000
#> SAMPLE_1672 3 1.000
#> SAMPLE_1678 3 0.000
#> SAMPLE_1679 3 0.000
#> SAMPLE_1680 1 0.000
#> SAMPLE_1683 3 0.000
#> SAMPLE_1687 1 0.000
#> SAMPLE_1688 3 1.000
#> SAMPLE_1689 3 0.000
#> SAMPLE_1690 2 0.000
#> SAMPLE_1691 3 1.000
#> SAMPLE_1692 2 0.000
#> SAMPLE_1693 3 0.000
#> SAMPLE_1699 3 1.000
#> SAMPLE_1700 3 0.000
#> SAMPLE_1703 1 0.000
#> SAMPLE_1704 3 0.000
#> SAMPLE_1705 2 0.249
#> SAMPLE_1706 3 0.000
#> SAMPLE_1707 3 0.751
#> SAMPLE_1708 3 0.000
#> SAMPLE_1710 3 0.249
#> SAMPLE_1711 3 0.000
#> SAMPLE_1715 2 0.000
#> SAMPLE_1719 2 0.000
#> SAMPLE_1722 2 0.000
#> SAMPLE_1723 2 0.000
#> SAMPLE_1725 2 0.000
#> SAMPLE_1728 2 0.000
#> SAMPLE_1730 3 0.000
#> SAMPLE_1731 1 0.000
#> SAMPLE_1734 3 1.000
#> SAMPLE_1738 1 0.000
#> SAMPLE_1741 2 0.000
#> SAMPLE_1742 2 0.000
#> SAMPLE_1743 2 0.000
#> SAMPLE_1746 2 0.000
#> SAMPLE_1748 2 0.000
#> SAMPLE_1752 2 0.000
#> SAMPLE_1753 2 0.000
#> SAMPLE_1755 3 0.000
#> SAMPLE_1756 3 0.000
#> SAMPLE_1758 3 0.000
#> SAMPLE_1759 2 1.000
#> SAMPLE_1763 3 0.000
#> SAMPLE_1766 3 0.000
#> SAMPLE_1767 1 0.000
#> SAMPLE_1772 1 0.000
#> SAMPLE_1776 1 0.502
#> SAMPLE_1777 2 0.000
#> SAMPLE_1785 2 0.000
#> SAMPLE_1786 2 0.000
#> SAMPLE_1790 2 0.000
#> SAMPLE_1793 2 0.000
#> SAMPLE_1816 3 0.000
#> SAMPLE_1817 1 1.000
#> SAMPLE_1836 2 1.000
#> SAMPLE_1837 1 0.000
#> SAMPLE_1839 3 0.000
#> SAMPLE_1851 3 0.000
#> SAMPLE_1852 3 0.000
#> SAMPLE_1853 2 0.249
#> SAMPLE_1854 3 0.000
#> SAMPLE_1856 3 0.000
#> SAMPLE_1857 3 0.000
#> SAMPLE_1860 1 0.000
#> SAMPLE_1880 2 0.000
#> SAMPLE_1881 3 0.000
#> SAMPLE_1882 1 0.000
#> SAMPLE_1888 1 0.000
#> SAMPLE_1906 1 0.000
#> SAMPLE_1907 1 0.000
#> SAMPLE_1909 1 0.000
#> SAMPLE_1916 3 0.000
#> SAMPLE_1917 3 0.000
#> SAMPLE_1918 3 0.000
#> SAMPLE_1919 3 0.000
#> SAMPLE_1922 3 0.000
#> SAMPLE_1925 3 0.000
#> SAMPLE_1927 2 1.000
#> SAMPLE_1936 1 0.000
#> SAMPLE_1939 1 0.000
#> SAMPLE_1940 1 0.000
#> SAMPLE_1941 1 0.000
#> SAMPLE_1942 1 0.000
#> SAMPLE_1943 1 0.000
#> SAMPLE_1944 1 0.000
#> SAMPLE_1945 1 0.000
#> SAMPLE_1946 1 0.000
#> SAMPLE_1947 1 0.000
#> SAMPLE_1948 1 0.000
#> SAMPLE_1949 3 0.000
#> SAMPLE_1950 3 0.000
#> SAMPLE_1951 1 0.000
#> SAMPLE_1952 1 0.000
#> SAMPLE_1953 3 0.000
#> SAMPLE_1954 1 0.000
#> SAMPLE_1955 1 0.000
#> SAMPLE_1956 3 1.000
#> SAMPLE_1964 1 0.000
#> SAMPLE_1965 1 0.000
#> SAMPLE_1967 2 1.000
#> SAMPLE_1975 1 0.000
#> SAMPLE_1979 1 0.000
#> SAMPLE_1988 3 0.000
#> SAMPLE_1996 1 0.000
#> SAMPLE_1997 3 0.751
#> SAMPLE_1998 1 0.000
#> SAMPLE_2002 1 0.000
#> SAMPLE_2003 1 0.000
#> SAMPLE_2004 1 0.000
#> SAMPLE_2005 1 0.000
#> SAMPLE_2006 1 0.000
#> SAMPLE_2007 1 0.000
#> SAMPLE_2008 1 0.000
#> SAMPLE_2009 1 0.000
#> SAMPLE_2010 1 0.000
#> SAMPLE_2011 1 0.000
#> SAMPLE_2012 1 0.000
#> SAMPLE_2013 1 0.000
#> SAMPLE_2018 3 0.000
#> SAMPLE_2020 3 0.000
#> SAMPLE_2028 3 0.000
#> SAMPLE_2029 3 0.000
#> SAMPLE_2030 3 0.000
#> SAMPLE_2039 1 0.000
#> SAMPLE_2041 1 0.000
#> SAMPLE_2042 1 1.000
#> SAMPLE_2043 1 0.000
#> SAMPLE_2044 1 0.000
#> SAMPLE_2045 1 0.000
#> SAMPLE_2046 1 0.000
#> SAMPLE_2047 1 0.000
#> SAMPLE_2048 1 0.000
#> SAMPLE_2049 2 0.000
#> SAMPLE_2051 1 0.000
#> SAMPLE_2057 1 0.000
#> SAMPLE_2058 2 0.751
#> SAMPLE_2063 1 0.000
#> SAMPLE_2070 3 0.000
#> SAMPLE_2072 1 0.000
#> SAMPLE_2073 1 0.000
#> SAMPLE_2074 1 0.000
#> SAMPLE_2075 1 0.000
#> SAMPLE_2076 1 0.000
#> SAMPLE_2082 1 0.000
#> SAMPLE_2084 1 0.000
#> SAMPLE_2085 1 0.000
#> SAMPLE_2086 3 1.000
#> SAMPLE_2088 3 0.000
#> SAMPLE_2089 1 0.000
#> SAMPLE_2090 3 0.000
#> SAMPLE_2093 1 1.000
#> SAMPLE_2094 1 1.000
#> SAMPLE_2095 3 0.000
#> SAMPLE_2096 1 0.000
#> SAMPLE_2098 1 0.000
#> SAMPLE_2103 3 0.000
#> SAMPLE_2105 1 0.751
#> SAMPLE_2106 1 0.000
#> SAMPLE_2107 3 1.000
#> SAMPLE_2110 1 0.000
#> SAMPLE_2115 3 0.000
#> SAMPLE_2119 3 0.000
#> SAMPLE_2120 1 1.000
#> SAMPLE_2123 3 0.253
#> SAMPLE_2126 1 1.000
#> SAMPLE_2127 3 0.000
#> SAMPLE_2129 3 0.253
#> SAMPLE_2131 1 1.000
#> SAMPLE_2134 1 0.000
#> SAMPLE_2136 3 0.000
#> SAMPLE_2140 1 0.000
#> SAMPLE_2156 3 0.000
#> SAMPLE_2158 3 0.000
#> SAMPLE_2159 3 0.000
#> SAMPLE_2161 3 0.000
#> SAMPLE_2163 1 0.000
#> SAMPLE_2164 1 0.000
#> SAMPLE_2165 1 0.000
#> SAMPLE_2166 3 0.000
#> SAMPLE_2167 1 0.000
#> SAMPLE_2168 1 0.000
#> SAMPLE_2176 3 0.000
#> SAMPLE_2183 1 0.000
#> SAMPLE_2188 2 0.000
#> SAMPLE_2189 2 0.000
#> SAMPLE_2190 2 0.000
#> SAMPLE_2191 2 0.000
#> SAMPLE_2192 2 0.000
#> SAMPLE_2193 2 0.000
#> SAMPLE_2194 2 0.000
#> SAMPLE_2195 2 0.000
#> SAMPLE_2196 2 0.000
#> SAMPLE_2197 2 0.000
#> SAMPLE_2198 3 0.000
#> SAMPLE_2208 2 0.000
#> SAMPLE_2212 1 0.000
#> SAMPLE_2217 2 0.751
#> SAMPLE_2219 1 0.000
#> SAMPLE_2220 3 0.000
#> SAMPLE_2225 3 0.000
#> SAMPLE_2227 1 0.000
#> SAMPLE_2229 3 0.000
#> SAMPLE_2247 1 0.000
#> SAMPLE_2252 1 0.000
#> SAMPLE_2258 3 0.000
#> SAMPLE_2267 2 0.000
#> SAMPLE_2274 1 0.000
#> SAMPLE_2281 2 0.000
#> SAMPLE_2283 2 0.000
#> SAMPLE_2284 3 0.000
#> SAMPLE_2289 3 0.000
#> SAMPLE_2297 3 0.000
#> SAMPLE_2302 1 0.000
#> SAMPLE_2308 3 0.000
#> SAMPLE_2322 2 0.000
#> SAMPLE_2325 1 0.000
#> SAMPLE_2330 3 0.000
#> SAMPLE_2335 2 0.000
#> SAMPLE_2336 2 0.000
#> SAMPLE_2345 1 0.000
#> SAMPLE_2348 1 0.000
#> SAMPLE_2352 3 0.000
#> SAMPLE_2355 3 0.000
#> SAMPLE_2359 1 0.000
#> SAMPLE_2367 2 0.000
#> SAMPLE_2368 3 0.000
#> SAMPLE_2372 1 1.000
#> SAMPLE_2375 3 0.000
#> SAMPLE_2379 3 0.000
#> SAMPLE_2381 3 0.000
#> SAMPLE_2383 3 0.000
#> SAMPLE_2394 3 0.000
#> SAMPLE_2396 3 0.000
#> SAMPLE_2410 2 0.000
#> SAMPLE_2413 3 0.000
#> SAMPLE_2427 2 0.000
#> SAMPLE_2428 3 0.000
#> SAMPLE_2429 3 0.000
#> SAMPLE_2433 2 0.751
#> SAMPLE_2448 2 0.000
#> SAMPLE_2458 2 0.000
#> SAMPLE_2462 3 0.000
#> SAMPLE_2474 3 0.000
#> SAMPLE_2478 3 0.000
#> SAMPLE_2479 3 1.000
#> SAMPLE_2483 2 0.000
#> SAMPLE_2485 1 0.000
#> SAMPLE_2487 2 0.000
#> SAMPLE_2488 2 0.000
#> SAMPLE_2489 2 0.000
#> SAMPLE_2490 2 0.000
#> SAMPLE_2491 2 0.000
#> SAMPLE_2492 2 0.000
#> SAMPLE_2493 2 0.000
#> SAMPLE_2494 2 0.000
#> SAMPLE_2495 2 0.000
#> SAMPLE_2496 2 0.000
#> SAMPLE_2497 2 0.000
#> SAMPLE_2498 2 0.000
#> SAMPLE_2499 2 0.000
#> SAMPLE_2500 2 0.000
#> SAMPLE_2501 2 0.000
#> SAMPLE_2502 2 0.000
#> SAMPLE_2503 2 0.000
#> SAMPLE_2504 2 0.000
#> SAMPLE_2505 2 0.000
#> SAMPLE_2506 2 0.000
#> SAMPLE_2507 2 0.000
#> SAMPLE_2510 1 0.000
#> SAMPLE_2511 1 0.000
#> SAMPLE_2516 3 0.000
#> SAMPLE_2518 3 0.000
#> SAMPLE_2522 3 1.000
#> SAMPLE_2531 3 0.000
#> SAMPLE_2535 3 0.000
#> SAMPLE_2536 3 0.000
#> SAMPLE_2537 3 1.000
#> SAMPLE_2538 3 0.000
#> SAMPLE_2540 3 0.000
#> SAMPLE_2541 3 0.000
#> SAMPLE_2542 3 0.253
#> SAMPLE_2543 3 0.000
#> SAMPLE_2544 3 0.000
#> SAMPLE_2545 3 0.000
#> SAMPLE_2546 3 0.000
#> SAMPLE_2547 3 0.000
#> SAMPLE_2548 3 0.000
#> SAMPLE_2549 3 0.000
#> SAMPLE_2550 3 0.000
#> SAMPLE_2551 3 0.000
#> SAMPLE_2558 1 0.000
#> SAMPLE_2574 3 0.000
#> SAMPLE_2575 3 0.000
#> SAMPLE_2576 3 0.000
#> SAMPLE_2578 1 1.000
#> SAMPLE_2584 2 1.000
#> SAMPLE_2586 3 0.000
#> SAMPLE_2592 3 0.000
#> SAMPLE_2599 3 0.000
#> SAMPLE_2603 3 0.000
#> SAMPLE_2605 3 0.000
#> SAMPLE_2606 3 1.000
#> SAMPLE_2613 3 0.000
#> SAMPLE_2615 3 0.000
#> SAMPLE_2619 3 0.000
#> SAMPLE_2620 1 0.000
#> SAMPLE_2623 2 0.249
#> SAMPLE_2624 3 0.000
#> SAMPLE_2629 3 0.000
#> SAMPLE_2634 3 0.751
#> SAMPLE_2635 3 0.000
#> SAMPLE_2636 3 0.751
#> SAMPLE_2637 3 0.000
#> SAMPLE_2638 3 0.000
#> SAMPLE_2639 3 0.000
#> SAMPLE_2640 3 0.000
#> SAMPLE_2645 3 0.000
#> SAMPLE_2656 3 0.000
#> SAMPLE_2657 3 0.000
#> SAMPLE_2664 3 0.000
#> SAMPLE_2666 3 0.000
#> SAMPLE_2670 3 0.000
#> SAMPLE_2671 3 1.000
#> SAMPLE_2672 3 0.000
#> SAMPLE_2673 3 0.000
#> SAMPLE_2674 3 0.000
#> SAMPLE_2675 3 0.502
#> SAMPLE_2676 3 0.000
#> SAMPLE_2677 3 0.000
#> SAMPLE_2678 1 0.000
#> SAMPLE_2685 3 1.000
#> SAMPLE_2686 3 0.000
#> SAMPLE_2687 3 0.000
#> SAMPLE_2690 3 0.498
#> SAMPLE_2691 3 0.000
#> SAMPLE_2706 2 1.000
#> SAMPLE_2707 3 0.000
#> SAMPLE_2708 3 0.000
#> SAMPLE_2709 3 0.000
#> SAMPLE_2711 3 0.000
#> SAMPLE_2721 3 0.000
#> SAMPLE_2723 3 0.000
#> SAMPLE_2746 2 0.000
#> SAMPLE_2748 3 0.000
#> SAMPLE_2749 3 0.000
#> SAMPLE_2750 3 0.000
#> SAMPLE_2751 3 0.000
#> SAMPLE_2752 3 0.000
#> SAMPLE_2753 3 0.000
#> SAMPLE_2754 3 0.000
#> SAMPLE_2755 3 0.000
#> SAMPLE_2756 3 0.000
#> SAMPLE_2757 3 0.000
#> SAMPLE_2758 3 0.000
#> SAMPLE_2759 3 0.000
#> SAMPLE_2772 2 0.000
#> SAMPLE_2774 1 0.249
#> SAMPLE_2775 2 0.000
#> SAMPLE_2777 1 0.000
#> SAMPLE_2779 1 0.000
#> SAMPLE_2780 1 0.000
#> SAMPLE_2782 3 0.000
#> SAMPLE_2783 3 0.000
#> SAMPLE_2800 3 0.000
get_classes(res, k = 4)
#> class p
#> SAMPLE_20 1 0.000
#> SAMPLE_33 3 0.751
#> SAMPLE_35 3 0.000
#> SAMPLE_36 3 0.000
#> SAMPLE_39 3 0.000
#> SAMPLE_43 3 0.000
#> SAMPLE_44 3 0.000
#> SAMPLE_45 3 0.000
#> SAMPLE_62 4 1.000
#> SAMPLE_65 4 0.000
#> SAMPLE_66 4 0.000
#> SAMPLE_67 4 0.000
#> SAMPLE_69 3 0.000
#> SAMPLE_72 2 0.000
#> SAMPLE_75 2 0.000
#> SAMPLE_100 4 0.000
#> SAMPLE_101 4 0.000
#> SAMPLE_103 4 0.000
#> SAMPLE_105 4 0.000
#> SAMPLE_107 4 0.000
#> SAMPLE_108 4 0.000
#> SAMPLE_109 4 0.000
#> SAMPLE_110 4 0.000
#> SAMPLE_111 3 0.000
#> SAMPLE_112 3 0.000
#> SAMPLE_113 2 0.000
#> SAMPLE_118 3 0.000
#> SAMPLE_120 2 1.000
#> SAMPLE_124 4 0.000
#> SAMPLE_126 4 1.000
#> SAMPLE_136 1 0.000
#> SAMPLE_137 4 0.000
#> SAMPLE_138 1 0.000
#> SAMPLE_143 1 0.000
#> SAMPLE_144 2 0.000
#> SAMPLE_173 4 0.000
#> SAMPLE_215 4 0.000
#> SAMPLE_216 4 0.000
#> SAMPLE_217 4 0.000
#> SAMPLE_220 4 0.000
#> SAMPLE_223 4 0.000
#> SAMPLE_232 3 0.000
#> SAMPLE_274 1 0.000
#> SAMPLE_275 1 0.000
#> SAMPLE_286 3 0.000
#> SAMPLE_287 3 0.000
#> SAMPLE_302 3 0.000
#> SAMPLE_310 3 0.000
#> SAMPLE_312 3 0.000
#> SAMPLE_322 3 0.000
#> SAMPLE_329 4 0.000
#> SAMPLE_331 4 0.000
#> SAMPLE_332 4 0.000
#> SAMPLE_334 1 0.000
#> SAMPLE_335 1 0.000
#> SAMPLE_336 4 0.000
#> SAMPLE_338 4 0.000
#> SAMPLE_340 4 0.000
#> SAMPLE_341 4 0.000
#> SAMPLE_342 3 1.000
#> SAMPLE_343 1 0.000
#> SAMPLE_345 1 0.000
#> SAMPLE_349 4 0.000
#> SAMPLE_350 1 0.000
#> SAMPLE_352 1 0.000
#> SAMPLE_353 1 0.000
#> SAMPLE_354 1 0.000
#> SAMPLE_356 1 0.000
#> SAMPLE_358 1 0.000
#> SAMPLE_359 4 0.000
#> SAMPLE_362 4 1.000
#> SAMPLE_364 3 0.000
#> SAMPLE_365 3 0.000
#> SAMPLE_366 3 0.000
#> SAMPLE_370 2 0.000
#> SAMPLE_373 1 0.000
#> SAMPLE_374 1 0.000
#> SAMPLE_376 1 0.000
#> SAMPLE_377 1 0.000
#> SAMPLE_379 1 0.000
#> SAMPLE_382 3 0.000
#> SAMPLE_383 3 0.000
#> SAMPLE_384 3 0.000
#> SAMPLE_385 3 0.000
#> SAMPLE_386 3 0.000
#> SAMPLE_387 3 0.000
#> SAMPLE_589 3 0.000
#> SAMPLE_590 3 0.000
#> SAMPLE_592 3 0.000
#> SAMPLE_594 3 0.000
#> SAMPLE_595 3 0.000
#> SAMPLE_596 3 0.000
#> SAMPLE_597 3 0.000
#> SAMPLE_602 3 0.000
#> SAMPLE_604 3 0.000
#> SAMPLE_606 3 0.000
#> SAMPLE_641 3 0.000
#> SAMPLE_647 4 0.000
#> SAMPLE_649 3 0.000
#> SAMPLE_650 3 0.000
#> SAMPLE_651 2 0.000
#> SAMPLE_652 2 0.000
#> SAMPLE_653 3 0.000
#> SAMPLE_655 3 0.000
#> SAMPLE_656 3 0.000
#> SAMPLE_658 2 0.000
#> SAMPLE_659 2 0.000
#> SAMPLE_660 2 0.000
#> SAMPLE_661 3 1.000
#> SAMPLE_666 2 0.000
#> SAMPLE_677 3 0.000
#> SAMPLE_678 3 0.000
#> SAMPLE_679 3 0.000
#> SAMPLE_680 3 0.000
#> SAMPLE_681 3 0.000
#> SAMPLE_682 3 0.000
#> SAMPLE_683 2 0.000
#> SAMPLE_684 2 0.000
#> SAMPLE_685 2 0.000
#> SAMPLE_686 2 0.000
#> SAMPLE_687 2 0.000
#> SAMPLE_688 2 0.000
#> SAMPLE_689 2 0.000
#> SAMPLE_690 2 0.000
#> SAMPLE_691 2 0.000
#> SAMPLE_692 2 0.000
#> SAMPLE_693 2 0.000
#> SAMPLE_694 2 0.000
#> SAMPLE_696 2 0.000
#> SAMPLE_697 2 0.000
#> SAMPLE_698 2 0.000
#> SAMPLE_699 2 0.000
#> SAMPLE_700 2 0.000
#> SAMPLE_701 2 0.000
#> SAMPLE_702 2 0.000
#> SAMPLE_703 2 0.000
#> SAMPLE_704 2 0.000
#> SAMPLE_705 2 0.000
#> SAMPLE_706 2 0.000
#> SAMPLE_707 2 0.000
#> SAMPLE_708 2 0.000
#> SAMPLE_709 2 0.000
#> SAMPLE_710 2 0.000
#> SAMPLE_711 2 0.000
#> SAMPLE_712 2 0.000
#> SAMPLE_713 2 0.000
#> SAMPLE_723 1 0.000
#> SAMPLE_724 3 0.000
#> SAMPLE_726 1 0.000
#> SAMPLE_727 1 0.000
#> SAMPLE_728 1 0.000
#> SAMPLE_729 1 0.000
#> SAMPLE_732 1 0.000
#> SAMPLE_740 2 0.000
#> SAMPLE_741 2 0.000
#> SAMPLE_742 2 0.000
#> SAMPLE_743 2 0.000
#> SAMPLE_757 3 0.000
#> SAMPLE_758 3 0.000
#> SAMPLE_759 2 0.000
#> SAMPLE_760 2 0.000
#> SAMPLE_761 2 0.000
#> SAMPLE_762 3 0.000
#> SAMPLE_766 4 0.000
#> SAMPLE_771 1 0.000
#> SAMPLE_772 1 0.000
#> SAMPLE_773 3 0.000
#> SAMPLE_775 1 0.000
#> SAMPLE_777 2 0.000
#> SAMPLE_778 3 0.000
#> SAMPLE_785 1 0.000
#> SAMPLE_786 1 0.000
#> SAMPLE_787 1 0.000
#> SAMPLE_788 1 0.000
#> SAMPLE_789 2 0.751
#> SAMPLE_790 3 0.000
#> SAMPLE_799 3 0.000
#> SAMPLE_800 2 0.000
#> SAMPLE_803 3 0.000
#> SAMPLE_828 2 0.000
#> SAMPLE_833 2 0.000
#> SAMPLE_850 3 0.000
#> SAMPLE_851 4 0.000
#> SAMPLE_855 3 0.000
#> SAMPLE_856 3 0.000
#> SAMPLE_859 2 0.000
#> SAMPLE_860 2 0.000
#> SAMPLE_863 2 0.000
#> SAMPLE_864 2 0.000
#> SAMPLE_869 3 0.000
#> SAMPLE_874 3 0.000
#> SAMPLE_879 1 0.000
#> SAMPLE_884 1 0.000
#> SAMPLE_889 4 0.502
#> SAMPLE_890 3 0.000
#> SAMPLE_892 3 0.000
#> SAMPLE_894 1 0.000
#> SAMPLE_900 3 0.000
#> SAMPLE_901 1 0.502
#> SAMPLE_902 3 0.000
#> SAMPLE_903 3 0.000
#> SAMPLE_907 3 0.000
#> SAMPLE_913 2 0.000
#> SAMPLE_914 2 0.000
#> SAMPLE_923 3 0.000
#> SAMPLE_924 3 0.000
#> SAMPLE_926 1 0.000
#> SAMPLE_931 2 0.000
#> SAMPLE_932 2 0.000
#> SAMPLE_933 2 0.000
#> SAMPLE_935 2 0.000
#> SAMPLE_936 2 0.000
#> SAMPLE_937 2 0.000
#> SAMPLE_939 4 1.000
#> SAMPLE_947 4 0.000
#> SAMPLE_961 3 0.000
#> SAMPLE_962 3 0.000
#> SAMPLE_971 2 0.000
#> SAMPLE_975 1 0.000
#> SAMPLE_980 1 0.502
#> SAMPLE_981 2 0.000
#> SAMPLE_982 2 0.000
#> SAMPLE_989 3 0.000
#> SAMPLE_993 2 0.000
#> SAMPLE_994 1 0.000
#> SAMPLE_997 1 0.000
#> SAMPLE_998 3 0.000
#> SAMPLE_999 2 0.000
#> SAMPLE_1001 1 0.000
#> SAMPLE_1008 1 0.000
#> SAMPLE_1014 1 0.000
#> SAMPLE_1015 4 0.000
#> SAMPLE_1040 4 0.000
#> SAMPLE_1044 1 0.000
#> SAMPLE_1045 1 0.000
#> SAMPLE_1046 2 0.000
#> SAMPLE_1048 2 0.000
#> SAMPLE_1049 1 0.000
#> SAMPLE_1051 1 0.000
#> SAMPLE_1054 2 0.000
#> SAMPLE_1056 2 0.000
#> SAMPLE_1057 2 0.000
#> SAMPLE_1058 3 0.000
#> SAMPLE_1059 2 0.000
#> SAMPLE_1061 2 0.000
#> SAMPLE_1062 3 0.000
#> SAMPLE_1063 2 0.000
#> SAMPLE_1067 4 0.000
#> SAMPLE_1068 1 0.000
#> SAMPLE_1069 1 0.000
#> SAMPLE_1071 4 0.000
#> SAMPLE_1072 3 0.000
#> SAMPLE_1073 1 0.000
#> SAMPLE_1074 4 0.000
#> SAMPLE_1075 4 0.000
#> SAMPLE_1076 3 0.751
#> SAMPLE_1077 4 0.000
#> SAMPLE_1079 4 0.000
#> SAMPLE_1080 4 0.000
#> SAMPLE_1081 4 0.000
#> SAMPLE_1084 3 0.249
#> SAMPLE_1086 2 0.000
#> SAMPLE_1090 2 0.000
#> SAMPLE_1091 2 0.000
#> SAMPLE_1092 2 0.000
#> SAMPLE_1095 3 0.000
#> SAMPLE_1096 2 0.000
#> SAMPLE_1098 2 0.000
#> SAMPLE_1100 3 0.000
#> SAMPLE_1101 3 0.000
#> SAMPLE_1102 3 0.000
#> SAMPLE_1103 3 0.000
#> SAMPLE_1104 3 0.000
#> SAMPLE_1105 3 0.000
#> SAMPLE_1106 3 0.000
#> SAMPLE_1107 3 0.000
#> SAMPLE_1108 3 0.000
#> SAMPLE_1109 3 0.000
#> SAMPLE_1110 1 0.000
#> SAMPLE_1113 3 0.000
#> SAMPLE_1114 2 0.000
#> SAMPLE_1118 1 0.000
#> SAMPLE_1120 1 0.000
#> SAMPLE_1123 1 0.000
#> SAMPLE_1124 1 0.000
#> SAMPLE_1126 1 0.000
#> SAMPLE_1127 1 0.000
#> SAMPLE_1128 4 0.000
#> SAMPLE_1129 1 0.000
#> SAMPLE_1130 1 0.000
#> SAMPLE_1143 1 0.000
#> SAMPLE_1144 3 0.000
#> SAMPLE_1145 3 0.000
#> SAMPLE_1146 3 0.000
#> SAMPLE_1148 2 0.000
#> SAMPLE_1151 1 0.000
#> SAMPLE_1158 4 0.000
#> SAMPLE_1162 3 0.000
#> SAMPLE_1171 3 0.000
#> SAMPLE_1178 1 0.000
#> SAMPLE_1179 1 0.000
#> SAMPLE_1180 3 0.000
#> SAMPLE_1181 2 0.000
#> SAMPLE_1185 3 0.000
#> SAMPLE_1186 3 0.000
#> SAMPLE_1187 3 0.000
#> SAMPLE_1190 1 0.000
#> SAMPLE_1191 1 0.000
#> SAMPLE_1193 4 0.000
#> SAMPLE_1194 3 0.000
#> SAMPLE_1196 4 0.000
#> SAMPLE_1199 4 1.000
#> SAMPLE_1200 4 0.000
#> SAMPLE_1201 1 0.000
#> SAMPLE_1202 4 1.000
#> SAMPLE_1204 1 0.000
#> SAMPLE_1205 3 0.000
#> SAMPLE_1208 2 0.000
#> SAMPLE_1215 4 0.000
#> SAMPLE_1220 1 0.000
#> SAMPLE_1221 2 1.000
#> SAMPLE_1224 2 0.000
#> SAMPLE_1228 2 0.000
#> SAMPLE_1230 2 0.000
#> SAMPLE_1231 2 0.000
#> SAMPLE_1232 2 0.000
#> SAMPLE_1234 2 0.000
#> SAMPLE_1235 2 0.000
#> SAMPLE_1236 2 0.000
#> SAMPLE_1237 2 0.000
#> SAMPLE_1238 2 0.000
#> SAMPLE_1240 4 0.000
#> SAMPLE_1244 4 0.000
#> SAMPLE_1245 4 0.000
#> SAMPLE_1246 4 0.000
#> SAMPLE_1247 4 0.000
#> SAMPLE_1249 1 0.000
#> SAMPLE_1250 1 0.000
#> SAMPLE_1256 1 0.000
#> SAMPLE_1258 3 0.000
#> SAMPLE_1269 1 0.000
#> SAMPLE_1274 4 0.000
#> SAMPLE_1275 4 0.000
#> SAMPLE_1282 1 0.000
#> SAMPLE_1283 1 0.000
#> SAMPLE_1291 1 0.000
#> SAMPLE_1292 2 0.502
#> SAMPLE_1293 3 0.000
#> SAMPLE_1294 1 0.000
#> SAMPLE_1297 4 0.000
#> SAMPLE_1301 4 0.000
#> SAMPLE_1307 4 0.000
#> SAMPLE_1310 4 0.000
#> SAMPLE_1312 4 0.000
#> SAMPLE_1316 2 0.000
#> SAMPLE_1317 2 0.249
#> SAMPLE_1318 2 0.000
#> SAMPLE_1321 2 0.000
#> SAMPLE_1323 2 0.000
#> SAMPLE_1324 2 0.000
#> SAMPLE_1326 1 0.000
#> SAMPLE_1327 1 0.000
#> SAMPLE_1329 1 0.000
#> SAMPLE_1330 1 0.000
#> SAMPLE_1331 3 0.000
#> SAMPLE_1332 3 0.000
#> SAMPLE_1333 1 0.000
#> SAMPLE_1334 1 0.000
#> SAMPLE_1335 1 0.000
#> SAMPLE_1340 1 1.000
#> SAMPLE_1341 3 0.000
#> SAMPLE_1343 1 0.000
#> SAMPLE_1344 1 0.000
#> SAMPLE_1346 2 0.000
#> SAMPLE_1349 3 0.000
#> SAMPLE_1386 2 0.751
#> SAMPLE_1390 2 1.000
#> SAMPLE_1391 2 0.000
#> SAMPLE_1392 2 0.000
#> SAMPLE_1393 2 1.000
#> SAMPLE_1394 2 0.498
#> SAMPLE_1395 2 1.000
#> SAMPLE_1396 2 0.000
#> SAMPLE_1400 2 0.000
#> SAMPLE_1405 1 0.000
#> SAMPLE_1406 1 0.000
#> SAMPLE_1407 1 0.000
#> SAMPLE_1408 1 0.000
#> SAMPLE_1410 2 0.000
#> SAMPLE_1411 3 0.000
#> SAMPLE_1421 1 0.000
#> SAMPLE_1422 1 0.000
#> SAMPLE_1423 1 0.000
#> SAMPLE_1424 1 0.000
#> SAMPLE_1430 4 0.000
#> SAMPLE_1432 2 0.000
#> SAMPLE_1435 1 0.000
#> SAMPLE_1436 1 0.000
#> SAMPLE_1437 1 0.000
#> SAMPLE_1438 1 0.000
#> SAMPLE_1439 1 0.000
#> SAMPLE_1441 1 0.000
#> SAMPLE_1444 3 0.000
#> SAMPLE_1445 1 0.000
#> SAMPLE_1449 3 0.000
#> SAMPLE_1450 3 0.000
#> SAMPLE_1451 2 0.000
#> SAMPLE_1452 3 0.000
#> SAMPLE_1454 3 0.000
#> SAMPLE_1462 1 0.000
#> SAMPLE_1463 1 0.000
#> SAMPLE_1464 1 0.000
#> SAMPLE_1465 3 0.000
#> SAMPLE_1466 3 0.000
#> SAMPLE_1467 3 0.000
#> SAMPLE_1468 3 0.000
#> SAMPLE_1469 1 0.000
#> SAMPLE_1470 3 0.000
#> SAMPLE_1471 3 0.000
#> SAMPLE_1472 3 0.000
#> SAMPLE_1473 3 0.000
#> SAMPLE_1474 3 1.000
#> SAMPLE_1475 3 0.000
#> SAMPLE_1477 3 0.000
#> SAMPLE_1478 3 0.000
#> SAMPLE_1479 3 0.000
#> SAMPLE_1481 3 0.000
#> SAMPLE_1482 3 0.000
#> SAMPLE_1483 3 0.000
#> SAMPLE_1484 3 0.000
#> SAMPLE_1485 3 0.000
#> SAMPLE_1486 3 0.000
#> SAMPLE_1487 3 0.000
#> SAMPLE_1488 3 0.000
#> SAMPLE_1512 3 0.000
#> SAMPLE_1514 2 0.000
#> SAMPLE_1527 1 0.000
#> SAMPLE_1528 1 0.000
#> SAMPLE_1529 1 0.000
#> SAMPLE_1530 1 0.000
#> SAMPLE_1531 1 0.000
#> SAMPLE_1532 1 0.000
#> SAMPLE_1533 1 0.000
#> SAMPLE_1535 1 0.000
#> SAMPLE_1538 1 0.000
#> SAMPLE_1539 1 0.000
#> SAMPLE_1540 1 0.000
#> SAMPLE_1542 1 0.000
#> SAMPLE_1543 1 0.000
#> SAMPLE_1545 1 0.000
#> SAMPLE_1549 1 0.000
#> SAMPLE_1551 4 0.000
#> SAMPLE_1552 3 0.000
#> SAMPLE_1583 2 0.000
#> SAMPLE_1584 3 0.000
#> SAMPLE_1585 3 0.000
#> SAMPLE_1587 3 0.000
#> SAMPLE_1588 3 0.000
#> SAMPLE_1589 3 0.000
#> SAMPLE_1590 3 0.000
#> SAMPLE_1591 3 0.000
#> SAMPLE_1592 3 0.000
#> SAMPLE_1593 3 0.000
#> SAMPLE_1594 3 0.000
#> SAMPLE_1596 3 0.000
#> SAMPLE_1597 1 0.000
#> SAMPLE_1598 3 0.000
#> SAMPLE_1609 1 0.000
#> SAMPLE_1610 1 0.000
#> SAMPLE_1612 2 0.000
#> SAMPLE_1613 2 0.000
#> SAMPLE_1614 2 0.000
#> SAMPLE_1615 2 0.000
#> SAMPLE_1616 2 0.000
#> SAMPLE_1617 2 0.000
#> SAMPLE_1618 2 0.000
#> SAMPLE_1619 3 0.000
#> SAMPLE_1620 2 0.000
#> SAMPLE_1621 3 0.000
#> SAMPLE_1622 3 0.000
#> SAMPLE_1623 3 0.000
#> SAMPLE_1624 3 0.000
#> SAMPLE_1630 4 0.000
#> SAMPLE_1631 1 0.000
#> SAMPLE_1632 2 0.000
#> SAMPLE_1645 2 0.000
#> SAMPLE_1651 4 1.000
#> SAMPLE_1659 1 0.000
#> SAMPLE_1661 3 0.000
#> SAMPLE_1662 3 0.000
#> SAMPLE_1669 4 0.000
#> SAMPLE_1670 3 0.000
#> SAMPLE_1672 3 0.000
#> SAMPLE_1678 3 0.000
#> SAMPLE_1679 3 0.000
#> SAMPLE_1680 1 0.000
#> SAMPLE_1683 3 1.000
#> SAMPLE_1687 1 0.000
#> SAMPLE_1688 4 1.000
#> SAMPLE_1689 4 1.000
#> SAMPLE_1690 2 0.000
#> SAMPLE_1691 4 1.000
#> SAMPLE_1692 2 0.000
#> SAMPLE_1693 3 0.000
#> SAMPLE_1699 3 0.000
#> SAMPLE_1700 4 0.502
#> SAMPLE_1703 3 0.000
#> SAMPLE_1704 3 0.000
#> SAMPLE_1705 2 0.000
#> SAMPLE_1706 3 0.000
#> SAMPLE_1707 2 0.249
#> SAMPLE_1708 3 0.000
#> SAMPLE_1710 3 1.000
#> SAMPLE_1711 3 0.000
#> SAMPLE_1715 2 0.000
#> SAMPLE_1719 2 0.000
#> SAMPLE_1722 2 0.000
#> SAMPLE_1723 2 0.000
#> SAMPLE_1725 2 0.000
#> SAMPLE_1728 2 0.000
#> SAMPLE_1730 3 0.000
#> SAMPLE_1731 1 0.000
#> SAMPLE_1734 3 1.000
#> SAMPLE_1738 1 0.000
#> SAMPLE_1741 2 0.000
#> SAMPLE_1742 2 0.000
#> SAMPLE_1743 2 0.000
#> SAMPLE_1746 2 0.000
#> SAMPLE_1748 2 0.000
#> SAMPLE_1752 2 0.000
#> SAMPLE_1753 2 0.000
#> SAMPLE_1755 3 0.000
#> SAMPLE_1756 3 0.000
#> SAMPLE_1758 3 0.000
#> SAMPLE_1759 2 0.751
#> SAMPLE_1763 3 0.000
#> SAMPLE_1766 3 0.000
#> SAMPLE_1767 1 0.000
#> SAMPLE_1772 1 0.000
#> SAMPLE_1776 4 0.000
#> SAMPLE_1777 2 0.000
#> SAMPLE_1785 2 0.000
#> SAMPLE_1786 2 0.000
#> SAMPLE_1790 2 0.000
#> SAMPLE_1793 2 0.000
#> SAMPLE_1816 4 0.000
#> SAMPLE_1817 4 0.751
#> SAMPLE_1836 2 1.000
#> SAMPLE_1837 1 0.000
#> SAMPLE_1839 3 0.000
#> SAMPLE_1851 3 0.000
#> SAMPLE_1852 3 0.000
#> SAMPLE_1853 2 0.000
#> SAMPLE_1854 3 0.000
#> SAMPLE_1856 3 1.000
#> SAMPLE_1857 3 0.000
#> SAMPLE_1860 1 0.000
#> SAMPLE_1880 2 0.000
#> SAMPLE_1881 3 0.000
#> SAMPLE_1882 1 0.000
#> SAMPLE_1888 4 0.000
#> SAMPLE_1906 1 0.000
#> SAMPLE_1907 1 0.000
#> SAMPLE_1909 1 0.000
#> SAMPLE_1916 3 0.000
#> SAMPLE_1917 3 0.000
#> SAMPLE_1918 3 0.000
#> SAMPLE_1919 3 0.000
#> SAMPLE_1922 4 0.000
#> SAMPLE_1925 3 0.000
#> SAMPLE_1927 2 0.000
#> SAMPLE_1936 1 0.000
#> SAMPLE_1939 1 0.000
#> SAMPLE_1940 1 0.000
#> SAMPLE_1941 1 0.000
#> SAMPLE_1942 1 0.000
#> SAMPLE_1943 1 0.000
#> SAMPLE_1944 1 0.000
#> SAMPLE_1945 1 0.000
#> SAMPLE_1946 1 0.000
#> SAMPLE_1947 1 0.000
#> SAMPLE_1948 1 0.000
#> SAMPLE_1949 3 0.000
#> SAMPLE_1950 3 0.000
#> SAMPLE_1951 1 0.000
#> SAMPLE_1952 1 0.000
#> SAMPLE_1953 3 0.000
#> SAMPLE_1954 1 0.000
#> SAMPLE_1955 1 0.000
#> SAMPLE_1956 2 1.000
#> SAMPLE_1964 1 0.000
#> SAMPLE_1965 1 0.000
#> SAMPLE_1967 2 0.000
#> SAMPLE_1975 1 0.000
#> SAMPLE_1979 1 0.000
#> SAMPLE_1988 4 0.000
#> SAMPLE_1996 1 0.000
#> SAMPLE_1997 3 0.000
#> SAMPLE_1998 1 0.000
#> SAMPLE_2002 1 0.000
#> SAMPLE_2003 1 0.000
#> SAMPLE_2004 1 0.000
#> SAMPLE_2005 1 0.000
#> SAMPLE_2006 1 0.000
#> SAMPLE_2007 1 0.000
#> SAMPLE_2008 1 0.000
#> SAMPLE_2009 1 0.000
#> SAMPLE_2010 1 0.000
#> SAMPLE_2011 1 0.000
#> SAMPLE_2012 1 0.000
#> SAMPLE_2013 1 0.000
#> SAMPLE_2018 3 0.000
#> SAMPLE_2020 3 0.000
#> SAMPLE_2028 4 0.000
#> SAMPLE_2029 4 0.000
#> SAMPLE_2030 3 0.000
#> SAMPLE_2039 1 0.000
#> SAMPLE_2041 4 0.000
#> SAMPLE_2042 3 0.000
#> SAMPLE_2043 1 0.000
#> SAMPLE_2044 1 0.000
#> SAMPLE_2045 1 0.000
#> SAMPLE_2046 1 0.000
#> SAMPLE_2047 1 0.000
#> SAMPLE_2048 1 0.000
#> SAMPLE_2049 2 0.000
#> SAMPLE_2051 4 0.000
#> SAMPLE_2057 1 0.000
#> SAMPLE_2058 2 0.000
#> SAMPLE_2063 4 0.000
#> SAMPLE_2070 4 0.000
#> SAMPLE_2072 1 0.000
#> SAMPLE_2073 1 0.000
#> SAMPLE_2074 1 0.000
#> SAMPLE_2075 1 0.000
#> SAMPLE_2076 1 0.000
#> SAMPLE_2082 1 0.000
#> SAMPLE_2084 3 1.000
#> SAMPLE_2085 4 1.000
#> SAMPLE_2086 4 0.000
#> SAMPLE_2088 4 1.000
#> SAMPLE_2089 4 1.000
#> SAMPLE_2090 4 1.000
#> SAMPLE_2093 3 0.000
#> SAMPLE_2094 3 0.000
#> SAMPLE_2095 4 0.000
#> SAMPLE_2096 1 0.000
#> SAMPLE_2098 1 0.751
#> SAMPLE_2103 4 0.000
#> SAMPLE_2105 4 1.000
#> SAMPLE_2106 1 0.000
#> SAMPLE_2107 3 1.000
#> SAMPLE_2110 1 0.000
#> SAMPLE_2115 4 0.000
#> SAMPLE_2119 4 0.000
#> SAMPLE_2120 4 0.000
#> SAMPLE_2123 3 0.000
#> SAMPLE_2126 3 0.000
#> SAMPLE_2127 3 0.000
#> SAMPLE_2129 3 0.000
#> SAMPLE_2131 4 0.000
#> SAMPLE_2134 1 0.000
#> SAMPLE_2136 3 1.000
#> SAMPLE_2140 1 0.000
#> SAMPLE_2156 4 0.000
#> SAMPLE_2158 4 0.000
#> SAMPLE_2159 4 0.000
#> SAMPLE_2161 4 0.000
#> SAMPLE_2163 4 0.000
#> SAMPLE_2164 4 0.000
#> SAMPLE_2165 1 0.000
#> SAMPLE_2166 3 0.000
#> SAMPLE_2167 1 0.000
#> SAMPLE_2168 1 0.000
#> SAMPLE_2176 4 1.000
#> SAMPLE_2183 1 0.000
#> SAMPLE_2188 2 0.000
#> SAMPLE_2189 2 0.000
#> SAMPLE_2190 2 0.000
#> SAMPLE_2191 2 0.000
#> SAMPLE_2192 2 0.000
#> SAMPLE_2193 2 0.000
#> SAMPLE_2194 2 0.000
#> SAMPLE_2195 2 0.000
#> SAMPLE_2196 2 0.000
#> SAMPLE_2197 2 0.000
#> SAMPLE_2198 3 0.000
#> SAMPLE_2208 2 0.000
#> SAMPLE_2212 1 0.000
#> SAMPLE_2217 2 0.000
#> SAMPLE_2219 4 0.000
#> SAMPLE_2220 3 0.000
#> SAMPLE_2225 4 0.000
#> SAMPLE_2227 4 0.000
#> SAMPLE_2229 3 0.000
#> SAMPLE_2247 1 0.000
#> SAMPLE_2252 1 0.000
#> SAMPLE_2258 3 0.000
#> SAMPLE_2267 2 0.000
#> SAMPLE_2274 1 0.000
#> SAMPLE_2281 2 0.000
#> SAMPLE_2283 2 0.000
#> SAMPLE_2284 3 0.000
#> SAMPLE_2289 3 0.000
#> SAMPLE_2297 3 0.000
#> SAMPLE_2302 1 0.000
#> SAMPLE_2308 3 0.000
#> SAMPLE_2322 2 0.000
#> SAMPLE_2325 1 0.000
#> SAMPLE_2330 3 0.000
#> SAMPLE_2335 2 0.000
#> SAMPLE_2336 2 0.000
#> SAMPLE_2345 1 0.000
#> SAMPLE_2348 4 0.000
#> SAMPLE_2352 4 0.000
#> SAMPLE_2355 4 0.000
#> SAMPLE_2359 4 0.502
#> SAMPLE_2367 2 0.000
#> SAMPLE_2368 4 0.751
#> SAMPLE_2372 3 0.000
#> SAMPLE_2375 4 1.000
#> SAMPLE_2379 4 0.000
#> SAMPLE_2381 4 1.000
#> SAMPLE_2383 4 0.751
#> SAMPLE_2394 3 0.000
#> SAMPLE_2396 3 0.000
#> SAMPLE_2410 2 0.000
#> SAMPLE_2413 3 0.000
#> SAMPLE_2427 2 0.000
#> SAMPLE_2428 3 0.000
#> SAMPLE_2429 3 0.000
#> SAMPLE_2433 2 0.000
#> SAMPLE_2448 2 0.000
#> SAMPLE_2458 2 0.000
#> SAMPLE_2462 3 0.000
#> SAMPLE_2474 3 0.000
#> SAMPLE_2478 3 0.000
#> SAMPLE_2479 2 0.249
#> SAMPLE_2483 2 0.000
#> SAMPLE_2485 3 1.000
#> SAMPLE_2487 2 0.000
#> SAMPLE_2488 2 0.000
#> SAMPLE_2489 2 0.000
#> SAMPLE_2490 2 0.000
#> SAMPLE_2491 2 0.000
#> SAMPLE_2492 2 0.000
#> SAMPLE_2493 2 0.000
#> SAMPLE_2494 2 0.000
#> SAMPLE_2495 2 0.000
#> SAMPLE_2496 2 0.000
#> SAMPLE_2497 2 0.000
#> SAMPLE_2498 2 0.000
#> SAMPLE_2499 2 0.000
#> SAMPLE_2500 2 0.000
#> SAMPLE_2501 2 0.000
#> SAMPLE_2502 2 0.000
#> SAMPLE_2503 2 0.000
#> SAMPLE_2504 2 0.000
#> SAMPLE_2505 2 0.000
#> SAMPLE_2506 2 0.000
#> SAMPLE_2507 2 0.000
#> SAMPLE_2510 4 0.000
#> SAMPLE_2511 4 0.000
#> SAMPLE_2516 4 0.000
#> SAMPLE_2518 3 0.000
#> SAMPLE_2522 2 0.249
#> SAMPLE_2531 3 0.000
#> SAMPLE_2535 3 0.000
#> SAMPLE_2536 3 0.000
#> SAMPLE_2537 3 0.000
#> SAMPLE_2538 3 0.000
#> SAMPLE_2540 3 0.000
#> SAMPLE_2541 3 0.000
#> SAMPLE_2542 3 0.000
#> SAMPLE_2543 3 0.000
#> SAMPLE_2544 3 0.000
#> SAMPLE_2545 3 0.000
#> SAMPLE_2546 3 0.000
#> SAMPLE_2547 3 0.000
#> SAMPLE_2548 3 0.000
#> SAMPLE_2549 3 0.000
#> SAMPLE_2550 3 0.000
#> SAMPLE_2551 3 0.000
#> SAMPLE_2558 4 0.000
#> SAMPLE_2574 3 0.000
#> SAMPLE_2575 3 0.000
#> SAMPLE_2576 3 0.000
#> SAMPLE_2578 3 0.000
#> SAMPLE_2584 3 1.000
#> SAMPLE_2586 3 0.000
#> SAMPLE_2592 4 0.000
#> SAMPLE_2599 3 0.000
#> SAMPLE_2603 3 0.000
#> SAMPLE_2605 3 0.000
#> SAMPLE_2606 3 0.000
#> SAMPLE_2613 3 0.000
#> SAMPLE_2615 3 0.000
#> SAMPLE_2619 3 0.000
#> SAMPLE_2620 3 0.000
#> SAMPLE_2623 2 0.000
#> SAMPLE_2624 3 0.000
#> SAMPLE_2629 3 0.000
#> SAMPLE_2634 3 0.000
#> SAMPLE_2635 3 0.000
#> SAMPLE_2636 3 0.000
#> SAMPLE_2637 3 0.000
#> SAMPLE_2638 3 0.000
#> SAMPLE_2639 3 0.000
#> SAMPLE_2640 3 0.000
#> SAMPLE_2645 3 0.000
#> SAMPLE_2656 3 0.000
#> SAMPLE_2657 3 0.000
#> SAMPLE_2664 4 0.000
#> SAMPLE_2666 4 0.000
#> SAMPLE_2670 3 0.000
#> SAMPLE_2671 2 0.000
#> SAMPLE_2672 3 0.000
#> SAMPLE_2673 3 0.000
#> SAMPLE_2674 3 0.000
#> SAMPLE_2675 3 0.000
#> SAMPLE_2676 3 0.000
#> SAMPLE_2677 3 0.000
#> SAMPLE_2678 1 0.000
#> SAMPLE_2685 3 0.000
#> SAMPLE_2686 3 0.000
#> SAMPLE_2687 3 0.000
#> SAMPLE_2690 3 0.000
#> SAMPLE_2691 3 0.000
#> SAMPLE_2706 2 0.000
#> SAMPLE_2707 3 0.000
#> SAMPLE_2708 3 0.000
#> SAMPLE_2709 3 0.000
#> SAMPLE_2711 4 1.000
#> SAMPLE_2721 3 0.000
#> SAMPLE_2723 3 0.000
#> SAMPLE_2746 2 0.000
#> SAMPLE_2748 3 0.000
#> SAMPLE_2749 3 0.000
#> SAMPLE_2750 3 0.000
#> SAMPLE_2751 3 0.000
#> SAMPLE_2752 3 0.000
#> SAMPLE_2753 3 0.000
#> SAMPLE_2754 3 0.000
#> SAMPLE_2755 3 0.000
#> SAMPLE_2756 3 0.000
#> SAMPLE_2757 3 0.000
#> SAMPLE_2758 3 0.000
#> SAMPLE_2759 3 0.000
#> SAMPLE_2772 2 0.000
#> SAMPLE_2774 3 0.000
#> SAMPLE_2775 2 0.000
#> SAMPLE_2777 3 0.000
#> SAMPLE_2779 1 0.000
#> SAMPLE_2780 4 0.000
#> SAMPLE_2782 3 0.000
#> SAMPLE_2783 3 0.000
#> SAMPLE_2800 3 0.000
get_classes(res, k = 5)
#> class p
#> SAMPLE_20 1 0.502
#> SAMPLE_33 3 1.000
#> SAMPLE_35 3 0.000
#> SAMPLE_36 3 0.000
#> SAMPLE_39 3 0.000
#> SAMPLE_43 3 0.000
#> SAMPLE_44 3 0.000
#> SAMPLE_45 3 0.000
#> SAMPLE_62 4 1.000
#> SAMPLE_65 4 0.000
#> SAMPLE_66 4 0.000
#> SAMPLE_67 4 0.000
#> SAMPLE_69 3 0.000
#> SAMPLE_72 2 0.502
#> SAMPLE_75 2 0.000
#> SAMPLE_100 4 0.000
#> SAMPLE_101 4 0.000
#> SAMPLE_103 4 0.000
#> SAMPLE_105 4 0.000
#> SAMPLE_107 4 0.000
#> SAMPLE_108 4 0.000
#> SAMPLE_109 4 0.000
#> SAMPLE_110 4 0.000
#> SAMPLE_111 3 0.000
#> SAMPLE_112 3 0.000
#> SAMPLE_113 2 0.000
#> SAMPLE_118 3 0.000
#> SAMPLE_120 3 1.000
#> SAMPLE_124 4 0.000
#> SAMPLE_126 4 1.000
#> SAMPLE_136 1 0.000
#> SAMPLE_137 4 1.000
#> SAMPLE_138 1 0.000
#> SAMPLE_143 1 0.000
#> SAMPLE_144 2 0.000
#> SAMPLE_173 4 0.000
#> SAMPLE_215 4 0.000
#> SAMPLE_216 4 0.000
#> SAMPLE_217 4 0.000
#> SAMPLE_220 4 0.000
#> SAMPLE_223 4 0.000
#> SAMPLE_232 3 0.000
#> SAMPLE_274 1 0.000
#> SAMPLE_275 1 0.000
#> SAMPLE_286 3 0.000
#> SAMPLE_287 3 0.000
#> SAMPLE_302 3 0.000
#> SAMPLE_310 3 0.000
#> SAMPLE_312 3 0.751
#> SAMPLE_322 3 0.000
#> SAMPLE_329 4 0.000
#> SAMPLE_331 4 0.000
#> SAMPLE_332 4 0.000
#> SAMPLE_334 1 0.000
#> SAMPLE_335 1 0.000
#> SAMPLE_336 4 1.000
#> SAMPLE_338 4 0.000
#> SAMPLE_340 4 0.000
#> SAMPLE_341 4 0.000
#> SAMPLE_342 3 1.000
#> SAMPLE_343 1 0.000
#> SAMPLE_345 1 0.000
#> SAMPLE_349 4 0.000
#> SAMPLE_350 1 0.000
#> SAMPLE_352 1 0.000
#> SAMPLE_353 1 0.751
#> SAMPLE_354 1 0.000
#> SAMPLE_356 1 0.000
#> SAMPLE_358 1 0.000
#> SAMPLE_359 4 0.000
#> SAMPLE_362 4 1.000
#> SAMPLE_364 3 0.000
#> SAMPLE_365 3 0.000
#> SAMPLE_366 3 0.000
#> SAMPLE_370 2 0.000
#> SAMPLE_373 1 0.000
#> SAMPLE_374 1 0.000
#> SAMPLE_376 1 0.000
#> SAMPLE_377 1 0.000
#> SAMPLE_379 1 0.000
#> SAMPLE_382 3 0.000
#> SAMPLE_383 3 0.000
#> SAMPLE_384 3 0.000
#> SAMPLE_385 3 0.000
#> SAMPLE_386 3 0.000
#> SAMPLE_387 3 0.000
#> SAMPLE_589 3 0.000
#> SAMPLE_590 3 0.000
#> SAMPLE_592 3 0.000
#> SAMPLE_594 3 0.000
#> SAMPLE_595 3 0.000
#> SAMPLE_596 3 0.000
#> SAMPLE_597 3 0.000
#> SAMPLE_602 3 0.249
#> SAMPLE_604 3 0.000
#> SAMPLE_606 3 0.000
#> SAMPLE_641 3 0.000
#> SAMPLE_647 4 0.000
#> SAMPLE_649 3 0.000
#> SAMPLE_650 3 0.751
#> SAMPLE_651 2 0.000
#> SAMPLE_652 2 0.000
#> SAMPLE_653 3 0.000
#> SAMPLE_655 3 0.000
#> SAMPLE_656 3 0.000
#> SAMPLE_658 2 0.000
#> SAMPLE_659 2 0.000
#> SAMPLE_660 2 0.000
#> SAMPLE_661 3 1.000
#> SAMPLE_666 2 0.000
#> SAMPLE_677 3 0.000
#> SAMPLE_678 3 0.000
#> SAMPLE_679 3 0.000
#> SAMPLE_680 3 0.000
#> SAMPLE_681 3 0.000
#> SAMPLE_682 3 0.000
#> SAMPLE_683 2 0.000
#> SAMPLE_684 2 0.000
#> SAMPLE_685 2 0.000
#> SAMPLE_686 2 0.000
#> SAMPLE_687 2 0.000
#> SAMPLE_688 2 0.000
#> SAMPLE_689 2 0.000
#> SAMPLE_690 2 0.000
#> SAMPLE_691 2 0.000
#> SAMPLE_692 2 0.000
#> SAMPLE_693 2 0.000
#> SAMPLE_694 2 0.000
#> SAMPLE_696 2 0.000
#> SAMPLE_697 2 0.000
#> SAMPLE_698 2 0.000
#> SAMPLE_699 2 0.000
#> SAMPLE_700 2 0.000
#> SAMPLE_701 2 0.000
#> SAMPLE_702 2 0.000
#> SAMPLE_703 2 0.000
#> SAMPLE_704 2 0.000
#> SAMPLE_705 2 0.000
#> SAMPLE_706 2 0.000
#> SAMPLE_707 2 0.000
#> SAMPLE_708 2 0.000
#> SAMPLE_709 2 0.000
#> SAMPLE_710 2 0.000
#> SAMPLE_711 2 0.000
#> SAMPLE_712 2 0.000
#> SAMPLE_713 2 0.000
#> SAMPLE_723 1 0.000
#> SAMPLE_724 3 0.000
#> SAMPLE_726 1 0.000
#> SAMPLE_727 1 0.000
#> SAMPLE_728 1 0.000
#> SAMPLE_729 1 0.000
#> SAMPLE_732 1 0.000
#> SAMPLE_740 2 0.000
#> SAMPLE_741 2 0.000
#> SAMPLE_742 2 0.000
#> SAMPLE_743 2 0.000
#> SAMPLE_757 3 0.000
#> SAMPLE_758 3 0.000
#> SAMPLE_759 2 0.000
#> SAMPLE_760 2 0.000
#> SAMPLE_761 2 0.000
#> SAMPLE_762 3 0.000
#> SAMPLE_766 4 0.000
#> SAMPLE_771 1 0.000
#> SAMPLE_772 1 0.000
#> SAMPLE_773 3 0.000
#> SAMPLE_775 1 0.000
#> SAMPLE_777 2 0.000
#> SAMPLE_778 3 0.000
#> SAMPLE_785 1 0.000
#> SAMPLE_786 1 0.000
#> SAMPLE_787 1 0.000
#> SAMPLE_788 1 0.000
#> SAMPLE_789 3 1.000
#> SAMPLE_790 3 0.000
#> SAMPLE_799 3 0.000
#> SAMPLE_800 2 0.000
#> SAMPLE_803 3 0.000
#> SAMPLE_828 2 0.000
#> SAMPLE_833 2 0.000
#> SAMPLE_850 3 0.000
#> SAMPLE_851 4 0.000
#> SAMPLE_855 3 0.000
#> SAMPLE_856 3 0.000
#> SAMPLE_859 5 0.000
#> SAMPLE_860 5 0.000
#> SAMPLE_863 5 0.000
#> SAMPLE_864 2 0.000
#> SAMPLE_869 3 0.000
#> SAMPLE_874 3 0.000
#> SAMPLE_879 1 0.000
#> SAMPLE_884 1 0.000
#> SAMPLE_889 4 0.751
#> SAMPLE_890 3 0.751
#> SAMPLE_892 3 0.000
#> SAMPLE_894 1 0.000
#> SAMPLE_900 3 0.000
#> SAMPLE_901 1 1.000
#> SAMPLE_902 3 0.000
#> SAMPLE_903 3 0.000
#> SAMPLE_907 3 0.000
#> SAMPLE_913 5 0.000
#> SAMPLE_914 5 0.000
#> SAMPLE_923 3 0.000
#> SAMPLE_924 3 0.000
#> SAMPLE_926 1 0.000
#> SAMPLE_931 5 0.000
#> SAMPLE_932 5 0.000
#> SAMPLE_933 5 0.000
#> SAMPLE_935 5 0.000
#> SAMPLE_936 5 0.000
#> SAMPLE_937 5 0.000
#> SAMPLE_939 4 1.000
#> SAMPLE_947 4 0.000
#> SAMPLE_961 3 0.000
#> SAMPLE_962 3 0.000
#> SAMPLE_971 2 0.000
#> SAMPLE_975 1 0.000
#> SAMPLE_980 1 1.000
#> SAMPLE_981 2 0.000
#> SAMPLE_982 2 0.000
#> SAMPLE_989 3 0.000
#> SAMPLE_993 2 0.000
#> SAMPLE_994 1 0.000
#> SAMPLE_997 1 0.000
#> SAMPLE_998 3 0.000
#> SAMPLE_999 2 0.000
#> SAMPLE_1001 1 0.000
#> SAMPLE_1008 1 0.000
#> SAMPLE_1014 1 0.000
#> SAMPLE_1015 4 0.000
#> SAMPLE_1040 4 0.000
#> SAMPLE_1044 1 0.502
#> SAMPLE_1045 1 0.000
#> SAMPLE_1046 5 0.000
#> SAMPLE_1048 2 0.000
#> SAMPLE_1049 1 0.000
#> SAMPLE_1051 1 0.000
#> SAMPLE_1054 2 0.000
#> SAMPLE_1056 2 0.000
#> SAMPLE_1057 2 0.000
#> SAMPLE_1058 2 0.502
#> SAMPLE_1059 2 0.751
#> SAMPLE_1061 2 0.000
#> SAMPLE_1062 3 0.000
#> SAMPLE_1063 5 0.000
#> SAMPLE_1067 4 0.000
#> SAMPLE_1068 1 0.000
#> SAMPLE_1069 1 0.000
#> SAMPLE_1071 4 0.000
#> SAMPLE_1072 3 0.000
#> SAMPLE_1073 1 0.000
#> SAMPLE_1074 4 0.000
#> SAMPLE_1075 4 0.000
#> SAMPLE_1076 1 1.000
#> SAMPLE_1077 4 0.000
#> SAMPLE_1079 4 0.249
#> SAMPLE_1080 4 0.000
#> SAMPLE_1081 4 0.000
#> SAMPLE_1084 3 0.502
#> SAMPLE_1086 2 0.000
#> SAMPLE_1090 2 0.000
#> SAMPLE_1091 2 0.000
#> SAMPLE_1092 2 0.000
#> SAMPLE_1095 3 1.000
#> SAMPLE_1096 2 0.000
#> SAMPLE_1098 2 0.000
#> SAMPLE_1100 3 0.000
#> SAMPLE_1101 3 0.000
#> SAMPLE_1102 3 0.000
#> SAMPLE_1103 3 0.000
#> SAMPLE_1104 3 0.000
#> SAMPLE_1105 3 0.000
#> SAMPLE_1106 3 0.000
#> SAMPLE_1107 3 0.000
#> SAMPLE_1108 3 0.000
#> SAMPLE_1109 3 0.000
#> SAMPLE_1110 1 0.000
#> SAMPLE_1113 3 0.000
#> SAMPLE_1114 2 1.000
#> SAMPLE_1118 1 0.000
#> SAMPLE_1120 1 0.000
#> SAMPLE_1123 1 0.000
#> SAMPLE_1124 1 0.000
#> SAMPLE_1126 1 0.000
#> SAMPLE_1127 1 0.000
#> SAMPLE_1128 4 0.000
#> SAMPLE_1129 1 0.000
#> SAMPLE_1130 1 0.000
#> SAMPLE_1143 1 0.000
#> SAMPLE_1144 3 0.000
#> SAMPLE_1145 3 0.000
#> SAMPLE_1146 3 0.000
#> SAMPLE_1148 5 0.000
#> SAMPLE_1151 1 0.000
#> SAMPLE_1158 4 0.000
#> SAMPLE_1162 3 0.000
#> SAMPLE_1171 3 0.000
#> SAMPLE_1178 1 0.000
#> SAMPLE_1179 1 0.000
#> SAMPLE_1180 3 0.000
#> SAMPLE_1181 2 0.751
#> SAMPLE_1185 3 0.000
#> SAMPLE_1186 3 0.000
#> SAMPLE_1187 3 0.000
#> SAMPLE_1190 1 0.000
#> SAMPLE_1191 1 0.000
#> SAMPLE_1193 4 0.000
#> SAMPLE_1194 3 0.000
#> SAMPLE_1196 4 0.000
#> SAMPLE_1199 4 1.000
#> SAMPLE_1200 4 0.000
#> SAMPLE_1201 1 0.000
#> SAMPLE_1202 4 1.000
#> SAMPLE_1204 1 0.000
#> SAMPLE_1205 3 0.000
#> SAMPLE_1208 2 0.000
#> SAMPLE_1215 4 0.000
#> SAMPLE_1220 1 0.000
#> SAMPLE_1221 2 0.000
#> SAMPLE_1224 2 0.000
#> SAMPLE_1228 2 0.000
#> SAMPLE_1230 2 0.000
#> SAMPLE_1231 2 0.000
#> SAMPLE_1232 2 0.000
#> SAMPLE_1234 2 0.000
#> SAMPLE_1235 2 0.000
#> SAMPLE_1236 2 0.000
#> SAMPLE_1237 2 0.000
#> SAMPLE_1238 2 0.000
#> SAMPLE_1240 4 0.000
#> SAMPLE_1244 4 0.000
#> SAMPLE_1245 4 0.000
#> SAMPLE_1246 4 0.000
#> SAMPLE_1247 4 0.000
#> SAMPLE_1249 1 0.000
#> SAMPLE_1250 1 0.000
#> SAMPLE_1256 1 0.000
#> SAMPLE_1258 3 0.000
#> SAMPLE_1269 1 0.000
#> SAMPLE_1274 4 0.000
#> SAMPLE_1275 4 0.000
#> SAMPLE_1282 1 0.000
#> SAMPLE_1283 1 0.000
#> SAMPLE_1291 1 0.000
#> SAMPLE_1292 2 1.000
#> SAMPLE_1293 3 1.000
#> SAMPLE_1294 1 0.000
#> SAMPLE_1297 4 0.000
#> SAMPLE_1301 4 0.000
#> SAMPLE_1307 4 0.000
#> SAMPLE_1310 4 0.000
#> SAMPLE_1312 4 0.000
#> SAMPLE_1316 5 0.000
#> SAMPLE_1317 5 0.000
#> SAMPLE_1318 5 0.000
#> SAMPLE_1321 5 0.000
#> SAMPLE_1323 5 0.000
#> SAMPLE_1324 5 0.000
#> SAMPLE_1326 1 0.000
#> SAMPLE_1327 1 0.000
#> SAMPLE_1329 1 0.000
#> SAMPLE_1330 1 0.000
#> SAMPLE_1331 3 0.502
#> SAMPLE_1332 3 0.000
#> SAMPLE_1333 1 0.000
#> SAMPLE_1334 1 0.000
#> SAMPLE_1335 1 0.000
#> SAMPLE_1340 1 1.000
#> SAMPLE_1341 3 0.000
#> SAMPLE_1343 1 0.000
#> SAMPLE_1344 1 0.000
#> SAMPLE_1346 2 0.000
#> SAMPLE_1349 3 0.000
#> SAMPLE_1386 3 1.000
#> SAMPLE_1390 3 1.000
#> SAMPLE_1391 3 1.000
#> SAMPLE_1392 2 1.000
#> SAMPLE_1393 3 1.000
#> SAMPLE_1394 2 1.000
#> SAMPLE_1395 3 1.000
#> SAMPLE_1396 2 0.751
#> SAMPLE_1400 2 0.000
#> SAMPLE_1405 1 0.000
#> SAMPLE_1406 1 0.000
#> SAMPLE_1407 1 0.000
#> SAMPLE_1408 1 0.000
#> SAMPLE_1410 2 0.000
#> SAMPLE_1411 3 0.000
#> SAMPLE_1421 1 0.000
#> SAMPLE_1422 1 0.000
#> SAMPLE_1423 1 0.000
#> SAMPLE_1424 1 0.000
#> SAMPLE_1430 4 0.000
#> SAMPLE_1432 2 0.000
#> SAMPLE_1435 1 0.000
#> SAMPLE_1436 1 0.000
#> SAMPLE_1437 1 0.000
#> SAMPLE_1438 1 0.000
#> SAMPLE_1439 1 0.000
#> SAMPLE_1441 1 0.000
#> SAMPLE_1444 3 0.000
#> SAMPLE_1445 1 0.000
#> SAMPLE_1449 3 0.000
#> SAMPLE_1450 3 0.000
#> SAMPLE_1451 2 0.000
#> SAMPLE_1452 3 0.000
#> SAMPLE_1454 3 0.000
#> SAMPLE_1462 1 0.000
#> SAMPLE_1463 1 0.000
#> SAMPLE_1464 1 0.000
#> SAMPLE_1465 3 0.000
#> SAMPLE_1466 3 0.000
#> SAMPLE_1467 3 0.000
#> SAMPLE_1468 3 0.000
#> SAMPLE_1469 1 1.000
#> SAMPLE_1470 3 0.000
#> SAMPLE_1471 3 0.000
#> SAMPLE_1472 3 0.000
#> SAMPLE_1473 3 0.000
#> SAMPLE_1474 3 1.000
#> SAMPLE_1475 3 0.000
#> SAMPLE_1477 3 0.000
#> SAMPLE_1478 3 0.000
#> SAMPLE_1479 3 0.000
#> SAMPLE_1481 3 0.000
#> SAMPLE_1482 3 0.000
#> SAMPLE_1483 3 0.000
#> SAMPLE_1484 3 0.000
#> SAMPLE_1485 3 0.000
#> SAMPLE_1486 3 0.000
#> SAMPLE_1487 3 0.000
#> SAMPLE_1488 3 0.000
#> SAMPLE_1512 3 0.000
#> SAMPLE_1514 2 0.000
#> SAMPLE_1527 1 0.000
#> SAMPLE_1528 1 0.000
#> SAMPLE_1529 1 0.000
#> SAMPLE_1530 1 0.000
#> SAMPLE_1531 1 0.000
#> SAMPLE_1532 1 0.000
#> SAMPLE_1533 1 0.000
#> SAMPLE_1535 1 0.000
#> SAMPLE_1538 1 0.000
#> SAMPLE_1539 1 0.000
#> SAMPLE_1540 1 0.000
#> SAMPLE_1542 1 0.000
#> SAMPLE_1543 1 0.000
#> SAMPLE_1545 1 0.000
#> SAMPLE_1549 1 0.000
#> SAMPLE_1551 4 0.000
#> SAMPLE_1552 3 0.000
#> SAMPLE_1583 2 1.000
#> SAMPLE_1584 3 0.000
#> SAMPLE_1585 3 0.000
#> SAMPLE_1587 3 0.000
#> SAMPLE_1588 3 0.000
#> SAMPLE_1589 3 0.000
#> SAMPLE_1590 3 0.000
#> SAMPLE_1591 3 0.000
#> SAMPLE_1592 3 0.000
#> SAMPLE_1593 3 0.000
#> SAMPLE_1594 3 0.000
#> SAMPLE_1596 3 0.000
#> SAMPLE_1597 1 0.000
#> SAMPLE_1598 3 0.000
#> SAMPLE_1609 1 0.000
#> SAMPLE_1610 1 0.000
#> SAMPLE_1612 2 0.000
#> SAMPLE_1613 2 0.000
#> SAMPLE_1614 2 0.000
#> SAMPLE_1615 2 0.000
#> SAMPLE_1616 2 0.000
#> SAMPLE_1617 2 0.000
#> SAMPLE_1618 2 0.000
#> SAMPLE_1619 3 0.000
#> SAMPLE_1620 2 1.000
#> SAMPLE_1621 3 0.000
#> SAMPLE_1622 3 0.000
#> SAMPLE_1623 3 0.000
#> SAMPLE_1624 3 0.000
#> SAMPLE_1630 4 0.000
#> SAMPLE_1631 1 1.000
#> SAMPLE_1632 2 0.000
#> SAMPLE_1645 2 0.000
#> SAMPLE_1651 3 1.000
#> SAMPLE_1659 1 1.000
#> SAMPLE_1661 3 0.000
#> SAMPLE_1662 3 0.000
#> SAMPLE_1669 4 0.000
#> SAMPLE_1670 3 0.000
#> SAMPLE_1672 3 0.000
#> SAMPLE_1678 3 0.000
#> SAMPLE_1679 3 0.751
#> SAMPLE_1680 1 0.000
#> SAMPLE_1683 3 1.000
#> SAMPLE_1687 1 0.000
#> SAMPLE_1688 3 1.000
#> SAMPLE_1689 3 1.000
#> SAMPLE_1690 2 0.000
#> SAMPLE_1691 4 1.000
#> SAMPLE_1692 2 0.000
#> SAMPLE_1693 3 0.000
#> SAMPLE_1699 3 0.000
#> SAMPLE_1700 4 0.751
#> SAMPLE_1703 3 0.000
#> SAMPLE_1704 3 0.000
#> SAMPLE_1705 2 0.000
#> SAMPLE_1706 3 0.000
#> SAMPLE_1707 3 1.000
#> SAMPLE_1708 3 0.751
#> SAMPLE_1710 3 0.751
#> SAMPLE_1711 3 0.000
#> SAMPLE_1715 2 0.000
#> SAMPLE_1719 2 0.000
#> SAMPLE_1722 2 0.000
#> SAMPLE_1723 2 0.000
#> SAMPLE_1725 2 0.000
#> SAMPLE_1728 2 0.000
#> SAMPLE_1730 3 0.000
#> SAMPLE_1731 1 0.000
#> SAMPLE_1734 2 1.000
#> SAMPLE_1738 1 0.000
#> SAMPLE_1741 2 0.000
#> SAMPLE_1742 2 0.000
#> SAMPLE_1743 2 0.000
#> SAMPLE_1746 2 0.000
#> SAMPLE_1748 2 0.000
#> SAMPLE_1752 5 0.000
#> SAMPLE_1753 5 0.000
#> SAMPLE_1755 3 0.000
#> SAMPLE_1756 3 0.000
#> SAMPLE_1758 3 0.000
#> SAMPLE_1759 3 1.000
#> SAMPLE_1763 3 0.000
#> SAMPLE_1766 3 0.000
#> SAMPLE_1767 1 0.000
#> SAMPLE_1772 1 0.000
#> SAMPLE_1776 4 0.000
#> SAMPLE_1777 2 0.000
#> SAMPLE_1785 2 0.000
#> SAMPLE_1786 2 0.000
#> SAMPLE_1790 2 0.000
#> SAMPLE_1793 2 0.000
#> SAMPLE_1816 4 0.000
#> SAMPLE_1817 4 1.000
#> SAMPLE_1836 3 1.000
#> SAMPLE_1837 1 0.000
#> SAMPLE_1839 3 0.000
#> SAMPLE_1851 3 0.000
#> SAMPLE_1852 3 0.000
#> SAMPLE_1853 2 0.000
#> SAMPLE_1854 3 0.000
#> SAMPLE_1856 3 0.000
#> SAMPLE_1857 3 0.000
#> SAMPLE_1860 1 0.000
#> SAMPLE_1880 2 0.000
#> SAMPLE_1881 3 0.000
#> SAMPLE_1882 1 0.000
#> SAMPLE_1888 4 0.000
#> SAMPLE_1906 1 0.000
#> SAMPLE_1907 1 0.000
#> SAMPLE_1909 1 0.000
#> SAMPLE_1916 3 0.000
#> SAMPLE_1917 3 0.000
#> SAMPLE_1918 3 0.000
#> SAMPLE_1919 3 0.000
#> SAMPLE_1922 4 0.000
#> SAMPLE_1925 3 0.000
#> SAMPLE_1927 3 1.000
#> SAMPLE_1936 1 0.000
#> SAMPLE_1939 1 0.000
#> SAMPLE_1940 1 0.000
#> SAMPLE_1941 1 0.000
#> SAMPLE_1942 1 0.000
#> SAMPLE_1943 1 0.000
#> SAMPLE_1944 1 0.000
#> SAMPLE_1945 1 0.000
#> SAMPLE_1946 1 0.000
#> SAMPLE_1947 1 0.000
#> SAMPLE_1948 1 0.000
#> SAMPLE_1949 3 0.000
#> SAMPLE_1950 3 0.000
#> SAMPLE_1951 1 0.000
#> SAMPLE_1952 1 0.000
#> SAMPLE_1953 3 0.000
#> SAMPLE_1954 1 0.000
#> SAMPLE_1955 1 0.000
#> SAMPLE_1956 3 1.000
#> SAMPLE_1964 1 0.000
#> SAMPLE_1965 1 0.000
#> SAMPLE_1967 2 1.000
#> SAMPLE_1975 1 0.000
#> SAMPLE_1979 1 0.000
#> SAMPLE_1988 4 0.000
#> SAMPLE_1996 1 0.000
#> SAMPLE_1997 3 0.000
#> SAMPLE_1998 1 0.000
#> SAMPLE_2002 1 0.000
#> SAMPLE_2003 1 0.000
#> SAMPLE_2004 1 0.000
#> SAMPLE_2005 1 0.000
#> SAMPLE_2006 1 0.000
#> SAMPLE_2007 1 0.000
#> SAMPLE_2008 1 0.000
#> SAMPLE_2009 1 0.000
#> SAMPLE_2010 1 0.000
#> SAMPLE_2011 1 0.000
#> SAMPLE_2012 1 0.000
#> SAMPLE_2013 1 0.000
#> SAMPLE_2018 3 0.000
#> SAMPLE_2020 3 0.000
#> SAMPLE_2028 4 0.000
#> SAMPLE_2029 4 0.000
#> SAMPLE_2030 3 0.000
#> SAMPLE_2039 1 0.000
#> SAMPLE_2041 4 0.000
#> SAMPLE_2042 3 0.000
#> SAMPLE_2043 1 0.000
#> SAMPLE_2044 1 0.000
#> SAMPLE_2045 1 0.000
#> SAMPLE_2046 1 0.000
#> SAMPLE_2047 1 0.000
#> SAMPLE_2048 1 0.000
#> SAMPLE_2049 2 0.000
#> SAMPLE_2051 4 0.000
#> SAMPLE_2057 1 0.000
#> SAMPLE_2058 2 1.000
#> SAMPLE_2063 4 0.000
#> SAMPLE_2070 4 0.000
#> SAMPLE_2072 1 0.000
#> SAMPLE_2073 1 0.000
#> SAMPLE_2074 1 0.000
#> SAMPLE_2075 1 0.000
#> SAMPLE_2076 1 0.000
#> SAMPLE_2082 1 0.000
#> SAMPLE_2084 1 1.000
#> SAMPLE_2085 4 1.000
#> SAMPLE_2086 4 0.000
#> SAMPLE_2088 4 1.000
#> SAMPLE_2089 4 1.000
#> SAMPLE_2090 4 1.000
#> SAMPLE_2093 1 1.000
#> SAMPLE_2094 3 1.000
#> SAMPLE_2095 4 0.000
#> SAMPLE_2096 1 1.000
#> SAMPLE_2098 1 0.000
#> SAMPLE_2103 4 0.000
#> SAMPLE_2105 4 1.000
#> SAMPLE_2106 4 1.000
#> SAMPLE_2107 4 1.000
#> SAMPLE_2110 1 0.000
#> SAMPLE_2115 4 0.000
#> SAMPLE_2119 4 0.751
#> SAMPLE_2120 4 0.000
#> SAMPLE_2123 3 0.000
#> SAMPLE_2126 1 1.000
#> SAMPLE_2127 3 0.000
#> SAMPLE_2129 3 0.249
#> SAMPLE_2131 4 0.000
#> SAMPLE_2134 1 0.000
#> SAMPLE_2136 3 1.000
#> SAMPLE_2140 1 0.000
#> SAMPLE_2156 4 0.000
#> SAMPLE_2158 4 0.000
#> SAMPLE_2159 4 0.000
#> SAMPLE_2161 4 0.000
#> SAMPLE_2163 4 0.000
#> SAMPLE_2164 4 0.000
#> SAMPLE_2165 1 0.000
#> SAMPLE_2166 3 0.000
#> SAMPLE_2167 1 0.000
#> SAMPLE_2168 1 0.000
#> SAMPLE_2176 3 1.000
#> SAMPLE_2183 1 0.000
#> SAMPLE_2188 5 0.000
#> SAMPLE_2189 5 0.000
#> SAMPLE_2190 5 0.000
#> SAMPLE_2191 5 0.000
#> SAMPLE_2192 5 0.000
#> SAMPLE_2193 5 0.000
#> SAMPLE_2194 5 0.000
#> SAMPLE_2195 5 0.000
#> SAMPLE_2196 5 0.000
#> SAMPLE_2197 5 0.000
#> SAMPLE_2198 3 0.000
#> SAMPLE_2208 2 0.000
#> SAMPLE_2212 1 0.000
#> SAMPLE_2217 2 0.000
#> SAMPLE_2219 4 0.000
#> SAMPLE_2220 3 0.000
#> SAMPLE_2225 4 0.000
#> SAMPLE_2227 4 0.000
#> SAMPLE_2229 3 0.000
#> SAMPLE_2247 1 0.000
#> SAMPLE_2252 1 0.000
#> SAMPLE_2258 3 0.000
#> SAMPLE_2267 2 0.000
#> SAMPLE_2274 1 0.000
#> SAMPLE_2281 2 0.000
#> SAMPLE_2283 2 0.000
#> SAMPLE_2284 3 0.000
#> SAMPLE_2289 3 0.000
#> SAMPLE_2297 3 0.000
#> SAMPLE_2302 1 0.000
#> SAMPLE_2308 3 0.000
#> SAMPLE_2322 2 0.000
#> SAMPLE_2325 1 0.000
#> SAMPLE_2330 3 0.000
#> SAMPLE_2335 2 0.000
#> SAMPLE_2336 2 0.000
#> SAMPLE_2345 1 0.000
#> SAMPLE_2348 4 0.000
#> SAMPLE_2352 4 0.000
#> SAMPLE_2355 4 0.000
#> SAMPLE_2359 4 1.000
#> SAMPLE_2367 2 0.000
#> SAMPLE_2368 4 0.751
#> SAMPLE_2372 3 0.000
#> SAMPLE_2375 4 0.751
#> SAMPLE_2379 4 0.498
#> SAMPLE_2381 4 1.000
#> SAMPLE_2383 4 0.498
#> SAMPLE_2394 3 0.000
#> SAMPLE_2396 3 0.751
#> SAMPLE_2410 5 0.000
#> SAMPLE_2413 3 0.000
#> SAMPLE_2427 2 0.000
#> SAMPLE_2428 3 0.000
#> SAMPLE_2429 3 0.000
#> SAMPLE_2433 2 0.000
#> SAMPLE_2448 2 0.000
#> SAMPLE_2458 2 0.000
#> SAMPLE_2462 3 0.000
#> SAMPLE_2474 3 0.000
#> SAMPLE_2478 3 0.000
#> SAMPLE_2479 2 1.000
#> SAMPLE_2483 2 0.000
#> SAMPLE_2485 3 0.502
#> SAMPLE_2487 2 0.000
#> SAMPLE_2488 2 0.000
#> SAMPLE_2489 2 0.000
#> SAMPLE_2490 2 0.000
#> SAMPLE_2491 2 0.000
#> SAMPLE_2492 2 0.000
#> SAMPLE_2493 2 0.000
#> SAMPLE_2494 2 0.000
#> SAMPLE_2495 2 0.000
#> SAMPLE_2496 2 0.000
#> SAMPLE_2497 2 0.000
#> SAMPLE_2498 2 0.000
#> SAMPLE_2499 2 0.000
#> SAMPLE_2500 2 0.000
#> SAMPLE_2501 2 0.000
#> SAMPLE_2502 2 0.000
#> SAMPLE_2503 2 0.000
#> SAMPLE_2504 2 0.000
#> SAMPLE_2505 2 0.000
#> SAMPLE_2506 2 0.000
#> SAMPLE_2507 2 0.000
#> SAMPLE_2510 4 0.000
#> SAMPLE_2511 4 0.000
#> SAMPLE_2516 4 0.000
#> SAMPLE_2518 3 0.000
#> SAMPLE_2522 2 0.751
#> SAMPLE_2531 3 0.000
#> SAMPLE_2535 3 0.000
#> SAMPLE_2536 3 0.000
#> SAMPLE_2537 3 0.000
#> SAMPLE_2538 3 0.000
#> SAMPLE_2540 3 0.000
#> SAMPLE_2541 3 0.000
#> SAMPLE_2542 3 0.000
#> SAMPLE_2543 3 0.000
#> SAMPLE_2544 3 0.000
#> SAMPLE_2545 3 0.000
#> SAMPLE_2546 3 0.000
#> SAMPLE_2547 3 0.000
#> SAMPLE_2548 3 0.000
#> SAMPLE_2549 3 0.000
#> SAMPLE_2550 3 0.000
#> SAMPLE_2551 3 0.000
#> SAMPLE_2558 4 0.000
#> SAMPLE_2574 3 0.000
#> SAMPLE_2575 3 0.000
#> SAMPLE_2576 3 0.000
#> SAMPLE_2578 3 0.000
#> SAMPLE_2584 2 0.498
#> SAMPLE_2586 3 0.000
#> SAMPLE_2592 4 0.000
#> SAMPLE_2599 3 0.000
#> SAMPLE_2603 3 0.000
#> SAMPLE_2605 3 0.000
#> SAMPLE_2606 3 0.000
#> SAMPLE_2613 3 0.000
#> SAMPLE_2615 3 0.000
#> SAMPLE_2619 3 0.000
#> SAMPLE_2620 3 0.502
#> SAMPLE_2623 2 0.000
#> SAMPLE_2624 3 0.000
#> SAMPLE_2629 3 0.000
#> SAMPLE_2634 3 0.000
#> SAMPLE_2635 3 0.000
#> SAMPLE_2636 3 1.000
#> SAMPLE_2637 3 0.000
#> SAMPLE_2638 3 0.000
#> SAMPLE_2639 3 0.000
#> SAMPLE_2640 3 0.000
#> SAMPLE_2645 3 0.000
#> SAMPLE_2656 3 0.000
#> SAMPLE_2657 3 0.000
#> SAMPLE_2664 4 0.000
#> SAMPLE_2666 4 0.000
#> SAMPLE_2670 3 0.000
#> SAMPLE_2671 3 1.000
#> SAMPLE_2672 3 0.000
#> SAMPLE_2673 3 0.000
#> SAMPLE_2674 3 0.000
#> SAMPLE_2675 3 0.000
#> SAMPLE_2676 3 0.000
#> SAMPLE_2677 3 0.000
#> SAMPLE_2678 1 0.000
#> SAMPLE_2685 3 0.000
#> SAMPLE_2686 3 0.000
#> SAMPLE_2687 3 0.000
#> SAMPLE_2690 3 0.000
#> SAMPLE_2691 3 0.000
#> SAMPLE_2706 2 1.000
#> SAMPLE_2707 3 0.000
#> SAMPLE_2708 3 0.000
#> SAMPLE_2709 3 0.000
#> SAMPLE_2711 4 1.000
#> SAMPLE_2721 3 0.000
#> SAMPLE_2723 3 0.000
#> SAMPLE_2746 2 0.000
#> SAMPLE_2748 3 0.000
#> SAMPLE_2749 3 0.000
#> SAMPLE_2750 3 0.000
#> SAMPLE_2751 3 0.000
#> SAMPLE_2752 3 0.000
#> SAMPLE_2753 3 0.000
#> SAMPLE_2754 3 0.000
#> SAMPLE_2755 3 0.000
#> SAMPLE_2756 3 0.000
#> SAMPLE_2757 3 0.000
#> SAMPLE_2758 3 0.000
#> SAMPLE_2759 3 0.000
#> SAMPLE_2772 2 0.000
#> SAMPLE_2774 3 0.000
#> SAMPLE_2775 2 0.000
#> SAMPLE_2777 3 0.000
#> SAMPLE_2779 1 1.000
#> SAMPLE_2780 4 0.000
#> SAMPLE_2782 3 0.000
#> SAMPLE_2783 3 0.000
#> SAMPLE_2800 3 0.000
get_classes(res, k = 6)
#> class p
#> SAMPLE_20 1 0.502
#> SAMPLE_33 6 0.000
#> SAMPLE_35 6 0.000
#> SAMPLE_36 3 0.000
#> SAMPLE_39 3 1.000
#> SAMPLE_43 6 0.000
#> SAMPLE_44 6 1.000
#> SAMPLE_45 3 0.000
#> SAMPLE_62 4 1.000
#> SAMPLE_65 4 0.000
#> SAMPLE_66 4 0.000
#> SAMPLE_67 4 0.000
#> SAMPLE_69 6 1.000
#> SAMPLE_72 6 0.000
#> SAMPLE_75 6 0.000
#> SAMPLE_100 4 0.000
#> SAMPLE_101 4 0.000
#> SAMPLE_103 4 0.000
#> SAMPLE_105 4 0.000
#> SAMPLE_107 4 0.000
#> SAMPLE_108 4 0.000
#> SAMPLE_109 4 0.000
#> SAMPLE_110 4 0.000
#> SAMPLE_111 3 0.000
#> SAMPLE_112 6 0.000
#> SAMPLE_113 6 0.000
#> SAMPLE_118 6 0.000
#> SAMPLE_120 6 0.000
#> SAMPLE_124 4 0.000
#> SAMPLE_126 4 0.000
#> SAMPLE_136 1 0.000
#> SAMPLE_137 4 1.000
#> SAMPLE_138 1 0.000
#> SAMPLE_143 1 0.000
#> SAMPLE_144 2 0.000
#> SAMPLE_173 4 0.000
#> SAMPLE_215 4 0.000
#> SAMPLE_216 4 0.000
#> SAMPLE_217 4 0.000
#> SAMPLE_220 4 0.000
#> SAMPLE_223 4 0.000
#> SAMPLE_232 6 0.000
#> SAMPLE_274 1 0.000
#> SAMPLE_275 1 0.000
#> SAMPLE_286 6 0.751
#> SAMPLE_287 6 0.000
#> SAMPLE_302 6 1.000
#> SAMPLE_310 6 1.000
#> SAMPLE_312 6 0.000
#> SAMPLE_322 3 0.000
#> SAMPLE_329 4 0.000
#> SAMPLE_331 4 0.000
#> SAMPLE_332 4 0.000
#> SAMPLE_334 1 0.000
#> SAMPLE_335 1 0.000
#> SAMPLE_336 4 1.000
#> SAMPLE_338 4 0.000
#> SAMPLE_340 4 0.000
#> SAMPLE_341 4 0.000
#> SAMPLE_342 6 1.000
#> SAMPLE_343 1 0.000
#> SAMPLE_345 1 0.000
#> SAMPLE_349 4 0.000
#> SAMPLE_350 1 0.000
#> SAMPLE_352 1 0.000
#> SAMPLE_353 1 1.000
#> SAMPLE_354 1 0.000
#> SAMPLE_356 1 0.000
#> SAMPLE_358 1 0.000
#> SAMPLE_359 4 0.000
#> SAMPLE_362 4 1.000
#> SAMPLE_364 3 0.249
#> SAMPLE_365 3 0.000
#> SAMPLE_366 6 0.000
#> SAMPLE_370 6 0.000
#> SAMPLE_373 1 0.000
#> SAMPLE_374 1 0.000
#> SAMPLE_376 1 0.000
#> SAMPLE_377 1 0.000
#> SAMPLE_379 1 0.000
#> SAMPLE_382 3 0.000
#> SAMPLE_383 3 0.000
#> SAMPLE_384 3 0.000
#> SAMPLE_385 3 0.000
#> SAMPLE_386 3 0.000
#> SAMPLE_387 3 0.000
#> SAMPLE_589 3 0.249
#> SAMPLE_590 6 0.000
#> SAMPLE_592 6 0.000
#> SAMPLE_594 6 0.498
#> SAMPLE_595 6 0.000
#> SAMPLE_596 3 0.000
#> SAMPLE_597 3 0.751
#> SAMPLE_602 6 0.000
#> SAMPLE_604 3 0.000
#> SAMPLE_606 3 1.000
#> SAMPLE_641 6 0.000
#> SAMPLE_647 4 0.000
#> SAMPLE_649 6 0.000
#> SAMPLE_650 3 0.000
#> SAMPLE_651 6 0.000
#> SAMPLE_652 6 0.000
#> SAMPLE_653 3 0.502
#> SAMPLE_655 6 0.000
#> SAMPLE_656 3 0.000
#> SAMPLE_658 6 0.000
#> SAMPLE_659 6 0.000
#> SAMPLE_660 6 0.000
#> SAMPLE_661 6 0.000
#> SAMPLE_666 6 0.000
#> SAMPLE_677 3 0.000
#> SAMPLE_678 3 0.000
#> SAMPLE_679 3 0.000
#> SAMPLE_680 3 0.000
#> SAMPLE_681 3 0.000
#> SAMPLE_682 3 0.000
#> SAMPLE_683 2 0.000
#> SAMPLE_684 2 0.000
#> SAMPLE_685 2 0.000
#> SAMPLE_686 2 0.000
#> SAMPLE_687 2 0.000
#> SAMPLE_688 2 0.000
#> SAMPLE_689 2 0.000
#> SAMPLE_690 2 0.000
#> SAMPLE_691 2 0.000
#> SAMPLE_692 2 0.000
#> SAMPLE_693 2 0.000
#> SAMPLE_694 2 0.000
#> SAMPLE_696 2 0.000
#> SAMPLE_697 2 0.000
#> SAMPLE_698 2 0.000
#> SAMPLE_699 2 0.000
#> SAMPLE_700 2 0.000
#> SAMPLE_701 2 0.000
#> SAMPLE_702 2 0.000
#> SAMPLE_703 2 0.000
#> SAMPLE_704 2 0.000
#> SAMPLE_705 2 0.000
#> SAMPLE_706 2 0.000
#> SAMPLE_707 2 0.000
#> SAMPLE_708 2 0.000
#> SAMPLE_709 2 0.000
#> SAMPLE_710 2 0.000
#> SAMPLE_711 2 0.000
#> SAMPLE_712 2 0.000
#> SAMPLE_713 2 0.000
#> SAMPLE_723 1 1.000
#> SAMPLE_724 3 0.000
#> SAMPLE_726 1 0.000
#> SAMPLE_727 1 0.000
#> SAMPLE_728 1 0.000
#> SAMPLE_729 1 0.000
#> SAMPLE_732 1 0.000
#> SAMPLE_740 2 0.000
#> SAMPLE_741 2 0.000
#> SAMPLE_742 2 0.000
#> SAMPLE_743 2 0.000
#> SAMPLE_757 6 0.000
#> SAMPLE_758 3 0.502
#> SAMPLE_759 6 0.000
#> SAMPLE_760 6 0.249
#> SAMPLE_761 6 0.000
#> SAMPLE_762 3 0.249
#> SAMPLE_766 4 0.000
#> SAMPLE_771 1 0.000
#> SAMPLE_772 1 0.000
#> SAMPLE_773 3 0.000
#> SAMPLE_775 1 0.000
#> SAMPLE_777 6 0.000
#> SAMPLE_778 3 0.000
#> SAMPLE_785 1 0.751
#> SAMPLE_786 1 0.000
#> SAMPLE_787 1 0.000
#> SAMPLE_788 1 0.000
#> SAMPLE_789 6 0.000
#> SAMPLE_790 6 0.000
#> SAMPLE_799 6 1.000
#> SAMPLE_800 6 0.000
#> SAMPLE_803 6 0.000
#> SAMPLE_828 2 0.000
#> SAMPLE_833 2 0.747
#> SAMPLE_850 6 0.000
#> SAMPLE_851 4 0.000
#> SAMPLE_855 6 1.000
#> SAMPLE_856 6 1.000
#> SAMPLE_859 5 0.000
#> SAMPLE_860 5 0.000
#> SAMPLE_863 5 0.000
#> SAMPLE_864 6 0.000
#> SAMPLE_869 3 0.000
#> SAMPLE_874 3 0.249
#> SAMPLE_879 1 0.000
#> SAMPLE_884 1 0.000
#> SAMPLE_889 4 0.751
#> SAMPLE_890 6 0.000
#> SAMPLE_892 3 0.000
#> SAMPLE_894 1 0.000
#> SAMPLE_900 3 0.000
#> SAMPLE_901 1 1.000
#> SAMPLE_902 3 0.000
#> SAMPLE_903 3 0.000
#> SAMPLE_907 3 0.000
#> SAMPLE_913 5 0.000
#> SAMPLE_914 5 0.000
#> SAMPLE_923 6 0.000
#> SAMPLE_924 3 0.000
#> SAMPLE_926 1 0.000
#> SAMPLE_931 5 0.000
#> SAMPLE_932 5 0.000
#> SAMPLE_933 5 0.000
#> SAMPLE_935 5 0.000
#> SAMPLE_936 5 0.000
#> SAMPLE_937 5 0.000
#> SAMPLE_939 4 1.000
#> SAMPLE_947 4 0.000
#> SAMPLE_961 3 0.000
#> SAMPLE_962 3 0.000
#> SAMPLE_971 2 0.000
#> SAMPLE_975 1 0.000
#> SAMPLE_980 4 1.000
#> SAMPLE_981 2 0.000
#> SAMPLE_982 2 0.000
#> SAMPLE_989 3 0.000
#> SAMPLE_993 2 0.000
#> SAMPLE_994 1 0.000
#> SAMPLE_997 1 0.000
#> SAMPLE_998 3 1.000
#> SAMPLE_999 6 0.000
#> SAMPLE_1001 1 0.000
#> SAMPLE_1008 1 0.000
#> SAMPLE_1014 1 0.000
#> SAMPLE_1015 4 0.000
#> SAMPLE_1040 4 0.000
#> SAMPLE_1044 3 1.000
#> SAMPLE_1045 1 0.000
#> SAMPLE_1046 5 0.000
#> SAMPLE_1048 6 0.000
#> SAMPLE_1049 1 0.000
#> SAMPLE_1051 1 0.000
#> SAMPLE_1054 6 0.000
#> SAMPLE_1056 6 0.000
#> SAMPLE_1057 6 0.000
#> SAMPLE_1058 6 0.000
#> SAMPLE_1059 6 0.000
#> SAMPLE_1061 6 0.000
#> SAMPLE_1062 6 0.000
#> SAMPLE_1063 5 0.000
#> SAMPLE_1067 4 0.000
#> SAMPLE_1068 1 0.000
#> SAMPLE_1069 1 0.000
#> SAMPLE_1071 4 0.000
#> SAMPLE_1072 3 0.000
#> SAMPLE_1073 1 0.000
#> SAMPLE_1074 4 0.000
#> SAMPLE_1075 4 0.000
#> SAMPLE_1076 3 1.000
#> SAMPLE_1077 4 0.502
#> SAMPLE_1079 4 0.751
#> SAMPLE_1080 4 0.000
#> SAMPLE_1081 4 0.000
#> SAMPLE_1084 6 0.000
#> SAMPLE_1086 6 0.000
#> SAMPLE_1090 2 0.000
#> SAMPLE_1091 2 0.000
#> SAMPLE_1092 6 0.000
#> SAMPLE_1095 6 0.000
#> SAMPLE_1096 6 0.000
#> SAMPLE_1098 2 0.000
#> SAMPLE_1100 6 0.751
#> SAMPLE_1101 6 0.000
#> SAMPLE_1102 6 0.000
#> SAMPLE_1103 6 0.000
#> SAMPLE_1104 6 0.000
#> SAMPLE_1105 6 0.000
#> SAMPLE_1106 6 0.000
#> SAMPLE_1107 6 0.000
#> SAMPLE_1108 6 0.000
#> SAMPLE_1109 6 0.000
#> SAMPLE_1110 1 0.000
#> SAMPLE_1113 3 0.249
#> SAMPLE_1114 6 0.000
#> SAMPLE_1118 1 0.000
#> SAMPLE_1120 1 0.000
#> SAMPLE_1123 1 0.000
#> SAMPLE_1124 1 0.000
#> SAMPLE_1126 1 0.000
#> SAMPLE_1127 1 0.000
#> SAMPLE_1128 4 0.000
#> SAMPLE_1129 1 0.000
#> SAMPLE_1130 1 0.000
#> SAMPLE_1143 1 0.000
#> SAMPLE_1144 3 0.000
#> SAMPLE_1145 3 1.000
#> SAMPLE_1146 3 0.000
#> SAMPLE_1148 5 0.000
#> SAMPLE_1151 1 0.000
#> SAMPLE_1158 4 0.000
#> SAMPLE_1162 3 0.000
#> SAMPLE_1171 3 0.000
#> SAMPLE_1178 1 0.000
#> SAMPLE_1179 1 0.253
#> SAMPLE_1180 3 0.000
#> SAMPLE_1181 6 0.000
#> SAMPLE_1185 6 0.000
#> SAMPLE_1186 6 0.249
#> SAMPLE_1187 3 0.249
#> SAMPLE_1190 1 0.000
#> SAMPLE_1191 1 0.000
#> SAMPLE_1193 4 0.000
#> SAMPLE_1194 6 1.000
#> SAMPLE_1196 4 0.000
#> SAMPLE_1199 4 1.000
#> SAMPLE_1200 4 0.000
#> SAMPLE_1201 1 0.000
#> SAMPLE_1202 4 1.000
#> SAMPLE_1204 1 0.000
#> SAMPLE_1205 3 0.249
#> SAMPLE_1208 6 0.000
#> SAMPLE_1215 4 0.000
#> SAMPLE_1220 1 0.000
#> SAMPLE_1221 2 0.000
#> SAMPLE_1224 2 0.000
#> SAMPLE_1228 2 0.000
#> SAMPLE_1230 2 0.000
#> SAMPLE_1231 2 0.000
#> SAMPLE_1232 2 0.000
#> SAMPLE_1234 2 0.000
#> SAMPLE_1235 2 0.000
#> SAMPLE_1236 2 0.000
#> SAMPLE_1237 2 0.000
#> SAMPLE_1238 2 0.000
#> SAMPLE_1240 4 0.000
#> SAMPLE_1244 4 0.000
#> SAMPLE_1245 4 0.000
#> SAMPLE_1246 4 0.000
#> SAMPLE_1247 4 0.000
#> SAMPLE_1249 1 0.000
#> SAMPLE_1250 1 0.000
#> SAMPLE_1256 1 0.000
#> SAMPLE_1258 3 0.000
#> SAMPLE_1269 1 0.000
#> SAMPLE_1274 4 0.000
#> SAMPLE_1275 4 0.000
#> SAMPLE_1282 1 1.000
#> SAMPLE_1283 1 0.000
#> SAMPLE_1291 1 0.000
#> SAMPLE_1292 6 0.000
#> SAMPLE_1293 3 1.000
#> SAMPLE_1294 1 0.000
#> SAMPLE_1297 4 0.000
#> SAMPLE_1301 4 0.000
#> SAMPLE_1307 4 0.000
#> SAMPLE_1310 4 0.000
#> SAMPLE_1312 4 0.000
#> SAMPLE_1316 5 0.000
#> SAMPLE_1317 5 0.000
#> SAMPLE_1318 5 0.000
#> SAMPLE_1321 5 0.000
#> SAMPLE_1323 5 0.000
#> SAMPLE_1324 5 0.000
#> SAMPLE_1326 1 0.000
#> SAMPLE_1327 1 0.000
#> SAMPLE_1329 1 0.000
#> SAMPLE_1330 1 0.000
#> SAMPLE_1331 3 0.000
#> SAMPLE_1332 3 0.000
#> SAMPLE_1333 1 0.000
#> SAMPLE_1334 1 0.000
#> SAMPLE_1335 1 0.000
#> SAMPLE_1340 4 1.000
#> SAMPLE_1341 3 0.000
#> SAMPLE_1343 1 0.000
#> SAMPLE_1344 1 0.000
#> SAMPLE_1346 2 0.000
#> SAMPLE_1349 3 0.000
#> SAMPLE_1386 6 0.000
#> SAMPLE_1390 6 0.000
#> SAMPLE_1391 6 0.000
#> SAMPLE_1392 6 0.000
#> SAMPLE_1393 6 0.249
#> SAMPLE_1394 6 0.000
#> SAMPLE_1395 6 0.000
#> SAMPLE_1396 6 0.000
#> SAMPLE_1400 6 0.000
#> SAMPLE_1405 1 1.000
#> SAMPLE_1406 1 0.000
#> SAMPLE_1407 1 0.000
#> SAMPLE_1408 1 1.000
#> SAMPLE_1410 6 0.000
#> SAMPLE_1411 6 0.000
#> SAMPLE_1421 1 0.000
#> SAMPLE_1422 1 0.000
#> SAMPLE_1423 1 0.000
#> SAMPLE_1424 1 0.000
#> SAMPLE_1430 4 0.000
#> SAMPLE_1432 2 0.000
#> SAMPLE_1435 1 0.000
#> SAMPLE_1436 1 0.000
#> SAMPLE_1437 1 0.000
#> SAMPLE_1438 1 0.000
#> SAMPLE_1439 1 0.000
#> SAMPLE_1441 1 0.000
#> SAMPLE_1444 3 1.000
#> SAMPLE_1445 1 0.000
#> SAMPLE_1449 6 0.000
#> SAMPLE_1450 3 1.000
#> SAMPLE_1451 6 0.000
#> SAMPLE_1452 3 0.502
#> SAMPLE_1454 3 0.000
#> SAMPLE_1462 1 0.000
#> SAMPLE_1463 1 0.000
#> SAMPLE_1464 1 0.000
#> SAMPLE_1465 3 0.000
#> SAMPLE_1466 3 0.498
#> SAMPLE_1467 3 0.000
#> SAMPLE_1468 3 0.000
#> SAMPLE_1469 3 0.502
#> SAMPLE_1470 3 0.000
#> SAMPLE_1471 3 0.000
#> SAMPLE_1472 3 0.000
#> SAMPLE_1473 3 0.000
#> SAMPLE_1474 3 0.000
#> SAMPLE_1475 3 0.000
#> SAMPLE_1477 3 0.000
#> SAMPLE_1478 3 0.000
#> SAMPLE_1479 3 0.000
#> SAMPLE_1481 3 0.000
#> SAMPLE_1482 3 0.000
#> SAMPLE_1483 3 0.000
#> SAMPLE_1484 3 0.000
#> SAMPLE_1485 3 0.249
#> SAMPLE_1486 3 0.000
#> SAMPLE_1487 3 0.000
#> SAMPLE_1488 3 0.000
#> SAMPLE_1512 3 0.249
#> SAMPLE_1514 6 0.000
#> SAMPLE_1527 1 0.000
#> SAMPLE_1528 1 0.000
#> SAMPLE_1529 1 0.000
#> SAMPLE_1530 1 0.000
#> SAMPLE_1531 1 0.000
#> SAMPLE_1532 1 0.000
#> SAMPLE_1533 1 0.000
#> SAMPLE_1535 1 0.000
#> SAMPLE_1538 1 0.000
#> SAMPLE_1539 1 0.000
#> SAMPLE_1540 1 0.000
#> SAMPLE_1542 1 0.000
#> SAMPLE_1543 1 0.000
#> SAMPLE_1545 1 0.000
#> SAMPLE_1549 1 0.000
#> SAMPLE_1551 4 0.000
#> SAMPLE_1552 3 0.000
#> SAMPLE_1583 6 0.000
#> SAMPLE_1584 3 0.000
#> SAMPLE_1585 3 0.000
#> SAMPLE_1587 3 0.000
#> SAMPLE_1588 3 0.000
#> SAMPLE_1589 6 1.000
#> SAMPLE_1590 3 0.000
#> SAMPLE_1591 6 0.000
#> SAMPLE_1592 3 0.000
#> SAMPLE_1593 3 0.000
#> SAMPLE_1594 3 0.000
#> SAMPLE_1596 6 0.000
#> SAMPLE_1597 1 0.000
#> SAMPLE_1598 3 0.249
#> SAMPLE_1609 1 0.000
#> SAMPLE_1610 1 0.000
#> SAMPLE_1612 2 0.000
#> SAMPLE_1613 2 0.000
#> SAMPLE_1614 2 0.000
#> SAMPLE_1615 2 0.000
#> SAMPLE_1616 2 0.000
#> SAMPLE_1617 2 0.000
#> SAMPLE_1618 2 0.000
#> SAMPLE_1619 6 0.000
#> SAMPLE_1620 6 0.000
#> SAMPLE_1621 6 0.751
#> SAMPLE_1622 6 0.000
#> SAMPLE_1623 3 0.000
#> SAMPLE_1624 3 0.000
#> SAMPLE_1630 4 0.000
#> SAMPLE_1631 3 1.000
#> SAMPLE_1632 6 1.000
#> SAMPLE_1645 6 0.000
#> SAMPLE_1651 3 1.000
#> SAMPLE_1659 3 1.000
#> SAMPLE_1661 3 0.000
#> SAMPLE_1662 3 0.000
#> SAMPLE_1669 4 0.000
#> SAMPLE_1670 3 0.000
#> SAMPLE_1672 3 0.000
#> SAMPLE_1678 3 0.000
#> SAMPLE_1679 3 1.000
#> SAMPLE_1680 1 0.000
#> SAMPLE_1683 3 1.000
#> SAMPLE_1687 1 0.000
#> SAMPLE_1688 6 1.000
#> SAMPLE_1689 3 1.000
#> SAMPLE_1690 2 1.000
#> SAMPLE_1691 6 1.000
#> SAMPLE_1692 6 0.000
#> SAMPLE_1693 3 0.249
#> SAMPLE_1699 3 0.000
#> SAMPLE_1700 4 1.000
#> SAMPLE_1703 3 0.000
#> SAMPLE_1704 6 0.000
#> SAMPLE_1705 6 0.000
#> SAMPLE_1706 3 0.000
#> SAMPLE_1707 6 0.000
#> SAMPLE_1708 3 1.000
#> SAMPLE_1710 6 0.000
#> SAMPLE_1711 6 0.000
#> SAMPLE_1715 2 0.000
#> SAMPLE_1719 2 0.000
#> SAMPLE_1722 2 0.000
#> SAMPLE_1723 2 0.000
#> SAMPLE_1725 2 0.000
#> SAMPLE_1728 2 0.000
#> SAMPLE_1730 3 0.249
#> SAMPLE_1731 1 0.000
#> SAMPLE_1734 6 0.000
#> SAMPLE_1738 1 0.000
#> SAMPLE_1741 2 0.000
#> SAMPLE_1742 2 1.000
#> SAMPLE_1743 2 0.000
#> SAMPLE_1746 2 0.000
#> SAMPLE_1748 2 0.000
#> SAMPLE_1752 5 0.000
#> SAMPLE_1753 5 0.000
#> SAMPLE_1755 3 0.000
#> SAMPLE_1756 3 0.000
#> SAMPLE_1758 3 0.249
#> SAMPLE_1759 6 0.000
#> SAMPLE_1763 3 1.000
#> SAMPLE_1766 6 0.000
#> SAMPLE_1767 1 0.000
#> SAMPLE_1772 1 0.000
#> SAMPLE_1776 4 0.000
#> SAMPLE_1777 2 0.000
#> SAMPLE_1785 2 0.000
#> SAMPLE_1786 2 0.000
#> SAMPLE_1790 2 0.000
#> SAMPLE_1793 6 0.249
#> SAMPLE_1816 4 1.000
#> SAMPLE_1817 3 1.000
#> SAMPLE_1836 6 0.000
#> SAMPLE_1837 1 0.000
#> SAMPLE_1839 3 0.000
#> SAMPLE_1851 6 1.000
#> SAMPLE_1852 3 1.000
#> SAMPLE_1853 6 0.000
#> SAMPLE_1854 6 0.000
#> SAMPLE_1856 6 0.000
#> SAMPLE_1857 6 1.000
#> SAMPLE_1860 1 0.000
#> SAMPLE_1880 6 0.000
#> SAMPLE_1881 3 0.502
#> SAMPLE_1882 1 0.000
#> SAMPLE_1888 4 0.000
#> SAMPLE_1906 1 0.000
#> SAMPLE_1907 1 0.000
#> SAMPLE_1909 1 0.000
#> SAMPLE_1916 6 1.000
#> SAMPLE_1917 6 0.000
#> SAMPLE_1918 6 0.000
#> SAMPLE_1919 6 1.000
#> SAMPLE_1922 4 0.000
#> SAMPLE_1925 6 1.000
#> SAMPLE_1927 6 0.000
#> SAMPLE_1936 1 0.000
#> SAMPLE_1939 1 0.000
#> SAMPLE_1940 1 0.000
#> SAMPLE_1941 1 0.000
#> SAMPLE_1942 1 0.502
#> SAMPLE_1943 1 0.000
#> SAMPLE_1944 3 1.000
#> SAMPLE_1945 1 0.000
#> SAMPLE_1946 1 0.000
#> SAMPLE_1947 1 0.000
#> SAMPLE_1948 1 0.000
#> SAMPLE_1949 6 1.000
#> SAMPLE_1950 6 1.000
#> SAMPLE_1951 1 0.000
#> SAMPLE_1952 3 1.000
#> SAMPLE_1953 3 0.000
#> SAMPLE_1954 1 0.000
#> SAMPLE_1955 1 0.000
#> SAMPLE_1956 6 0.000
#> SAMPLE_1964 1 0.000
#> SAMPLE_1965 1 0.000
#> SAMPLE_1967 6 0.000
#> SAMPLE_1975 1 0.000
#> SAMPLE_1979 1 0.000
#> SAMPLE_1988 4 0.000
#> SAMPLE_1996 1 0.000
#> SAMPLE_1997 3 0.000
#> SAMPLE_1998 1 0.000
#> SAMPLE_2002 1 0.000
#> SAMPLE_2003 1 0.000
#> SAMPLE_2004 1 0.000
#> SAMPLE_2005 1 0.000
#> SAMPLE_2006 1 0.000
#> SAMPLE_2007 1 0.000
#> SAMPLE_2008 1 0.000
#> SAMPLE_2009 1 0.000
#> SAMPLE_2010 1 0.000
#> SAMPLE_2011 1 0.000
#> SAMPLE_2012 1 0.000
#> SAMPLE_2013 1 0.000
#> SAMPLE_2018 3 0.000
#> SAMPLE_2020 6 0.000
#> SAMPLE_2028 4 0.000
#> SAMPLE_2029 4 0.000
#> SAMPLE_2030 6 0.000
#> SAMPLE_2039 1 0.000
#> SAMPLE_2041 4 0.000
#> SAMPLE_2042 3 0.249
#> SAMPLE_2043 1 0.000
#> SAMPLE_2044 1 0.000
#> SAMPLE_2045 1 0.000
#> SAMPLE_2046 1 0.000
#> SAMPLE_2047 1 0.000
#> SAMPLE_2048 1 0.000
#> SAMPLE_2049 6 0.000
#> SAMPLE_2051 4 0.000
#> SAMPLE_2057 1 0.000
#> SAMPLE_2058 6 0.000
#> SAMPLE_2063 4 0.502
#> SAMPLE_2070 4 0.000
#> SAMPLE_2072 1 0.000
#> SAMPLE_2073 1 0.000
#> SAMPLE_2074 1 0.000
#> SAMPLE_2075 1 0.000
#> SAMPLE_2076 1 0.000
#> SAMPLE_2082 1 1.000
#> SAMPLE_2084 3 1.000
#> SAMPLE_2085 4 1.000
#> SAMPLE_2086 4 0.000
#> SAMPLE_2088 4 1.000
#> SAMPLE_2089 4 1.000
#> SAMPLE_2090 3 1.000
#> SAMPLE_2093 3 1.000
#> SAMPLE_2094 3 0.751
#> SAMPLE_2095 4 0.000
#> SAMPLE_2096 3 1.000
#> SAMPLE_2098 1 1.000
#> SAMPLE_2103 4 0.000
#> SAMPLE_2105 4 1.000
#> SAMPLE_2106 4 1.000
#> SAMPLE_2107 4 1.000
#> SAMPLE_2110 1 0.000
#> SAMPLE_2115 4 0.000
#> SAMPLE_2119 4 0.502
#> SAMPLE_2120 4 0.000
#> SAMPLE_2123 3 0.000
#> SAMPLE_2126 3 1.000
#> SAMPLE_2127 3 0.000
#> SAMPLE_2129 3 0.000
#> SAMPLE_2131 4 0.000
#> SAMPLE_2134 1 0.000
#> SAMPLE_2136 3 1.000
#> SAMPLE_2140 1 0.000
#> SAMPLE_2156 4 0.000
#> SAMPLE_2158 4 0.000
#> SAMPLE_2159 4 0.000
#> SAMPLE_2161 4 0.000
#> SAMPLE_2163 4 0.000
#> SAMPLE_2164 4 0.000
#> SAMPLE_2165 1 0.000
#> SAMPLE_2166 3 0.000
#> SAMPLE_2167 1 0.000
#> SAMPLE_2168 1 0.000
#> SAMPLE_2176 3 1.000
#> SAMPLE_2183 1 0.000
#> SAMPLE_2188 5 0.000
#> SAMPLE_2189 5 0.000
#> SAMPLE_2190 5 0.000
#> SAMPLE_2191 5 0.000
#> SAMPLE_2192 5 0.000
#> SAMPLE_2193 5 0.000
#> SAMPLE_2194 5 0.000
#> SAMPLE_2195 5 0.000
#> SAMPLE_2196 5 0.000
#> SAMPLE_2197 5 0.000
#> SAMPLE_2198 6 0.000
#> SAMPLE_2208 6 0.000
#> SAMPLE_2212 1 0.000
#> SAMPLE_2217 6 0.000
#> SAMPLE_2219 4 0.249
#> SAMPLE_2220 6 0.000
#> SAMPLE_2225 4 0.000
#> SAMPLE_2227 4 0.000
#> SAMPLE_2229 3 0.000
#> SAMPLE_2247 1 0.000
#> SAMPLE_2252 1 0.000
#> SAMPLE_2258 6 0.249
#> SAMPLE_2267 6 0.000
#> SAMPLE_2274 1 0.000
#> SAMPLE_2281 2 0.000
#> SAMPLE_2283 2 0.000
#> SAMPLE_2284 3 0.751
#> SAMPLE_2289 6 0.000
#> SAMPLE_2297 6 1.000
#> SAMPLE_2302 1 1.000
#> SAMPLE_2308 3 0.502
#> SAMPLE_2322 2 0.000
#> SAMPLE_2325 1 0.000
#> SAMPLE_2330 6 1.000
#> SAMPLE_2335 2 0.000
#> SAMPLE_2336 2 0.000
#> SAMPLE_2345 1 0.000
#> SAMPLE_2348 4 0.000
#> SAMPLE_2352 4 0.000
#> SAMPLE_2355 4 0.000
#> SAMPLE_2359 4 1.000
#> SAMPLE_2367 6 0.000
#> SAMPLE_2368 4 0.249
#> SAMPLE_2372 3 0.000
#> SAMPLE_2375 4 0.502
#> SAMPLE_2379 4 0.000
#> SAMPLE_2381 4 0.502
#> SAMPLE_2383 4 0.000
#> SAMPLE_2394 6 0.000
#> SAMPLE_2396 6 0.000
#> SAMPLE_2410 5 0.000
#> SAMPLE_2413 6 1.000
#> SAMPLE_2427 6 0.000
#> SAMPLE_2428 6 1.000
#> SAMPLE_2429 3 0.000
#> SAMPLE_2433 6 0.000
#> SAMPLE_2448 2 0.000
#> SAMPLE_2458 2 0.249
#> SAMPLE_2462 3 0.000
#> SAMPLE_2474 6 0.000
#> SAMPLE_2478 6 0.000
#> SAMPLE_2479 6 0.000
#> SAMPLE_2483 2 0.000
#> SAMPLE_2485 3 0.000
#> SAMPLE_2487 2 0.000
#> SAMPLE_2488 2 0.000
#> SAMPLE_2489 2 0.000
#> SAMPLE_2490 2 0.000
#> SAMPLE_2491 2 0.000
#> SAMPLE_2492 2 0.000
#> SAMPLE_2493 2 0.000
#> SAMPLE_2494 2 0.000
#> SAMPLE_2495 2 0.000
#> SAMPLE_2496 2 0.000
#> SAMPLE_2497 2 0.000
#> SAMPLE_2498 2 0.000
#> SAMPLE_2499 2 0.000
#> SAMPLE_2500 2 0.000
#> SAMPLE_2501 2 0.000
#> SAMPLE_2502 2 0.000
#> SAMPLE_2503 2 0.000
#> SAMPLE_2504 2 0.000
#> SAMPLE_2505 2 0.000
#> SAMPLE_2506 2 0.000
#> SAMPLE_2507 2 0.000
#> SAMPLE_2510 4 0.000
#> SAMPLE_2511 4 0.502
#> SAMPLE_2516 4 0.000
#> SAMPLE_2518 6 0.000
#> SAMPLE_2522 6 0.000
#> SAMPLE_2531 3 0.000
#> SAMPLE_2535 3 0.000
#> SAMPLE_2536 3 0.000
#> SAMPLE_2537 3 0.000
#> SAMPLE_2538 3 0.249
#> SAMPLE_2540 3 0.000
#> SAMPLE_2541 3 0.000
#> SAMPLE_2542 3 0.000
#> SAMPLE_2543 3 0.000
#> SAMPLE_2544 3 1.000
#> SAMPLE_2545 3 0.000
#> SAMPLE_2546 3 0.000
#> SAMPLE_2547 3 0.000
#> SAMPLE_2548 3 0.249
#> SAMPLE_2549 3 0.000
#> SAMPLE_2550 3 0.000
#> SAMPLE_2551 3 0.000
#> SAMPLE_2558 4 0.000
#> SAMPLE_2574 3 1.000
#> SAMPLE_2575 6 1.000
#> SAMPLE_2576 6 0.000
#> SAMPLE_2578 3 0.000
#> SAMPLE_2584 6 0.000
#> SAMPLE_2586 6 0.000
#> SAMPLE_2592 4 0.000
#> SAMPLE_2599 3 0.000
#> SAMPLE_2603 6 0.000
#> SAMPLE_2605 3 0.000
#> SAMPLE_2606 3 0.000
#> SAMPLE_2613 3 0.000
#> SAMPLE_2615 6 1.000
#> SAMPLE_2619 3 1.000
#> SAMPLE_2620 3 0.000
#> SAMPLE_2623 6 0.000
#> SAMPLE_2624 6 0.000
#> SAMPLE_2629 6 0.249
#> SAMPLE_2634 3 0.000
#> SAMPLE_2635 6 0.000
#> SAMPLE_2636 6 0.000
#> SAMPLE_2637 3 1.000
#> SAMPLE_2638 3 0.000
#> SAMPLE_2639 3 0.000
#> SAMPLE_2640 3 0.249
#> SAMPLE_2645 6 0.000
#> SAMPLE_2656 6 0.000
#> SAMPLE_2657 6 0.000
#> SAMPLE_2664 4 0.000
#> SAMPLE_2666 4 0.000
#> SAMPLE_2670 6 0.249
#> SAMPLE_2671 6 0.000
#> SAMPLE_2672 3 0.000
#> SAMPLE_2673 3 0.000
#> SAMPLE_2674 3 0.000
#> SAMPLE_2675 3 0.000
#> SAMPLE_2676 3 0.000
#> SAMPLE_2677 3 0.000
#> SAMPLE_2678 1 0.502
#> SAMPLE_2685 3 0.000
#> SAMPLE_2686 3 0.000
#> SAMPLE_2687 3 0.000
#> SAMPLE_2690 6 0.000
#> SAMPLE_2691 3 1.000
#> SAMPLE_2706 6 0.000
#> SAMPLE_2707 6 1.000
#> SAMPLE_2708 6 1.000
#> SAMPLE_2709 6 0.000
#> SAMPLE_2711 4 1.000
#> SAMPLE_2721 6 0.751
#> SAMPLE_2723 6 0.000
#> SAMPLE_2746 2 0.000
#> SAMPLE_2748 3 0.000
#> SAMPLE_2749 3 0.000
#> SAMPLE_2750 3 0.000
#> SAMPLE_2751 3 0.000
#> SAMPLE_2752 3 0.000
#> SAMPLE_2753 3 0.000
#> SAMPLE_2754 3 0.000
#> SAMPLE_2755 3 0.000
#> SAMPLE_2756 3 0.000
#> SAMPLE_2757 3 0.000
#> SAMPLE_2758 3 0.000
#> SAMPLE_2759 6 0.000
#> SAMPLE_2772 2 1.000
#> SAMPLE_2774 3 0.000
#> SAMPLE_2775 6 0.751
#> SAMPLE_2777 3 0.249
#> SAMPLE_2779 3 1.000
#> SAMPLE_2780 4 0.000
#> SAMPLE_2782 3 0.000
#> SAMPLE_2783 6 0.000
#> SAMPLE_2800 6 0.000
get_classes(res, k = 7)
#> class p
#> SAMPLE_20 1 0.000
#> SAMPLE_33 6 0.000
#> SAMPLE_35 6 0.000
#> SAMPLE_36 3 0.000
#> SAMPLE_39 3 0.000
#> SAMPLE_43 6 0.000
#> SAMPLE_44 3 0.249
#> SAMPLE_45 3 0.000
#> SAMPLE_62 7 0.000
#> SAMPLE_65 7 0.000
#> SAMPLE_66 7 0.000
#> SAMPLE_67 7 0.000
#> SAMPLE_69 6 1.000
#> SAMPLE_72 6 0.000
#> SAMPLE_75 6 0.000
#> SAMPLE_100 7 0.000
#> SAMPLE_101 7 0.000
#> SAMPLE_103 7 0.000
#> SAMPLE_105 7 0.000
#> SAMPLE_107 7 0.000
#> SAMPLE_108 7 0.000
#> SAMPLE_109 7 0.000
#> SAMPLE_110 7 0.000
#> SAMPLE_111 3 0.000
#> SAMPLE_112 6 0.000
#> SAMPLE_113 2 1.000
#> SAMPLE_118 6 0.000
#> SAMPLE_120 6 0.000
#> SAMPLE_124 7 0.000
#> SAMPLE_126 4 0.000
#> SAMPLE_136 1 0.000
#> SAMPLE_137 4 0.000
#> SAMPLE_138 1 0.000
#> SAMPLE_143 1 0.000
#> SAMPLE_144 2 0.000
#> SAMPLE_173 7 0.000
#> SAMPLE_215 7 0.000
#> SAMPLE_216 4 0.000
#> SAMPLE_217 7 0.000
#> SAMPLE_220 7 0.000
#> SAMPLE_223 7 0.000
#> SAMPLE_232 6 0.000
#> SAMPLE_274 1 0.000
#> SAMPLE_275 1 0.000
#> SAMPLE_286 3 0.249
#> SAMPLE_287 6 0.000
#> SAMPLE_302 3 0.000
#> SAMPLE_310 3 0.000
#> SAMPLE_312 6 0.000
#> SAMPLE_322 3 0.000
#> SAMPLE_329 4 0.000
#> SAMPLE_331 4 0.000
#> SAMPLE_332 4 0.000
#> SAMPLE_334 1 0.000
#> SAMPLE_335 1 0.000
#> SAMPLE_336 4 0.000
#> SAMPLE_338 4 0.000
#> SAMPLE_340 4 0.000
#> SAMPLE_341 4 0.000
#> SAMPLE_342 6 0.000
#> SAMPLE_343 1 0.000
#> SAMPLE_345 1 0.000
#> SAMPLE_349 4 0.000
#> SAMPLE_350 1 0.000
#> SAMPLE_352 1 0.000
#> SAMPLE_353 4 0.000
#> SAMPLE_354 1 0.000
#> SAMPLE_356 1 0.000
#> SAMPLE_358 1 0.000
#> SAMPLE_359 4 0.000
#> SAMPLE_362 4 0.498
#> SAMPLE_364 3 0.000
#> SAMPLE_365 3 0.000
#> SAMPLE_366 6 0.000
#> SAMPLE_370 6 0.000
#> SAMPLE_373 1 0.000
#> SAMPLE_374 1 0.000
#> SAMPLE_376 1 0.000
#> SAMPLE_377 1 0.000
#> SAMPLE_379 1 0.000
#> SAMPLE_382 3 0.000
#> SAMPLE_383 3 0.000
#> SAMPLE_384 3 0.000
#> SAMPLE_385 3 0.000
#> SAMPLE_386 3 0.000
#> SAMPLE_387 3 0.000
#> SAMPLE_589 3 0.000
#> SAMPLE_590 6 0.000
#> SAMPLE_592 6 0.000
#> SAMPLE_594 6 0.000
#> SAMPLE_595 6 0.000
#> SAMPLE_596 3 0.000
#> SAMPLE_597 3 0.000
#> SAMPLE_602 6 0.000
#> SAMPLE_604 3 0.000
#> SAMPLE_606 3 0.000
#> SAMPLE_641 6 0.000
#> SAMPLE_647 4 0.000
#> SAMPLE_649 6 0.000
#> SAMPLE_650 3 0.000
#> SAMPLE_651 6 0.000
#> SAMPLE_652 6 0.000
#> SAMPLE_653 3 0.000
#> SAMPLE_655 6 0.000
#> SAMPLE_656 3 0.000
#> SAMPLE_658 6 0.000
#> SAMPLE_659 6 0.000
#> SAMPLE_660 6 0.000
#> SAMPLE_661 6 0.000
#> SAMPLE_666 6 0.498
#> SAMPLE_677 3 0.000
#> SAMPLE_678 3 0.000
#> SAMPLE_679 3 0.000
#> SAMPLE_680 3 0.000
#> SAMPLE_681 3 0.000
#> SAMPLE_682 3 0.000
#> SAMPLE_683 2 0.000
#> SAMPLE_684 2 0.000
#> SAMPLE_685 2 0.000
#> SAMPLE_686 2 0.000
#> SAMPLE_687 2 0.000
#> SAMPLE_688 2 0.000
#> SAMPLE_689 2 0.000
#> SAMPLE_690 2 0.000
#> SAMPLE_691 2 0.000
#> SAMPLE_692 2 0.000
#> SAMPLE_693 2 0.000
#> SAMPLE_694 2 0.000
#> SAMPLE_696 2 0.000
#> SAMPLE_697 2 0.000
#> SAMPLE_698 2 0.000
#> SAMPLE_699 2 0.000
#> SAMPLE_700 2 0.000
#> SAMPLE_701 2 0.000
#> SAMPLE_702 2 0.000
#> SAMPLE_703 2 0.000
#> SAMPLE_704 2 0.000
#> SAMPLE_705 2 0.000
#> SAMPLE_706 2 0.000
#> SAMPLE_707 2 0.000
#> SAMPLE_708 2 0.000
#> SAMPLE_709 2 0.000
#> SAMPLE_710 2 0.000
#> SAMPLE_711 2 0.000
#> SAMPLE_712 2 0.000
#> SAMPLE_713 2 0.000
#> SAMPLE_723 1 0.000
#> SAMPLE_724 3 0.000
#> SAMPLE_726 1 0.000
#> SAMPLE_727 1 0.000
#> SAMPLE_728 1 0.000
#> SAMPLE_729 1 0.000
#> SAMPLE_732 1 0.000
#> SAMPLE_740 2 0.000
#> SAMPLE_741 2 0.000
#> SAMPLE_742 2 0.000
#> SAMPLE_743 2 0.000
#> SAMPLE_757 6 0.000
#> SAMPLE_758 3 0.000
#> SAMPLE_759 6 1.000
#> SAMPLE_760 2 1.000
#> SAMPLE_761 2 1.000
#> SAMPLE_762 3 0.000
#> SAMPLE_766 7 0.000
#> SAMPLE_771 1 0.000
#> SAMPLE_772 1 0.000
#> SAMPLE_773 3 0.000
#> SAMPLE_775 1 0.000
#> SAMPLE_777 6 0.000
#> SAMPLE_778 3 0.000
#> SAMPLE_785 3 1.000
#> SAMPLE_786 1 0.000
#> SAMPLE_787 1 0.000
#> SAMPLE_788 1 0.000
#> SAMPLE_789 6 0.000
#> SAMPLE_790 6 0.000
#> SAMPLE_799 6 0.000
#> SAMPLE_800 6 0.000
#> SAMPLE_803 6 0.000
#> SAMPLE_828 2 0.000
#> SAMPLE_833 2 0.000
#> SAMPLE_850 6 0.000
#> SAMPLE_851 4 0.498
#> SAMPLE_855 6 0.249
#> SAMPLE_856 3 0.000
#> SAMPLE_859 5 0.000
#> SAMPLE_860 5 0.000
#> SAMPLE_863 5 0.000
#> SAMPLE_864 6 0.000
#> SAMPLE_869 3 0.000
#> SAMPLE_874 3 0.000
#> SAMPLE_879 1 0.000
#> SAMPLE_884 1 0.000
#> SAMPLE_889 7 0.000
#> SAMPLE_890 6 0.000
#> SAMPLE_892 3 0.000
#> SAMPLE_894 1 0.000
#> SAMPLE_900 3 0.000
#> SAMPLE_901 4 0.000
#> SAMPLE_902 3 0.000
#> SAMPLE_903 3 0.000
#> SAMPLE_907 3 0.000
#> SAMPLE_913 5 0.000
#> SAMPLE_914 5 0.000
#> SAMPLE_923 3 0.000
#> SAMPLE_924 3 0.000
#> SAMPLE_926 1 0.000
#> SAMPLE_931 5 0.000
#> SAMPLE_932 5 0.000
#> SAMPLE_933 5 0.000
#> SAMPLE_935 5 0.000
#> SAMPLE_936 5 0.000
#> SAMPLE_937 5 0.000
#> SAMPLE_939 4 0.000
#> SAMPLE_947 4 0.000
#> SAMPLE_961 3 0.000
#> SAMPLE_962 3 0.000
#> SAMPLE_971 2 0.000
#> SAMPLE_975 1 0.000
#> SAMPLE_980 4 0.000
#> SAMPLE_981 2 0.000
#> SAMPLE_982 2 0.000
#> SAMPLE_989 3 0.000
#> SAMPLE_993 2 0.000
#> SAMPLE_994 1 0.000
#> SAMPLE_997 1 0.000
#> SAMPLE_998 3 0.000
#> SAMPLE_999 6 0.000
#> SAMPLE_1001 1 0.000
#> SAMPLE_1008 1 0.000
#> SAMPLE_1014 1 0.000
#> SAMPLE_1015 4 0.000
#> SAMPLE_1040 7 0.000
#> SAMPLE_1044 3 0.000
#> SAMPLE_1045 1 0.000
#> SAMPLE_1046 5 0.000
#> SAMPLE_1048 6 0.000
#> SAMPLE_1049 1 0.000
#> SAMPLE_1051 1 0.000
#> SAMPLE_1054 6 0.000
#> SAMPLE_1056 6 0.000
#> SAMPLE_1057 6 0.000
#> SAMPLE_1058 6 0.000
#> SAMPLE_1059 6 0.000
#> SAMPLE_1061 6 0.000
#> SAMPLE_1062 6 0.000
#> SAMPLE_1063 5 0.000
#> SAMPLE_1067 4 0.000
#> SAMPLE_1068 1 0.000
#> SAMPLE_1069 1 0.000
#> SAMPLE_1071 4 0.000
#> SAMPLE_1072 3 0.000
#> SAMPLE_1073 1 0.000
#> SAMPLE_1074 4 0.000
#> SAMPLE_1075 4 0.000
#> SAMPLE_1076 4 0.502
#> SAMPLE_1077 4 0.000
#> SAMPLE_1079 4 0.000
#> SAMPLE_1080 4 0.000
#> SAMPLE_1081 4 0.000
#> SAMPLE_1084 6 0.000
#> SAMPLE_1086 6 0.000
#> SAMPLE_1090 2 0.000
#> SAMPLE_1091 2 0.000
#> SAMPLE_1092 6 0.000
#> SAMPLE_1095 6 0.000
#> SAMPLE_1096 6 0.000
#> SAMPLE_1098 2 0.000
#> SAMPLE_1100 3 0.000
#> SAMPLE_1101 6 0.000
#> SAMPLE_1102 6 0.000
#> SAMPLE_1103 6 0.000
#> SAMPLE_1104 6 0.000
#> SAMPLE_1105 6 0.000
#> SAMPLE_1106 6 0.000
#> SAMPLE_1107 6 0.502
#> SAMPLE_1108 6 0.000
#> SAMPLE_1109 6 0.000
#> SAMPLE_1110 1 0.000
#> SAMPLE_1113 3 0.000
#> SAMPLE_1114 6 0.000
#> SAMPLE_1118 1 0.000
#> SAMPLE_1120 1 0.000
#> SAMPLE_1123 1 0.000
#> SAMPLE_1124 1 0.000
#> SAMPLE_1126 1 0.000
#> SAMPLE_1127 1 0.000
#> SAMPLE_1128 4 0.000
#> SAMPLE_1129 1 0.000
#> SAMPLE_1130 1 0.000
#> SAMPLE_1143 1 0.000
#> SAMPLE_1144 3 0.000
#> SAMPLE_1145 3 0.000
#> SAMPLE_1146 3 0.000
#> SAMPLE_1148 5 0.000
#> SAMPLE_1151 1 0.000
#> SAMPLE_1158 4 0.000
#> SAMPLE_1162 3 0.000
#> SAMPLE_1171 3 0.000
#> SAMPLE_1178 1 0.000
#> SAMPLE_1179 1 0.000
#> SAMPLE_1180 3 0.000
#> SAMPLE_1181 6 0.000
#> SAMPLE_1185 6 0.000
#> SAMPLE_1186 6 0.000
#> SAMPLE_1187 3 0.000
#> SAMPLE_1190 1 0.000
#> SAMPLE_1191 1 0.000
#> SAMPLE_1193 7 0.000
#> SAMPLE_1194 3 0.000
#> SAMPLE_1196 4 0.000
#> SAMPLE_1199 4 0.000
#> SAMPLE_1200 4 0.000
#> SAMPLE_1201 1 0.000
#> SAMPLE_1202 4 0.000
#> SAMPLE_1204 1 0.000
#> SAMPLE_1205 3 1.000
#> SAMPLE_1208 6 0.000
#> SAMPLE_1215 4 0.000
#> SAMPLE_1220 1 0.000
#> SAMPLE_1221 2 0.000
#> SAMPLE_1224 2 0.000
#> SAMPLE_1228 2 0.000
#> SAMPLE_1230 2 0.000
#> SAMPLE_1231 2 0.000
#> SAMPLE_1232 2 0.000
#> SAMPLE_1234 2 0.000
#> SAMPLE_1235 2 0.000
#> SAMPLE_1236 2 0.000
#> SAMPLE_1237 2 0.000
#> SAMPLE_1238 2 0.000
#> SAMPLE_1240 4 0.000
#> SAMPLE_1244 7 0.000
#> SAMPLE_1245 7 0.000
#> SAMPLE_1246 7 0.000
#> SAMPLE_1247 7 0.000
#> SAMPLE_1249 1 0.000
#> SAMPLE_1250 1 0.000
#> SAMPLE_1256 1 0.000
#> SAMPLE_1258 3 0.000
#> SAMPLE_1269 1 0.000
#> SAMPLE_1274 7 0.000
#> SAMPLE_1275 7 0.000
#> SAMPLE_1282 3 0.751
#> SAMPLE_1283 1 0.000
#> SAMPLE_1291 1 0.000
#> SAMPLE_1292 6 0.000
#> SAMPLE_1293 3 0.000
#> SAMPLE_1294 1 0.000
#> SAMPLE_1297 7 0.000
#> SAMPLE_1301 7 0.000
#> SAMPLE_1307 7 0.000
#> SAMPLE_1310 7 0.000
#> SAMPLE_1312 7 0.000
#> SAMPLE_1316 5 0.000
#> SAMPLE_1317 5 0.000
#> SAMPLE_1318 5 0.000
#> SAMPLE_1321 5 0.000
#> SAMPLE_1323 5 0.000
#> SAMPLE_1324 5 0.000
#> SAMPLE_1326 1 0.000
#> SAMPLE_1327 1 0.000
#> SAMPLE_1329 1 0.000
#> SAMPLE_1330 1 0.000
#> SAMPLE_1331 3 0.000
#> SAMPLE_1332 3 0.000
#> SAMPLE_1333 1 0.000
#> SAMPLE_1334 1 0.000
#> SAMPLE_1335 1 0.000
#> SAMPLE_1340 4 0.000
#> SAMPLE_1341 3 0.000
#> SAMPLE_1343 1 0.000
#> SAMPLE_1344 1 0.000
#> SAMPLE_1346 2 0.000
#> SAMPLE_1349 3 0.000
#> SAMPLE_1386 6 0.000
#> SAMPLE_1390 6 0.000
#> SAMPLE_1391 6 0.000
#> SAMPLE_1392 6 0.000
#> SAMPLE_1393 6 0.000
#> SAMPLE_1394 6 0.000
#> SAMPLE_1395 6 0.000
#> SAMPLE_1396 6 0.000
#> SAMPLE_1400 6 0.000
#> SAMPLE_1405 3 0.502
#> SAMPLE_1406 1 0.000
#> SAMPLE_1407 1 0.000
#> SAMPLE_1408 3 1.000
#> SAMPLE_1410 6 0.000
#> SAMPLE_1411 6 0.000
#> SAMPLE_1421 1 0.000
#> SAMPLE_1422 1 0.000
#> SAMPLE_1423 1 0.000
#> SAMPLE_1424 1 0.000
#> SAMPLE_1430 4 0.000
#> SAMPLE_1432 2 0.000
#> SAMPLE_1435 1 0.000
#> SAMPLE_1436 1 0.000
#> SAMPLE_1437 1 0.000
#> SAMPLE_1438 1 0.000
#> SAMPLE_1439 1 0.000
#> SAMPLE_1441 1 0.000
#> SAMPLE_1444 6 1.000
#> SAMPLE_1445 1 0.000
#> SAMPLE_1449 6 0.000
#> SAMPLE_1450 6 0.249
#> SAMPLE_1451 6 0.000
#> SAMPLE_1452 3 0.000
#> SAMPLE_1454 3 0.000
#> SAMPLE_1462 1 0.000
#> SAMPLE_1463 1 0.000
#> SAMPLE_1464 1 0.000
#> SAMPLE_1465 3 0.000
#> SAMPLE_1466 3 0.000
#> SAMPLE_1467 3 0.000
#> SAMPLE_1468 3 0.000
#> SAMPLE_1469 3 0.000
#> SAMPLE_1470 3 0.000
#> SAMPLE_1471 3 0.000
#> SAMPLE_1472 3 0.000
#> SAMPLE_1473 3 0.000
#> SAMPLE_1474 3 1.000
#> SAMPLE_1475 3 0.000
#> SAMPLE_1477 3 0.000
#> SAMPLE_1478 3 0.000
#> SAMPLE_1479 3 0.000
#> SAMPLE_1481 3 0.000
#> SAMPLE_1482 3 0.000
#> SAMPLE_1483 3 0.000
#> SAMPLE_1484 3 0.000
#> SAMPLE_1485 3 0.000
#> SAMPLE_1486 3 0.000
#> SAMPLE_1487 3 0.000
#> SAMPLE_1488 3 0.000
#> SAMPLE_1512 3 0.000
#> SAMPLE_1514 6 0.000
#> SAMPLE_1527 1 0.000
#> SAMPLE_1528 1 0.000
#> SAMPLE_1529 1 0.000
#> SAMPLE_1530 1 0.000
#> SAMPLE_1531 1 0.000
#> SAMPLE_1532 1 0.000
#> SAMPLE_1533 1 0.000
#> SAMPLE_1535 1 0.000
#> SAMPLE_1538 1 0.000
#> SAMPLE_1539 1 0.000
#> SAMPLE_1540 1 0.000
#> SAMPLE_1542 1 0.000
#> SAMPLE_1543 1 0.000
#> SAMPLE_1545 1 0.000
#> SAMPLE_1549 1 0.000
#> SAMPLE_1551 4 0.000
#> SAMPLE_1552 3 0.000
#> SAMPLE_1583 6 1.000
#> SAMPLE_1584 3 0.000
#> SAMPLE_1585 3 0.000
#> SAMPLE_1587 3 0.000
#> SAMPLE_1588 3 0.000
#> SAMPLE_1589 6 0.000
#> SAMPLE_1590 3 0.000
#> SAMPLE_1591 6 0.000
#> SAMPLE_1592 3 0.000
#> SAMPLE_1593 3 0.000
#> SAMPLE_1594 3 0.000
#> SAMPLE_1596 6 0.000
#> SAMPLE_1597 1 0.000
#> SAMPLE_1598 3 0.751
#> SAMPLE_1609 1 0.000
#> SAMPLE_1610 1 0.000
#> SAMPLE_1612 2 0.000
#> SAMPLE_1613 2 0.000
#> SAMPLE_1614 2 0.000
#> SAMPLE_1615 2 0.000
#> SAMPLE_1616 2 0.000
#> SAMPLE_1617 2 0.000
#> SAMPLE_1618 2 0.000
#> SAMPLE_1619 6 0.249
#> SAMPLE_1620 6 0.000
#> SAMPLE_1621 3 0.000
#> SAMPLE_1622 6 0.000
#> SAMPLE_1623 3 0.000
#> SAMPLE_1624 3 0.000
#> SAMPLE_1630 7 0.000
#> SAMPLE_1631 4 0.000
#> SAMPLE_1632 2 0.000
#> SAMPLE_1645 6 0.000
#> SAMPLE_1651 3 1.000
#> SAMPLE_1659 1 0.000
#> SAMPLE_1661 3 0.000
#> SAMPLE_1662 3 0.000
#> SAMPLE_1669 4 0.000
#> SAMPLE_1670 3 0.000
#> SAMPLE_1672 3 0.000
#> SAMPLE_1678 3 0.000
#> SAMPLE_1679 6 1.000
#> SAMPLE_1680 1 0.000
#> SAMPLE_1683 6 1.000
#> SAMPLE_1687 1 0.000
#> SAMPLE_1688 7 1.000
#> SAMPLE_1689 6 1.000
#> SAMPLE_1690 2 0.000
#> SAMPLE_1691 7 1.000
#> SAMPLE_1692 6 0.000
#> SAMPLE_1693 3 0.000
#> SAMPLE_1699 3 0.000
#> SAMPLE_1700 7 0.000
#> SAMPLE_1703 3 0.000
#> SAMPLE_1704 6 0.000
#> SAMPLE_1705 6 0.000
#> SAMPLE_1706 3 0.000
#> SAMPLE_1707 6 0.000
#> SAMPLE_1708 3 0.000
#> SAMPLE_1710 6 0.000
#> SAMPLE_1711 6 0.000
#> SAMPLE_1715 2 0.000
#> SAMPLE_1719 2 0.000
#> SAMPLE_1722 2 0.000
#> SAMPLE_1723 2 0.000
#> SAMPLE_1725 2 0.000
#> SAMPLE_1728 2 0.000
#> SAMPLE_1730 3 0.000
#> SAMPLE_1731 1 0.249
#> SAMPLE_1734 6 0.000
#> SAMPLE_1738 1 0.000
#> SAMPLE_1741 2 0.000
#> SAMPLE_1742 2 0.000
#> SAMPLE_1743 2 0.000
#> SAMPLE_1746 2 0.000
#> SAMPLE_1748 2 0.000
#> SAMPLE_1752 5 0.000
#> SAMPLE_1753 5 0.000
#> SAMPLE_1755 3 0.000
#> SAMPLE_1756 3 0.000
#> SAMPLE_1758 3 0.498
#> SAMPLE_1759 6 0.000
#> SAMPLE_1763 3 0.000
#> SAMPLE_1766 6 0.000
#> SAMPLE_1767 1 0.000
#> SAMPLE_1772 1 0.000
#> SAMPLE_1776 4 0.000
#> SAMPLE_1777 2 0.000
#> SAMPLE_1785 2 0.000
#> SAMPLE_1786 2 0.000
#> SAMPLE_1790 2 0.000
#> SAMPLE_1793 6 1.000
#> SAMPLE_1816 7 1.000
#> SAMPLE_1817 4 0.249
#> SAMPLE_1836 6 1.000
#> SAMPLE_1837 1 0.000
#> SAMPLE_1839 3 0.000
#> SAMPLE_1851 6 0.747
#> SAMPLE_1852 6 1.000
#> SAMPLE_1853 6 0.000
#> SAMPLE_1854 6 0.000
#> SAMPLE_1856 6 0.000
#> SAMPLE_1857 3 0.000
#> SAMPLE_1860 1 0.000
#> SAMPLE_1880 6 0.000
#> SAMPLE_1881 3 0.000
#> SAMPLE_1882 1 0.000
#> SAMPLE_1888 4 0.000
#> SAMPLE_1906 1 0.000
#> SAMPLE_1907 1 0.000
#> SAMPLE_1909 1 0.000
#> SAMPLE_1916 6 0.000
#> SAMPLE_1917 6 0.000
#> SAMPLE_1918 6 0.000
#> SAMPLE_1919 6 0.000
#> SAMPLE_1922 7 0.000
#> SAMPLE_1925 6 0.000
#> SAMPLE_1927 6 0.000
#> SAMPLE_1936 1 0.000
#> SAMPLE_1939 1 0.000
#> SAMPLE_1940 1 0.000
#> SAMPLE_1941 1 0.000
#> SAMPLE_1942 1 0.000
#> SAMPLE_1943 1 0.000
#> SAMPLE_1944 3 0.751
#> SAMPLE_1945 1 0.000
#> SAMPLE_1946 1 0.000
#> SAMPLE_1947 1 0.000
#> SAMPLE_1948 1 0.000
#> SAMPLE_1949 6 1.000
#> SAMPLE_1950 3 0.000
#> SAMPLE_1951 1 0.000
#> SAMPLE_1952 1 0.751
#> SAMPLE_1953 3 0.000
#> SAMPLE_1954 1 0.000
#> SAMPLE_1955 1 0.000
#> SAMPLE_1956 6 0.000
#> SAMPLE_1964 1 0.000
#> SAMPLE_1965 1 0.000
#> SAMPLE_1967 6 0.000
#> SAMPLE_1975 1 0.000
#> SAMPLE_1979 1 0.000
#> SAMPLE_1988 7 0.000
#> SAMPLE_1996 1 0.000
#> SAMPLE_1997 3 0.000
#> SAMPLE_1998 1 0.000
#> SAMPLE_2002 1 0.000
#> SAMPLE_2003 1 0.000
#> SAMPLE_2004 1 0.000
#> SAMPLE_2005 1 0.000
#> SAMPLE_2006 1 0.000
#> SAMPLE_2007 1 0.000
#> SAMPLE_2008 1 0.000
#> SAMPLE_2009 1 0.000
#> SAMPLE_2010 1 0.000
#> SAMPLE_2011 1 0.000
#> SAMPLE_2012 1 0.000
#> SAMPLE_2013 1 0.000
#> SAMPLE_2018 3 0.000
#> SAMPLE_2020 6 0.249
#> SAMPLE_2028 7 0.000
#> SAMPLE_2029 7 0.000
#> SAMPLE_2030 6 0.000
#> SAMPLE_2039 1 0.000
#> SAMPLE_2041 4 0.000
#> SAMPLE_2042 3 0.000
#> SAMPLE_2043 1 0.000
#> SAMPLE_2044 1 0.000
#> SAMPLE_2045 1 0.000
#> SAMPLE_2046 1 0.000
#> SAMPLE_2047 1 0.000
#> SAMPLE_2048 1 0.000
#> SAMPLE_2049 6 0.000
#> SAMPLE_2051 4 0.000
#> SAMPLE_2057 1 0.000
#> SAMPLE_2058 6 0.000
#> SAMPLE_2063 4 0.000
#> SAMPLE_2070 7 0.000
#> SAMPLE_2072 1 0.000
#> SAMPLE_2073 1 0.000
#> SAMPLE_2074 1 0.000
#> SAMPLE_2075 1 0.000
#> SAMPLE_2076 1 0.000
#> SAMPLE_2082 1 1.000
#> SAMPLE_2084 4 1.000
#> SAMPLE_2085 4 0.000
#> SAMPLE_2086 4 0.000
#> SAMPLE_2088 7 1.000
#> SAMPLE_2089 4 0.000
#> SAMPLE_2090 7 1.000
#> SAMPLE_2093 3 0.000
#> SAMPLE_2094 3 0.000
#> SAMPLE_2095 7 1.000
#> SAMPLE_2096 4 0.253
#> SAMPLE_2098 3 0.000
#> SAMPLE_2103 7 1.000
#> SAMPLE_2105 4 0.249
#> SAMPLE_2106 4 0.000
#> SAMPLE_2107 4 0.000
#> SAMPLE_2110 1 0.000
#> SAMPLE_2115 7 1.000
#> SAMPLE_2119 7 1.000
#> SAMPLE_2120 4 0.000
#> SAMPLE_2123 3 0.000
#> SAMPLE_2126 3 0.000
#> SAMPLE_2127 3 0.000
#> SAMPLE_2129 3 0.000
#> SAMPLE_2131 4 0.000
#> SAMPLE_2134 1 0.000
#> SAMPLE_2136 3 1.000
#> SAMPLE_2140 1 0.000
#> SAMPLE_2156 7 0.000
#> SAMPLE_2158 7 0.000
#> SAMPLE_2159 7 0.000
#> SAMPLE_2161 7 0.000
#> SAMPLE_2163 4 0.000
#> SAMPLE_2164 4 0.000
#> SAMPLE_2165 1 0.000
#> SAMPLE_2166 3 0.000
#> SAMPLE_2167 1 0.000
#> SAMPLE_2168 1 0.000
#> SAMPLE_2176 6 1.000
#> SAMPLE_2183 1 0.000
#> SAMPLE_2188 5 0.000
#> SAMPLE_2189 5 0.000
#> SAMPLE_2190 5 0.000
#> SAMPLE_2191 5 0.000
#> SAMPLE_2192 5 0.000
#> SAMPLE_2193 5 0.000
#> SAMPLE_2194 5 0.000
#> SAMPLE_2195 5 0.000
#> SAMPLE_2196 5 0.000
#> SAMPLE_2197 5 0.000
#> SAMPLE_2198 6 0.000
#> SAMPLE_2208 6 0.000
#> SAMPLE_2212 1 0.000
#> SAMPLE_2217 6 0.000
#> SAMPLE_2219 4 0.000
#> SAMPLE_2220 6 0.000
#> SAMPLE_2225 7 0.000
#> SAMPLE_2227 4 0.000
#> SAMPLE_2229 3 0.000
#> SAMPLE_2247 1 0.000
#> SAMPLE_2252 1 0.000
#> SAMPLE_2258 6 0.498
#> SAMPLE_2267 6 0.000
#> SAMPLE_2274 1 0.000
#> SAMPLE_2281 2 0.000
#> SAMPLE_2283 2 0.000
#> SAMPLE_2284 3 0.000
#> SAMPLE_2289 6 0.000
#> SAMPLE_2297 6 0.498
#> SAMPLE_2302 1 1.000
#> SAMPLE_2308 3 0.000
#> SAMPLE_2322 2 0.000
#> SAMPLE_2325 1 0.000
#> SAMPLE_2330 6 0.000
#> SAMPLE_2335 2 0.000
#> SAMPLE_2336 2 0.000
#> SAMPLE_2345 1 0.000
#> SAMPLE_2348 4 0.000
#> SAMPLE_2352 7 0.000
#> SAMPLE_2355 7 0.000
#> SAMPLE_2359 4 0.000
#> SAMPLE_2367 2 0.747
#> SAMPLE_2368 7 0.000
#> SAMPLE_2372 3 0.000
#> SAMPLE_2375 7 0.000
#> SAMPLE_2379 7 0.000
#> SAMPLE_2381 7 0.000
#> SAMPLE_2383 7 0.000
#> SAMPLE_2394 6 0.000
#> SAMPLE_2396 6 0.000
#> SAMPLE_2410 5 0.000
#> SAMPLE_2413 3 1.000
#> SAMPLE_2427 6 0.000
#> SAMPLE_2428 6 0.000
#> SAMPLE_2429 3 0.000
#> SAMPLE_2433 6 0.000
#> SAMPLE_2448 2 0.000
#> SAMPLE_2458 6 0.000
#> SAMPLE_2462 3 0.000
#> SAMPLE_2474 6 0.000
#> SAMPLE_2478 6 0.000
#> SAMPLE_2479 6 0.000
#> SAMPLE_2483 2 0.000
#> SAMPLE_2485 3 0.000
#> SAMPLE_2487 2 0.000
#> SAMPLE_2488 2 0.000
#> SAMPLE_2489 2 0.000
#> SAMPLE_2490 2 0.000
#> SAMPLE_2491 2 0.000
#> SAMPLE_2492 2 0.000
#> SAMPLE_2493 2 0.000
#> SAMPLE_2494 2 0.000
#> SAMPLE_2495 2 0.000
#> SAMPLE_2496 2 0.000
#> SAMPLE_2497 2 0.000
#> SAMPLE_2498 2 0.000
#> SAMPLE_2499 2 0.000
#> SAMPLE_2500 2 0.000
#> SAMPLE_2501 2 0.000
#> SAMPLE_2502 2 0.000
#> SAMPLE_2503 2 0.000
#> SAMPLE_2504 2 0.000
#> SAMPLE_2505 2 0.000
#> SAMPLE_2506 2 0.000
#> SAMPLE_2507 2 0.000
#> SAMPLE_2510 4 0.000
#> SAMPLE_2511 4 0.000
#> SAMPLE_2516 7 0.000
#> SAMPLE_2518 6 0.000
#> SAMPLE_2522 6 0.000
#> SAMPLE_2531 3 0.000
#> SAMPLE_2535 3 0.000
#> SAMPLE_2536 3 0.000
#> SAMPLE_2537 3 0.000
#> SAMPLE_2538 3 1.000
#> SAMPLE_2540 3 0.000
#> SAMPLE_2541 3 0.000
#> SAMPLE_2542 3 0.000
#> SAMPLE_2543 3 0.000
#> SAMPLE_2544 6 1.000
#> SAMPLE_2545 3 0.000
#> SAMPLE_2546 3 1.000
#> SAMPLE_2547 3 0.498
#> SAMPLE_2548 3 0.000
#> SAMPLE_2549 3 1.000
#> SAMPLE_2550 3 0.000
#> SAMPLE_2551 3 0.000
#> SAMPLE_2558 4 0.000
#> SAMPLE_2574 3 0.249
#> SAMPLE_2575 6 0.000
#> SAMPLE_2576 6 0.000
#> SAMPLE_2578 3 0.000
#> SAMPLE_2584 6 0.000
#> SAMPLE_2586 6 0.751
#> SAMPLE_2592 7 0.000
#> SAMPLE_2599 3 0.000
#> SAMPLE_2603 6 0.000
#> SAMPLE_2605 3 0.000
#> SAMPLE_2606 3 0.000
#> SAMPLE_2613 3 0.000
#> SAMPLE_2615 6 0.000
#> SAMPLE_2619 6 0.747
#> SAMPLE_2620 3 0.000
#> SAMPLE_2623 6 0.000
#> SAMPLE_2624 6 0.000
#> SAMPLE_2629 6 0.747
#> SAMPLE_2634 3 0.000
#> SAMPLE_2635 6 0.000
#> SAMPLE_2636 6 0.000
#> SAMPLE_2637 6 0.249
#> SAMPLE_2638 3 0.000
#> SAMPLE_2639 3 0.000
#> SAMPLE_2640 3 0.498
#> SAMPLE_2645 6 0.000
#> SAMPLE_2656 6 0.000
#> SAMPLE_2657 6 0.000
#> SAMPLE_2664 7 0.000
#> SAMPLE_2666 7 0.000
#> SAMPLE_2670 6 0.000
#> SAMPLE_2671 6 0.000
#> SAMPLE_2672 3 0.000
#> SAMPLE_2673 3 0.000
#> SAMPLE_2674 3 0.000
#> SAMPLE_2675 3 0.000
#> SAMPLE_2676 3 0.000
#> SAMPLE_2677 3 0.000
#> SAMPLE_2678 1 0.000
#> SAMPLE_2685 3 0.000
#> SAMPLE_2686 3 0.000
#> SAMPLE_2687 3 0.000
#> SAMPLE_2690 6 0.000
#> SAMPLE_2691 3 1.000
#> SAMPLE_2706 6 0.000
#> SAMPLE_2707 6 0.000
#> SAMPLE_2708 6 0.000
#> SAMPLE_2709 6 0.000
#> SAMPLE_2711 7 1.000
#> SAMPLE_2721 6 0.000
#> SAMPLE_2723 3 0.000
#> SAMPLE_2746 2 0.000
#> SAMPLE_2748 3 1.000
#> SAMPLE_2749 3 0.498
#> SAMPLE_2750 3 0.000
#> SAMPLE_2751 3 0.000
#> SAMPLE_2752 3 0.000
#> SAMPLE_2753 3 0.000
#> SAMPLE_2754 3 0.000
#> SAMPLE_2755 3 0.000
#> SAMPLE_2756 3 0.000
#> SAMPLE_2757 3 0.000
#> SAMPLE_2758 3 0.000
#> SAMPLE_2759 3 0.000
#> SAMPLE_2772 2 1.000
#> SAMPLE_2774 3 0.000
#> SAMPLE_2775 6 0.000
#> SAMPLE_2777 3 0.000
#> SAMPLE_2779 4 0.249
#> SAMPLE_2780 4 0.000
#> SAMPLE_2782 3 0.000
#> SAMPLE_2783 6 0.000
#> SAMPLE_2800 6 0.000
get_classes(res, k = 8)
#> class p
#> SAMPLE_20 1 0.253
#> SAMPLE_33 6 0.000
#> SAMPLE_35 6 0.000
#> SAMPLE_36 3 0.000
#> SAMPLE_39 3 0.000
#> SAMPLE_43 6 0.000
#> SAMPLE_44 6 0.498
#> SAMPLE_45 3 0.000
#> SAMPLE_62 7 0.000
#> SAMPLE_65 7 0.000
#> SAMPLE_66 7 0.000
#> SAMPLE_67 7 0.000
#> SAMPLE_69 6 0.000
#> SAMPLE_72 6 0.000
#> SAMPLE_75 6 0.000
#> SAMPLE_100 7 0.000
#> SAMPLE_101 7 0.000
#> SAMPLE_103 7 0.000
#> SAMPLE_105 7 0.000
#> SAMPLE_107 7 0.000
#> SAMPLE_108 7 0.000
#> SAMPLE_109 7 0.000
#> SAMPLE_110 7 0.000
#> SAMPLE_111 3 0.000
#> SAMPLE_112 6 0.000
#> SAMPLE_113 2 1.000
#> SAMPLE_118 6 0.000
#> SAMPLE_120 6 0.000
#> SAMPLE_124 7 0.000
#> SAMPLE_126 4 0.000
#> SAMPLE_136 1 0.000
#> SAMPLE_137 4 0.000
#> SAMPLE_138 1 0.000
#> SAMPLE_143 1 0.000
#> SAMPLE_144 2 0.000
#> SAMPLE_173 7 0.000
#> SAMPLE_215 7 0.000
#> SAMPLE_216 4 0.000
#> SAMPLE_217 7 0.000
#> SAMPLE_220 7 0.000
#> SAMPLE_223 7 0.000
#> SAMPLE_232 6 0.000
#> SAMPLE_274 1 0.000
#> SAMPLE_275 1 0.000
#> SAMPLE_286 6 0.747
#> SAMPLE_287 6 0.000
#> SAMPLE_302 3 0.751
#> SAMPLE_310 3 0.498
#> SAMPLE_312 6 0.000
#> SAMPLE_322 3 0.000
#> SAMPLE_329 4 0.000
#> SAMPLE_331 4 0.000
#> SAMPLE_332 4 0.000
#> SAMPLE_334 1 0.000
#> SAMPLE_335 1 0.000
#> SAMPLE_336 4 0.000
#> SAMPLE_338 4 0.000
#> SAMPLE_340 4 0.000
#> SAMPLE_341 4 0.000
#> SAMPLE_342 6 0.000
#> SAMPLE_343 1 0.000
#> SAMPLE_345 1 0.000
#> SAMPLE_349 4 0.000
#> SAMPLE_350 1 0.000
#> SAMPLE_352 1 0.000
#> SAMPLE_353 4 0.000
#> SAMPLE_354 1 0.000
#> SAMPLE_356 1 0.000
#> SAMPLE_358 1 0.000
#> SAMPLE_359 4 0.000
#> SAMPLE_362 4 0.000
#> SAMPLE_364 3 0.000
#> SAMPLE_365 3 0.000
#> SAMPLE_366 6 0.000
#> SAMPLE_370 6 0.000
#> SAMPLE_373 1 0.000
#> SAMPLE_374 1 0.000
#> SAMPLE_376 1 0.000
#> SAMPLE_377 1 0.000
#> SAMPLE_379 1 0.000
#> SAMPLE_382 3 0.000
#> SAMPLE_383 3 0.000
#> SAMPLE_384 3 0.000
#> SAMPLE_385 3 0.000
#> SAMPLE_386 3 0.000
#> SAMPLE_387 3 0.000
#> SAMPLE_589 3 0.000
#> SAMPLE_590 6 0.000
#> SAMPLE_592 6 0.000
#> SAMPLE_594 6 0.000
#> SAMPLE_595 6 0.000
#> SAMPLE_596 3 0.000
#> SAMPLE_597 3 0.249
#> SAMPLE_602 6 0.000
#> SAMPLE_604 3 0.000
#> SAMPLE_606 3 0.751
#> SAMPLE_641 6 0.000
#> SAMPLE_647 4 0.000
#> SAMPLE_649 6 0.000
#> SAMPLE_650 3 0.000
#> SAMPLE_651 6 0.000
#> SAMPLE_652 6 0.000
#> SAMPLE_653 3 0.000
#> SAMPLE_655 6 0.000
#> SAMPLE_656 3 0.000
#> SAMPLE_658 6 0.000
#> SAMPLE_659 6 0.000
#> SAMPLE_660 6 0.000
#> SAMPLE_661 6 0.000
#> SAMPLE_666 6 1.000
#> SAMPLE_677 3 0.000
#> SAMPLE_678 3 0.000
#> SAMPLE_679 3 0.000
#> SAMPLE_680 3 0.000
#> SAMPLE_681 3 0.000
#> SAMPLE_682 3 0.000
#> SAMPLE_683 2 0.000
#> SAMPLE_684 2 0.000
#> SAMPLE_685 2 0.000
#> SAMPLE_686 2 0.000
#> SAMPLE_687 2 0.000
#> SAMPLE_688 2 0.000
#> SAMPLE_689 2 0.000
#> SAMPLE_690 2 0.000
#> SAMPLE_691 2 0.000
#> SAMPLE_692 2 0.000
#> SAMPLE_693 2 0.000
#> SAMPLE_694 2 0.000
#> SAMPLE_696 2 0.000
#> SAMPLE_697 2 0.000
#> SAMPLE_698 2 0.000
#> SAMPLE_699 2 0.000
#> SAMPLE_700 2 0.000
#> SAMPLE_701 2 0.000
#> SAMPLE_702 2 0.000
#> SAMPLE_703 2 0.000
#> SAMPLE_704 2 0.000
#> SAMPLE_705 2 0.000
#> SAMPLE_706 2 0.000
#> SAMPLE_707 2 0.000
#> SAMPLE_708 2 0.000
#> SAMPLE_709 2 0.000
#> SAMPLE_710 2 0.000
#> SAMPLE_711 2 0.000
#> SAMPLE_712 2 0.000
#> SAMPLE_713 2 0.000
#> SAMPLE_723 1 0.000
#> SAMPLE_724 3 0.000
#> SAMPLE_726 1 0.000
#> SAMPLE_727 1 0.000
#> SAMPLE_728 1 0.000
#> SAMPLE_729 1 0.000
#> SAMPLE_732 1 0.000
#> SAMPLE_740 2 0.000
#> SAMPLE_741 2 0.000
#> SAMPLE_742 2 0.000
#> SAMPLE_743 2 0.000
#> SAMPLE_757 6 0.000
#> SAMPLE_758 3 0.000
#> SAMPLE_759 6 1.000
#> SAMPLE_760 2 1.000
#> SAMPLE_761 2 1.000
#> SAMPLE_762 3 0.000
#> SAMPLE_766 7 0.000
#> SAMPLE_771 1 0.000
#> SAMPLE_772 1 0.000
#> SAMPLE_773 3 0.000
#> SAMPLE_775 1 0.000
#> SAMPLE_777 6 0.000
#> SAMPLE_778 3 0.000
#> SAMPLE_785 1 0.000
#> SAMPLE_786 1 0.000
#> SAMPLE_787 1 0.000
#> SAMPLE_788 1 0.000
#> SAMPLE_789 6 0.000
#> SAMPLE_790 6 0.000
#> SAMPLE_799 6 0.000
#> SAMPLE_800 6 0.000
#> SAMPLE_803 6 0.000
#> SAMPLE_828 2 0.000
#> SAMPLE_833 2 0.000
#> SAMPLE_850 6 0.000
#> SAMPLE_851 4 0.249
#> SAMPLE_855 6 0.000
#> SAMPLE_856 3 0.751
#> SAMPLE_859 5 0.000
#> SAMPLE_860 5 0.000
#> SAMPLE_863 5 0.000
#> SAMPLE_864 6 0.000
#> SAMPLE_869 3 0.000
#> SAMPLE_874 6 1.000
#> SAMPLE_879 1 0.000
#> SAMPLE_884 1 0.000
#> SAMPLE_889 7 0.000
#> SAMPLE_890 6 0.000
#> SAMPLE_892 6 1.000
#> SAMPLE_894 1 0.000
#> SAMPLE_900 3 0.000
#> SAMPLE_901 4 0.000
#> SAMPLE_902 3 0.000
#> SAMPLE_903 3 0.000
#> SAMPLE_907 3 0.000
#> SAMPLE_913 5 0.000
#> SAMPLE_914 5 0.000
#> SAMPLE_923 6 0.502
#> SAMPLE_924 3 0.000
#> SAMPLE_926 1 0.253
#> SAMPLE_931 5 0.000
#> SAMPLE_932 5 0.000
#> SAMPLE_933 5 0.000
#> SAMPLE_935 5 0.000
#> SAMPLE_936 5 0.000
#> SAMPLE_937 5 0.000
#> SAMPLE_939 4 0.000
#> SAMPLE_947 4 0.000
#> SAMPLE_961 3 0.000
#> SAMPLE_962 3 0.000
#> SAMPLE_971 2 0.000
#> SAMPLE_975 1 0.000
#> SAMPLE_980 4 0.000
#> SAMPLE_981 2 0.000
#> SAMPLE_982 2 0.000
#> SAMPLE_989 3 0.000
#> SAMPLE_993 2 0.000
#> SAMPLE_994 1 0.000
#> SAMPLE_997 1 0.000
#> SAMPLE_998 6 0.000
#> SAMPLE_999 6 0.000
#> SAMPLE_1001 1 0.000
#> SAMPLE_1008 1 0.000
#> SAMPLE_1014 1 0.000
#> SAMPLE_1015 4 0.000
#> SAMPLE_1040 7 0.000
#> SAMPLE_1044 3 0.751
#> SAMPLE_1045 1 0.000
#> SAMPLE_1046 5 0.000
#> SAMPLE_1048 6 0.000
#> SAMPLE_1049 1 0.000
#> SAMPLE_1051 1 0.000
#> SAMPLE_1054 6 0.000
#> SAMPLE_1056 6 0.000
#> SAMPLE_1057 6 0.000
#> SAMPLE_1058 6 0.000
#> SAMPLE_1059 6 0.000
#> SAMPLE_1061 6 0.000
#> SAMPLE_1062 6 0.000
#> SAMPLE_1063 5 0.000
#> SAMPLE_1067 4 0.000
#> SAMPLE_1068 1 0.000
#> SAMPLE_1069 1 0.000
#> SAMPLE_1071 4 0.000
#> SAMPLE_1072 6 0.498
#> SAMPLE_1073 4 0.751
#> SAMPLE_1074 4 0.000
#> SAMPLE_1075 4 0.000
#> SAMPLE_1076 4 0.000
#> SAMPLE_1077 4 0.000
#> SAMPLE_1079 4 0.000
#> SAMPLE_1080 4 0.000
#> SAMPLE_1081 4 0.000
#> SAMPLE_1084 6 0.000
#> SAMPLE_1086 6 0.000
#> SAMPLE_1090 2 0.000
#> SAMPLE_1091 2 0.000
#> SAMPLE_1092 6 0.000
#> SAMPLE_1095 6 0.000
#> SAMPLE_1096 6 0.000
#> SAMPLE_1098 2 0.000
#> SAMPLE_1100 3 0.000
#> SAMPLE_1101 6 0.000
#> SAMPLE_1102 6 0.000
#> SAMPLE_1103 6 0.000
#> SAMPLE_1104 6 0.000
#> SAMPLE_1105 6 0.000
#> SAMPLE_1106 6 0.000
#> SAMPLE_1107 6 0.000
#> SAMPLE_1108 6 0.000
#> SAMPLE_1109 6 0.000
#> SAMPLE_1110 1 0.000
#> SAMPLE_1113 3 0.000
#> SAMPLE_1114 6 0.000
#> SAMPLE_1118 1 0.000
#> SAMPLE_1120 1 0.000
#> SAMPLE_1123 1 0.000
#> SAMPLE_1124 1 0.000
#> SAMPLE_1126 1 0.000
#> SAMPLE_1127 1 0.000
#> SAMPLE_1128 4 0.000
#> SAMPLE_1129 1 0.000
#> SAMPLE_1130 1 0.000
#> SAMPLE_1143 1 0.000
#> SAMPLE_1144 6 0.498
#> SAMPLE_1145 3 0.000
#> SAMPLE_1146 3 0.000
#> SAMPLE_1148 5 0.000
#> SAMPLE_1151 1 0.000
#> SAMPLE_1158 4 0.000
#> SAMPLE_1162 6 0.498
#> SAMPLE_1171 3 0.000
#> SAMPLE_1178 1 0.000
#> SAMPLE_1179 3 0.502
#> SAMPLE_1180 3 0.000
#> SAMPLE_1181 6 1.000
#> SAMPLE_1185 6 0.000
#> SAMPLE_1186 6 0.000
#> SAMPLE_1187 3 0.000
#> SAMPLE_1190 1 0.000
#> SAMPLE_1191 1 0.000
#> SAMPLE_1193 7 0.000
#> SAMPLE_1194 3 0.000
#> SAMPLE_1196 4 0.000
#> SAMPLE_1199 4 0.000
#> SAMPLE_1200 4 0.000
#> SAMPLE_1201 1 0.000
#> SAMPLE_1202 4 0.000
#> SAMPLE_1204 1 0.000
#> SAMPLE_1205 6 1.000
#> SAMPLE_1208 6 0.000
#> SAMPLE_1215 4 0.000
#> SAMPLE_1220 1 0.000
#> SAMPLE_1221 2 0.000
#> SAMPLE_1224 2 0.000
#> SAMPLE_1228 2 0.000
#> SAMPLE_1230 2 0.000
#> SAMPLE_1231 2 0.000
#> SAMPLE_1232 2 0.000
#> SAMPLE_1234 2 0.000
#> SAMPLE_1235 2 0.000
#> SAMPLE_1236 2 0.000
#> SAMPLE_1237 2 0.000
#> SAMPLE_1238 2 0.000
#> SAMPLE_1240 4 0.000
#> SAMPLE_1244 7 0.000
#> SAMPLE_1245 7 0.000
#> SAMPLE_1246 7 0.000
#> SAMPLE_1247 7 0.000
#> SAMPLE_1249 1 0.000
#> SAMPLE_1250 1 0.000
#> SAMPLE_1256 1 0.000
#> SAMPLE_1258 3 0.000
#> SAMPLE_1269 1 0.000
#> SAMPLE_1274 7 0.000
#> SAMPLE_1275 7 0.000
#> SAMPLE_1282 1 0.000
#> SAMPLE_1283 1 0.000
#> SAMPLE_1291 1 0.000
#> SAMPLE_1292 6 0.000
#> SAMPLE_1293 3 0.000
#> SAMPLE_1294 1 0.000
#> SAMPLE_1297 7 0.000
#> SAMPLE_1301 7 0.000
#> SAMPLE_1307 7 0.000
#> SAMPLE_1310 7 0.000
#> SAMPLE_1312 7 0.000
#> SAMPLE_1316 5 0.000
#> SAMPLE_1317 5 0.000
#> SAMPLE_1318 5 0.000
#> SAMPLE_1321 5 0.000
#> SAMPLE_1323 5 0.000
#> SAMPLE_1324 5 0.000
#> SAMPLE_1326 1 0.000
#> SAMPLE_1327 1 0.000
#> SAMPLE_1329 1 0.000
#> SAMPLE_1330 1 0.000
#> SAMPLE_1331 3 0.000
#> SAMPLE_1332 3 0.000
#> SAMPLE_1333 1 0.000
#> SAMPLE_1334 1 0.000
#> SAMPLE_1335 1 0.000
#> SAMPLE_1340 4 0.000
#> SAMPLE_1341 3 0.000
#> SAMPLE_1343 1 0.000
#> SAMPLE_1344 1 0.000
#> SAMPLE_1346 2 0.000
#> SAMPLE_1349 3 0.000
#> SAMPLE_1386 6 0.000
#> SAMPLE_1390 6 0.000
#> SAMPLE_1391 6 0.000
#> SAMPLE_1392 6 0.000
#> SAMPLE_1393 6 0.000
#> SAMPLE_1394 6 0.498
#> SAMPLE_1395 6 0.249
#> SAMPLE_1396 6 0.000
#> SAMPLE_1400 6 0.498
#> SAMPLE_1405 1 0.000
#> SAMPLE_1406 1 0.000
#> SAMPLE_1407 1 0.000
#> SAMPLE_1408 1 0.253
#> SAMPLE_1410 6 0.000
#> SAMPLE_1411 6 0.000
#> SAMPLE_1421 1 0.000
#> SAMPLE_1422 1 0.000
#> SAMPLE_1423 1 0.000
#> SAMPLE_1424 1 0.000
#> SAMPLE_1430 4 0.000
#> SAMPLE_1432 2 0.000
#> SAMPLE_1435 1 0.000
#> SAMPLE_1436 1 0.000
#> SAMPLE_1437 1 0.000
#> SAMPLE_1438 1 0.000
#> SAMPLE_1439 1 0.000
#> SAMPLE_1441 1 0.000
#> SAMPLE_1444 6 0.000
#> SAMPLE_1445 1 0.000
#> SAMPLE_1449 6 0.000
#> SAMPLE_1450 6 0.000
#> SAMPLE_1451 6 0.000
#> SAMPLE_1452 3 0.000
#> SAMPLE_1454 3 0.000
#> SAMPLE_1462 1 0.000
#> SAMPLE_1463 1 0.000
#> SAMPLE_1464 1 0.000
#> SAMPLE_1465 3 0.000
#> SAMPLE_1466 3 0.000
#> SAMPLE_1467 3 0.000
#> SAMPLE_1468 3 0.000
#> SAMPLE_1469 3 0.000
#> SAMPLE_1470 3 0.000
#> SAMPLE_1471 3 0.000
#> SAMPLE_1472 3 0.000
#> SAMPLE_1473 3 0.000
#> SAMPLE_1474 3 0.000
#> SAMPLE_1475 3 0.000
#> SAMPLE_1477 3 0.000
#> SAMPLE_1478 3 0.000
#> SAMPLE_1479 3 0.000
#> SAMPLE_1481 3 0.000
#> SAMPLE_1482 3 0.000
#> SAMPLE_1483 3 0.000
#> SAMPLE_1484 3 0.000
#> SAMPLE_1485 3 0.000
#> SAMPLE_1486 3 0.000
#> SAMPLE_1487 3 0.000
#> SAMPLE_1488 3 0.000
#> SAMPLE_1512 3 1.000
#> SAMPLE_1514 6 0.000
#> SAMPLE_1527 1 0.000
#> SAMPLE_1528 1 0.000
#> SAMPLE_1529 1 0.000
#> SAMPLE_1530 1 0.000
#> SAMPLE_1531 1 0.000
#> SAMPLE_1532 1 0.000
#> SAMPLE_1533 1 0.000
#> SAMPLE_1535 1 0.000
#> SAMPLE_1538 1 0.000
#> SAMPLE_1539 1 0.000
#> SAMPLE_1540 1 0.000
#> SAMPLE_1542 1 0.000
#> SAMPLE_1543 1 0.000
#> SAMPLE_1545 1 0.000
#> SAMPLE_1549 1 0.000
#> SAMPLE_1551 4 0.000
#> SAMPLE_1552 3 0.000
#> SAMPLE_1583 6 1.000
#> SAMPLE_1584 6 0.000
#> SAMPLE_1585 3 0.000
#> SAMPLE_1587 3 0.000
#> SAMPLE_1588 6 1.000
#> SAMPLE_1589 6 0.000
#> SAMPLE_1590 3 0.000
#> SAMPLE_1591 6 0.000
#> SAMPLE_1592 3 0.000
#> SAMPLE_1593 3 0.000
#> SAMPLE_1594 3 0.000
#> SAMPLE_1596 6 0.000
#> SAMPLE_1597 1 0.000
#> SAMPLE_1598 6 1.000
#> SAMPLE_1609 1 0.000
#> SAMPLE_1610 1 0.000
#> SAMPLE_1612 2 0.000
#> SAMPLE_1613 2 0.000
#> SAMPLE_1614 2 0.000
#> SAMPLE_1615 2 0.000
#> SAMPLE_1616 2 0.000
#> SAMPLE_1617 2 0.000
#> SAMPLE_1618 2 0.000
#> SAMPLE_1619 6 0.000
#> SAMPLE_1620 6 0.000
#> SAMPLE_1621 6 0.502
#> SAMPLE_1622 6 0.000
#> SAMPLE_1623 3 0.000
#> SAMPLE_1624 3 0.000
#> SAMPLE_1630 7 0.000
#> SAMPLE_1631 4 0.000
#> SAMPLE_1632 2 0.000
#> SAMPLE_1645 6 0.000
#> SAMPLE_1651 6 1.000
#> SAMPLE_1659 3 0.253
#> SAMPLE_1661 3 0.000
#> SAMPLE_1662 3 0.000
#> SAMPLE_1669 4 0.000
#> SAMPLE_1670 3 0.000
#> SAMPLE_1672 3 0.000
#> SAMPLE_1678 3 0.000
#> SAMPLE_1679 6 1.000
#> SAMPLE_1680 1 0.000
#> SAMPLE_1683 6 1.000
#> SAMPLE_1687 1 0.000
#> SAMPLE_1688 7 1.000
#> SAMPLE_1689 6 1.000
#> SAMPLE_1690 2 0.000
#> SAMPLE_1691 7 1.000
#> SAMPLE_1692 6 0.000
#> SAMPLE_1693 3 0.751
#> SAMPLE_1699 3 0.000
#> SAMPLE_1700 7 0.000
#> SAMPLE_1703 3 0.000
#> SAMPLE_1704 6 0.000
#> SAMPLE_1705 6 0.000
#> SAMPLE_1706 3 0.000
#> SAMPLE_1707 6 0.000
#> SAMPLE_1708 3 1.000
#> SAMPLE_1710 6 0.000
#> SAMPLE_1711 6 0.000
#> SAMPLE_1715 2 0.000
#> SAMPLE_1719 2 0.000
#> SAMPLE_1722 2 0.000
#> SAMPLE_1723 2 0.000
#> SAMPLE_1725 2 0.000
#> SAMPLE_1728 2 0.000
#> SAMPLE_1730 3 0.000
#> SAMPLE_1731 1 0.000
#> SAMPLE_1734 6 0.000
#> SAMPLE_1738 1 0.000
#> SAMPLE_1741 2 0.000
#> SAMPLE_1742 2 0.000
#> SAMPLE_1743 2 0.000
#> SAMPLE_1746 2 0.000
#> SAMPLE_1748 2 0.000
#> SAMPLE_1752 5 0.000
#> SAMPLE_1753 5 0.000
#> SAMPLE_1755 3 0.000
#> SAMPLE_1756 3 0.000
#> SAMPLE_1758 6 1.000
#> SAMPLE_1759 6 0.000
#> SAMPLE_1763 3 0.000
#> SAMPLE_1766 6 0.000
#> SAMPLE_1767 1 0.000
#> SAMPLE_1772 1 0.000
#> SAMPLE_1776 4 0.000
#> SAMPLE_1777 2 0.000
#> SAMPLE_1785 2 0.000
#> SAMPLE_1786 2 0.000
#> SAMPLE_1790 2 0.000
#> SAMPLE_1793 2 1.000
#> SAMPLE_1816 7 1.000
#> SAMPLE_1817 4 0.000
#> SAMPLE_1836 6 1.000
#> SAMPLE_1837 1 0.000
#> SAMPLE_1839 3 0.000
#> SAMPLE_1851 6 0.000
#> SAMPLE_1852 6 0.249
#> SAMPLE_1853 6 0.000
#> SAMPLE_1854 6 0.000
#> SAMPLE_1856 6 0.000
#> SAMPLE_1857 6 1.000
#> SAMPLE_1860 1 0.000
#> SAMPLE_1880 6 0.000
#> SAMPLE_1881 6 0.000
#> SAMPLE_1882 1 0.000
#> SAMPLE_1888 4 0.000
#> SAMPLE_1906 1 0.000
#> SAMPLE_1907 1 0.000
#> SAMPLE_1909 1 0.000
#> SAMPLE_1916 6 0.000
#> SAMPLE_1917 6 0.000
#> SAMPLE_1918 6 0.000
#> SAMPLE_1919 6 0.000
#> SAMPLE_1922 7 0.000
#> SAMPLE_1925 6 0.000
#> SAMPLE_1927 6 0.000
#> SAMPLE_1936 1 0.000
#> SAMPLE_1939 1 0.000
#> SAMPLE_1940 1 0.000
#> SAMPLE_1941 1 0.000
#> SAMPLE_1942 1 0.000
#> SAMPLE_1943 1 0.000
#> SAMPLE_1944 1 0.751
#> SAMPLE_1945 1 0.000
#> SAMPLE_1946 1 0.000
#> SAMPLE_1947 1 0.000
#> SAMPLE_1948 1 0.000
#> SAMPLE_1949 6 0.000
#> SAMPLE_1950 6 0.000
#> SAMPLE_1951 1 0.000
#> SAMPLE_1952 1 0.502
#> SAMPLE_1953 3 0.000
#> SAMPLE_1954 1 0.000
#> SAMPLE_1955 1 0.000
#> SAMPLE_1956 6 0.000
#> SAMPLE_1964 1 0.000
#> SAMPLE_1965 1 0.000
#> SAMPLE_1967 6 0.000
#> SAMPLE_1975 1 0.000
#> SAMPLE_1979 1 0.000
#> SAMPLE_1988 7 0.000
#> SAMPLE_1996 1 0.000
#> SAMPLE_1997 3 0.000
#> SAMPLE_1998 1 0.000
#> SAMPLE_2002 1 0.000
#> SAMPLE_2003 1 0.000
#> SAMPLE_2004 1 0.000
#> SAMPLE_2005 1 0.000
#> SAMPLE_2006 1 0.000
#> SAMPLE_2007 1 0.000
#> SAMPLE_2008 1 0.000
#> SAMPLE_2009 1 0.000
#> SAMPLE_2010 1 0.000
#> SAMPLE_2011 1 0.000
#> SAMPLE_2012 1 0.000
#> SAMPLE_2013 1 0.000
#> SAMPLE_2018 3 0.000
#> SAMPLE_2020 6 0.000
#> SAMPLE_2028 7 0.000
#> SAMPLE_2029 7 0.000
#> SAMPLE_2030 6 0.000
#> SAMPLE_2039 1 0.000
#> SAMPLE_2041 4 0.000
#> SAMPLE_2042 3 0.000
#> SAMPLE_2043 1 0.000
#> SAMPLE_2044 1 0.000
#> SAMPLE_2045 1 0.000
#> SAMPLE_2046 1 0.000
#> SAMPLE_2047 1 0.000
#> SAMPLE_2048 1 0.000
#> SAMPLE_2049 6 0.000
#> SAMPLE_2051 4 0.000
#> SAMPLE_2057 1 0.000
#> SAMPLE_2058 6 0.000
#> SAMPLE_2063 4 0.000
#> SAMPLE_2070 7 0.000
#> SAMPLE_2072 1 0.000
#> SAMPLE_2073 1 0.000
#> SAMPLE_2074 1 0.000
#> SAMPLE_2075 1 0.000
#> SAMPLE_2076 1 0.000
#> SAMPLE_2082 3 0.000
#> SAMPLE_2084 4 0.751
#> SAMPLE_2085 4 0.000
#> SAMPLE_2086 4 0.000
#> SAMPLE_2088 6 1.000
#> SAMPLE_2089 4 0.000
#> SAMPLE_2090 6 1.000
#> SAMPLE_2093 3 0.000
#> SAMPLE_2094 3 0.000
#> SAMPLE_2095 7 1.000
#> SAMPLE_2096 4 0.000
#> SAMPLE_2098 3 0.751
#> SAMPLE_2103 7 1.000
#> SAMPLE_2105 4 0.502
#> SAMPLE_2106 4 0.000
#> SAMPLE_2107 4 0.498
#> SAMPLE_2110 4 0.502
#> SAMPLE_2115 7 1.000
#> SAMPLE_2119 7 1.000
#> SAMPLE_2120 4 0.000
#> SAMPLE_2123 6 0.751
#> SAMPLE_2126 3 0.000
#> SAMPLE_2127 3 0.000
#> SAMPLE_2129 3 0.000
#> SAMPLE_2131 4 0.000
#> SAMPLE_2134 4 0.000
#> SAMPLE_2136 6 1.000
#> SAMPLE_2140 1 0.000
#> SAMPLE_2156 7 0.000
#> SAMPLE_2158 7 0.000
#> SAMPLE_2159 7 0.000
#> SAMPLE_2161 7 0.000
#> SAMPLE_2163 4 0.000
#> SAMPLE_2164 4 0.000
#> SAMPLE_2165 1 0.000
#> SAMPLE_2166 3 0.000
#> SAMPLE_2167 1 0.000
#> SAMPLE_2168 1 0.000
#> SAMPLE_2176 6 0.751
#> SAMPLE_2183 1 0.000
#> SAMPLE_2188 5 0.000
#> SAMPLE_2189 5 0.000
#> SAMPLE_2190 5 0.000
#> SAMPLE_2191 5 0.000
#> SAMPLE_2192 5 0.000
#> SAMPLE_2193 5 0.000
#> SAMPLE_2194 5 0.000
#> SAMPLE_2195 5 0.000
#> SAMPLE_2196 5 0.000
#> SAMPLE_2197 5 0.000
#> SAMPLE_2198 6 0.000
#> SAMPLE_2208 6 0.000
#> SAMPLE_2212 1 0.000
#> SAMPLE_2217 6 0.000
#> SAMPLE_2219 4 0.000
#> SAMPLE_2220 6 0.000
#> SAMPLE_2225 7 0.000
#> SAMPLE_2227 4 0.000
#> SAMPLE_2229 3 0.000
#> SAMPLE_2247 1 0.000
#> SAMPLE_2252 1 0.000
#> SAMPLE_2258 6 0.000
#> SAMPLE_2267 6 0.000
#> SAMPLE_2274 1 0.000
#> SAMPLE_2281 2 0.000
#> SAMPLE_2283 2 0.000
#> SAMPLE_2284 3 0.000
#> SAMPLE_2289 6 0.000
#> SAMPLE_2297 6 0.000
#> SAMPLE_2302 1 0.502
#> SAMPLE_2308 3 0.000
#> SAMPLE_2322 2 0.000
#> SAMPLE_2325 1 0.000
#> SAMPLE_2330 6 0.000
#> SAMPLE_2335 2 0.000
#> SAMPLE_2336 2 0.000
#> SAMPLE_2345 1 0.000
#> SAMPLE_2348 4 0.000
#> SAMPLE_2352 7 0.000
#> SAMPLE_2355 7 0.000
#> SAMPLE_2359 4 0.000
#> SAMPLE_2367 2 1.000
#> SAMPLE_2368 7 0.000
#> SAMPLE_2372 3 0.000
#> SAMPLE_2375 7 0.000
#> SAMPLE_2379 7 0.000
#> SAMPLE_2381 7 0.000
#> SAMPLE_2383 7 0.000
#> SAMPLE_2394 6 0.000
#> SAMPLE_2396 6 0.000
#> SAMPLE_2410 5 0.000
#> SAMPLE_2413 6 0.498
#> SAMPLE_2427 6 0.000
#> SAMPLE_2428 6 0.000
#> SAMPLE_2429 3 0.000
#> SAMPLE_2433 6 0.000
#> SAMPLE_2448 2 0.000
#> SAMPLE_2458 6 0.000
#> SAMPLE_2462 3 0.000
#> SAMPLE_2474 6 0.000
#> SAMPLE_2478 6 0.000
#> SAMPLE_2479 6 0.000
#> SAMPLE_2483 2 0.000
#> SAMPLE_2485 3 0.502
#> SAMPLE_2487 2 0.000
#> SAMPLE_2488 2 0.000
#> SAMPLE_2489 2 0.000
#> SAMPLE_2490 2 0.000
#> SAMPLE_2491 2 0.000
#> SAMPLE_2492 2 0.000
#> SAMPLE_2493 2 0.000
#> SAMPLE_2494 2 0.000
#> SAMPLE_2495 2 0.000
#> SAMPLE_2496 2 0.000
#> SAMPLE_2497 2 0.000
#> SAMPLE_2498 2 0.000
#> SAMPLE_2499 2 0.000
#> SAMPLE_2500 2 0.000
#> SAMPLE_2501 2 0.000
#> SAMPLE_2502 2 0.000
#> SAMPLE_2503 2 0.000
#> SAMPLE_2504 2 0.000
#> SAMPLE_2505 2 0.000
#> SAMPLE_2506 2 0.000
#> SAMPLE_2507 2 0.000
#> SAMPLE_2510 4 0.000
#> SAMPLE_2511 4 0.000
#> SAMPLE_2516 7 0.000
#> SAMPLE_2518 6 0.000
#> SAMPLE_2522 6 0.000
#> SAMPLE_2531 3 0.000
#> SAMPLE_2535 3 0.000
#> SAMPLE_2536 3 0.000
#> SAMPLE_2537 3 0.000
#> SAMPLE_2538 6 1.000
#> SAMPLE_2540 3 0.000
#> SAMPLE_2541 3 0.000
#> SAMPLE_2542 3 0.000
#> SAMPLE_2543 3 0.000
#> SAMPLE_2544 6 1.000
#> SAMPLE_2545 3 0.000
#> SAMPLE_2546 3 1.000
#> SAMPLE_2547 3 0.000
#> SAMPLE_2548 3 1.000
#> SAMPLE_2549 3 1.000
#> SAMPLE_2550 3 0.000
#> SAMPLE_2551 3 0.000
#> SAMPLE_2558 4 0.000
#> SAMPLE_2574 6 0.000
#> SAMPLE_2575 6 0.000
#> SAMPLE_2576 6 0.000
#> SAMPLE_2578 3 0.000
#> SAMPLE_2584 6 0.000
#> SAMPLE_2586 6 0.000
#> SAMPLE_2592 7 0.000
#> SAMPLE_2599 3 0.000
#> SAMPLE_2603 6 0.000
#> SAMPLE_2605 3 0.000
#> SAMPLE_2606 3 0.000
#> SAMPLE_2613 3 0.000
#> SAMPLE_2615 6 0.000
#> SAMPLE_2619 6 0.000
#> SAMPLE_2620 3 0.000
#> SAMPLE_2623 6 0.000
#> SAMPLE_2624 6 0.000
#> SAMPLE_2629 6 0.000
#> SAMPLE_2634 3 0.000
#> SAMPLE_2635 6 0.000
#> SAMPLE_2636 6 0.000
#> SAMPLE_2637 6 0.000
#> SAMPLE_2638 3 0.000
#> SAMPLE_2639 6 1.000
#> SAMPLE_2640 6 0.000
#> SAMPLE_2645 6 0.000
#> SAMPLE_2656 6 0.000
#> SAMPLE_2657 6 0.000
#> SAMPLE_2664 7 0.000
#> SAMPLE_2666 7 0.000
#> SAMPLE_2670 6 0.000
#> SAMPLE_2671 6 0.000
#> SAMPLE_2672 3 0.000
#> SAMPLE_2673 3 0.000
#> SAMPLE_2674 3 0.000
#> SAMPLE_2675 3 0.000
#> SAMPLE_2676 3 0.000
#> SAMPLE_2677 3 0.000
#> SAMPLE_2678 4 0.000
#> SAMPLE_2685 3 0.000
#> SAMPLE_2686 3 0.000
#> SAMPLE_2687 3 0.000
#> SAMPLE_2690 6 0.000
#> SAMPLE_2691 6 1.000
#> SAMPLE_2706 6 0.000
#> SAMPLE_2707 6 0.000
#> SAMPLE_2708 6 0.000
#> SAMPLE_2709 6 0.000
#> SAMPLE_2711 7 1.000
#> SAMPLE_2721 6 0.000
#> SAMPLE_2723 6 0.253
#> SAMPLE_2746 2 0.000
#> SAMPLE_2748 3 1.000
#> SAMPLE_2749 3 1.000
#> SAMPLE_2750 3 0.000
#> SAMPLE_2751 3 0.000
#> SAMPLE_2752 3 0.000
#> SAMPLE_2753 3 0.000
#> SAMPLE_2754 3 0.000
#> SAMPLE_2755 3 0.000
#> SAMPLE_2756 3 0.000
#> SAMPLE_2757 3 0.000
#> SAMPLE_2758 3 0.000
#> SAMPLE_2759 6 0.000
#> SAMPLE_2772 2 1.000
#> SAMPLE_2774 3 0.000
#> SAMPLE_2775 6 0.000
#> SAMPLE_2777 3 0.000
#> SAMPLE_2779 4 0.000
#> SAMPLE_2780 4 0.000
#> SAMPLE_2782 3 0.000
#> SAMPLE_2783 6 0.000
#> SAMPLE_2800 6 0.000
Heatmaps for the consensus matrix. It visualizes the probability of two samples to be in a same group.
consensus_heatmap(res, k = 2)
consensus_heatmap(res, k = 3)
consensus_heatmap(res, k = 4)
consensus_heatmap(res, k = 5)
consensus_heatmap(res, k = 6)
consensus_heatmap(res, k = 7)
consensus_heatmap(res, k = 8)
Heatmaps for the membership of samples in all partitions to see how consistent they are:
membership_heatmap(res, k = 2)
membership_heatmap(res, k = 3)
membership_heatmap(res, k = 4)
membership_heatmap(res, k = 5)
membership_heatmap(res, k = 6)
membership_heatmap(res, k = 7)
membership_heatmap(res, k = 8)
As soon as the classes for columns are determined, the signatures that are significantly different between subgroups can be looked for. Following are the heatmaps for signatures.
get_signatures(res, k = 2)
get_signatures(res, k = 3)
get_signatures(res, k = 4)
get_signatures(res, k = 5)
get_signatures(res, k = 6)
get_signatures(res, k = 7)
get_signatures(res, k = 8)
Compare the overlap of signatures from different k:
compare_signatures(res)
get_signature() returns a data frame invisibly. To get the list of signatures, the function
call should be assigned to a variable explicitly. In following code, if plot argument is set
to FALSE, no heatmap is plotted while only the differential analysis is performed.
# code only for demonstration
tb = get_signature(res, k = ..., plot = FALSE)
An example of the output of tb is:
#> which_row fdr mean_1 mean_2 scaled_mean_1 scaled_mean_2 km
#> 1 38 0.042760348 8.373488 9.131774 -0.5533452 0.5164555 1
#> 2 40 0.018707592 7.106213 8.469186 -0.6173731 0.5762149 1
#> 3 55 0.019134737 10.221463 11.207825 -0.6159697 0.5749050 1
#> 4 59 0.006059896 5.921854 7.869574 -0.6899429 0.6439467 1
#> 5 60 0.018055526 8.928898 10.211722 -0.6204761 0.5791110 1
#> 6 98 0.009384629 15.714769 14.887706 0.6635654 -0.6193277 2
...
The columns in tb are:
which_row: row indices corresponding to the input matrix.fdr: FDR for the differential test. mean_x: The mean value in group x.scaled_mean_x: The mean value in group x after rows are scaled.km: Row groups if k-means clustering is applied to rows (which is done by automatically selecting number of clusters).If there are too many signatures, top_signatures = ... can be set to only show the
signatures with the highest FDRs:
# code only for demonstration
# e.g. to show the top 500 most significant rows
tb = get_signature(res, k = ..., top_signatures = 500)
If the signatures are defined as these which are uniquely high in current group, diff_method argument
can be set to "uniquely_high_in_one_group":
# code only for demonstration
tb = get_signature(res, k = ..., diff_method = "uniquely_high_in_one_group")
UMAP plot which shows how samples are separated.
dimension_reduction(res, k = 2, method = "UMAP")
dimension_reduction(res, k = 3, method = "UMAP")
dimension_reduction(res, k = 4, method = "UMAP")
dimension_reduction(res, k = 5, method = "UMAP")
dimension_reduction(res, k = 6, method = "UMAP")
dimension_reduction(res, k = 7, method = "UMAP")
dimension_reduction(res, k = 8, method = "UMAP")
Following heatmap shows how subgroups are split when increasing k:
collect_classes(res)
Test correlation between subgroups and known annotations. If the known annotation is numeric, one-way ANOVA test is applied, and if the known annotation is discrete, chi-squared contingency table test is applied.
test_to_known_factors(res)
#> n_sample meth_class(p-value) tumor_type(p-value) k
#> ATC:skmeans 798 8.64e-109 9.41e-94 2
#> ATC:skmeans 757 2.50e-215 1.56e-185 3
#> ATC:skmeans 797 0.00e+00 6.15e-300 4
#> ATC:skmeans 756 0.00e+00 0.00e+00 5
#> ATC:skmeans 706 0.00e+00 0.00e+00 6
#> ATC:skmeans 781 0.00e+00 0.00e+00 7
#> ATC:skmeans 775 0.00e+00 0.00e+00 8
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.
Parent node: Node021. Child nodes: Node02111-leaf , Node02112-leaf , Node02113-leaf , Node02114-leaf , Node02115-leaf , Node02116-leaf , Node02117-leaf , Node02121-leaf , Node02122-leaf , Node02123-leaf , Node02124-leaf , Node02131-leaf , Node02132-leaf , Node02133-leaf , Node02134-leaf , Node02135-leaf , Node02136-leaf , Node02137-leaf , Node02141-leaf , Node02142-leaf , Node02143-leaf , Node02144-leaf , Node02145-leaf , Node02161-leaf , Node02162-leaf , Node02163-leaf , Node02164-leaf , Node02165-leaf , Node02166-leaf , Node02171-leaf , Node02172-leaf , Node02173-leaf , Node02174-leaf , Node02311-leaf , Node02312-leaf , Node02313-leaf , Node02314-leaf , Node02321-leaf , Node02322-leaf , Node02323-leaf , Node02324-leaf , Node02325-leaf , Node02326-leaf , Node02331-leaf , Node02332-leaf , Node02333-leaf , Node02361-leaf , Node02362 , Node02363-leaf , Node02364-leaf , Node02371-leaf , Node02372-leaf , Node02373-leaf , Node02374-leaf , Node02375-leaf , Node02431-leaf , Node02432-leaf , Node02433-leaf .
The object with results only for a single top-value method and a single partitioning method can be extracted as:
res = res_rh["0211"]
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, 7, 8.
#> On a matrix with 30000 rows and 190 columns.
#> Top rows (1000) are extracted by 'ATC' method.
#> Subgroups are detected by 'skmeans' method.
#> Performed in total 350 partitions by row resampling.
#> Best k for subgroups seems to be 7.
#>
#> Following methods can be applied to this 'ConsensusPartition' object:
#> [1] "cola_report" "collect_classes" "collect_plots"
#> [4] "collect_stats" "colnames" "compare_partitions"
#> [7] "compare_signatures" "consensus_heatmap" "dimension_reduction"
#> [10] "functional_enrichment" "get_anno_col" "get_anno"
#> [13] "get_classes" "get_consensus" "get_matrix"
#> [16] "get_membership" "get_param" "get_signatures"
#> [19] "get_stats" "is_best_k" "is_stable_k"
#> [22] "membership_heatmap" "ncol" "nrow"
#> [25] "plot_ecdf" "predict_classes" "rownames"
#> [28] "select_partition_number" "show" "suggest_best_k"
#> [31] "test_to_known_factors" "top_rows_heatmap"
collect_plots() function collects all the plots made from res for all k (number of subgroups)
into one single page to provide an easy and fast comparison between different k.
collect_plots(res)
The plots are:
k and the heatmap of
predicted classes for each k.k.k.k.All the plots in panels can be made by individual functions and they are plotted later in this section.
select_partition_number() produces several plots showing different
statistics for choosing “optimized” k. There are following statistics:
k;k, the area increased is defined as \(A_k - A_{k-1}\).The detailed explanations of these statistics can be found in the cola vignette.
Generally speaking, higher 1-PAC score, higher mean silhouette score or higher
concordance corresponds to better partition. Rand index and Jaccard index
measure how similar the current partition is compared to partition with k-1.
If they are too similar, we won't accept k is better than k-1.
select_partition_number(res)
The numeric values for all these statistics can be obtained by get_stats().
get_stats(res)
#> k 1-PAC mean_silhouette concordance area_increased Rand Jaccard
#> 2 2 1.000 0.998 0.999 0.4988 0.502 0.502
#> 3 3 1.000 0.995 0.998 0.2983 0.782 0.593
#> 4 4 1.000 0.988 0.995 0.1421 0.855 0.618
#> 5 5 1.000 0.992 0.991 0.0644 0.945 0.792
#> 6 6 0.948 0.923 0.909 0.0319 0.976 0.889
#> 7 7 0.944 0.966 0.955 0.0272 0.961 0.802
#> 8 8 0.949 0.907 0.935 0.0168 0.994 0.963
suggest_best_k() suggests the best \(k\) based on these statistics. The rules are as follows:
suggest_best_k(res)
#> [1] 7
#> attr(,"optional")
#> [1] 2 3 4 5 6
There is also optional best \(k\) = 2 3 4 5 6 that is worth to check.
Following is 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 subgroup
label for an item is determined with the group with highest probability it
belongs to.
In get_classes() function, the entropy is calculated from the membership
matrix and the silhouette score is calculated from the consensus matrix.
cbind(get_classes(res, k = 2), get_membership(res, k = 2))
#> class entropy silhouette p1 p2
#> SAMPLE_20 2 0.000 0.998 0.00 1.00
#> SAMPLE_136 1 0.000 1.000 1.00 0.00
#> SAMPLE_138 2 0.000 0.998 0.00 1.00
#> SAMPLE_143 1 0.000 1.000 1.00 0.00
#> SAMPLE_274 1 0.000 1.000 1.00 0.00
#> SAMPLE_275 1 0.000 1.000 1.00 0.00
#> SAMPLE_334 2 0.000 0.998 0.00 1.00
#> SAMPLE_335 1 0.000 1.000 1.00 0.00
#> SAMPLE_343 2 0.000 0.998 0.00 1.00
#> SAMPLE_345 2 0.000 0.998 0.00 1.00
#> SAMPLE_350 2 0.000 0.998 0.00 1.00
#> SAMPLE_352 2 0.000 0.998 0.00 1.00
#> SAMPLE_354 2 0.000 0.998 0.00 1.00
#> SAMPLE_356 2 0.000 0.998 0.00 1.00
#> SAMPLE_358 2 0.000 0.998 0.00 1.00
#> SAMPLE_373 1 0.000 1.000 1.00 0.00
#> SAMPLE_374 1 0.000 1.000 1.00 0.00
#> SAMPLE_376 1 0.000 1.000 1.00 0.00
#> SAMPLE_377 1 0.000 1.000 1.00 0.00
#> SAMPLE_379 1 0.000 1.000 1.00 0.00
#> SAMPLE_723 2 0.000 0.998 0.00 1.00
#> SAMPLE_726 2 0.000 0.998 0.00 1.00
#> SAMPLE_727 2 0.000 0.998 0.00 1.00
#> SAMPLE_728 2 0.000 0.998 0.00 1.00
#> SAMPLE_729 2 0.000 0.998 0.00 1.00
#> SAMPLE_732 2 0.000 0.998 0.00 1.00
#> SAMPLE_771 2 0.000 0.998 0.00 1.00
#> SAMPLE_772 2 0.000 0.998 0.00 1.00
#> SAMPLE_775 2 0.000 0.998 0.00 1.00
#> SAMPLE_786 2 0.000 0.998 0.00 1.00
#> SAMPLE_787 2 0.000 0.998 0.00 1.00
#> SAMPLE_788 2 0.242 0.957 0.04 0.96
#> SAMPLE_879 2 0.000 0.998 0.00 1.00
#> SAMPLE_884 2 0.000 0.998 0.00 1.00
#> SAMPLE_894 2 0.000 0.998 0.00 1.00
#> SAMPLE_926 2 0.000 0.998 0.00 1.00
#> SAMPLE_975 2 0.000 0.998 0.00 1.00
#> SAMPLE_994 2 0.000 0.998 0.00 1.00
#> SAMPLE_997 2 0.000 0.998 0.00 1.00
#> SAMPLE_1001 1 0.000 1.000 1.00 0.00
#> SAMPLE_1008 1 0.000 1.000 1.00 0.00
#> SAMPLE_1014 1 0.000 1.000 1.00 0.00
#> SAMPLE_1045 2 0.000 0.998 0.00 1.00
#> SAMPLE_1049 2 0.000 0.998 0.00 1.00
#> SAMPLE_1051 2 0.000 0.998 0.00 1.00
#> SAMPLE_1068 2 0.000 0.998 0.00 1.00
#> SAMPLE_1069 2 0.000 0.998 0.00 1.00
#> SAMPLE_1073 2 0.000 0.998 0.00 1.00
#> SAMPLE_1110 1 0.000 1.000 1.00 0.00
#> SAMPLE_1118 1 0.000 1.000 1.00 0.00
#> SAMPLE_1120 1 0.000 1.000 1.00 0.00
#> SAMPLE_1123 1 0.000 1.000 1.00 0.00
#> SAMPLE_1124 1 0.000 1.000 1.00 0.00
#> SAMPLE_1126 1 0.000 1.000 1.00 0.00
#> SAMPLE_1127 2 0.000 0.998 0.00 1.00
#> SAMPLE_1129 1 0.000 1.000 1.00 0.00
#> SAMPLE_1130 1 0.000 1.000 1.00 0.00
#> SAMPLE_1143 2 0.000 0.998 0.00 1.00
#> SAMPLE_1151 2 0.000 0.998 0.00 1.00
#> SAMPLE_1178 2 0.000 0.998 0.00 1.00
#> SAMPLE_1179 2 0.000 0.998 0.00 1.00
#> SAMPLE_1190 2 0.000 0.998 0.00 1.00
#> SAMPLE_1191 2 0.000 0.998 0.00 1.00
#> SAMPLE_1201 1 0.000 1.000 1.00 0.00
#> SAMPLE_1204 1 0.000 1.000 1.00 0.00
#> SAMPLE_1220 2 0.000 0.998 0.00 1.00
#> SAMPLE_1249 2 0.000 0.998 0.00 1.00
#> SAMPLE_1250 2 0.000 0.998 0.00 1.00
#> SAMPLE_1256 2 0.000 0.998 0.00 1.00
#> SAMPLE_1269 2 0.000 0.998 0.00 1.00
#> SAMPLE_1283 1 0.000 1.000 1.00 0.00
#> SAMPLE_1291 2 0.000 0.998 0.00 1.00
#> SAMPLE_1294 1 0.000 1.000 1.00 0.00
#> SAMPLE_1326 1 0.000 1.000 1.00 0.00
#> SAMPLE_1327 1 0.000 1.000 1.00 0.00
#> SAMPLE_1329 1 0.000 1.000 1.00 0.00
#> SAMPLE_1330 1 0.000 1.000 1.00 0.00
#> SAMPLE_1333 1 0.000 1.000 1.00 0.00
#> SAMPLE_1334 1 0.000 1.000 1.00 0.00
#> SAMPLE_1335 1 0.000 1.000 1.00 0.00
#> SAMPLE_1343 2 0.000 0.998 0.00 1.00
#> SAMPLE_1344 2 0.000 0.998 0.00 1.00
#> SAMPLE_1406 1 0.000 1.000 1.00 0.00
#> SAMPLE_1407 1 0.000 1.000 1.00 0.00
#> SAMPLE_1421 2 0.000 0.998 0.00 1.00
#> SAMPLE_1422 2 0.000 0.998 0.00 1.00
#> SAMPLE_1423 2 0.000 0.998 0.00 1.00
#> SAMPLE_1424 2 0.000 0.998 0.00 1.00
#> SAMPLE_1435 2 0.000 0.998 0.00 1.00
#> SAMPLE_1436 2 0.000 0.998 0.00 1.00
#> SAMPLE_1437 2 0.000 0.998 0.00 1.00
#> SAMPLE_1438 2 0.000 0.998 0.00 1.00
#> SAMPLE_1439 2 0.000 0.998 0.00 1.00
#> SAMPLE_1441 2 0.000 0.998 0.00 1.00
#> SAMPLE_1445 2 0.000 0.998 0.00 1.00
#> SAMPLE_1462 1 0.000 1.000 1.00 0.00
#> SAMPLE_1463 1 0.000 1.000 1.00 0.00
#> SAMPLE_1464 2 0.000 0.998 0.00 1.00
#> SAMPLE_1527 2 0.000 0.998 0.00 1.00
#> SAMPLE_1528 2 0.000 0.998 0.00 1.00
#> SAMPLE_1529 2 0.000 0.998 0.00 1.00
#> SAMPLE_1530 2 0.000 0.998 0.00 1.00
#> SAMPLE_1531 2 0.000 0.998 0.00 1.00
#> SAMPLE_1532 2 0.000 0.998 0.00 1.00
#> SAMPLE_1533 2 0.000 0.998 0.00 1.00
#> SAMPLE_1535 1 0.000 1.000 1.00 0.00
#> SAMPLE_1538 1 0.000 1.000 1.00 0.00
#> SAMPLE_1539 1 0.000 1.000 1.00 0.00
#> SAMPLE_1540 1 0.000 1.000 1.00 0.00
#> SAMPLE_1542 1 0.000 1.000 1.00 0.00
#> SAMPLE_1543 1 0.000 1.000 1.00 0.00
#> SAMPLE_1545 1 0.000 1.000 1.00 0.00
#> SAMPLE_1549 1 0.000 1.000 1.00 0.00
#> SAMPLE_1597 2 0.000 0.998 0.00 1.00
#> SAMPLE_1609 1 0.000 1.000 1.00 0.00
#> SAMPLE_1610 2 0.000 0.998 0.00 1.00
#> SAMPLE_1659 2 0.000 0.998 0.00 1.00
#> SAMPLE_1680 2 0.000 0.998 0.00 1.00
#> SAMPLE_1687 2 0.000 0.998 0.00 1.00
#> SAMPLE_1731 1 0.000 1.000 1.00 0.00
#> SAMPLE_1738 1 0.000 1.000 1.00 0.00
#> SAMPLE_1767 2 0.000 0.998 0.00 1.00
#> SAMPLE_1772 2 0.000 0.998 0.00 1.00
#> SAMPLE_1837 2 0.000 0.998 0.00 1.00
#> SAMPLE_1860 2 0.000 0.998 0.00 1.00
#> SAMPLE_1882 2 0.000 0.998 0.00 1.00
#> SAMPLE_1906 1 0.000 1.000 1.00 0.00
#> SAMPLE_1907 1 0.000 1.000 1.00 0.00
#> SAMPLE_1909 2 0.000 0.998 0.00 1.00
#> SAMPLE_1936 1 0.000 1.000 1.00 0.00
#> SAMPLE_1939 2 0.000 0.998 0.00 1.00
#> SAMPLE_1940 2 0.000 0.998 0.00 1.00
#> SAMPLE_1941 2 0.000 0.998 0.00 1.00
#> SAMPLE_1942 1 0.000 1.000 1.00 0.00
#> SAMPLE_1943 2 0.000 0.998 0.00 1.00
#> SAMPLE_1945 1 0.000 1.000 1.00 0.00
#> SAMPLE_1946 2 0.000 0.998 0.00 1.00
#> SAMPLE_1947 1 0.000 1.000 1.00 0.00
#> SAMPLE_1948 1 0.000 1.000 1.00 0.00
#> SAMPLE_1951 2 0.000 0.998 0.00 1.00
#> SAMPLE_1952 2 0.000 0.998 0.00 1.00
#> SAMPLE_1954 1 0.000 1.000 1.00 0.00
#> SAMPLE_1955 1 0.000 1.000 1.00 0.00
#> SAMPLE_1964 1 0.000 1.000 1.00 0.00
#> SAMPLE_1965 1 0.000 1.000 1.00 0.00
#> SAMPLE_1975 1 0.000 1.000 1.00 0.00
#> SAMPLE_1979 2 0.000 0.998 0.00 1.00
#> SAMPLE_1996 2 0.634 0.810 0.16 0.84
#> SAMPLE_1998 2 0.000 0.998 0.00 1.00
#> SAMPLE_2002 1 0.000 1.000 1.00 0.00
#> SAMPLE_2003 1 0.000 1.000 1.00 0.00
#> SAMPLE_2004 1 0.000 1.000 1.00 0.00
#> SAMPLE_2005 1 0.000 1.000 1.00 0.00
#> SAMPLE_2006 1 0.000 1.000 1.00 0.00
#> SAMPLE_2007 1 0.000 1.000 1.00 0.00
#> SAMPLE_2008 1 0.000 1.000 1.00 0.00
#> SAMPLE_2009 1 0.000 1.000 1.00 0.00
#> SAMPLE_2010 1 0.000 1.000 1.00 0.00
#> SAMPLE_2011 1 0.000 1.000 1.00 0.00
#> SAMPLE_2012 1 0.000 1.000 1.00 0.00
#> SAMPLE_2013 1 0.000 1.000 1.00 0.00
#> SAMPLE_2039 1 0.000 1.000 1.00 0.00
#> SAMPLE_2043 1 0.000 1.000 1.00 0.00
#> SAMPLE_2044 1 0.000 1.000 1.00 0.00
#> SAMPLE_2045 1 0.000 1.000 1.00 0.00
#> SAMPLE_2046 1 0.000 1.000 1.00 0.00
#> SAMPLE_2047 1 0.000 1.000 1.00 0.00
#> SAMPLE_2048 1 0.000 1.000 1.00 0.00
#> SAMPLE_2057 2 0.000 0.998 0.00 1.00
#> SAMPLE_2072 1 0.000 1.000 1.00 0.00
#> SAMPLE_2073 1 0.000 1.000 1.00 0.00
#> SAMPLE_2074 1 0.000 1.000 1.00 0.00
#> SAMPLE_2075 2 0.000 0.998 0.00 1.00
#> SAMPLE_2076 1 0.000 1.000 1.00 0.00
#> SAMPLE_2082 2 0.000 0.998 0.00 1.00
#> SAMPLE_2110 2 0.000 0.998 0.00 1.00
#> SAMPLE_2134 2 0.000 0.998 0.00 1.00
#> SAMPLE_2140 2 0.000 0.998 0.00 1.00
#> SAMPLE_2165 1 0.000 1.000 1.00 0.00
#> SAMPLE_2167 1 0.000 1.000 1.00 0.00
#> SAMPLE_2168 1 0.000 1.000 1.00 0.00
#> SAMPLE_2183 2 0.000 0.998 0.00 1.00
#> SAMPLE_2212 2 0.000 0.998 0.00 1.00
#> SAMPLE_2247 2 0.000 0.998 0.00 1.00
#> SAMPLE_2252 2 0.000 0.998 0.00 1.00
#> SAMPLE_2274 2 0.000 0.998 0.00 1.00
#> SAMPLE_2302 2 0.000 0.998 0.00 1.00
#> SAMPLE_2325 2 0.000 0.998 0.00 1.00
#> SAMPLE_2345 1 0.000 1.000 1.00 0.00
#> SAMPLE_2678 2 0.000 0.998 0.00 1.00
cbind(get_classes(res, k = 3), get_membership(res, k = 3))
#> class entropy silhouette p1 p2 p3
#> SAMPLE_20 2 0.000 0.995 0.0 1.0 0
#> SAMPLE_136 3 0.000 1.000 0.0 0.0 1
#> SAMPLE_138 2 0.000 0.995 0.0 1.0 0
#> SAMPLE_143 1 0.000 1.000 1.0 0.0 0
#> SAMPLE_274 1 0.000 1.000 1.0 0.0 0
#> SAMPLE_275 1 0.000 1.000 1.0 0.0 0
#> SAMPLE_334 2 0.000 0.995 0.0 1.0 0
#> SAMPLE_335 1 0.000 1.000 1.0 0.0 0
#> SAMPLE_343 2 0.000 0.995 0.0 1.0 0
#> SAMPLE_345 2 0.000 0.995 0.0 1.0 0
#> SAMPLE_350 2 0.000 0.995 0.0 1.0 0
#> SAMPLE_352 2 0.000 0.995 0.0 1.0 0
#> SAMPLE_354 2 0.000 0.995 0.0 1.0 0
#> SAMPLE_356 3 0.000 1.000 0.0 0.0 1
#> SAMPLE_358 2 0.000 0.995 0.0 1.0 0
#> SAMPLE_373 1 0.000 1.000 1.0 0.0 0
#> SAMPLE_374 1 0.000 1.000 1.0 0.0 0
#> SAMPLE_376 1 0.000 1.000 1.0 0.0 0
#> SAMPLE_377 3 0.000 1.000 0.0 0.0 1
#> SAMPLE_379 1 0.000 1.000 1.0 0.0 0
#> SAMPLE_723 3 0.000 1.000 0.0 0.0 1
#> SAMPLE_726 3 0.000 1.000 0.0 0.0 1
#> SAMPLE_727 3 0.000 1.000 0.0 0.0 1
#> SAMPLE_728 3 0.000 1.000 0.0 0.0 1
#> SAMPLE_729 3 0.000 1.000 0.0 0.0 1
#> SAMPLE_732 2 0.000 0.995 0.0 1.0 0
#> SAMPLE_771 2 0.000 0.995 0.0 1.0 0
#> SAMPLE_772 2 0.000 0.995 0.0 1.0 0
#> SAMPLE_775 2 0.000 0.995 0.0 1.0 0
#> SAMPLE_786 2 0.000 0.995 0.0 1.0 0
#> SAMPLE_787 2 0.000 0.995 0.0 1.0 0
#> SAMPLE_788 3 0.000 1.000 0.0 0.0 1
#> SAMPLE_879 2 0.000 0.995 0.0 1.0 0
#> SAMPLE_884 2 0.000 0.995 0.0 1.0 0
#> SAMPLE_894 2 0.000 0.995 0.0 1.0 0
#> SAMPLE_926 2 0.000 0.995 0.0 1.0 0
#> SAMPLE_975 2 0.000 0.995 0.0 1.0 0
#> SAMPLE_994 2 0.000 0.995 0.0 1.0 0
#> SAMPLE_997 2 0.000 0.995 0.0 1.0 0
#> SAMPLE_1001 1 0.000 1.000 1.0 0.0 0
#> SAMPLE_1008 1 0.000 1.000 1.0 0.0 0
#> SAMPLE_1014 1 0.000 1.000 1.0 0.0 0
#> SAMPLE_1045 2 0.000 0.995 0.0 1.0 0
#> SAMPLE_1049 2 0.000 0.995 0.0 1.0 0
#> SAMPLE_1051 2 0.000 0.995 0.0 1.0 0
#> SAMPLE_1068 2 0.000 0.995 0.0 1.0 0
#> SAMPLE_1069 2 0.000 0.995 0.0 1.0 0
#> SAMPLE_1073 2 0.000 0.995 0.0 1.0 0
#> SAMPLE_1110 3 0.000 1.000 0.0 0.0 1
#> SAMPLE_1118 1 0.000 1.000 1.0 0.0 0
#> SAMPLE_1120 1 0.000 1.000 1.0 0.0 0
#> SAMPLE_1123 3 0.000 1.000 0.0 0.0 1
#> SAMPLE_1124 1 0.000 1.000 1.0 0.0 0
#> SAMPLE_1126 1 0.000 1.000 1.0 0.0 0
#> SAMPLE_1127 2 0.000 0.995 0.0 1.0 0
#> SAMPLE_1129 1 0.000 1.000 1.0 0.0 0
#> SAMPLE_1130 3 0.000 1.000 0.0 0.0 1
#> SAMPLE_1143 2 0.000 0.995 0.0 1.0 0
#> SAMPLE_1151 2 0.000 0.995 0.0 1.0 0
#> SAMPLE_1178 2 0.000 0.995 0.0 1.0 0
#> SAMPLE_1179 2 0.000 0.995 0.0 1.0 0
#> SAMPLE_1190 3 0.000 1.000 0.0 0.0 1
#> SAMPLE_1191 3 0.000 1.000 0.0 0.0 1
#> SAMPLE_1201 1 0.000 1.000 1.0 0.0 0
#> SAMPLE_1204 3 0.000 1.000 0.0 0.0 1
#> SAMPLE_1220 3 0.000 1.000 0.0 0.0 1
#> SAMPLE_1249 2 0.000 0.995 0.0 1.0 0
#> SAMPLE_1250 2 0.000 0.995 0.0 1.0 0
#> SAMPLE_1256 2 0.000 0.995 0.0 1.0 0
#> SAMPLE_1269 2 0.000 0.995 0.0 1.0 0
#> SAMPLE_1283 3 0.000 1.000 0.0 0.0 1
#> SAMPLE_1291 2 0.000 0.995 0.0 1.0 0
#> SAMPLE_1294 3 0.000 1.000 0.0 0.0 1
#> SAMPLE_1326 1 0.000 1.000 1.0 0.0 0
#> SAMPLE_1327 3 0.000 1.000 0.0 0.0 1
#> SAMPLE_1329 3 0.000 1.000 0.0 0.0 1
#> SAMPLE_1330 3 0.000 1.000 0.0 0.0 1
#> SAMPLE_1333 3 0.000 1.000 0.0 0.0 1
#> SAMPLE_1334 3 0.000 1.000 0.0 0.0 1
#> SAMPLE_1335 3 0.000 1.000 0.0 0.0 1
#> SAMPLE_1343 3 0.000 1.000 0.0 0.0 1
#> SAMPLE_1344 2 0.000 0.995 0.0 1.0 0
#> SAMPLE_1406 3 0.000 1.000 0.0 0.0 1
#> SAMPLE_1407 3 0.000 1.000 0.0 0.0 1
#> SAMPLE_1421 2 0.000 0.995 0.0 1.0 0
#> SAMPLE_1422 2 0.000 0.995 0.0 1.0 0
#> SAMPLE_1423 3 0.000 1.000 0.0 0.0 1
#> SAMPLE_1424 2 0.000 0.995 0.0 1.0 0
#> SAMPLE_1435 2 0.000 0.995 0.0 1.0 0
#> SAMPLE_1436 2 0.000 0.995 0.0 1.0 0
#> SAMPLE_1437 2 0.000 0.995 0.0 1.0 0
#> SAMPLE_1438 2 0.000 0.995 0.0 1.0 0
#> SAMPLE_1439 2 0.000 0.995 0.0 1.0 0
#> SAMPLE_1441 2 0.000 0.995 0.0 1.0 0
#> SAMPLE_1445 2 0.000 0.995 0.0 1.0 0
#> SAMPLE_1462 3 0.000 1.000 0.0 0.0 1
#> SAMPLE_1463 3 0.000 1.000 0.0 0.0 1
#> SAMPLE_1464 3 0.000 1.000 0.0 0.0 1
#> SAMPLE_1527 2 0.000 0.995 0.0 1.0 0
#> SAMPLE_1528 2 0.000 0.995 0.0 1.0 0
#> SAMPLE_1529 2 0.000 0.995 0.0 1.0 0
#> SAMPLE_1530 2 0.000 0.995 0.0 1.0 0
#> SAMPLE_1531 2 0.000 0.995 0.0 1.0 0
#> SAMPLE_1532 2 0.000 0.995 0.0 1.0 0
#> SAMPLE_1533 2 0.000 0.995 0.0 1.0 0
#> SAMPLE_1535 1 0.000 1.000 1.0 0.0 0
#> SAMPLE_1538 3 0.000 1.000 0.0 0.0 1
#> SAMPLE_1539 3 0.000 1.000 0.0 0.0 1
#> SAMPLE_1540 1 0.000 1.000 1.0 0.0 0
#> SAMPLE_1542 3 0.000 1.000 0.0 0.0 1
#> SAMPLE_1543 1 0.000 1.000 1.0 0.0 0
#> SAMPLE_1545 3 0.000 1.000 0.0 0.0 1
#> SAMPLE_1549 1 0.000 1.000 1.0 0.0 0
#> SAMPLE_1597 2 0.000 0.995 0.0 1.0 0
#> SAMPLE_1609 1 0.000 1.000 1.0 0.0 0
#> SAMPLE_1610 2 0.000 0.995 0.0 1.0 0
#> SAMPLE_1659 2 0.000 0.995 0.0 1.0 0
#> SAMPLE_1680 2 0.000 0.995 0.0 1.0 0
#> SAMPLE_1687 2 0.296 0.888 0.1 0.9 0
#> SAMPLE_1731 3 0.000 1.000 0.0 0.0 1
#> SAMPLE_1738 3 0.000 1.000 0.0 0.0 1
#> SAMPLE_1767 2 0.000 0.995 0.0 1.0 0
#> SAMPLE_1772 2 0.000 0.995 0.0 1.0 0
#> SAMPLE_1837 2 0.000 0.995 0.0 1.0 0
#> SAMPLE_1860 2 0.000 0.995 0.0 1.0 0
#> SAMPLE_1882 2 0.000 0.995 0.0 1.0 0
#> SAMPLE_1906 1 0.000 1.000 1.0 0.0 0
#> SAMPLE_1907 1 0.000 1.000 1.0 0.0 0
#> SAMPLE_1909 2 0.000 0.995 0.0 1.0 0
#> SAMPLE_1936 3 0.000 1.000 0.0 0.0 1
#> SAMPLE_1939 2 0.000 0.995 0.0 1.0 0
#> SAMPLE_1940 2 0.000 0.995 0.0 1.0 0
#> SAMPLE_1941 2 0.000 0.995 0.0 1.0 0
#> SAMPLE_1942 3 0.000 1.000 0.0 0.0 1
#> SAMPLE_1943 3 0.000 1.000 0.0 0.0 1
#> SAMPLE_1945 3 0.000 1.000 0.0 0.0 1
#> SAMPLE_1946 2 0.000 0.995 0.0 1.0 0
#> SAMPLE_1947 3 0.000 1.000 0.0 0.0 1
#> SAMPLE_1948 3 0.000 1.000 0.0 0.0 1
#> SAMPLE_1951 2 0.000 0.995 0.0 1.0 0
#> SAMPLE_1952 2 0.000 0.995 0.0 1.0 0
#> SAMPLE_1954 3 0.000 1.000 0.0 0.0 1
#> SAMPLE_1955 3 0.000 1.000 0.0 0.0 1
#> SAMPLE_1964 1 0.000 1.000 1.0 0.0 0
#> SAMPLE_1965 1 0.000 1.000 1.0 0.0 0
#> SAMPLE_1975 3 0.000 1.000 0.0 0.0 1
#> SAMPLE_1979 2 0.000 0.995 0.0 1.0 0
#> SAMPLE_1996 3 0.000 1.000 0.0 0.0 1
#> SAMPLE_1998 2 0.000 0.995 0.0 1.0 0
#> SAMPLE_2002 1 0.000 1.000 1.0 0.0 0
#> SAMPLE_2003 1 0.000 1.000 1.0 0.0 0
#> SAMPLE_2004 3 0.000 1.000 0.0 0.0 1
#> SAMPLE_2005 3 0.000 1.000 0.0 0.0 1
#> SAMPLE_2006 1 0.000 1.000 1.0 0.0 0
#> SAMPLE_2007 1 0.000 1.000 1.0 0.0 0
#> SAMPLE_2008 1 0.000 1.000 1.0 0.0 0
#> SAMPLE_2009 3 0.000 1.000 0.0 0.0 1
#> SAMPLE_2010 1 0.000 1.000 1.0 0.0 0
#> SAMPLE_2011 3 0.000 1.000 0.0 0.0 1
#> SAMPLE_2012 1 0.000 1.000 1.0 0.0 0
#> SAMPLE_2013 1 0.000 1.000 1.0 0.0 0
#> SAMPLE_2039 1 0.000 1.000 1.0 0.0 0
#> SAMPLE_2043 3 0.000 1.000 0.0 0.0 1
#> SAMPLE_2044 1 0.000 1.000 1.0 0.0 0
#> SAMPLE_2045 1 0.000 1.000 1.0 0.0 0
#> SAMPLE_2046 1 0.000 1.000 1.0 0.0 0
#> SAMPLE_2047 1 0.000 1.000 1.0 0.0 0
#> SAMPLE_2048 1 0.000 1.000 1.0 0.0 0
#> SAMPLE_2057 3 0.000 1.000 0.0 0.0 1
#> SAMPLE_2072 1 0.000 1.000 1.0 0.0 0
#> SAMPLE_2073 1 0.000 1.000 1.0 0.0 0
#> SAMPLE_2074 1 0.000 1.000 1.0 0.0 0
#> SAMPLE_2075 2 0.556 0.574 0.3 0.7 0
#> SAMPLE_2076 1 0.000 1.000 1.0 0.0 0
#> SAMPLE_2082 2 0.000 0.995 0.0 1.0 0
#> SAMPLE_2110 2 0.000 0.995 0.0 1.0 0
#> SAMPLE_2134 2 0.000 0.995 0.0 1.0 0
#> SAMPLE_2140 2 0.000 0.995 0.0 1.0 0
#> SAMPLE_2165 1 0.000 1.000 1.0 0.0 0
#> SAMPLE_2167 1 0.000 1.000 1.0 0.0 0
#> SAMPLE_2168 1 0.000 1.000 1.0 0.0 0
#> SAMPLE_2183 2 0.000 0.995 0.0 1.0 0
#> SAMPLE_2212 2 0.000 0.995 0.0 1.0 0
#> SAMPLE_2247 2 0.000 0.995 0.0 1.0 0
#> SAMPLE_2252 2 0.000 0.995 0.0 1.0 0
#> SAMPLE_2274 3 0.000 1.000 0.0 0.0 1
#> SAMPLE_2302 2 0.000 0.995 0.0 1.0 0
#> SAMPLE_2325 2 0.000 0.995 0.0 1.0 0
#> SAMPLE_2345 1 0.000 1.000 1.0 0.0 0
#> SAMPLE_2678 2 0.000 0.995 0.0 1.0 0
cbind(get_classes(res, k = 4), get_membership(res, k = 4))
#> class entropy silhouette p1 p2 p3 p4
#> SAMPLE_20 2 0.000 1.000 0.00 1.00 0 0.00
#> SAMPLE_136 3 0.000 1.000 0.00 0.00 1 0.00
#> SAMPLE_138 4 0.000 0.986 0.00 0.00 0 1.00
#> SAMPLE_143 1 0.000 0.989 1.00 0.00 0 0.00
#> SAMPLE_274 1 0.000 0.989 1.00 0.00 0 0.00
#> SAMPLE_275 1 0.000 0.989 1.00 0.00 0 0.00
#> SAMPLE_334 4 0.000 0.986 0.00 0.00 0 1.00
#> SAMPLE_335 1 0.000 0.989 1.00 0.00 0 0.00
#> SAMPLE_343 4 0.000 0.986 0.00 0.00 0 1.00
#> SAMPLE_345 4 0.000 0.986 0.00 0.00 0 1.00
#> SAMPLE_350 4 0.000 0.986 0.00 0.00 0 1.00
#> SAMPLE_352 4 0.000 0.986 0.00 0.00 0 1.00
#> SAMPLE_354 4 0.000 0.986 0.00 0.00 0 1.00
#> SAMPLE_356 4 0.000 0.986 0.00 0.00 0 1.00
#> SAMPLE_358 4 0.292 0.826 0.00 0.14 0 0.86
#> SAMPLE_373 1 0.000 0.989 1.00 0.00 0 0.00
#> SAMPLE_374 1 0.000 0.989 1.00 0.00 0 0.00
#> SAMPLE_376 1 0.000 0.989 1.00 0.00 0 0.00
#> SAMPLE_377 3 0.000 1.000 0.00 0.00 1 0.00
#> SAMPLE_379 1 0.000 0.989 1.00 0.00 0 0.00
#> SAMPLE_723 4 0.000 0.986 0.00 0.00 0 1.00
#> SAMPLE_726 4 0.000 0.986 0.00 0.00 0 1.00
#> SAMPLE_727 4 0.000 0.986 0.00 0.00 0 1.00
#> SAMPLE_728 4 0.000 0.986 0.00 0.00 0 1.00
#> SAMPLE_729 4 0.000 0.986 0.00 0.00 0 1.00
#> SAMPLE_732 2 0.000 1.000 0.00 1.00 0 0.00
#> SAMPLE_771 4 0.000 0.986 0.00 0.00 0 1.00
#> SAMPLE_772 4 0.000 0.986 0.00 0.00 0 1.00
#> SAMPLE_775 4 0.000 0.986 0.00 0.00 0 1.00
#> SAMPLE_786 4 0.000 0.986 0.00 0.00 0 1.00
#> SAMPLE_787 4 0.000 0.986 0.00 0.00 0 1.00
#> SAMPLE_788 4 0.000 0.986 0.00 0.00 0 1.00
#> SAMPLE_879 2 0.000 1.000 0.00 1.00 0 0.00
#> SAMPLE_884 2 0.000 1.000 0.00 1.00 0 0.00
#> SAMPLE_894 2 0.000 1.000 0.00 1.00 0 0.00
#> SAMPLE_926 2 0.000 1.000 0.00 1.00 0 0.00
#> SAMPLE_975 2 0.000 1.000 0.00 1.00 0 0.00
#> SAMPLE_994 2 0.000 1.000 0.00 1.00 0 0.00
#> SAMPLE_997 2 0.000 1.000 0.00 1.00 0 0.00
#> SAMPLE_1001 1 0.000 0.989 1.00 0.00 0 0.00
#> SAMPLE_1008 1 0.000 0.989 1.00 0.00 0 0.00
#> SAMPLE_1014 1 0.000 0.989 1.00 0.00 0 0.00
#> SAMPLE_1045 2 0.000 1.000 0.00 1.00 0 0.00
#> SAMPLE_1049 2 0.000 1.000 0.00 1.00 0 0.00
#> SAMPLE_1051 2 0.000 1.000 0.00 1.00 0 0.00
#> SAMPLE_1068 2 0.000 1.000 0.00 1.00 0 0.00
#> SAMPLE_1069 2 0.000 1.000 0.00 1.00 0 0.00
#> SAMPLE_1073 2 0.000 1.000 0.00 1.00 0 0.00
#> SAMPLE_1110 3 0.000 1.000 0.00 0.00 1 0.00
#> SAMPLE_1118 1 0.000 0.989 1.00 0.00 0 0.00
#> SAMPLE_1120 1 0.000 0.989 1.00 0.00 0 0.00
#> SAMPLE_1123 3 0.000 1.000 0.00 0.00 1 0.00
#> SAMPLE_1124 1 0.000 0.989 1.00 0.00 0 0.00
#> SAMPLE_1126 1 0.000 0.989 1.00 0.00 0 0.00
#> SAMPLE_1127 2 0.000 1.000 0.00 1.00 0 0.00
#> SAMPLE_1129 1 0.000 0.989 1.00 0.00 0 0.00
#> SAMPLE_1130 3 0.000 1.000 0.00 0.00 1 0.00
#> SAMPLE_1143 2 0.000 1.000 0.00 1.00 0 0.00
#> SAMPLE_1151 2 0.000 1.000 0.00 1.00 0 0.00
#> SAMPLE_1178 2 0.000 1.000 0.00 1.00 0 0.00
#> SAMPLE_1179 2 0.000 1.000 0.00 1.00 0 0.00
#> SAMPLE_1190 4 0.000 0.986 0.00 0.00 0 1.00
#> SAMPLE_1191 4 0.000 0.986 0.00 0.00 0 1.00
#> SAMPLE_1201 1 0.000 0.989 1.00 0.00 0 0.00
#> SAMPLE_1204 3 0.000 1.000 0.00 0.00 1 0.00
#> SAMPLE_1220 4 0.000 0.986 0.00 0.00 0 1.00
#> SAMPLE_1249 4 0.000 0.986 0.00 0.00 0 1.00
#> SAMPLE_1250 4 0.000 0.986 0.00 0.00 0 1.00
#> SAMPLE_1256 4 0.000 0.986 0.00 0.00 0 1.00
#> SAMPLE_1269 2 0.000 1.000 0.00 1.00 0 0.00
#> SAMPLE_1283 3 0.000 1.000 0.00 0.00 1 0.00
#> SAMPLE_1291 2 0.000 1.000 0.00 1.00 0 0.00
#> SAMPLE_1294 3 0.000 1.000 0.00 0.00 1 0.00
#> SAMPLE_1326 1 0.000 0.989 1.00 0.00 0 0.00
#> SAMPLE_1327 3 0.000 1.000 0.00 0.00 1 0.00
#> SAMPLE_1329 3 0.000 1.000 0.00 0.00 1 0.00
#> SAMPLE_1330 3 0.000 1.000 0.00 0.00 1 0.00
#> SAMPLE_1333 3 0.000 1.000 0.00 0.00 1 0.00
#> SAMPLE_1334 3 0.000 1.000 0.00 0.00 1 0.00
#> SAMPLE_1335 3 0.000 1.000 0.00 0.00 1 0.00
#> SAMPLE_1343 4 0.000 0.986 0.00 0.00 0 1.00
#> SAMPLE_1344 4 0.000 0.986 0.00 0.00 0 1.00
#> SAMPLE_1406 3 0.000 1.000 0.00 0.00 1 0.00
#> SAMPLE_1407 3 0.000 1.000 0.00 0.00 1 0.00
#> SAMPLE_1421 2 0.000 1.000 0.00 1.00 0 0.00
#> SAMPLE_1422 2 0.000 1.000 0.00 1.00 0 0.00
#> SAMPLE_1423 4 0.000 0.986 0.00 0.00 0 1.00
#> SAMPLE_1424 2 0.000 1.000 0.00 1.00 0 0.00
#> SAMPLE_1435 2 0.000 1.000 0.00 1.00 0 0.00
#> SAMPLE_1436 2 0.000 1.000 0.00 1.00 0 0.00
#> SAMPLE_1437 2 0.000 1.000 0.00 1.00 0 0.00
#> SAMPLE_1438 2 0.000 1.000 0.00 1.00 0 0.00
#> SAMPLE_1439 2 0.000 1.000 0.00 1.00 0 0.00
#> SAMPLE_1441 2 0.000 1.000 0.00 1.00 0 0.00
#> SAMPLE_1445 2 0.000 1.000 0.00 1.00 0 0.00
#> SAMPLE_1462 3 0.000 1.000 0.00 0.00 1 0.00
#> SAMPLE_1463 3 0.000 1.000 0.00 0.00 1 0.00
#> SAMPLE_1464 4 0.000 0.986 0.00 0.00 0 1.00
#> SAMPLE_1527 2 0.000 1.000 0.00 1.00 0 0.00
#> SAMPLE_1528 2 0.000 1.000 0.00 1.00 0 0.00
#> SAMPLE_1529 2 0.000 1.000 0.00 1.00 0 0.00
#> SAMPLE_1530 2 0.000 1.000 0.00 1.00 0 0.00
#> SAMPLE_1531 2 0.000 1.000 0.00 1.00 0 0.00
#> SAMPLE_1532 2 0.000 1.000 0.00 1.00 0 0.00
#> SAMPLE_1533 2 0.000 1.000 0.00 1.00 0 0.00
#> SAMPLE_1535 1 0.000 0.989 1.00 0.00 0 0.00
#> SAMPLE_1538 3 0.000 1.000 0.00 0.00 1 0.00
#> SAMPLE_1539 3 0.000 1.000 0.00 0.00 1 0.00
#> SAMPLE_1540 1 0.000 0.989 1.00 0.00 0 0.00
#> SAMPLE_1542 3 0.000 1.000 0.00 0.00 1 0.00
#> SAMPLE_1543 1 0.000 0.989 1.00 0.00 0 0.00
#> SAMPLE_1545 3 0.000 1.000 0.00 0.00 1 0.00
#> SAMPLE_1549 1 0.000 0.989 1.00 0.00 0 0.00
#> SAMPLE_1597 2 0.000 1.000 0.00 1.00 0 0.00
#> SAMPLE_1609 1 0.000 0.989 1.00 0.00 0 0.00
#> SAMPLE_1610 2 0.000 1.000 0.00 1.00 0 0.00
#> SAMPLE_1659 4 0.441 0.578 0.00 0.30 0 0.70
#> SAMPLE_1680 2 0.000 1.000 0.00 1.00 0 0.00
#> SAMPLE_1687 1 0.317 0.800 0.84 0.16 0 0.00
#> SAMPLE_1731 3 0.000 1.000 0.00 0.00 1 0.00
#> SAMPLE_1738 3 0.000 1.000 0.00 0.00 1 0.00
#> SAMPLE_1767 2 0.000 1.000 0.00 1.00 0 0.00
#> SAMPLE_1772 2 0.000 1.000 0.00 1.00 0 0.00
#> SAMPLE_1837 2 0.000 1.000 0.00 1.00 0 0.00
#> SAMPLE_1860 2 0.000 1.000 0.00 1.00 0 0.00
#> SAMPLE_1882 2 0.000 1.000 0.00 1.00 0 0.00
#> SAMPLE_1906 1 0.000 0.989 1.00 0.00 0 0.00
#> SAMPLE_1907 1 0.000 0.989 1.00 0.00 0 0.00
#> SAMPLE_1909 2 0.000 1.000 0.00 1.00 0 0.00
#> SAMPLE_1936 3 0.000 1.000 0.00 0.00 1 0.00
#> SAMPLE_1939 2 0.000 1.000 0.00 1.00 0 0.00
#> SAMPLE_1940 4 0.000 0.986 0.00 0.00 0 1.00
#> SAMPLE_1941 4 0.000 0.986 0.00 0.00 0 1.00
#> SAMPLE_1942 3 0.000 1.000 0.00 0.00 1 0.00
#> SAMPLE_1943 4 0.000 0.986 0.00 0.00 0 1.00
#> SAMPLE_1945 3 0.000 1.000 0.00 0.00 1 0.00
#> SAMPLE_1946 4 0.000 0.986 0.00 0.00 0 1.00
#> SAMPLE_1947 3 0.000 1.000 0.00 0.00 1 0.00
#> SAMPLE_1948 3 0.000 1.000 0.00 0.00 1 0.00
#> SAMPLE_1951 2 0.000 1.000 0.00 1.00 0 0.00
#> SAMPLE_1952 2 0.000 1.000 0.00 1.00 0 0.00
#> SAMPLE_1954 3 0.000 1.000 0.00 0.00 1 0.00
#> SAMPLE_1955 3 0.000 1.000 0.00 0.00 1 0.00
#> SAMPLE_1964 1 0.000 0.989 1.00 0.00 0 0.00
#> SAMPLE_1965 1 0.000 0.989 1.00 0.00 0 0.00
#> SAMPLE_1975 3 0.000 1.000 0.00 0.00 1 0.00
#> SAMPLE_1979 2 0.000 1.000 0.00 1.00 0 0.00
#> SAMPLE_1996 4 0.000 0.986 0.00 0.00 0 1.00
#> SAMPLE_1998 2 0.000 1.000 0.00 1.00 0 0.00
#> SAMPLE_2002 1 0.000 0.989 1.00 0.00 0 0.00
#> SAMPLE_2003 1 0.000 0.989 1.00 0.00 0 0.00
#> SAMPLE_2004 3 0.000 1.000 0.00 0.00 1 0.00
#> SAMPLE_2005 3 0.000 1.000 0.00 0.00 1 0.00
#> SAMPLE_2006 1 0.000 0.989 1.00 0.00 0 0.00
#> SAMPLE_2007 1 0.000 0.989 1.00 0.00 0 0.00
#> SAMPLE_2008 1 0.000 0.989 1.00 0.00 0 0.00
#> SAMPLE_2009 3 0.000 1.000 0.00 0.00 1 0.00
#> SAMPLE_2010 1 0.000 0.989 1.00 0.00 0 0.00
#> SAMPLE_2011 3 0.000 1.000 0.00 0.00 1 0.00
#> SAMPLE_2012 1 0.000 0.989 1.00 0.00 0 0.00
#> SAMPLE_2013 1 0.000 0.989 1.00 0.00 0 0.00
#> SAMPLE_2039 1 0.000 0.989 1.00 0.00 0 0.00
#> SAMPLE_2043 3 0.000 1.000 0.00 0.00 1 0.00
#> SAMPLE_2044 1 0.000 0.989 1.00 0.00 0 0.00
#> SAMPLE_2045 1 0.000 0.989 1.00 0.00 0 0.00
#> SAMPLE_2046 1 0.000 0.989 1.00 0.00 0 0.00
#> SAMPLE_2047 1 0.000 0.989 1.00 0.00 0 0.00
#> SAMPLE_2048 1 0.000 0.989 1.00 0.00 0 0.00
#> SAMPLE_2057 4 0.000 0.986 0.00 0.00 0 1.00
#> SAMPLE_2072 1 0.000 0.989 1.00 0.00 0 0.00
#> SAMPLE_2073 1 0.000 0.989 1.00 0.00 0 0.00
#> SAMPLE_2074 1 0.000 0.989 1.00 0.00 0 0.00
#> SAMPLE_2075 1 0.452 0.535 0.68 0.32 0 0.00
#> SAMPLE_2076 1 0.000 0.989 1.00 0.00 0 0.00
#> SAMPLE_2082 2 0.000 1.000 0.00 1.00 0 0.00
#> SAMPLE_2110 2 0.000 1.000 0.00 1.00 0 0.00
#> SAMPLE_2134 2 0.000 1.000 0.00 1.00 0 0.00
#> SAMPLE_2140 2 0.000 1.000 0.00 1.00 0 0.00
#> SAMPLE_2165 1 0.000 0.989 1.00 0.00 0 0.00
#> SAMPLE_2167 1 0.000 0.989 1.00 0.00 0 0.00
#> SAMPLE_2168 1 0.000 0.989 1.00 0.00 0 0.00
#> SAMPLE_2183 2 0.000 1.000 0.00 1.00 0 0.00
#> SAMPLE_2212 2 0.000 1.000 0.00 1.00 0 0.00
#> SAMPLE_2247 2 0.000 1.000 0.00 1.00 0 0.00
#> SAMPLE_2252 2 0.000 1.000 0.00 1.00 0 0.00
#> SAMPLE_2274 4 0.000 0.986 0.00 0.00 0 1.00
#> SAMPLE_2302 2 0.000 1.000 0.00 1.00 0 0.00
#> SAMPLE_2325 2 0.000 1.000 0.00 1.00 0 0.00
#> SAMPLE_2345 1 0.000 0.989 1.00 0.00 0 0.00
#> SAMPLE_2678 2 0.000 1.000 0.00 1.00 0 0.00
cbind(get_classes(res, k = 5), get_membership(res, k = 5))
#> class entropy silhouette p1 p2 p3 p4 p5
#> SAMPLE_20 5 0.1043 0.977 0.00 0.04 0 0.00 0.96
#> SAMPLE_136 3 0.0000 1.000 0.00 0.00 1 0.00 0.00
#> SAMPLE_138 4 0.0000 0.984 0.00 0.00 0 1.00 0.00
#> SAMPLE_143 1 0.0000 1.000 1.00 0.00 0 0.00 0.00
#> SAMPLE_274 1 0.0000 1.000 1.00 0.00 0 0.00 0.00
#> SAMPLE_275 1 0.0000 1.000 1.00 0.00 0 0.00 0.00
#> SAMPLE_334 4 0.0000 0.984 0.00 0.00 0 1.00 0.00
#> SAMPLE_335 1 0.0000 1.000 1.00 0.00 0 0.00 0.00
#> SAMPLE_343 4 0.0000 0.984 0.00 0.00 0 1.00 0.00
#> SAMPLE_345 4 0.0000 0.984 0.00 0.00 0 1.00 0.00
#> SAMPLE_350 4 0.0000 0.984 0.00 0.00 0 1.00 0.00
#> SAMPLE_352 4 0.0000 0.984 0.00 0.00 0 1.00 0.00
#> SAMPLE_354 4 0.0000 0.984 0.00 0.00 0 1.00 0.00
#> SAMPLE_356 4 0.1043 0.981 0.00 0.00 0 0.96 0.04
#> SAMPLE_358 4 0.0000 0.984 0.00 0.00 0 1.00 0.00
#> SAMPLE_373 1 0.0000 1.000 1.00 0.00 0 0.00 0.00
#> SAMPLE_374 1 0.0000 1.000 1.00 0.00 0 0.00 0.00
#> SAMPLE_376 1 0.0000 1.000 1.00 0.00 0 0.00 0.00
#> SAMPLE_377 3 0.0000 1.000 0.00 0.00 1 0.00 0.00
#> SAMPLE_379 1 0.0000 1.000 1.00 0.00 0 0.00 0.00
#> SAMPLE_723 4 0.1043 0.981 0.00 0.00 0 0.96 0.04
#> SAMPLE_726 4 0.1043 0.981 0.00 0.00 0 0.96 0.04
#> SAMPLE_727 4 0.1043 0.981 0.00 0.00 0 0.96 0.04
#> SAMPLE_728 4 0.1043 0.981 0.00 0.00 0 0.96 0.04
#> SAMPLE_729 4 0.1043 0.981 0.00 0.00 0 0.96 0.04
#> SAMPLE_732 2 0.0000 1.000 0.00 1.00 0 0.00 0.00
#> SAMPLE_771 4 0.0000 0.984 0.00 0.00 0 1.00 0.00
#> SAMPLE_772 4 0.0000 0.984 0.00 0.00 0 1.00 0.00
#> SAMPLE_775 4 0.0000 0.984 0.00 0.00 0 1.00 0.00
#> SAMPLE_786 4 0.0000 0.984 0.00 0.00 0 1.00 0.00
#> SAMPLE_787 4 0.0000 0.984 0.00 0.00 0 1.00 0.00
#> SAMPLE_788 4 0.1043 0.981 0.00 0.00 0 0.96 0.04
#> SAMPLE_879 2 0.0000 1.000 0.00 1.00 0 0.00 0.00
#> SAMPLE_884 2 0.0000 1.000 0.00 1.00 0 0.00 0.00
#> SAMPLE_894 2 0.0000 1.000 0.00 1.00 0 0.00 0.00
#> SAMPLE_926 5 0.1043 0.977 0.00 0.04 0 0.00 0.96
#> SAMPLE_975 2 0.0000 1.000 0.00 1.00 0 0.00 0.00
#> SAMPLE_994 2 0.0000 1.000 0.00 1.00 0 0.00 0.00
#> SAMPLE_997 2 0.0000 1.000 0.00 1.00 0 0.00 0.00
#> SAMPLE_1001 1 0.0000 1.000 1.00 0.00 0 0.00 0.00
#> SAMPLE_1008 1 0.0000 1.000 1.00 0.00 0 0.00 0.00
#> SAMPLE_1014 1 0.0000 1.000 1.00 0.00 0 0.00 0.00
#> SAMPLE_1045 2 0.0000 1.000 0.00 1.00 0 0.00 0.00
#> SAMPLE_1049 2 0.0000 1.000 0.00 1.00 0 0.00 0.00
#> SAMPLE_1051 2 0.0000 1.000 0.00 1.00 0 0.00 0.00
#> SAMPLE_1068 5 0.1043 0.977 0.00 0.04 0 0.00 0.96
#> SAMPLE_1069 5 0.1043 0.977 0.00 0.04 0 0.00 0.96
#> SAMPLE_1073 5 0.1043 0.977 0.00 0.04 0 0.00 0.96
#> SAMPLE_1110 3 0.0000 1.000 0.00 0.00 1 0.00 0.00
#> SAMPLE_1118 1 0.0000 1.000 1.00 0.00 0 0.00 0.00
#> SAMPLE_1120 1 0.0000 1.000 1.00 0.00 0 0.00 0.00
#> SAMPLE_1123 3 0.0000 1.000 0.00 0.00 1 0.00 0.00
#> SAMPLE_1124 1 0.0000 1.000 1.00 0.00 0 0.00 0.00
#> SAMPLE_1126 1 0.0000 1.000 1.00 0.00 0 0.00 0.00
#> SAMPLE_1127 5 0.1043 0.977 0.00 0.04 0 0.00 0.96
#> SAMPLE_1129 1 0.0000 1.000 1.00 0.00 0 0.00 0.00
#> SAMPLE_1130 3 0.0000 1.000 0.00 0.00 1 0.00 0.00
#> SAMPLE_1143 2 0.0000 1.000 0.00 1.00 0 0.00 0.00
#> SAMPLE_1151 2 0.0000 1.000 0.00 1.00 0 0.00 0.00
#> SAMPLE_1178 5 0.1043 0.977 0.00 0.04 0 0.00 0.96
#> SAMPLE_1179 5 0.1043 0.977 0.00 0.04 0 0.00 0.96
#> SAMPLE_1190 4 0.1043 0.981 0.00 0.00 0 0.96 0.04
#> SAMPLE_1191 4 0.1043 0.981 0.00 0.00 0 0.96 0.04
#> SAMPLE_1201 1 0.0000 1.000 1.00 0.00 0 0.00 0.00
#> SAMPLE_1204 3 0.0000 1.000 0.00 0.00 1 0.00 0.00
#> SAMPLE_1220 4 0.1043 0.981 0.00 0.00 0 0.96 0.04
#> SAMPLE_1249 4 0.0000 0.984 0.00 0.00 0 1.00 0.00
#> SAMPLE_1250 4 0.0000 0.984 0.00 0.00 0 1.00 0.00
#> SAMPLE_1256 4 0.0000 0.984 0.00 0.00 0 1.00 0.00
#> SAMPLE_1269 2 0.0000 1.000 0.00 1.00 0 0.00 0.00
#> SAMPLE_1283 3 0.0000 1.000 0.00 0.00 1 0.00 0.00
#> SAMPLE_1291 2 0.0000 1.000 0.00 1.00 0 0.00 0.00
#> SAMPLE_1294 3 0.0000 1.000 0.00 0.00 1 0.00 0.00
#> SAMPLE_1326 1 0.0000 1.000 1.00 0.00 0 0.00 0.00
#> SAMPLE_1327 3 0.0000 1.000 0.00 0.00 1 0.00 0.00
#> SAMPLE_1329 3 0.0000 1.000 0.00 0.00 1 0.00 0.00
#> SAMPLE_1330 3 0.0000 1.000 0.00 0.00 1 0.00 0.00
#> SAMPLE_1333 3 0.0000 1.000 0.00 0.00 1 0.00 0.00
#> SAMPLE_1334 3 0.0000 1.000 0.00 0.00 1 0.00 0.00
#> SAMPLE_1335 3 0.0000 1.000 0.00 0.00 1 0.00 0.00
#> SAMPLE_1343 4 0.1043 0.981 0.00 0.00 0 0.96 0.04
#> SAMPLE_1344 4 0.0000 0.984 0.00 0.00 0 1.00 0.00
#> SAMPLE_1406 3 0.0000 1.000 0.00 0.00 1 0.00 0.00
#> SAMPLE_1407 3 0.0000 1.000 0.00 0.00 1 0.00 0.00
#> SAMPLE_1421 2 0.0000 1.000 0.00 1.00 0 0.00 0.00
#> SAMPLE_1422 2 0.0000 1.000 0.00 1.00 0 0.00 0.00
#> SAMPLE_1423 4 0.1043 0.981 0.00 0.00 0 0.96 0.04
#> SAMPLE_1424 2 0.0000 1.000 0.00 1.00 0 0.00 0.00
#> SAMPLE_1435 2 0.0000 1.000 0.00 1.00 0 0.00 0.00
#> SAMPLE_1436 2 0.0000 1.000 0.00 1.00 0 0.00 0.00
#> SAMPLE_1437 2 0.0000 1.000 0.00 1.00 0 0.00 0.00
#> SAMPLE_1438 2 0.0000 1.000 0.00 1.00 0 0.00 0.00
#> SAMPLE_1439 2 0.0000 1.000 0.00 1.00 0 0.00 0.00
#> SAMPLE_1441 2 0.0000 1.000 0.00 1.00 0 0.00 0.00
#> SAMPLE_1445 2 0.0000 1.000 0.00 1.00 0 0.00 0.00
#> SAMPLE_1462 3 0.0000 1.000 0.00 0.00 1 0.00 0.00
#> SAMPLE_1463 3 0.0000 1.000 0.00 0.00 1 0.00 0.00
#> SAMPLE_1464 4 0.1043 0.981 0.00 0.00 0 0.96 0.04
#> SAMPLE_1527 2 0.0000 1.000 0.00 1.00 0 0.00 0.00
#> SAMPLE_1528 2 0.0000 1.000 0.00 1.00 0 0.00 0.00
#> SAMPLE_1529 2 0.0000 1.000 0.00 1.00 0 0.00 0.00
#> SAMPLE_1530 2 0.0000 1.000 0.00 1.00 0 0.00 0.00
#> SAMPLE_1531 2 0.0000 1.000 0.00 1.00 0 0.00 0.00
#> SAMPLE_1532 2 0.0000 1.000 0.00 1.00 0 0.00 0.00
#> SAMPLE_1533 2 0.0000 1.000 0.00 1.00 0 0.00 0.00
#> SAMPLE_1535 1 0.0000 1.000 1.00 0.00 0 0.00 0.00
#> SAMPLE_1538 3 0.0000 1.000 0.00 0.00 1 0.00 0.00
#> SAMPLE_1539 3 0.0000 1.000 0.00 0.00 1 0.00 0.00
#> SAMPLE_1540 1 0.0000 1.000 1.00 0.00 0 0.00 0.00
#> SAMPLE_1542 3 0.0000 1.000 0.00 0.00 1 0.00 0.00
#> SAMPLE_1543 1 0.0000 1.000 1.00 0.00 0 0.00 0.00
#> SAMPLE_1545 3 0.0000 1.000 0.00 0.00 1 0.00 0.00
#> SAMPLE_1549 1 0.0000 1.000 1.00 0.00 0 0.00 0.00
#> SAMPLE_1597 2 0.0000 1.000 0.00 1.00 0 0.00 0.00
#> SAMPLE_1609 1 0.0000 1.000 1.00 0.00 0 0.00 0.00
#> SAMPLE_1610 2 0.0000 1.000 0.00 1.00 0 0.00 0.00
#> SAMPLE_1659 4 0.1648 0.948 0.00 0.04 0 0.94 0.02
#> SAMPLE_1680 2 0.0000 1.000 0.00 1.00 0 0.00 0.00
#> SAMPLE_1687 5 0.3424 0.692 0.24 0.00 0 0.00 0.76
#> SAMPLE_1731 3 0.0000 1.000 0.00 0.00 1 0.00 0.00
#> SAMPLE_1738 3 0.0000 1.000 0.00 0.00 1 0.00 0.00
#> SAMPLE_1767 5 0.1043 0.977 0.00 0.04 0 0.00 0.96
#> SAMPLE_1772 5 0.1043 0.977 0.00 0.04 0 0.00 0.96
#> SAMPLE_1837 2 0.0000 1.000 0.00 1.00 0 0.00 0.00
#> SAMPLE_1860 2 0.0000 1.000 0.00 1.00 0 0.00 0.00
#> SAMPLE_1882 2 0.0000 1.000 0.00 1.00 0 0.00 0.00
#> SAMPLE_1906 1 0.0000 1.000 1.00 0.00 0 0.00 0.00
#> SAMPLE_1907 1 0.0000 1.000 1.00 0.00 0 0.00 0.00
#> SAMPLE_1909 5 0.1043 0.977 0.00 0.04 0 0.00 0.96
#> SAMPLE_1936 3 0.0000 1.000 0.00 0.00 1 0.00 0.00
#> SAMPLE_1939 2 0.0000 1.000 0.00 1.00 0 0.00 0.00
#> SAMPLE_1940 4 0.0000 0.984 0.00 0.00 0 1.00 0.00
#> SAMPLE_1941 4 0.0000 0.984 0.00 0.00 0 1.00 0.00
#> SAMPLE_1942 3 0.0000 1.000 0.00 0.00 1 0.00 0.00
#> SAMPLE_1943 4 0.1043 0.981 0.00 0.00 0 0.96 0.04
#> SAMPLE_1945 3 0.0000 1.000 0.00 0.00 1 0.00 0.00
#> SAMPLE_1946 4 0.0000 0.984 0.00 0.00 0 1.00 0.00
#> SAMPLE_1947 3 0.0000 1.000 0.00 0.00 1 0.00 0.00
#> SAMPLE_1948 3 0.0000 1.000 0.00 0.00 1 0.00 0.00
#> SAMPLE_1951 2 0.0000 1.000 0.00 1.00 0 0.00 0.00
#> SAMPLE_1952 2 0.0000 1.000 0.00 1.00 0 0.00 0.00
#> SAMPLE_1954 3 0.0000 1.000 0.00 0.00 1 0.00 0.00
#> SAMPLE_1955 3 0.0000 1.000 0.00 0.00 1 0.00 0.00
#> SAMPLE_1964 1 0.0000 1.000 1.00 0.00 0 0.00 0.00
#> SAMPLE_1965 1 0.0000 1.000 1.00 0.00 0 0.00 0.00
#> SAMPLE_1975 3 0.0000 1.000 0.00 0.00 1 0.00 0.00
#> SAMPLE_1979 2 0.0000 1.000 0.00 1.00 0 0.00 0.00
#> SAMPLE_1996 4 0.1043 0.981 0.00 0.00 0 0.96 0.04
#> SAMPLE_1998 2 0.0000 1.000 0.00 1.00 0 0.00 0.00
#> SAMPLE_2002 1 0.0000 1.000 1.00 0.00 0 0.00 0.00
#> SAMPLE_2003 1 0.0000 1.000 1.00 0.00 0 0.00 0.00
#> SAMPLE_2004 3 0.0000 1.000 0.00 0.00 1 0.00 0.00
#> SAMPLE_2005 3 0.0000 1.000 0.00 0.00 1 0.00 0.00
#> SAMPLE_2006 1 0.0000 1.000 1.00 0.00 0 0.00 0.00
#> SAMPLE_2007 1 0.0000 1.000 1.00 0.00 0 0.00 0.00
#> SAMPLE_2008 1 0.0000 1.000 1.00 0.00 0 0.00 0.00
#> SAMPLE_2009 3 0.0000 1.000 0.00 0.00 1 0.00 0.00
#> SAMPLE_2010 1 0.0000 1.000 1.00 0.00 0 0.00 0.00
#> SAMPLE_2011 3 0.0000 1.000 0.00 0.00 1 0.00 0.00
#> SAMPLE_2012 1 0.0000 1.000 1.00 0.00 0 0.00 0.00
#> SAMPLE_2013 1 0.0000 1.000 1.00 0.00 0 0.00 0.00
#> SAMPLE_2039 1 0.0000 1.000 1.00 0.00 0 0.00 0.00
#> SAMPLE_2043 3 0.0000 1.000 0.00 0.00 1 0.00 0.00
#> SAMPLE_2044 1 0.0000 1.000 1.00 0.00 0 0.00 0.00
#> SAMPLE_2045 1 0.0000 1.000 1.00 0.00 0 0.00 0.00
#> SAMPLE_2046 5 0.1043 0.938 0.04 0.00 0 0.00 0.96
#> SAMPLE_2047 5 0.1043 0.938 0.04 0.00 0 0.00 0.96
#> SAMPLE_2048 1 0.0000 1.000 1.00 0.00 0 0.00 0.00
#> SAMPLE_2057 4 0.1043 0.981 0.00 0.00 0 0.96 0.04
#> SAMPLE_2072 1 0.0000 1.000 1.00 0.00 0 0.00 0.00
#> SAMPLE_2073 1 0.0000 1.000 1.00 0.00 0 0.00 0.00
#> SAMPLE_2074 1 0.0000 1.000 1.00 0.00 0 0.00 0.00
#> SAMPLE_2075 5 0.1216 0.959 0.02 0.02 0 0.00 0.96
#> SAMPLE_2076 1 0.0000 1.000 1.00 0.00 0 0.00 0.00
#> SAMPLE_2082 5 0.1043 0.977 0.00 0.04 0 0.00 0.96
#> SAMPLE_2110 5 0.1043 0.977 0.00 0.04 0 0.00 0.96
#> SAMPLE_2134 5 0.1043 0.977 0.00 0.04 0 0.00 0.96
#> SAMPLE_2140 2 0.0000 1.000 0.00 1.00 0 0.00 0.00
#> SAMPLE_2165 1 0.0000 1.000 1.00 0.00 0 0.00 0.00
#> SAMPLE_2167 1 0.0000 1.000 1.00 0.00 0 0.00 0.00
#> SAMPLE_2168 1 0.0000 1.000 1.00 0.00 0 0.00 0.00
#> SAMPLE_2183 2 0.0000 1.000 0.00 1.00 0 0.00 0.00
#> SAMPLE_2212 2 0.0000 1.000 0.00 1.00 0 0.00 0.00
#> SAMPLE_2247 2 0.0000 1.000 0.00 1.00 0 0.00 0.00
#> SAMPLE_2252 2 0.0000 1.000 0.00 1.00 0 0.00 0.00
#> SAMPLE_2274 4 0.0609 0.983 0.00 0.00 0 0.98 0.02
#> SAMPLE_2302 2 0.0000 1.000 0.00 1.00 0 0.00 0.00
#> SAMPLE_2325 2 0.0000 1.000 0.00 1.00 0 0.00 0.00
#> SAMPLE_2345 1 0.0000 1.000 1.00 0.00 0 0.00 0.00
#> SAMPLE_2678 5 0.1043 0.977 0.00 0.04 0 0.00 0.96
cbind(get_classes(res, k = 6), get_membership(res, k = 6))
#> class entropy silhouette p1 p2 p3 p4 p5 p6
#> SAMPLE_20 5 0.0547 0.9859 0.00 0.00 0.00 0.02 0.98 0.00
#> SAMPLE_136 3 0.0000 0.9655 0.00 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_138 4 0.3828 0.9937 0.00 0.00 0.00 0.56 0.00 0.44
#> SAMPLE_143 1 0.0000 0.8404 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_274 1 0.0000 0.8404 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_275 1 0.0000 0.8404 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_334 4 0.3828 0.9937 0.00 0.00 0.00 0.56 0.00 0.44
#> SAMPLE_335 1 0.3756 0.7330 0.60 0.00 0.00 0.40 0.00 0.00
#> SAMPLE_343 4 0.3828 0.9937 0.00 0.00 0.00 0.56 0.00 0.44
#> SAMPLE_345 4 0.3828 0.9937 0.00 0.00 0.00 0.56 0.00 0.44
#> SAMPLE_350 4 0.3797 0.9600 0.00 0.00 0.00 0.58 0.00 0.42
#> SAMPLE_352 4 0.3828 0.9937 0.00 0.00 0.00 0.56 0.00 0.44
#> SAMPLE_354 4 0.3828 0.9937 0.00 0.00 0.00 0.56 0.00 0.44
#> SAMPLE_356 6 0.0000 0.9710 0.00 0.00 0.00 0.00 0.00 1.00
#> SAMPLE_358 4 0.4246 0.9215 0.00 0.00 0.00 0.58 0.02 0.40
#> SAMPLE_373 1 0.3756 0.7330 0.60 0.00 0.00 0.40 0.00 0.00
#> SAMPLE_374 1 0.0000 0.8404 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_376 1 0.0000 0.8404 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_377 3 0.3756 0.5336 0.00 0.00 0.60 0.40 0.00 0.00
#> SAMPLE_379 1 0.0000 0.8404 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_723 6 0.0000 0.9710 0.00 0.00 0.00 0.00 0.00 1.00
#> SAMPLE_726 6 0.0000 0.9710 0.00 0.00 0.00 0.00 0.00 1.00
#> SAMPLE_727 6 0.0000 0.9710 0.00 0.00 0.00 0.00 0.00 1.00
#> SAMPLE_728 6 0.0000 0.9710 0.00 0.00 0.00 0.00 0.00 1.00
#> SAMPLE_729 6 0.0000 0.9710 0.00 0.00 0.00 0.00 0.00 1.00
#> SAMPLE_732 2 0.0000 1.0000 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_771 4 0.3828 0.9937 0.00 0.00 0.00 0.56 0.00 0.44
#> SAMPLE_772 4 0.3828 0.9937 0.00 0.00 0.00 0.56 0.00 0.44
#> SAMPLE_775 4 0.3828 0.9937 0.00 0.00 0.00 0.56 0.00 0.44
#> SAMPLE_786 4 0.3828 0.9937 0.00 0.00 0.00 0.56 0.00 0.44
#> SAMPLE_787 4 0.3828 0.9937 0.00 0.00 0.00 0.56 0.00 0.44
#> SAMPLE_788 6 0.0000 0.9710 0.00 0.00 0.00 0.00 0.00 1.00
#> SAMPLE_879 2 0.0000 1.0000 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_884 2 0.0000 1.0000 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_894 2 0.0000 1.0000 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_926 5 0.0000 0.9912 0.00 0.00 0.00 0.00 1.00 0.00
#> SAMPLE_975 2 0.0000 1.0000 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_994 2 0.0000 1.0000 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_997 2 0.0000 1.0000 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_1001 1 0.3756 0.7330 0.60 0.00 0.00 0.40 0.00 0.00
#> SAMPLE_1008 1 0.3756 0.7330 0.60 0.00 0.00 0.40 0.00 0.00
#> SAMPLE_1014 1 0.3756 0.7330 0.60 0.00 0.00 0.40 0.00 0.00
#> SAMPLE_1045 2 0.0000 1.0000 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_1049 2 0.0000 1.0000 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_1051 2 0.0000 1.0000 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_1068 5 0.0547 0.9861 0.00 0.00 0.00 0.02 0.98 0.00
#> SAMPLE_1069 5 0.0547 0.9861 0.00 0.00 0.00 0.02 0.98 0.00
#> SAMPLE_1073 5 0.0547 0.9861 0.00 0.00 0.00 0.02 0.98 0.00
#> SAMPLE_1110 3 0.0000 0.9655 0.00 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_1118 1 0.3756 0.7330 0.60 0.00 0.00 0.40 0.00 0.00
#> SAMPLE_1120 1 0.0000 0.8404 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1123 3 0.0000 0.9655 0.00 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_1124 1 0.0000 0.8404 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1126 1 0.3756 0.7330 0.60 0.00 0.00 0.40 0.00 0.00
#> SAMPLE_1127 5 0.0547 0.9859 0.00 0.00 0.00 0.02 0.98 0.00
#> SAMPLE_1129 1 0.0000 0.8404 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1130 3 0.3756 0.5336 0.00 0.00 0.60 0.40 0.00 0.00
#> SAMPLE_1143 2 0.0000 1.0000 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_1151 2 0.0000 1.0000 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_1178 5 0.0000 0.9912 0.00 0.00 0.00 0.00 1.00 0.00
#> SAMPLE_1179 5 0.0000 0.9912 0.00 0.00 0.00 0.00 1.00 0.00
#> SAMPLE_1190 6 0.0000 0.9710 0.00 0.00 0.00 0.00 0.00 1.00
#> SAMPLE_1191 6 0.0000 0.9710 0.00 0.00 0.00 0.00 0.00 1.00
#> SAMPLE_1201 1 0.0000 0.8404 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1204 3 0.0000 0.9655 0.00 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_1220 6 0.0000 0.9710 0.00 0.00 0.00 0.00 0.00 1.00
#> SAMPLE_1249 4 0.3828 0.9937 0.00 0.00 0.00 0.56 0.00 0.44
#> SAMPLE_1250 4 0.3828 0.9937 0.00 0.00 0.00 0.56 0.00 0.44
#> SAMPLE_1256 4 0.3828 0.9937 0.00 0.00 0.00 0.56 0.00 0.44
#> SAMPLE_1269 2 0.0000 1.0000 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_1283 3 0.0000 0.9655 0.00 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_1291 2 0.0000 1.0000 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_1294 3 0.0000 0.9655 0.00 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_1326 1 0.3756 0.7330 0.60 0.00 0.00 0.40 0.00 0.00
#> SAMPLE_1327 3 0.0000 0.9655 0.00 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_1329 3 0.0000 0.9655 0.00 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_1330 3 0.0000 0.9655 0.00 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_1333 3 0.0000 0.9655 0.00 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_1334 3 0.0000 0.9655 0.00 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_1335 3 0.0000 0.9655 0.00 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_1343 6 0.0000 0.9710 0.00 0.00 0.00 0.00 0.00 1.00
#> SAMPLE_1344 4 0.3828 0.9937 0.00 0.00 0.00 0.56 0.00 0.44
#> SAMPLE_1406 3 0.0000 0.9655 0.00 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_1407 3 0.0000 0.9655 0.00 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_1421 2 0.0000 1.0000 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_1422 2 0.0000 1.0000 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_1423 6 0.0000 0.9710 0.00 0.00 0.00 0.00 0.00 1.00
#> SAMPLE_1424 2 0.0000 1.0000 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_1435 2 0.0000 1.0000 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_1436 2 0.0000 1.0000 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_1437 2 0.0000 1.0000 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_1438 2 0.0000 1.0000 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_1439 2 0.0000 1.0000 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_1441 2 0.0000 1.0000 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_1445 2 0.0000 1.0000 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_1462 3 0.0000 0.9655 0.00 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_1463 3 0.0547 0.9485 0.00 0.00 0.98 0.02 0.00 0.00
#> SAMPLE_1464 6 0.0000 0.9710 0.00 0.00 0.00 0.00 0.00 1.00
#> SAMPLE_1527 2 0.0000 1.0000 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_1528 2 0.0000 1.0000 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_1529 2 0.0000 1.0000 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_1530 2 0.0000 1.0000 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_1531 2 0.0000 1.0000 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_1532 2 0.0000 1.0000 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_1533 2 0.0000 1.0000 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_1535 1 0.0000 0.8404 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1538 3 0.0000 0.9655 0.00 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_1539 3 0.0000 0.9655 0.00 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_1540 1 0.0000 0.8404 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1542 3 0.0000 0.9655 0.00 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_1543 1 0.3756 0.7330 0.60 0.00 0.00 0.40 0.00 0.00
#> SAMPLE_1545 3 0.0000 0.9655 0.00 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_1549 1 0.0000 0.8404 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1597 2 0.0000 1.0000 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_1609 1 0.3756 0.7330 0.60 0.00 0.00 0.40 0.00 0.00
#> SAMPLE_1610 2 0.0000 1.0000 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_1659 6 0.2020 0.8526 0.00 0.02 0.00 0.02 0.04 0.92
#> SAMPLE_1680 2 0.0000 1.0000 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_1687 1 0.4282 0.0652 0.56 0.00 0.00 0.02 0.42 0.00
#> SAMPLE_1731 3 0.3756 0.5336 0.00 0.00 0.60 0.40 0.00 0.00
#> SAMPLE_1738 3 0.0000 0.9655 0.00 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_1767 5 0.0000 0.9912 0.00 0.00 0.00 0.00 1.00 0.00
#> SAMPLE_1772 5 0.0000 0.9912 0.00 0.00 0.00 0.00 1.00 0.00
#> SAMPLE_1837 2 0.0000 1.0000 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_1860 2 0.0000 1.0000 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_1882 2 0.0000 1.0000 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_1906 1 0.3756 0.7330 0.60 0.00 0.00 0.40 0.00 0.00
#> SAMPLE_1907 1 0.0000 0.8404 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1909 5 0.0547 0.9861 0.00 0.00 0.00 0.02 0.98 0.00
#> SAMPLE_1936 3 0.0000 0.9655 0.00 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_1939 2 0.0000 1.0000 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_1940 4 0.3828 0.9937 0.00 0.00 0.00 0.56 0.00 0.44
#> SAMPLE_1941 4 0.3828 0.9937 0.00 0.00 0.00 0.56 0.00 0.44
#> SAMPLE_1942 3 0.0000 0.9655 0.00 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_1943 6 0.0000 0.9710 0.00 0.00 0.00 0.00 0.00 1.00
#> SAMPLE_1945 3 0.0000 0.9655 0.00 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_1946 4 0.3828 0.9937 0.00 0.00 0.00 0.56 0.00 0.44
#> SAMPLE_1947 3 0.0000 0.9655 0.00 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_1948 3 0.0000 0.9655 0.00 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_1951 2 0.0000 1.0000 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_1952 2 0.0000 1.0000 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_1954 3 0.0000 0.9655 0.00 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_1955 3 0.0000 0.9655 0.00 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_1964 1 0.0000 0.8404 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1965 1 0.3756 0.7330 0.60 0.00 0.00 0.40 0.00 0.00
#> SAMPLE_1975 3 0.0000 0.9655 0.00 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_1979 2 0.0000 1.0000 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_1996 6 0.0000 0.9710 0.00 0.00 0.00 0.00 0.00 1.00
#> SAMPLE_1998 2 0.0000 1.0000 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_2002 1 0.0000 0.8404 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2003 1 0.0000 0.8404 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2004 3 0.0000 0.9655 0.00 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_2005 3 0.0000 0.9655 0.00 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_2006 1 0.0000 0.8404 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2007 1 0.0000 0.8404 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2008 1 0.0000 0.8404 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2009 3 0.0000 0.9655 0.00 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_2010 1 0.3756 0.7330 0.60 0.00 0.00 0.40 0.00 0.00
#> SAMPLE_2011 3 0.0000 0.9655 0.00 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_2012 1 0.3756 0.7330 0.60 0.00 0.00 0.40 0.00 0.00
#> SAMPLE_2013 1 0.3756 0.7330 0.60 0.00 0.00 0.40 0.00 0.00
#> SAMPLE_2039 1 0.0000 0.8404 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2043 3 0.0000 0.9655 0.00 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_2044 1 0.0000 0.8404 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2045 1 0.0000 0.8404 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2046 5 0.0547 0.9859 0.00 0.00 0.00 0.02 0.98 0.00
#> SAMPLE_2047 5 0.0547 0.9859 0.00 0.00 0.00 0.02 0.98 0.00
#> SAMPLE_2048 1 0.0000 0.8404 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2057 6 0.0000 0.9710 0.00 0.00 0.00 0.00 0.00 1.00
#> SAMPLE_2072 1 0.0000 0.8404 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2073 1 0.0000 0.8404 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2074 1 0.3578 0.7499 0.66 0.00 0.00 0.34 0.00 0.00
#> SAMPLE_2075 5 0.0547 0.9859 0.00 0.00 0.00 0.02 0.98 0.00
#> SAMPLE_2076 1 0.0000 0.8404 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2082 5 0.0000 0.9912 0.00 0.00 0.00 0.00 1.00 0.00
#> SAMPLE_2110 5 0.0000 0.9912 0.00 0.00 0.00 0.00 1.00 0.00
#> SAMPLE_2134 5 0.0000 0.9912 0.00 0.00 0.00 0.00 1.00 0.00
#> SAMPLE_2140 2 0.0000 1.0000 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_2165 1 0.3756 0.7330 0.60 0.00 0.00 0.40 0.00 0.00
#> SAMPLE_2167 1 0.3756 0.7330 0.60 0.00 0.00 0.40 0.00 0.00
#> SAMPLE_2168 1 0.0000 0.8404 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2183 2 0.0000 1.0000 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_2212 2 0.0000 1.0000 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_2247 2 0.0000 1.0000 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_2252 2 0.0000 1.0000 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_2274 6 0.2793 0.4451 0.00 0.00 0.00 0.20 0.00 0.80
#> SAMPLE_2302 2 0.0000 1.0000 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_2325 2 0.0000 1.0000 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_2345 1 0.1814 0.8156 0.90 0.00 0.00 0.10 0.00 0.00
#> SAMPLE_2678 5 0.0547 0.9861 0.00 0.00 0.00 0.02 0.98 0.00
cbind(get_classes(res, k = 7), get_membership(res, k = 7))
#> class entropy silhouette p1 p2 p3 p4 p5 p6 p7
#> SAMPLE_20 5 0.0863 0.971 0.00 0.00 0.00 0.00 0.96 0.00 0.04
#> SAMPLE_136 3 0.0000 0.992 0.00 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_138 4 0.0000 0.980 0.00 0.00 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_143 1 0.0000 0.980 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_274 1 0.0000 0.980 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_275 1 0.0000 0.980 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_334 4 0.0000 0.980 0.00 0.00 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_335 7 0.3487 0.893 0.12 0.00 0.00 0.00 0.00 0.10 0.78
#> SAMPLE_343 4 0.0000 0.980 0.00 0.00 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_345 4 0.0000 0.980 0.00 0.00 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_350 4 0.3058 0.810 0.00 0.00 0.00 0.82 0.00 0.08 0.10
#> SAMPLE_352 4 0.0000 0.980 0.00 0.00 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_354 4 0.0000 0.980 0.00 0.00 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_356 6 0.2906 0.953 0.00 0.00 0.00 0.18 0.00 0.80 0.02
#> SAMPLE_358 4 0.3058 0.810 0.00 0.00 0.00 0.82 0.00 0.08 0.10
#> SAMPLE_373 7 0.1886 0.952 0.12 0.00 0.00 0.00 0.00 0.00 0.88
#> SAMPLE_374 1 0.0000 0.980 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_376 1 0.0000 0.980 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_377 7 0.4121 0.676 0.00 0.00 0.20 0.00 0.00 0.10 0.70
#> SAMPLE_379 1 0.0000 0.980 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_723 6 0.2906 0.953 0.00 0.00 0.00 0.18 0.00 0.80 0.02
#> SAMPLE_726 6 0.2906 0.953 0.00 0.00 0.00 0.18 0.00 0.80 0.02
#> SAMPLE_727 6 0.2906 0.953 0.00 0.00 0.00 0.18 0.00 0.80 0.02
#> SAMPLE_728 6 0.2906 0.953 0.00 0.00 0.00 0.18 0.00 0.80 0.02
#> SAMPLE_729 6 0.2906 0.953 0.00 0.00 0.00 0.18 0.00 0.80 0.02
#> SAMPLE_732 2 0.0000 1.000 0.00 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_771 4 0.0000 0.980 0.00 0.00 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_772 4 0.0000 0.980 0.00 0.00 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_775 4 0.0000 0.980 0.00 0.00 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_786 4 0.0000 0.980 0.00 0.00 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_787 4 0.0000 0.980 0.00 0.00 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_788 6 0.2422 0.955 0.00 0.00 0.00 0.18 0.00 0.82 0.00
#> SAMPLE_879 2 0.0000 1.000 0.00 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_884 2 0.0000 1.000 0.00 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_894 2 0.0000 1.000 0.00 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_926 5 0.0000 0.979 0.00 0.00 0.00 0.00 1.00 0.00 0.00
#> SAMPLE_975 2 0.0000 1.000 0.00 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_994 2 0.0000 1.000 0.00 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_997 2 0.0000 1.000 0.00 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1001 7 0.1886 0.952 0.12 0.00 0.00 0.00 0.00 0.00 0.88
#> SAMPLE_1008 7 0.1886 0.952 0.12 0.00 0.00 0.00 0.00 0.00 0.88
#> SAMPLE_1014 7 0.1886 0.952 0.12 0.00 0.00 0.00 0.00 0.00 0.88
#> SAMPLE_1045 2 0.0000 1.000 0.00 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1049 2 0.0000 1.000 0.00 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1051 2 0.0000 1.000 0.00 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1068 5 0.0504 0.976 0.00 0.00 0.00 0.00 0.98 0.00 0.02
#> SAMPLE_1069 5 0.0504 0.976 0.00 0.00 0.00 0.00 0.98 0.00 0.02
#> SAMPLE_1073 5 0.0504 0.976 0.00 0.00 0.00 0.00 0.98 0.00 0.02
#> SAMPLE_1110 3 0.0000 0.992 0.00 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_1118 7 0.1886 0.952 0.12 0.00 0.00 0.00 0.00 0.00 0.88
#> SAMPLE_1120 1 0.0000 0.980 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1123 3 0.1671 0.913 0.00 0.00 0.90 0.00 0.00 0.10 0.00
#> SAMPLE_1124 1 0.0000 0.980 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1126 7 0.1886 0.952 0.12 0.00 0.00 0.00 0.00 0.00 0.88
#> SAMPLE_1127 5 0.1664 0.938 0.00 0.00 0.00 0.00 0.92 0.06 0.02
#> SAMPLE_1129 1 0.0000 0.980 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1130 7 0.3670 0.746 0.00 0.00 0.14 0.00 0.00 0.10 0.76
#> SAMPLE_1143 2 0.0000 1.000 0.00 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1151 2 0.0000 1.000 0.00 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1178 5 0.0000 0.979 0.00 0.00 0.00 0.00 1.00 0.00 0.00
#> SAMPLE_1179 5 0.0000 0.979 0.00 0.00 0.00 0.00 1.00 0.00 0.00
#> SAMPLE_1190 6 0.2422 0.955 0.00 0.00 0.00 0.18 0.00 0.82 0.00
#> SAMPLE_1191 6 0.2422 0.955 0.00 0.00 0.00 0.18 0.00 0.82 0.00
#> SAMPLE_1201 1 0.0000 0.980 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1204 3 0.0000 0.992 0.00 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_1220 6 0.2422 0.955 0.00 0.00 0.00 0.18 0.00 0.82 0.00
#> SAMPLE_1249 4 0.0000 0.980 0.00 0.00 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_1250 4 0.0000 0.980 0.00 0.00 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_1256 4 0.0000 0.980 0.00 0.00 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_1269 2 0.0000 1.000 0.00 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1283 3 0.0000 0.992 0.00 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_1291 2 0.0000 1.000 0.00 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1294 3 0.0000 0.992 0.00 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_1326 7 0.1886 0.952 0.12 0.00 0.00 0.00 0.00 0.00 0.88
#> SAMPLE_1327 3 0.0000 0.992 0.00 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_1329 3 0.0000 0.992 0.00 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_1330 3 0.0000 0.992 0.00 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_1333 3 0.0000 0.992 0.00 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_1334 3 0.0000 0.992 0.00 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_1335 3 0.0000 0.992 0.00 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_1343 6 0.2422 0.955 0.00 0.00 0.00 0.18 0.00 0.82 0.00
#> SAMPLE_1344 4 0.0000 0.980 0.00 0.00 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_1406 3 0.0000 0.992 0.00 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_1407 3 0.0000 0.992 0.00 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_1421 2 0.0000 1.000 0.00 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1422 2 0.0000 1.000 0.00 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1423 6 0.2422 0.955 0.00 0.00 0.00 0.18 0.00 0.82 0.00
#> SAMPLE_1424 2 0.0000 1.000 0.00 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1435 2 0.0000 1.000 0.00 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1436 2 0.0000 1.000 0.00 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1437 2 0.0000 1.000 0.00 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1438 2 0.0000 1.000 0.00 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1439 2 0.0000 1.000 0.00 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1441 2 0.0000 1.000 0.00 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1445 2 0.0000 1.000 0.00 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1462 3 0.0000 0.992 0.00 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_1463 3 0.1671 0.913 0.00 0.00 0.90 0.00 0.00 0.10 0.00
#> SAMPLE_1464 6 0.2906 0.953 0.00 0.00 0.00 0.18 0.00 0.80 0.02
#> SAMPLE_1527 2 0.0000 1.000 0.00 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1528 2 0.0000 1.000 0.00 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1529 2 0.0000 1.000 0.00 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1530 2 0.0000 1.000 0.00 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1531 2 0.0000 1.000 0.00 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1532 2 0.0000 1.000 0.00 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1533 2 0.0000 1.000 0.00 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1535 1 0.0000 0.980 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1538 3 0.0000 0.992 0.00 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_1539 3 0.0000 0.992 0.00 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_1540 1 0.0000 0.980 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1542 3 0.0000 0.992 0.00 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_1543 7 0.1886 0.952 0.12 0.00 0.00 0.00 0.00 0.00 0.88
#> SAMPLE_1545 3 0.1671 0.913 0.00 0.00 0.90 0.00 0.00 0.10 0.00
#> SAMPLE_1549 1 0.0000 0.980 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1597 2 0.0000 1.000 0.00 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1609 7 0.1886 0.952 0.12 0.00 0.00 0.00 0.00 0.00 0.88
#> SAMPLE_1610 2 0.0000 1.000 0.00 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1659 6 0.4620 0.720 0.00 0.08 0.00 0.10 0.00 0.72 0.10
#> SAMPLE_1680 2 0.0000 1.000 0.00 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1687 1 0.3315 0.800 0.82 0.00 0.00 0.00 0.02 0.08 0.08
#> SAMPLE_1731 7 0.3487 0.766 0.00 0.00 0.12 0.00 0.00 0.10 0.78
#> SAMPLE_1738 3 0.0000 0.992 0.00 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_1767 5 0.0000 0.979 0.00 0.00 0.00 0.00 1.00 0.00 0.00
#> SAMPLE_1772 5 0.0000 0.979 0.00 0.00 0.00 0.00 1.00 0.00 0.00
#> SAMPLE_1837 2 0.0000 1.000 0.00 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1860 2 0.0000 1.000 0.00 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1882 2 0.0000 1.000 0.00 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1906 7 0.1886 0.952 0.12 0.00 0.00 0.00 0.00 0.00 0.88
#> SAMPLE_1907 1 0.0000 0.980 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1909 5 0.0504 0.976 0.00 0.00 0.00 0.00 0.98 0.00 0.02
#> SAMPLE_1936 3 0.0000 0.992 0.00 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_1939 2 0.0000 1.000 0.00 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1940 4 0.0000 0.980 0.00 0.00 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_1941 4 0.0000 0.980 0.00 0.00 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_1942 3 0.0000 0.992 0.00 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_1943 6 0.2422 0.955 0.00 0.00 0.00 0.18 0.00 0.82 0.00
#> SAMPLE_1945 3 0.0000 0.992 0.00 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_1946 4 0.0000 0.980 0.00 0.00 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_1947 3 0.0000 0.992 0.00 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_1948 3 0.0000 0.992 0.00 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_1951 2 0.0000 1.000 0.00 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1952 2 0.0000 1.000 0.00 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1954 3 0.0000 0.992 0.00 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_1955 3 0.0000 0.992 0.00 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_1964 1 0.0000 0.980 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1965 7 0.1886 0.952 0.12 0.00 0.00 0.00 0.00 0.00 0.88
#> SAMPLE_1975 3 0.0000 0.992 0.00 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_1979 2 0.0000 1.000 0.00 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1996 6 0.2422 0.955 0.00 0.00 0.00 0.18 0.00 0.82 0.00
#> SAMPLE_1998 2 0.0000 1.000 0.00 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2002 1 0.0000 0.980 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2003 1 0.0504 0.962 0.98 0.00 0.00 0.00 0.00 0.00 0.02
#> SAMPLE_2004 3 0.0000 0.992 0.00 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_2005 3 0.0000 0.992 0.00 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_2006 1 0.0000 0.980 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2007 1 0.0000 0.980 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2008 1 0.0504 0.962 0.98 0.00 0.00 0.00 0.00 0.00 0.02
#> SAMPLE_2009 3 0.0000 0.992 0.00 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_2010 7 0.1886 0.952 0.12 0.00 0.00 0.00 0.00 0.00 0.88
#> SAMPLE_2011 3 0.0000 0.992 0.00 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_2012 7 0.1886 0.952 0.12 0.00 0.00 0.00 0.00 0.00 0.88
#> SAMPLE_2013 7 0.1886 0.952 0.12 0.00 0.00 0.00 0.00 0.00 0.88
#> SAMPLE_2039 1 0.0000 0.980 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2043 3 0.0000 0.992 0.00 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_2044 1 0.0504 0.960 0.98 0.00 0.00 0.00 0.00 0.00 0.02
#> SAMPLE_2045 1 0.0000 0.980 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2046 5 0.1006 0.961 0.02 0.00 0.00 0.00 0.96 0.00 0.02
#> SAMPLE_2047 5 0.1006 0.961 0.02 0.00 0.00 0.00 0.96 0.00 0.02
#> SAMPLE_2048 1 0.0000 0.980 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2057 6 0.2422 0.955 0.00 0.00 0.00 0.18 0.00 0.82 0.00
#> SAMPLE_2072 1 0.0000 0.980 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2073 1 0.0000 0.980 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2074 7 0.2422 0.890 0.18 0.00 0.00 0.00 0.00 0.00 0.82
#> SAMPLE_2075 5 0.3315 0.862 0.02 0.00 0.00 0.00 0.82 0.08 0.08
#> SAMPLE_2076 1 0.0000 0.980 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2082 5 0.0000 0.979 0.00 0.00 0.00 0.00 1.00 0.00 0.00
#> SAMPLE_2110 5 0.0000 0.979 0.00 0.00 0.00 0.00 1.00 0.00 0.00
#> SAMPLE_2134 5 0.0000 0.979 0.00 0.00 0.00 0.00 1.00 0.00 0.00
#> SAMPLE_2140 2 0.0000 1.000 0.00 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2165 7 0.1886 0.952 0.12 0.00 0.00 0.00 0.00 0.00 0.88
#> SAMPLE_2167 7 0.1886 0.952 0.12 0.00 0.00 0.00 0.00 0.00 0.88
#> SAMPLE_2168 1 0.0000 0.980 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2183 2 0.0000 1.000 0.00 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2212 2 0.0000 1.000 0.00 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2247 2 0.0000 1.000 0.00 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2252 2 0.0000 1.000 0.00 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2274 6 0.3994 0.412 0.00 0.00 0.00 0.48 0.00 0.50 0.02
#> SAMPLE_2302 2 0.0000 1.000 0.00 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2325 2 0.0000 1.000 0.00 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2345 1 0.3047 0.550 0.72 0.00 0.00 0.00 0.00 0.00 0.28
#> SAMPLE_2678 5 0.0504 0.976 0.00 0.00 0.00 0.00 0.98 0.00 0.02
cbind(get_classes(res, k = 8), get_membership(res, k = 8))
#> class entropy silhouette p1 p2 p3 p4 p5 p6 p7 p8
#> SAMPLE_20 5 0.2132 0.880 0.00 0.00 0.00 0.04 0.88 0.00 0.00 0.08
#> SAMPLE_136 3 0.0000 0.976 0.00 0.00 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_138 4 0.1341 1.000 0.00 0.00 0.00 0.92 0.00 0.08 0.00 0.00
#> SAMPLE_143 1 0.1091 0.943 0.94 0.00 0.00 0.00 0.00 0.00 0.00 0.06
#> SAMPLE_274 1 0.0808 0.956 0.96 0.00 0.00 0.00 0.00 0.00 0.00 0.04
#> SAMPLE_275 1 0.0000 0.959 1.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_334 4 0.1341 1.000 0.00 0.00 0.00 0.92 0.00 0.08 0.00 0.00
#> SAMPLE_335 7 0.3735 0.737 0.02 0.00 0.00 0.04 0.00 0.00 0.72 0.22
#> SAMPLE_343 4 0.1341 1.000 0.00 0.00 0.00 0.92 0.00 0.08 0.00 0.00
#> SAMPLE_345 4 0.1341 1.000 0.00 0.00 0.00 0.92 0.00 0.08 0.00 0.00
#> SAMPLE_350 8 0.4325 0.315 0.00 0.02 0.00 0.38 0.00 0.04 0.00 0.56
#> SAMPLE_352 4 0.1341 1.000 0.00 0.00 0.00 0.92 0.00 0.08 0.00 0.00
#> SAMPLE_354 4 0.1341 1.000 0.00 0.00 0.00 0.92 0.00 0.08 0.00 0.00
#> SAMPLE_356 6 0.0808 0.958 0.00 0.00 0.00 0.00 0.00 0.96 0.00 0.04
#> SAMPLE_358 8 0.4325 0.315 0.00 0.02 0.00 0.38 0.00 0.04 0.00 0.56
#> SAMPLE_373 7 0.0471 0.917 0.02 0.00 0.00 0.00 0.00 0.00 0.98 0.00
#> SAMPLE_374 1 0.0808 0.956 0.96 0.00 0.00 0.00 0.00 0.00 0.00 0.04
#> SAMPLE_376 1 0.0808 0.956 0.96 0.00 0.00 0.00 0.00 0.00 0.00 0.04
#> SAMPLE_377 7 0.4702 0.610 0.00 0.00 0.10 0.04 0.00 0.00 0.64 0.22
#> SAMPLE_379 1 0.0000 0.959 1.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_723 6 0.0808 0.958 0.00 0.00 0.00 0.00 0.00 0.96 0.00 0.04
#> SAMPLE_726 6 0.0808 0.958 0.00 0.00 0.00 0.00 0.00 0.96 0.00 0.04
#> SAMPLE_727 6 0.0808 0.958 0.00 0.00 0.00 0.00 0.00 0.96 0.00 0.04
#> SAMPLE_728 6 0.0808 0.958 0.00 0.00 0.00 0.00 0.00 0.96 0.00 0.04
#> SAMPLE_729 6 0.0808 0.958 0.00 0.00 0.00 0.00 0.00 0.96 0.00 0.04
#> SAMPLE_732 2 0.2224 0.918 0.00 0.86 0.00 0.00 0.00 0.00 0.02 0.12
#> SAMPLE_771 4 0.1341 1.000 0.00 0.00 0.00 0.92 0.00 0.08 0.00 0.00
#> SAMPLE_772 4 0.1341 1.000 0.00 0.00 0.00 0.92 0.00 0.08 0.00 0.00
#> SAMPLE_775 4 0.1341 1.000 0.00 0.00 0.00 0.92 0.00 0.08 0.00 0.00
#> SAMPLE_786 4 0.1341 1.000 0.00 0.00 0.00 0.92 0.00 0.08 0.00 0.00
#> SAMPLE_787 4 0.1341 1.000 0.00 0.00 0.00 0.92 0.00 0.08 0.00 0.00
#> SAMPLE_788 6 0.0000 0.960 0.00 0.00 0.00 0.00 0.00 1.00 0.00 0.00
#> SAMPLE_879 2 0.2224 0.918 0.00 0.86 0.00 0.00 0.00 0.00 0.02 0.12
#> SAMPLE_884 2 0.2224 0.918 0.00 0.86 0.00 0.00 0.00 0.00 0.02 0.12
#> SAMPLE_894 2 0.2224 0.918 0.00 0.86 0.00 0.00 0.00 0.00 0.02 0.12
#> SAMPLE_926 5 0.0000 0.911 0.00 0.00 0.00 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_975 2 0.2224 0.918 0.00 0.86 0.00 0.00 0.00 0.00 0.02 0.12
#> SAMPLE_994 2 0.2224 0.918 0.00 0.86 0.00 0.00 0.00 0.00 0.02 0.12
#> SAMPLE_997 2 0.2224 0.918 0.00 0.86 0.00 0.00 0.00 0.00 0.02 0.12
#> SAMPLE_1001 7 0.0471 0.917 0.02 0.00 0.00 0.00 0.00 0.00 0.98 0.00
#> SAMPLE_1008 7 0.0471 0.917 0.02 0.00 0.00 0.00 0.00 0.00 0.98 0.00
#> SAMPLE_1014 7 0.1275 0.904 0.02 0.00 0.00 0.00 0.00 0.00 0.94 0.04
#> SAMPLE_1045 2 0.2224 0.918 0.00 0.86 0.00 0.00 0.00 0.00 0.02 0.12
#> SAMPLE_1049 2 0.2224 0.918 0.00 0.86 0.00 0.00 0.00 0.00 0.02 0.12
#> SAMPLE_1051 2 0.0000 0.934 0.00 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1068 5 0.1607 0.899 0.00 0.00 0.00 0.04 0.92 0.00 0.00 0.04
#> SAMPLE_1069 5 0.1607 0.899 0.00 0.00 0.00 0.04 0.92 0.00 0.00 0.04
#> SAMPLE_1073 5 0.1607 0.899 0.00 0.00 0.00 0.04 0.92 0.00 0.00 0.04
#> SAMPLE_1110 3 0.0000 0.976 0.00 0.00 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1118 7 0.0471 0.917 0.02 0.00 0.00 0.00 0.00 0.00 0.98 0.00
#> SAMPLE_1120 1 0.0000 0.959 1.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1123 3 0.3293 0.705 0.00 0.00 0.74 0.04 0.00 0.00 0.00 0.22
#> SAMPLE_1124 1 0.0000 0.959 1.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1126 7 0.1275 0.904 0.02 0.00 0.00 0.00 0.00 0.00 0.94 0.04
#> SAMPLE_1127 5 0.3570 0.495 0.00 0.00 0.00 0.02 0.62 0.00 0.00 0.36
#> SAMPLE_1129 1 0.0808 0.956 0.96 0.00 0.00 0.00 0.00 0.00 0.00 0.04
#> SAMPLE_1130 7 0.3735 0.718 0.00 0.00 0.02 0.04 0.00 0.00 0.72 0.22
#> SAMPLE_1143 2 0.2224 0.918 0.00 0.86 0.00 0.00 0.00 0.00 0.02 0.12
#> SAMPLE_1151 2 0.2224 0.918 0.00 0.86 0.00 0.00 0.00 0.00 0.02 0.12
#> SAMPLE_1178 5 0.0000 0.911 0.00 0.00 0.00 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_1179 5 0.0000 0.911 0.00 0.00 0.00 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_1190 6 0.0000 0.960 0.00 0.00 0.00 0.00 0.00 1.00 0.00 0.00
#> SAMPLE_1191 6 0.0000 0.960 0.00 0.00 0.00 0.00 0.00 1.00 0.00 0.00
#> SAMPLE_1201 1 0.0000 0.959 1.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1204 3 0.0000 0.976 0.00 0.00 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1220 6 0.0471 0.959 0.00 0.00 0.00 0.00 0.00 0.98 0.00 0.02
#> SAMPLE_1249 4 0.1341 1.000 0.00 0.00 0.00 0.92 0.00 0.08 0.00 0.00
#> SAMPLE_1250 4 0.1341 1.000 0.00 0.00 0.00 0.92 0.00 0.08 0.00 0.00
#> SAMPLE_1256 4 0.1341 1.000 0.00 0.00 0.00 0.92 0.00 0.08 0.00 0.00
#> SAMPLE_1269 2 0.0000 0.934 0.00 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1283 3 0.0000 0.976 0.00 0.00 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1291 2 0.0000 0.934 0.00 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1294 3 0.0000 0.976 0.00 0.00 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1326 7 0.0471 0.917 0.02 0.00 0.00 0.00 0.00 0.00 0.98 0.00
#> SAMPLE_1327 3 0.0000 0.976 0.00 0.00 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1329 3 0.0000 0.976 0.00 0.00 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1330 3 0.0000 0.976 0.00 0.00 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1333 3 0.0000 0.976 0.00 0.00 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1334 3 0.0000 0.976 0.00 0.00 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1335 3 0.0000 0.976 0.00 0.00 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1343 6 0.0000 0.960 0.00 0.00 0.00 0.00 0.00 1.00 0.00 0.00
#> SAMPLE_1344 4 0.1341 1.000 0.00 0.00 0.00 0.92 0.00 0.08 0.00 0.00
#> SAMPLE_1406 3 0.0000 0.976 0.00 0.00 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1407 3 0.0000 0.976 0.00 0.00 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1421 2 0.0000 0.934 0.00 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1422 2 0.0000 0.934 0.00 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1423 6 0.0000 0.960 0.00 0.00 0.00 0.00 0.00 1.00 0.00 0.00
#> SAMPLE_1424 2 0.0000 0.934 0.00 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1435 2 0.0000 0.934 0.00 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1436 2 0.0000 0.934 0.00 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1437 2 0.2224 0.918 0.00 0.86 0.00 0.00 0.00 0.00 0.02 0.12
#> SAMPLE_1438 2 0.0000 0.934 0.00 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1439 2 0.2224 0.918 0.00 0.86 0.00 0.00 0.00 0.00 0.02 0.12
#> SAMPLE_1441 2 0.0000 0.934 0.00 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1445 2 0.0000 0.934 0.00 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1462 3 0.0000 0.976 0.00 0.00 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1463 3 0.4041 0.649 0.00 0.00 0.70 0.04 0.00 0.00 0.04 0.22
#> SAMPLE_1464 6 0.0808 0.958 0.00 0.00 0.00 0.00 0.00 0.96 0.00 0.04
#> SAMPLE_1527 2 0.0000 0.934 0.00 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1528 2 0.0000 0.934 0.00 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1529 2 0.0000 0.934 0.00 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1530 2 0.0000 0.934 0.00 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1531 2 0.0000 0.934 0.00 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1532 2 0.0000 0.934 0.00 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1533 2 0.0000 0.934 0.00 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1535 1 0.0808 0.956 0.96 0.00 0.00 0.00 0.00 0.00 0.00 0.04
#> SAMPLE_1538 3 0.0000 0.976 0.00 0.00 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1539 3 0.0000 0.976 0.00 0.00 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1540 1 0.0000 0.959 1.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1542 3 0.0000 0.976 0.00 0.00 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1543 7 0.1275 0.904 0.02 0.00 0.00 0.00 0.00 0.00 0.94 0.04
#> SAMPLE_1545 3 0.3170 0.730 0.00 0.00 0.76 0.04 0.00 0.00 0.00 0.20
#> SAMPLE_1549 1 0.0808 0.956 0.96 0.00 0.00 0.00 0.00 0.00 0.00 0.04
#> SAMPLE_1597 2 0.0000 0.934 0.00 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1609 7 0.0471 0.917 0.02 0.00 0.00 0.00 0.00 0.00 0.98 0.00
#> SAMPLE_1610 2 0.0000 0.934 0.00 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1659 8 0.4480 0.245 0.00 0.12 0.00 0.00 0.00 0.30 0.00 0.58
#> SAMPLE_1680 2 0.2224 0.918 0.00 0.86 0.00 0.00 0.00 0.00 0.02 0.12
#> SAMPLE_1687 8 0.3618 0.166 0.38 0.02 0.00 0.00 0.00 0.00 0.00 0.60
#> SAMPLE_1731 7 0.3735 0.718 0.00 0.00 0.02 0.04 0.00 0.00 0.72 0.22
#> SAMPLE_1738 3 0.0000 0.976 0.00 0.00 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1767 5 0.0000 0.911 0.00 0.00 0.00 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_1772 5 0.0000 0.911 0.00 0.00 0.00 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_1837 2 0.0000 0.934 0.00 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1860 2 0.2224 0.918 0.00 0.86 0.00 0.00 0.00 0.00 0.02 0.12
#> SAMPLE_1882 2 0.2224 0.918 0.00 0.86 0.00 0.00 0.00 0.00 0.02 0.12
#> SAMPLE_1906 7 0.1275 0.904 0.02 0.00 0.00 0.00 0.00 0.00 0.94 0.04
#> SAMPLE_1907 1 0.0000 0.959 1.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1909 5 0.1607 0.899 0.00 0.00 0.00 0.04 0.92 0.00 0.00 0.04
#> SAMPLE_1936 3 0.0000 0.976 0.00 0.00 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1939 2 0.2224 0.918 0.00 0.86 0.00 0.00 0.00 0.00 0.02 0.12
#> SAMPLE_1940 4 0.1341 1.000 0.00 0.00 0.00 0.92 0.00 0.08 0.00 0.00
#> SAMPLE_1941 4 0.1341 1.000 0.00 0.00 0.00 0.92 0.00 0.08 0.00 0.00
#> SAMPLE_1942 3 0.0000 0.976 0.00 0.00 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1943 6 0.0000 0.960 0.00 0.00 0.00 0.00 0.00 1.00 0.00 0.00
#> SAMPLE_1945 3 0.0000 0.976 0.00 0.00 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1946 4 0.1341 1.000 0.00 0.00 0.00 0.92 0.00 0.08 0.00 0.00
#> SAMPLE_1947 3 0.0000 0.976 0.00 0.00 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1948 3 0.0000 0.976 0.00 0.00 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1951 2 0.2224 0.918 0.00 0.86 0.00 0.00 0.00 0.00 0.02 0.12
#> SAMPLE_1952 2 0.2224 0.918 0.00 0.86 0.00 0.00 0.00 0.00 0.02 0.12
#> SAMPLE_1954 3 0.0000 0.976 0.00 0.00 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1955 3 0.0000 0.976 0.00 0.00 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1964 1 0.0808 0.956 0.96 0.00 0.00 0.00 0.00 0.00 0.00 0.04
#> SAMPLE_1965 7 0.0941 0.913 0.02 0.00 0.00 0.00 0.00 0.00 0.96 0.02
#> SAMPLE_1975 3 0.0000 0.976 0.00 0.00 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1979 2 0.0000 0.934 0.00 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1996 6 0.0000 0.960 0.00 0.00 0.00 0.00 0.00 1.00 0.00 0.00
#> SAMPLE_1998 2 0.0000 0.934 0.00 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2002 1 0.0000 0.959 1.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2003 1 0.0808 0.956 0.96 0.00 0.00 0.00 0.00 0.00 0.00 0.04
#> SAMPLE_2004 3 0.0000 0.976 0.00 0.00 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2005 3 0.0000 0.976 0.00 0.00 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2006 1 0.0000 0.959 1.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2007 1 0.0000 0.959 1.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2008 1 0.1275 0.939 0.94 0.00 0.00 0.00 0.00 0.00 0.02 0.04
#> SAMPLE_2009 3 0.0000 0.976 0.00 0.00 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2010 7 0.0471 0.917 0.02 0.00 0.00 0.00 0.00 0.00 0.98 0.00
#> SAMPLE_2011 3 0.0000 0.976 0.00 0.00 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2012 7 0.0471 0.917 0.02 0.00 0.00 0.00 0.00 0.00 0.98 0.00
#> SAMPLE_2013 7 0.0941 0.913 0.02 0.00 0.00 0.00 0.00 0.00 0.96 0.02
#> SAMPLE_2039 1 0.0808 0.956 0.96 0.00 0.00 0.00 0.00 0.00 0.00 0.04
#> SAMPLE_2043 3 0.0000 0.976 0.00 0.00 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2044 1 0.0471 0.940 0.98 0.00 0.00 0.00 0.00 0.00 0.00 0.02
#> SAMPLE_2045 1 0.0808 0.956 0.96 0.00 0.00 0.00 0.00 0.00 0.00 0.04
#> SAMPLE_2046 5 0.3589 0.656 0.10 0.00 0.00 0.00 0.74 0.00 0.00 0.16
#> SAMPLE_2047 5 0.3154 0.721 0.06 0.00 0.00 0.00 0.78 0.00 0.00 0.16
#> SAMPLE_2048 1 0.0000 0.959 1.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2057 6 0.0000 0.960 0.00 0.00 0.00 0.00 0.00 1.00 0.00 0.00
#> SAMPLE_2072 1 0.0808 0.956 0.96 0.00 0.00 0.00 0.00 0.00 0.00 0.04
#> SAMPLE_2073 1 0.0000 0.959 1.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2074 7 0.3036 0.696 0.18 0.00 0.00 0.00 0.00 0.00 0.78 0.04
#> SAMPLE_2075 8 0.4105 -0.177 0.02 0.00 0.00 0.02 0.42 0.00 0.00 0.54
#> SAMPLE_2076 1 0.0000 0.959 1.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2082 5 0.0000 0.911 0.00 0.00 0.00 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_2110 5 0.0000 0.911 0.00 0.00 0.00 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_2134 5 0.0000 0.911 0.00 0.00 0.00 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_2140 2 0.0000 0.934 0.00 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2165 7 0.0471 0.917 0.02 0.00 0.00 0.00 0.00 0.00 0.98 0.00
#> SAMPLE_2167 7 0.0471 0.917 0.02 0.00 0.00 0.00 0.00 0.00 0.98 0.00
#> SAMPLE_2168 1 0.0000 0.959 1.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2183 2 0.0000 0.934 0.00 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2212 2 0.2224 0.918 0.00 0.86 0.00 0.00 0.00 0.00 0.02 0.12
#> SAMPLE_2247 2 0.0000 0.934 0.00 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2252 2 0.0000 0.934 0.00 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2274 6 0.3404 0.584 0.00 0.00 0.00 0.24 0.00 0.72 0.00 0.04
#> SAMPLE_2302 2 0.2224 0.918 0.00 0.86 0.00 0.00 0.00 0.00 0.02 0.12
#> SAMPLE_2325 2 0.2224 0.918 0.00 0.86 0.00 0.00 0.00 0.00 0.02 0.12
#> SAMPLE_2345 1 0.3907 0.330 0.58 0.00 0.00 0.00 0.00 0.00 0.38 0.04
#> SAMPLE_2678 5 0.1607 0.899 0.00 0.00 0.00 0.04 0.92 0.00 0.00 0.04
Heatmaps for the consensus matrix. It visualizes the probability of two samples to be in a same group.
consensus_heatmap(res, k = 2)
consensus_heatmap(res, k = 3)
consensus_heatmap(res, k = 4)
consensus_heatmap(res, k = 5)
consensus_heatmap(res, k = 6)
consensus_heatmap(res, k = 7)
consensus_heatmap(res, k = 8)
Heatmaps for the membership of samples in all partitions to see how consistent they are:
membership_heatmap(res, k = 2)
membership_heatmap(res, k = 3)
membership_heatmap(res, k = 4)
membership_heatmap(res, k = 5)
membership_heatmap(res, k = 6)
membership_heatmap(res, k = 7)
membership_heatmap(res, k = 8)
As soon as the classes for columns are determined, the signatures that are significantly different between subgroups can be looked for. Following are the heatmaps for signatures.
get_signatures(res, k = 2)
get_signatures(res, k = 3)
get_signatures(res, k = 4)
get_signatures(res, k = 5)
get_signatures(res, k = 6)
get_signatures(res, k = 7)
get_signatures(res, k = 8)
Compare the overlap of signatures from different k:
compare_signatures(res)
get_signature() returns a data frame invisibly. To get the list of signatures, the function
call should be assigned to a variable explicitly. In following code, if plot argument is set
to FALSE, no heatmap is plotted while only the differential analysis is performed.
# code only for demonstration
tb = get_signature(res, k = ..., plot = FALSE)
An example of the output of tb is:
#> which_row fdr mean_1 mean_2 scaled_mean_1 scaled_mean_2 km
#> 1 38 0.042760348 8.373488 9.131774 -0.5533452 0.5164555 1
#> 2 40 0.018707592 7.106213 8.469186 -0.6173731 0.5762149 1
#> 3 55 0.019134737 10.221463 11.207825 -0.6159697 0.5749050 1
#> 4 59 0.006059896 5.921854 7.869574 -0.6899429 0.6439467 1
#> 5 60 0.018055526 8.928898 10.211722 -0.6204761 0.5791110 1
#> 6 98 0.009384629 15.714769 14.887706 0.6635654 -0.6193277 2
...
The columns in tb are:
which_row: row indices corresponding to the input matrix.fdr: FDR for the differential test. mean_x: The mean value in group x.scaled_mean_x: The mean value in group x after rows are scaled.km: Row groups if k-means clustering is applied to rows (which is done by automatically selecting number of clusters).If there are too many signatures, top_signatures = ... can be set to only show the
signatures with the highest FDRs:
# code only for demonstration
# e.g. to show the top 500 most significant rows
tb = get_signature(res, k = ..., top_signatures = 500)
If the signatures are defined as these which are uniquely high in current group, diff_method argument
can be set to "uniquely_high_in_one_group":
# code only for demonstration
tb = get_signature(res, k = ..., diff_method = "uniquely_high_in_one_group")
UMAP plot which shows how samples are separated.
dimension_reduction(res, k = 2, method = "UMAP")
dimension_reduction(res, k = 3, method = "UMAP")
dimension_reduction(res, k = 4, method = "UMAP")
dimension_reduction(res, k = 5, method = "UMAP")
dimension_reduction(res, k = 6, method = "UMAP")
dimension_reduction(res, k = 7, method = "UMAP")
dimension_reduction(res, k = 8, method = "UMAP")
Following heatmap shows how subgroups are split when increasing k:
collect_classes(res)
Test correlation between subgroups and known annotations. If the known annotation is numeric, one-way ANOVA test is applied, and if the known annotation is discrete, chi-squared contingency table test is applied.
test_to_known_factors(res)
#> n_sample meth_class(p-value) tumor_type(p-value) k
#> ATC:skmeans 190 1.24e-30 8.98e-04 2
#> ATC:skmeans 190 1.20e-58 2.55e-04 3
#> ATC:skmeans 190 6.68e-91 3.56e-08 4
#> ATC:skmeans 190 8.46e-110 2.35e-25 5
#> ATC:skmeans 188 5.43e-143 1.65e-36 6
#> ATC:skmeans 189 3.94e-138 2.27e-34 7
#> ATC:skmeans 183 5.95e-140 6.95e-34 8
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.
Parent node: Node021. Child nodes: Node02111-leaf , Node02112-leaf , Node02113-leaf , Node02114-leaf , Node02115-leaf , Node02116-leaf , Node02117-leaf , Node02121-leaf , Node02122-leaf , Node02123-leaf , Node02124-leaf , Node02131-leaf , Node02132-leaf , Node02133-leaf , Node02134-leaf , Node02135-leaf , Node02136-leaf , Node02137-leaf , Node02141-leaf , Node02142-leaf , Node02143-leaf , Node02144-leaf , Node02145-leaf , Node02161-leaf , Node02162-leaf , Node02163-leaf , Node02164-leaf , Node02165-leaf , Node02166-leaf , Node02171-leaf , Node02172-leaf , Node02173-leaf , Node02174-leaf , Node02311-leaf , Node02312-leaf , Node02313-leaf , Node02314-leaf , Node02321-leaf , Node02322-leaf , Node02323-leaf , Node02324-leaf , Node02325-leaf , Node02326-leaf , Node02331-leaf , Node02332-leaf , Node02333-leaf , Node02361-leaf , Node02362 , Node02363-leaf , Node02364-leaf , Node02371-leaf , Node02372-leaf , Node02373-leaf , Node02374-leaf , Node02375-leaf , Node02431-leaf , Node02432-leaf , Node02433-leaf .
The object with results only for a single top-value method and a single partitioning method can be extracted as:
res = res_rh["0212"]
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, 7, 8.
#> On a matrix with 30000 rows and 115 columns.
#> Top rows (1000) are extracted by 'SD' method.
#> Subgroups are detected by 'skmeans' method.
#> Performed in total 350 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_partitions"
#> [7] "compare_signatures" "consensus_heatmap" "dimension_reduction"
#> [10] "functional_enrichment" "get_anno_col" "get_anno"
#> [13] "get_classes" "get_consensus" "get_matrix"
#> [16] "get_membership" "get_param" "get_signatures"
#> [19] "get_stats" "is_best_k" "is_stable_k"
#> [22] "membership_heatmap" "ncol" "nrow"
#> [25] "plot_ecdf" "predict_classes" "rownames"
#> [28] "select_partition_number" "show" "suggest_best_k"
#> [31] "test_to_known_factors" "top_rows_heatmap"
collect_plots() function collects all the plots made from res for all k (number of subgroups)
into one single page to provide an easy and fast comparison between different k.
collect_plots(res)
The plots are:
k and the heatmap of
predicted classes for each k.k.k.k.All the plots in panels can be made by individual functions and they are plotted later in this section.
select_partition_number() produces several plots showing different
statistics for choosing “optimized” k. There are following statistics:
k;k, the area increased is defined as \(A_k - A_{k-1}\).The detailed explanations of these statistics can be found in the cola vignette.
Generally speaking, higher 1-PAC score, higher mean silhouette score or higher
concordance corresponds to better partition. Rand index and Jaccard index
measure how similar the current partition is compared to partition with k-1.
If they are too similar, we won't accept k is better than k-1.
select_partition_number(res)
The numeric values for all these statistics can be obtained by get_stats().
get_stats(res)
#> k 1-PAC mean_silhouette concordance area_increased Rand Jaccard
#> 2 2 1.000 0.999 0.999 0.4052 0.595 0.595
#> 3 3 1.000 0.976 0.991 0.6426 0.729 0.548
#> 4 4 1.000 0.978 0.992 0.0509 0.940 0.828
#> 5 5 0.860 0.905 0.940 0.0546 0.966 0.889
#> 6 6 0.851 0.606 0.815 0.0408 0.882 0.604
#> 7 7 0.849 0.872 0.928 0.0492 0.916 0.651
#> 8 8 0.890 0.759 0.883 0.0374 0.951 0.763
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 is 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 subgroup
label for an item is determined with the group with highest probability it
belongs to.
In get_classes() function, the entropy is calculated from the membership
matrix and the silhouette score is calculated from the consensus matrix.
cbind(get_classes(res, k = 2), get_membership(res, k = 2))
#> class entropy silhouette p1 p2
#> SAMPLE_113 1 0.000 0.997 1.00 0.00
#> SAMPLE_144 2 0.000 1.000 0.00 1.00
#> SAMPLE_683 2 0.000 1.000 0.00 1.00
#> SAMPLE_684 2 0.000 1.000 0.00 1.00
#> SAMPLE_685 2 0.000 1.000 0.00 1.00
#> SAMPLE_686 2 0.000 1.000 0.00 1.00
#> SAMPLE_687 2 0.000 1.000 0.00 1.00
#> SAMPLE_688 2 0.000 1.000 0.00 1.00
#> SAMPLE_689 2 0.000 1.000 0.00 1.00
#> SAMPLE_690 2 0.000 1.000 0.00 1.00
#> SAMPLE_691 2 0.000 1.000 0.00 1.00
#> SAMPLE_692 2 0.000 1.000 0.00 1.00
#> SAMPLE_693 2 0.000 1.000 0.00 1.00
#> SAMPLE_694 2 0.000 1.000 0.00 1.00
#> SAMPLE_696 2 0.000 1.000 0.00 1.00
#> SAMPLE_697 2 0.000 1.000 0.00 1.00
#> SAMPLE_698 2 0.000 1.000 0.00 1.00
#> SAMPLE_699 2 0.000 1.000 0.00 1.00
#> SAMPLE_700 2 0.000 1.000 0.00 1.00
#> SAMPLE_701 2 0.000 1.000 0.00 1.00
#> SAMPLE_702 2 0.000 1.000 0.00 1.00
#> SAMPLE_703 2 0.000 1.000 0.00 1.00
#> SAMPLE_704 2 0.000 1.000 0.00 1.00
#> SAMPLE_705 2 0.000 1.000 0.00 1.00
#> SAMPLE_706 2 0.000 1.000 0.00 1.00
#> SAMPLE_707 2 0.000 1.000 0.00 1.00
#> SAMPLE_708 2 0.000 1.000 0.00 1.00
#> SAMPLE_709 2 0.000 1.000 0.00 1.00
#> SAMPLE_710 2 0.000 1.000 0.00 1.00
#> SAMPLE_711 2 0.000 1.000 0.00 1.00
#> SAMPLE_712 2 0.000 1.000 0.00 1.00
#> SAMPLE_713 2 0.000 1.000 0.00 1.00
#> SAMPLE_740 2 0.000 1.000 0.00 1.00
#> SAMPLE_741 2 0.000 1.000 0.00 1.00
#> SAMPLE_742 2 0.000 1.000 0.00 1.00
#> SAMPLE_743 2 0.000 1.000 0.00 1.00
#> SAMPLE_760 1 0.000 0.997 1.00 0.00
#> SAMPLE_761 1 0.000 0.997 1.00 0.00
#> SAMPLE_828 1 0.000 0.997 1.00 0.00
#> SAMPLE_833 1 0.402 0.913 0.92 0.08
#> SAMPLE_971 2 0.000 1.000 0.00 1.00
#> SAMPLE_981 2 0.000 1.000 0.00 1.00
#> SAMPLE_982 2 0.000 1.000 0.00 1.00
#> SAMPLE_993 1 0.000 0.997 1.00 0.00
#> SAMPLE_1090 2 0.000 1.000 0.00 1.00
#> SAMPLE_1091 2 0.000 1.000 0.00 1.00
#> SAMPLE_1098 2 0.000 1.000 0.00 1.00
#> SAMPLE_1221 2 0.000 1.000 0.00 1.00
#> SAMPLE_1224 2 0.000 1.000 0.00 1.00
#> SAMPLE_1228 2 0.000 1.000 0.00 1.00
#> SAMPLE_1230 2 0.000 1.000 0.00 1.00
#> SAMPLE_1231 2 0.000 1.000 0.00 1.00
#> SAMPLE_1232 2 0.000 1.000 0.00 1.00
#> SAMPLE_1234 2 0.000 1.000 0.00 1.00
#> SAMPLE_1235 2 0.000 1.000 0.00 1.00
#> SAMPLE_1236 2 0.000 1.000 0.00 1.00
#> SAMPLE_1237 2 0.000 1.000 0.00 1.00
#> SAMPLE_1238 2 0.000 1.000 0.00 1.00
#> SAMPLE_1346 2 0.000 1.000 0.00 1.00
#> SAMPLE_1432 1 0.000 0.997 1.00 0.00
#> SAMPLE_1612 2 0.000 1.000 0.00 1.00
#> SAMPLE_1613 2 0.000 1.000 0.00 1.00
#> SAMPLE_1614 2 0.000 1.000 0.00 1.00
#> SAMPLE_1615 2 0.000 1.000 0.00 1.00
#> SAMPLE_1616 2 0.000 1.000 0.00 1.00
#> SAMPLE_1617 2 0.000 1.000 0.00 1.00
#> SAMPLE_1618 2 0.000 1.000 0.00 1.00
#> SAMPLE_1632 1 0.000 0.997 1.00 0.00
#> SAMPLE_1690 1 0.000 0.997 1.00 0.00
#> SAMPLE_1715 1 0.000 0.997 1.00 0.00
#> SAMPLE_1719 1 0.000 0.997 1.00 0.00
#> SAMPLE_1722 1 0.000 0.997 1.00 0.00
#> SAMPLE_1723 1 0.000 0.997 1.00 0.00
#> SAMPLE_1725 1 0.000 0.997 1.00 0.00
#> SAMPLE_1728 1 0.000 0.997 1.00 0.00
#> SAMPLE_1741 1 0.000 0.997 1.00 0.00
#> SAMPLE_1742 1 0.000 0.997 1.00 0.00
#> SAMPLE_1743 1 0.000 0.997 1.00 0.00
#> SAMPLE_1746 1 0.000 0.997 1.00 0.00
#> SAMPLE_1748 1 0.000 0.997 1.00 0.00
#> SAMPLE_1777 1 0.000 0.997 1.00 0.00
#> SAMPLE_1785 1 0.000 0.997 1.00 0.00
#> SAMPLE_1786 1 0.000 0.997 1.00 0.00
#> SAMPLE_1790 1 0.000 0.997 1.00 0.00
#> SAMPLE_2281 1 0.000 0.997 1.00 0.00
#> SAMPLE_2283 1 0.000 0.997 1.00 0.00
#> SAMPLE_2322 1 0.000 0.997 1.00 0.00
#> SAMPLE_2335 1 0.000 0.997 1.00 0.00
#> SAMPLE_2336 1 0.000 0.997 1.00 0.00
#> SAMPLE_2367 1 0.000 0.997 1.00 0.00
#> SAMPLE_2448 2 0.000 1.000 0.00 1.00
#> SAMPLE_2483 2 0.000 1.000 0.00 1.00
#> SAMPLE_2487 2 0.000 1.000 0.00 1.00
#> SAMPLE_2488 2 0.000 1.000 0.00 1.00
#> SAMPLE_2489 2 0.000 1.000 0.00 1.00
#> SAMPLE_2490 2 0.000 1.000 0.00 1.00
#> SAMPLE_2491 2 0.000 1.000 0.00 1.00
#> SAMPLE_2492 2 0.000 1.000 0.00 1.00
#> SAMPLE_2493 2 0.000 1.000 0.00 1.00
#> SAMPLE_2494 2 0.000 1.000 0.00 1.00
#> SAMPLE_2495 2 0.000 1.000 0.00 1.00
#> SAMPLE_2496 2 0.000 1.000 0.00 1.00
#> SAMPLE_2497 2 0.000 1.000 0.00 1.00
#> SAMPLE_2498 2 0.000 1.000 0.00 1.00
#> SAMPLE_2499 2 0.000 1.000 0.00 1.00
#> SAMPLE_2500 2 0.000 1.000 0.00 1.00
#> SAMPLE_2501 2 0.000 1.000 0.00 1.00
#> SAMPLE_2502 2 0.000 1.000 0.00 1.00
#> SAMPLE_2503 2 0.000 1.000 0.00 1.00
#> SAMPLE_2504 2 0.000 1.000 0.00 1.00
#> SAMPLE_2505 2 0.000 1.000 0.00 1.00
#> SAMPLE_2506 2 0.000 1.000 0.00 1.00
#> SAMPLE_2507 2 0.000 1.000 0.00 1.00
#> SAMPLE_2746 1 0.000 0.997 1.00 0.00
#> SAMPLE_2772 1 0.000 0.997 1.00 0.00
cbind(get_classes(res, k = 3), get_membership(res, k = 3))
#> class entropy silhouette p1 p2 p3
#> SAMPLE_113 1 0.0000 1.000 1 0.00 0.00
#> SAMPLE_144 3 0.0000 0.992 0 0.00 1.00
#> SAMPLE_683 2 0.0000 0.981 0 1.00 0.00
#> SAMPLE_684 2 0.0000 0.981 0 1.00 0.00
#> SAMPLE_685 3 0.0000 0.992 0 0.00 1.00
#> SAMPLE_686 2 0.6244 0.217 0 0.56 0.44
#> SAMPLE_687 2 0.0000 0.981 0 1.00 0.00
#> SAMPLE_688 2 0.0000 0.981 0 1.00 0.00
#> SAMPLE_689 3 0.0000 0.992 0 0.00 1.00
#> SAMPLE_690 3 0.0000 0.992 0 0.00 1.00
#> SAMPLE_691 2 0.0000 0.981 0 1.00 0.00
#> SAMPLE_692 2 0.0000 0.981 0 1.00 0.00
#> SAMPLE_693 3 0.0000 0.992 0 0.00 1.00
#> SAMPLE_694 2 0.0000 0.981 0 1.00 0.00
#> SAMPLE_696 2 0.0000 0.981 0 1.00 0.00
#> SAMPLE_697 2 0.0000 0.981 0 1.00 0.00
#> SAMPLE_698 2 0.0000 0.981 0 1.00 0.00
#> SAMPLE_699 2 0.0000 0.981 0 1.00 0.00
#> SAMPLE_700 2 0.0000 0.981 0 1.00 0.00
#> SAMPLE_701 2 0.0000 0.981 0 1.00 0.00
#> SAMPLE_702 2 0.0000 0.981 0 1.00 0.00
#> SAMPLE_703 2 0.0000 0.981 0 1.00 0.00
#> SAMPLE_704 2 0.0000 0.981 0 1.00 0.00
#> SAMPLE_705 2 0.0000 0.981 0 1.00 0.00
#> SAMPLE_706 2 0.0000 0.981 0 1.00 0.00
#> SAMPLE_707 3 0.0000 0.992 0 0.00 1.00
#> SAMPLE_708 3 0.3340 0.864 0 0.12 0.88
#> SAMPLE_709 3 0.0000 0.992 0 0.00 1.00
#> SAMPLE_710 2 0.0000 0.981 0 1.00 0.00
#> SAMPLE_711 2 0.0892 0.962 0 0.98 0.02
#> SAMPLE_712 3 0.3340 0.864 0 0.12 0.88
#> SAMPLE_713 2 0.0000 0.981 0 1.00 0.00
#> SAMPLE_740 2 0.0000 0.981 0 1.00 0.00
#> SAMPLE_741 2 0.0000 0.981 0 1.00 0.00
#> SAMPLE_742 2 0.0000 0.981 0 1.00 0.00
#> SAMPLE_743 2 0.0000 0.981 0 1.00 0.00
#> SAMPLE_760 1 0.0000 1.000 1 0.00 0.00
#> SAMPLE_761 1 0.0000 1.000 1 0.00 0.00
#> SAMPLE_828 1 0.0000 1.000 1 0.00 0.00
#> SAMPLE_833 3 0.0000 0.992 0 0.00 1.00
#> SAMPLE_971 3 0.0000 0.992 0 0.00 1.00
#> SAMPLE_981 3 0.0000 0.992 0 0.00 1.00
#> SAMPLE_982 3 0.0000 0.992 0 0.00 1.00
#> SAMPLE_993 1 0.0000 1.000 1 0.00 0.00
#> SAMPLE_1090 3 0.0000 0.992 0 0.00 1.00
#> SAMPLE_1091 2 0.0000 0.981 0 1.00 0.00
#> SAMPLE_1098 3 0.0000 0.992 0 0.00 1.00
#> SAMPLE_1221 3 0.0000 0.992 0 0.00 1.00
#> SAMPLE_1224 3 0.0000 0.992 0 0.00 1.00
#> SAMPLE_1228 3 0.0000 0.992 0 0.00 1.00
#> SAMPLE_1230 3 0.0000 0.992 0 0.00 1.00
#> SAMPLE_1231 3 0.0000 0.992 0 0.00 1.00
#> SAMPLE_1232 3 0.0000 0.992 0 0.00 1.00
#> SAMPLE_1234 3 0.0000 0.992 0 0.00 1.00
#> SAMPLE_1235 3 0.0000 0.992 0 0.00 1.00
#> SAMPLE_1236 2 0.5835 0.484 0 0.66 0.34
#> SAMPLE_1237 3 0.0000 0.992 0 0.00 1.00
#> SAMPLE_1238 3 0.0892 0.974 0 0.02 0.98
#> SAMPLE_1346 3 0.0000 0.992 0 0.00 1.00
#> SAMPLE_1432 1 0.0000 1.000 1 0.00 0.00
#> SAMPLE_1612 2 0.0000 0.981 0 1.00 0.00
#> SAMPLE_1613 2 0.0000 0.981 0 1.00 0.00
#> SAMPLE_1614 2 0.0000 0.981 0 1.00 0.00
#> SAMPLE_1615 2 0.0000 0.981 0 1.00 0.00
#> SAMPLE_1616 2 0.0000 0.981 0 1.00 0.00
#> SAMPLE_1617 2 0.0000 0.981 0 1.00 0.00
#> SAMPLE_1618 2 0.0000 0.981 0 1.00 0.00
#> SAMPLE_1632 1 0.0000 1.000 1 0.00 0.00
#> SAMPLE_1690 1 0.0000 1.000 1 0.00 0.00
#> SAMPLE_1715 1 0.0000 1.000 1 0.00 0.00
#> SAMPLE_1719 1 0.0000 1.000 1 0.00 0.00
#> SAMPLE_1722 1 0.0000 1.000 1 0.00 0.00
#> SAMPLE_1723 1 0.0000 1.000 1 0.00 0.00
#> SAMPLE_1725 1 0.0000 1.000 1 0.00 0.00
#> SAMPLE_1728 1 0.0000 1.000 1 0.00 0.00
#> SAMPLE_1741 1 0.0000 1.000 1 0.00 0.00
#> SAMPLE_1742 1 0.0000 1.000 1 0.00 0.00
#> SAMPLE_1743 1 0.0000 1.000 1 0.00 0.00
#> SAMPLE_1746 1 0.0000 1.000 1 0.00 0.00
#> SAMPLE_1748 1 0.0000 1.000 1 0.00 0.00
#> SAMPLE_1777 1 0.0000 1.000 1 0.00 0.00
#> SAMPLE_1785 1 0.0000 1.000 1 0.00 0.00
#> SAMPLE_1786 1 0.0000 1.000 1 0.00 0.00
#> SAMPLE_1790 1 0.0000 1.000 1 0.00 0.00
#> SAMPLE_2281 1 0.0000 1.000 1 0.00 0.00
#> SAMPLE_2283 1 0.0000 1.000 1 0.00 0.00
#> SAMPLE_2322 1 0.0000 1.000 1 0.00 0.00
#> SAMPLE_2335 1 0.0000 1.000 1 0.00 0.00
#> SAMPLE_2336 1 0.0000 1.000 1 0.00 0.00
#> SAMPLE_2367 1 0.0000 1.000 1 0.00 0.00
#> SAMPLE_2448 3 0.0000 0.992 0 0.00 1.00
#> SAMPLE_2483 3 0.0000 0.992 0 0.00 1.00
#> SAMPLE_2487 3 0.0000 0.992 0 0.00 1.00
#> SAMPLE_2488 2 0.0000 0.981 0 1.00 0.00
#> SAMPLE_2489 2 0.0000 0.981 0 1.00 0.00
#> SAMPLE_2490 2 0.0000 0.981 0 1.00 0.00
#> SAMPLE_2491 2 0.0000 0.981 0 1.00 0.00
#> SAMPLE_2492 2 0.0000 0.981 0 1.00 0.00
#> SAMPLE_2493 2 0.0000 0.981 0 1.00 0.00
#> SAMPLE_2494 3 0.0000 0.992 0 0.00 1.00
#> SAMPLE_2495 3 0.0000 0.992 0 0.00 1.00
#> SAMPLE_2496 3 0.0000 0.992 0 0.00 1.00
#> SAMPLE_2497 2 0.0000 0.981 0 1.00 0.00
#> SAMPLE_2498 2 0.0000 0.981 0 1.00 0.00
#> SAMPLE_2499 3 0.0000 0.992 0 0.00 1.00
#> SAMPLE_2500 2 0.0000 0.981 0 1.00 0.00
#> SAMPLE_2501 2 0.0000 0.981 0 1.00 0.00
#> SAMPLE_2502 3 0.0000 0.992 0 0.00 1.00
#> SAMPLE_2503 3 0.0000 0.992 0 0.00 1.00
#> SAMPLE_2504 3 0.0892 0.974 0 0.02 0.98
#> SAMPLE_2505 3 0.0000 0.992 0 0.00 1.00
#> SAMPLE_2506 3 0.0000 0.992 0 0.00 1.00
#> SAMPLE_2507 3 0.0000 0.992 0 0.00 1.00
#> SAMPLE_2746 1 0.0000 1.000 1 0.00 0.00
#> SAMPLE_2772 1 0.0000 1.000 1 0.00 0.00
cbind(get_classes(res, k = 4), get_membership(res, k = 4))
#> class entropy silhouette p1 p2 p3 p4
#> SAMPLE_113 4 0.000 1.000 0.00 0.00 0.00 1.00
#> SAMPLE_144 3 0.000 0.978 0.00 0.00 1.00 0.00
#> SAMPLE_683 2 0.000 0.998 0.00 1.00 0.00 0.00
#> SAMPLE_684 2 0.000 0.998 0.00 1.00 0.00 0.00
#> SAMPLE_685 3 0.000 0.978 0.00 0.00 1.00 0.00
#> SAMPLE_686 3 0.380 0.680 0.00 0.22 0.78 0.00
#> SAMPLE_687 2 0.000 0.998 0.00 1.00 0.00 0.00
#> SAMPLE_688 2 0.000 0.998 0.00 1.00 0.00 0.00
#> SAMPLE_689 3 0.000 0.978 0.00 0.00 1.00 0.00
#> SAMPLE_690 3 0.000 0.978 0.00 0.00 1.00 0.00
#> SAMPLE_691 2 0.000 0.998 0.00 1.00 0.00 0.00
#> SAMPLE_692 2 0.000 0.998 0.00 1.00 0.00 0.00
#> SAMPLE_693 3 0.000 0.978 0.00 0.00 1.00 0.00
#> SAMPLE_694 2 0.000 0.998 0.00 1.00 0.00 0.00
#> SAMPLE_696 2 0.000 0.998 0.00 1.00 0.00 0.00
#> SAMPLE_697 2 0.000 0.998 0.00 1.00 0.00 0.00
#> SAMPLE_698 2 0.000 0.998 0.00 1.00 0.00 0.00
#> SAMPLE_699 2 0.000 0.998 0.00 1.00 0.00 0.00
#> SAMPLE_700 2 0.000 0.998 0.00 1.00 0.00 0.00
#> SAMPLE_701 2 0.000 0.998 0.00 1.00 0.00 0.00
#> SAMPLE_702 2 0.000 0.998 0.00 1.00 0.00 0.00
#> SAMPLE_703 2 0.000 0.998 0.00 1.00 0.00 0.00
#> SAMPLE_704 2 0.000 0.998 0.00 1.00 0.00 0.00
#> SAMPLE_705 2 0.000 0.998 0.00 1.00 0.00 0.00
#> SAMPLE_706 2 0.000 0.998 0.00 1.00 0.00 0.00
#> SAMPLE_707 3 0.000 0.978 0.00 0.00 1.00 0.00
#> SAMPLE_708 3 0.317 0.771 0.00 0.16 0.84 0.00
#> SAMPLE_709 3 0.000 0.978 0.00 0.00 1.00 0.00
#> SAMPLE_710 2 0.000 0.998 0.00 1.00 0.00 0.00
#> SAMPLE_711 2 0.201 0.893 0.00 0.92 0.08 0.00
#> SAMPLE_712 3 0.000 0.978 0.00 0.00 1.00 0.00
#> SAMPLE_713 2 0.000 0.998 0.00 1.00 0.00 0.00
#> SAMPLE_740 2 0.000 0.998 0.00 1.00 0.00 0.00
#> SAMPLE_741 2 0.000 0.998 0.00 1.00 0.00 0.00
#> SAMPLE_742 2 0.000 0.998 0.00 1.00 0.00 0.00
#> SAMPLE_743 2 0.000 0.998 0.00 1.00 0.00 0.00
#> SAMPLE_760 4 0.000 1.000 0.00 0.00 0.00 1.00
#> SAMPLE_761 4 0.000 1.000 0.00 0.00 0.00 1.00
#> SAMPLE_828 1 0.000 0.990 1.00 0.00 0.00 0.00
#> SAMPLE_833 4 0.000 1.000 0.00 0.00 0.00 1.00
#> SAMPLE_971 3 0.000 0.978 0.00 0.00 1.00 0.00
#> SAMPLE_981 3 0.000 0.978 0.00 0.00 1.00 0.00
#> SAMPLE_982 3 0.000 0.978 0.00 0.00 1.00 0.00
#> SAMPLE_993 4 0.000 1.000 0.00 0.00 0.00 1.00
#> SAMPLE_1090 3 0.000 0.978 0.00 0.00 1.00 0.00
#> SAMPLE_1091 2 0.000 0.998 0.00 1.00 0.00 0.00
#> SAMPLE_1098 3 0.000 0.978 0.00 0.00 1.00 0.00
#> SAMPLE_1221 3 0.000 0.978 0.00 0.00 1.00 0.00
#> SAMPLE_1224 3 0.000 0.978 0.00 0.00 1.00 0.00
#> SAMPLE_1228 3 0.000 0.978 0.00 0.00 1.00 0.00
#> SAMPLE_1230 3 0.000 0.978 0.00 0.00 1.00 0.00
#> SAMPLE_1231 3 0.000 0.978 0.00 0.00 1.00 0.00
#> SAMPLE_1232 3 0.000 0.978 0.00 0.00 1.00 0.00
#> SAMPLE_1234 3 0.000 0.978 0.00 0.00 1.00 0.00
#> SAMPLE_1235 3 0.000 0.978 0.00 0.00 1.00 0.00
#> SAMPLE_1236 3 0.428 0.581 0.00 0.28 0.72 0.00
#> SAMPLE_1237 3 0.000 0.978 0.00 0.00 1.00 0.00
#> SAMPLE_1238 3 0.000 0.978 0.00 0.00 1.00 0.00
#> SAMPLE_1346 3 0.000 0.978 0.00 0.00 1.00 0.00
#> SAMPLE_1432 4 0.000 1.000 0.00 0.00 0.00 1.00
#> SAMPLE_1612 2 0.000 0.998 0.00 1.00 0.00 0.00
#> SAMPLE_1613 2 0.000 0.998 0.00 1.00 0.00 0.00
#> SAMPLE_1614 2 0.000 0.998 0.00 1.00 0.00 0.00
#> SAMPLE_1615 2 0.000 0.998 0.00 1.00 0.00 0.00
#> SAMPLE_1616 2 0.000 0.998 0.00 1.00 0.00 0.00
#> SAMPLE_1617 2 0.000 0.998 0.00 1.00 0.00 0.00
#> SAMPLE_1618 2 0.000 0.998 0.00 1.00 0.00 0.00
#> SAMPLE_1632 1 0.380 0.718 0.78 0.00 0.00 0.22
#> SAMPLE_1690 4 0.000 1.000 0.00 0.00 0.00 1.00
#> SAMPLE_1715 1 0.000 0.990 1.00 0.00 0.00 0.00
#> SAMPLE_1719 1 0.000 0.990 1.00 0.00 0.00 0.00
#> SAMPLE_1722 1 0.000 0.990 1.00 0.00 0.00 0.00
#> SAMPLE_1723 1 0.000 0.990 1.00 0.00 0.00 0.00
#> SAMPLE_1725 1 0.000 0.990 1.00 0.00 0.00 0.00
#> SAMPLE_1728 1 0.000 0.990 1.00 0.00 0.00 0.00
#> SAMPLE_1741 1 0.000 0.990 1.00 0.00 0.00 0.00
#> SAMPLE_1742 1 0.000 0.990 1.00 0.00 0.00 0.00
#> SAMPLE_1743 1 0.000 0.990 1.00 0.00 0.00 0.00
#> SAMPLE_1746 1 0.000 0.990 1.00 0.00 0.00 0.00
#> SAMPLE_1748 1 0.000 0.990 1.00 0.00 0.00 0.00
#> SAMPLE_1777 1 0.000 0.990 1.00 0.00 0.00 0.00
#> SAMPLE_1785 1 0.000 0.990 1.00 0.00 0.00 0.00
#> SAMPLE_1786 1 0.000 0.990 1.00 0.00 0.00 0.00
#> SAMPLE_1790 1 0.000 0.990 1.00 0.00 0.00 0.00
#> SAMPLE_2281 1 0.000 0.990 1.00 0.00 0.00 0.00
#> SAMPLE_2283 1 0.000 0.990 1.00 0.00 0.00 0.00
#> SAMPLE_2322 1 0.000 0.990 1.00 0.00 0.00 0.00
#> SAMPLE_2335 1 0.000 0.990 1.00 0.00 0.00 0.00
#> SAMPLE_2336 1 0.000 0.990 1.00 0.00 0.00 0.00
#> SAMPLE_2367 1 0.000 0.990 1.00 0.00 0.00 0.00
#> SAMPLE_2448 3 0.000 0.978 0.00 0.00 1.00 0.00
#> SAMPLE_2483 3 0.000 0.978 0.00 0.00 1.00 0.00
#> SAMPLE_2487 3 0.000 0.978 0.00 0.00 1.00 0.00
#> SAMPLE_2488 2 0.000 0.998 0.00 1.00 0.00 0.00
#> SAMPLE_2489 2 0.000 0.998 0.00 1.00 0.00 0.00
#> SAMPLE_2490 2 0.000 0.998 0.00 1.00 0.00 0.00
#> SAMPLE_2491 2 0.000 0.998 0.00 1.00 0.00 0.00
#> SAMPLE_2492 2 0.000 0.998 0.00 1.00 0.00 0.00
#> SAMPLE_2493 2 0.000 0.998 0.00 1.00 0.00 0.00
#> SAMPLE_2494 3 0.000 0.978 0.00 0.00 1.00 0.00
#> SAMPLE_2495 3 0.000 0.978 0.00 0.00 1.00 0.00
#> SAMPLE_2496 3 0.000 0.978 0.00 0.00 1.00 0.00
#> SAMPLE_2497 2 0.000 0.998 0.00 1.00 0.00 0.00
#> SAMPLE_2498 2 0.000 0.998 0.00 1.00 0.00 0.00
#> SAMPLE_2499 3 0.000 0.978 0.00 0.00 1.00 0.00
#> SAMPLE_2500 2 0.000 0.998 0.00 1.00 0.00 0.00
#> SAMPLE_2501 2 0.000 0.998 0.00 1.00 0.00 0.00
#> SAMPLE_2502 3 0.000 0.978 0.00 0.00 1.00 0.00
#> SAMPLE_2503 3 0.000 0.978 0.00 0.00 1.00 0.00
#> SAMPLE_2504 3 0.000 0.978 0.00 0.00 1.00 0.00
#> SAMPLE_2505 3 0.000 0.978 0.00 0.00 1.00 0.00
#> SAMPLE_2506 3 0.000 0.978 0.00 0.00 1.00 0.00
#> SAMPLE_2507 3 0.000 0.978 0.00 0.00 1.00 0.00
#> SAMPLE_2746 4 0.000 1.000 0.00 0.00 0.00 1.00
#> SAMPLE_2772 4 0.000 1.000 0.00 0.00 0.00 1.00
cbind(get_classes(res, k = 5), get_membership(res, k = 5))
#> class entropy silhouette p1 p2 p3 p4 p5
#> SAMPLE_113 4 0.0000 1.00000 0.0 0.00 0.00 1.0 0.00
#> SAMPLE_144 3 0.4182 0.00812 0.0 0.00 0.60 0.0 0.40
#> SAMPLE_683 2 0.2929 0.88026 0.0 0.82 0.00 0.0 0.18
#> SAMPLE_684 2 0.0000 0.91754 0.0 1.00 0.00 0.0 0.00
#> SAMPLE_685 3 0.1043 0.89249 0.0 0.00 0.96 0.0 0.04
#> SAMPLE_686 3 0.2929 0.74627 0.0 0.00 0.82 0.0 0.18
#> SAMPLE_687 2 0.0000 0.91754 0.0 1.00 0.00 0.0 0.00
#> SAMPLE_688 2 0.0000 0.91754 0.0 1.00 0.00 0.0 0.00
#> SAMPLE_689 3 0.1410 0.88184 0.0 0.00 0.94 0.0 0.06
#> SAMPLE_690 3 0.1043 0.89249 0.0 0.00 0.96 0.0 0.04
#> SAMPLE_691 2 0.2929 0.88026 0.0 0.82 0.00 0.0 0.18
#> SAMPLE_692 2 0.0000 0.91754 0.0 1.00 0.00 0.0 0.00
#> SAMPLE_693 3 0.1043 0.89249 0.0 0.00 0.96 0.0 0.04
#> SAMPLE_694 2 0.0000 0.91754 0.0 1.00 0.00 0.0 0.00
#> SAMPLE_696 2 0.0000 0.91754 0.0 1.00 0.00 0.0 0.00
#> SAMPLE_697 2 0.0000 0.91754 0.0 1.00 0.00 0.0 0.00
#> SAMPLE_698 2 0.0000 0.91754 0.0 1.00 0.00 0.0 0.00
#> SAMPLE_699 2 0.0000 0.91754 0.0 1.00 0.00 0.0 0.00
#> SAMPLE_700 2 0.0000 0.91754 0.0 1.00 0.00 0.0 0.00
#> SAMPLE_701 2 0.0000 0.91754 0.0 1.00 0.00 0.0 0.00
#> SAMPLE_702 2 0.0000 0.91754 0.0 1.00 0.00 0.0 0.00
#> SAMPLE_703 2 0.0000 0.91754 0.0 1.00 0.00 0.0 0.00
#> SAMPLE_704 2 0.0000 0.91754 0.0 1.00 0.00 0.0 0.00
#> SAMPLE_705 2 0.0000 0.91754 0.0 1.00 0.00 0.0 0.00
#> SAMPLE_706 2 0.0000 0.91754 0.0 1.00 0.00 0.0 0.00
#> SAMPLE_707 3 0.0000 0.89400 0.0 0.00 1.00 0.0 0.00
#> SAMPLE_708 3 0.2012 0.83869 0.0 0.06 0.92 0.0 0.02
#> SAMPLE_709 3 0.1043 0.89249 0.0 0.00 0.96 0.0 0.04
#> SAMPLE_710 2 0.0000 0.91754 0.0 1.00 0.00 0.0 0.00
#> SAMPLE_711 3 0.4818 0.58653 0.0 0.10 0.72 0.0 0.18
#> SAMPLE_712 3 0.2754 0.83091 0.0 0.08 0.88 0.0 0.04
#> SAMPLE_713 2 0.2929 0.88026 0.0 0.82 0.00 0.0 0.18
#> SAMPLE_740 2 0.0000 0.91754 0.0 1.00 0.00 0.0 0.00
#> SAMPLE_741 2 0.0000 0.91754 0.0 1.00 0.00 0.0 0.00
#> SAMPLE_742 2 0.0000 0.91754 0.0 1.00 0.00 0.0 0.00
#> SAMPLE_743 2 0.0000 0.91754 0.0 1.00 0.00 0.0 0.00
#> SAMPLE_760 4 0.0000 1.00000 0.0 0.00 0.00 1.0 0.00
#> SAMPLE_761 4 0.0000 1.00000 0.0 0.00 0.00 1.0 0.00
#> SAMPLE_828 1 0.0000 0.99030 1.0 0.00 0.00 0.0 0.00
#> SAMPLE_833 4 0.0000 1.00000 0.0 0.00 0.00 1.0 0.00
#> SAMPLE_971 3 0.2020 0.82707 0.0 0.00 0.90 0.0 0.10
#> SAMPLE_981 3 0.1043 0.89249 0.0 0.00 0.96 0.0 0.04
#> SAMPLE_982 3 0.1410 0.89015 0.0 0.00 0.94 0.0 0.06
#> SAMPLE_993 4 0.0000 1.00000 0.0 0.00 0.00 1.0 0.00
#> SAMPLE_1090 3 0.1410 0.88184 0.0 0.00 0.94 0.0 0.06
#> SAMPLE_1091 2 0.0000 0.91754 0.0 1.00 0.00 0.0 0.00
#> SAMPLE_1098 5 0.2929 1.00000 0.0 0.00 0.18 0.0 0.82
#> SAMPLE_1221 3 0.0000 0.89400 0.0 0.00 1.00 0.0 0.00
#> SAMPLE_1224 5 0.2929 1.00000 0.0 0.00 0.18 0.0 0.82
#> SAMPLE_1228 3 0.1410 0.88184 0.0 0.00 0.94 0.0 0.06
#> SAMPLE_1230 3 0.1043 0.89249 0.0 0.00 0.96 0.0 0.04
#> SAMPLE_1231 3 0.0000 0.89400 0.0 0.00 1.00 0.0 0.00
#> SAMPLE_1232 3 0.2929 0.74627 0.0 0.00 0.82 0.0 0.18
#> SAMPLE_1234 3 0.1043 0.89249 0.0 0.00 0.96 0.0 0.04
#> SAMPLE_1235 3 0.0609 0.88683 0.0 0.00 0.98 0.0 0.02
#> SAMPLE_1236 3 0.4263 0.66001 0.0 0.06 0.76 0.0 0.18
#> SAMPLE_1237 3 0.0000 0.89400 0.0 0.00 1.00 0.0 0.00
#> SAMPLE_1238 3 0.2929 0.74627 0.0 0.00 0.82 0.0 0.18
#> SAMPLE_1346 5 0.2929 1.00000 0.0 0.00 0.18 0.0 0.82
#> SAMPLE_1432 4 0.0000 1.00000 0.0 0.00 0.00 1.0 0.00
#> SAMPLE_1612 2 0.3922 0.84288 0.0 0.78 0.04 0.0 0.18
#> SAMPLE_1613 2 0.0000 0.91754 0.0 1.00 0.00 0.0 0.00
#> SAMPLE_1614 2 0.2929 0.88026 0.0 0.82 0.00 0.0 0.18
#> SAMPLE_1615 2 0.2929 0.88026 0.0 0.82 0.00 0.0 0.18
#> SAMPLE_1616 2 0.2929 0.88026 0.0 0.82 0.00 0.0 0.18
#> SAMPLE_1617 2 0.2929 0.88026 0.0 0.82 0.00 0.0 0.18
#> SAMPLE_1618 2 0.2929 0.88026 0.0 0.82 0.00 0.0 0.18
#> SAMPLE_1632 1 0.3109 0.75000 0.8 0.00 0.00 0.2 0.00
#> SAMPLE_1690 4 0.0000 1.00000 0.0 0.00 0.00 1.0 0.00
#> SAMPLE_1715 1 0.0000 0.99030 1.0 0.00 0.00 0.0 0.00
#> SAMPLE_1719 1 0.0000 0.99030 1.0 0.00 0.00 0.0 0.00
#> SAMPLE_1722 1 0.0000 0.99030 1.0 0.00 0.00 0.0 0.00
#> SAMPLE_1723 1 0.0000 0.99030 1.0 0.00 0.00 0.0 0.00
#> SAMPLE_1725 1 0.0000 0.99030 1.0 0.00 0.00 0.0 0.00
#> SAMPLE_1728 1 0.0000 0.99030 1.0 0.00 0.00 0.0 0.00
#> SAMPLE_1741 1 0.0000 0.99030 1.0 0.00 0.00 0.0 0.00
#> SAMPLE_1742 1 0.0000 0.99030 1.0 0.00 0.00 0.0 0.00
#> SAMPLE_1743 1 0.0000 0.99030 1.0 0.00 0.00 0.0 0.00
#> SAMPLE_1746 1 0.0000 0.99030 1.0 0.00 0.00 0.0 0.00
#> SAMPLE_1748 1 0.0000 0.99030 1.0 0.00 0.00 0.0 0.00
#> SAMPLE_1777 1 0.0000 0.99030 1.0 0.00 0.00 0.0 0.00
#> SAMPLE_1785 1 0.0000 0.99030 1.0 0.00 0.00 0.0 0.00
#> SAMPLE_1786 1 0.0000 0.99030 1.0 0.00 0.00 0.0 0.00
#> SAMPLE_1790 1 0.0000 0.99030 1.0 0.00 0.00 0.0 0.00
#> SAMPLE_2281 1 0.0000 0.99030 1.0 0.00 0.00 0.0 0.00
#> SAMPLE_2283 1 0.0000 0.99030 1.0 0.00 0.00 0.0 0.00
#> SAMPLE_2322 1 0.0000 0.99030 1.0 0.00 0.00 0.0 0.00
#> SAMPLE_2335 1 0.0000 0.99030 1.0 0.00 0.00 0.0 0.00
#> SAMPLE_2336 1 0.0000 0.99030 1.0 0.00 0.00 0.0 0.00
#> SAMPLE_2367 1 0.0000 0.99030 1.0 0.00 0.00 0.0 0.00
#> SAMPLE_2448 5 0.2929 1.00000 0.0 0.00 0.18 0.0 0.82
#> SAMPLE_2483 3 0.0000 0.89400 0.0 0.00 1.00 0.0 0.00
#> SAMPLE_2487 3 0.1043 0.89249 0.0 0.00 0.96 0.0 0.04
#> SAMPLE_2488 2 0.1043 0.91173 0.0 0.96 0.00 0.0 0.04
#> SAMPLE_2489 2 0.2929 0.88026 0.0 0.82 0.00 0.0 0.18
#> SAMPLE_2490 2 0.2929 0.88026 0.0 0.82 0.00 0.0 0.18
#> SAMPLE_2491 2 0.2929 0.88026 0.0 0.82 0.00 0.0 0.18
#> SAMPLE_2492 2 0.2929 0.88026 0.0 0.82 0.00 0.0 0.18
#> SAMPLE_2493 2 0.2929 0.88026 0.0 0.82 0.00 0.0 0.18
#> SAMPLE_2494 3 0.0000 0.89400 0.0 0.00 1.00 0.0 0.00
#> SAMPLE_2495 3 0.1410 0.88184 0.0 0.00 0.94 0.0 0.06
#> SAMPLE_2496 3 0.1043 0.89249 0.0 0.00 0.96 0.0 0.04
#> SAMPLE_2497 2 0.2929 0.88026 0.0 0.82 0.00 0.0 0.18
#> SAMPLE_2498 2 0.2929 0.88026 0.0 0.82 0.00 0.0 0.18
#> SAMPLE_2499 3 0.2516 0.78876 0.0 0.00 0.86 0.0 0.14
#> SAMPLE_2500 2 0.1043 0.91179 0.0 0.96 0.00 0.0 0.04
#> SAMPLE_2501 2 0.2929 0.88026 0.0 0.82 0.00 0.0 0.18
#> SAMPLE_2502 3 0.1043 0.89249 0.0 0.00 0.96 0.0 0.04
#> SAMPLE_2503 3 0.0000 0.89400 0.0 0.00 1.00 0.0 0.00
#> SAMPLE_2504 3 0.2929 0.74627 0.0 0.00 0.82 0.0 0.18
#> SAMPLE_2505 3 0.0000 0.89400 0.0 0.00 1.00 0.0 0.00
#> SAMPLE_2506 3 0.0000 0.89400 0.0 0.00 1.00 0.0 0.00
#> SAMPLE_2507 3 0.0000 0.89400 0.0 0.00 1.00 0.0 0.00
#> SAMPLE_2746 4 0.0000 1.00000 0.0 0.00 0.00 1.0 0.00
#> SAMPLE_2772 4 0.0000 1.00000 0.0 0.00 0.00 1.0 0.00
cbind(get_classes(res, k = 6), get_membership(res, k = 6))
#> class entropy silhouette p1 p2 p3 p4 p5 p6
#> SAMPLE_113 4 0.0000 0.97522 0.00 0.00 0.00 1.00 0.00 0.00
#> SAMPLE_144 3 0.3315 -0.34377 0.00 0.00 0.78 0.00 0.20 0.02
#> SAMPLE_683 2 0.3869 0.11048 0.00 0.50 0.00 0.00 0.00 0.50
#> SAMPLE_684 2 0.0000 0.86638 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_685 3 0.4651 0.89408 0.00 0.00 0.48 0.00 0.04 0.48
#> SAMPLE_686 6 0.3787 0.07302 0.00 0.10 0.12 0.00 0.00 0.78
#> SAMPLE_687 2 0.0000 0.86638 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_688 2 0.0000 0.86638 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_689 3 0.4632 0.90022 0.00 0.00 0.52 0.00 0.04 0.44
#> SAMPLE_690 6 0.4651 -0.90273 0.00 0.00 0.48 0.00 0.04 0.48
#> SAMPLE_691 2 0.3869 0.11048 0.00 0.50 0.00 0.00 0.00 0.50
#> SAMPLE_692 2 0.0000 0.86638 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_693 3 0.4651 0.89408 0.00 0.00 0.48 0.00 0.04 0.48
#> SAMPLE_694 2 0.0000 0.86638 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_696 2 0.0000 0.86638 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_697 2 0.0000 0.86638 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_698 2 0.0000 0.86638 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_699 2 0.0000 0.86638 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_700 2 0.0000 0.86638 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_701 2 0.0000 0.86638 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_702 2 0.0547 0.85158 0.00 0.98 0.00 0.00 0.00 0.02
#> SAMPLE_703 2 0.0000 0.86638 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_704 2 0.0000 0.86638 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_705 2 0.0000 0.86638 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_706 2 0.0000 0.86638 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_707 3 0.3851 0.90076 0.00 0.00 0.54 0.00 0.00 0.46
#> SAMPLE_708 3 0.5071 0.78753 0.00 0.08 0.52 0.00 0.00 0.40
#> SAMPLE_709 3 0.4651 0.89408 0.00 0.00 0.48 0.00 0.04 0.48
#> SAMPLE_710 2 0.0000 0.86638 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_711 6 0.4863 0.00344 0.00 0.14 0.20 0.00 0.00 0.66
#> SAMPLE_712 6 0.5992 -0.69362 0.00 0.14 0.36 0.00 0.02 0.48
#> SAMPLE_713 6 0.3869 -0.17660 0.00 0.50 0.00 0.00 0.00 0.50
#> SAMPLE_740 2 0.0000 0.86638 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_741 2 0.0000 0.86638 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_742 2 0.0000 0.86638 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_743 2 0.0000 0.86638 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_760 4 0.0000 0.97522 0.00 0.00 0.00 1.00 0.00 0.00
#> SAMPLE_761 4 0.0000 0.97522 0.00 0.00 0.00 1.00 0.00 0.00
#> SAMPLE_828 1 0.0000 0.98118 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_833 4 0.2941 0.77498 0.00 0.00 0.22 0.78 0.00 0.00
#> SAMPLE_971 6 0.3851 -0.85572 0.00 0.00 0.46 0.00 0.00 0.54
#> SAMPLE_981 3 0.4337 0.89844 0.00 0.00 0.50 0.00 0.02 0.48
#> SAMPLE_982 6 0.4651 -0.90273 0.00 0.00 0.48 0.00 0.04 0.48
#> SAMPLE_993 4 0.0000 0.97522 0.00 0.00 0.00 1.00 0.00 0.00
#> SAMPLE_1090 3 0.4632 0.90022 0.00 0.00 0.52 0.00 0.04 0.44
#> SAMPLE_1091 2 0.0000 0.86638 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_1098 5 0.0000 1.00000 0.00 0.00 0.00 0.00 1.00 0.00
#> SAMPLE_1221 3 0.3851 0.90076 0.00 0.00 0.54 0.00 0.00 0.46
#> SAMPLE_1224 5 0.0000 1.00000 0.00 0.00 0.00 0.00 1.00 0.00
#> SAMPLE_1228 3 0.4632 0.90022 0.00 0.00 0.52 0.00 0.04 0.44
#> SAMPLE_1230 3 0.4337 0.89844 0.00 0.00 0.50 0.00 0.02 0.48
#> SAMPLE_1231 3 0.3869 0.88766 0.00 0.00 0.50 0.00 0.00 0.50
#> SAMPLE_1232 6 0.3851 -0.85572 0.00 0.00 0.46 0.00 0.00 0.54
#> SAMPLE_1234 3 0.4310 0.90507 0.00 0.00 0.54 0.00 0.02 0.44
#> SAMPLE_1235 6 0.3864 -0.87964 0.00 0.00 0.48 0.00 0.00 0.52
#> SAMPLE_1236 6 0.3928 -0.05622 0.00 0.08 0.16 0.00 0.00 0.76
#> SAMPLE_1237 3 0.3851 0.90076 0.00 0.00 0.54 0.00 0.00 0.46
#> SAMPLE_1238 6 0.2048 -0.17721 0.00 0.00 0.12 0.00 0.00 0.88
#> SAMPLE_1346 5 0.0000 1.00000 0.00 0.00 0.00 0.00 1.00 0.00
#> SAMPLE_1432 4 0.0000 0.97522 0.00 0.00 0.00 1.00 0.00 0.00
#> SAMPLE_1612 6 0.3851 -0.12746 0.00 0.46 0.00 0.00 0.00 0.54
#> SAMPLE_1613 2 0.0000 0.86638 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_1614 6 0.3869 -0.17660 0.00 0.50 0.00 0.00 0.00 0.50
#> SAMPLE_1615 2 0.3869 0.11048 0.00 0.50 0.00 0.00 0.00 0.50
#> SAMPLE_1616 6 0.3869 -0.17660 0.00 0.50 0.00 0.00 0.00 0.50
#> SAMPLE_1617 2 0.3869 0.11048 0.00 0.50 0.00 0.00 0.00 0.50
#> SAMPLE_1618 6 0.3869 -0.17660 0.00 0.50 0.00 0.00 0.00 0.50
#> SAMPLE_1632 1 0.3706 0.38694 0.62 0.00 0.00 0.38 0.00 0.00
#> SAMPLE_1690 4 0.0000 0.97522 0.00 0.00 0.00 1.00 0.00 0.00
#> SAMPLE_1715 1 0.0000 0.98118 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1719 1 0.0000 0.98118 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1722 1 0.0000 0.98118 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1723 1 0.0000 0.98118 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1725 1 0.0000 0.98118 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1728 1 0.0000 0.98118 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1741 1 0.0000 0.98118 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1742 1 0.0000 0.98118 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1743 1 0.0000 0.98118 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1746 1 0.0000 0.98118 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1748 1 0.0000 0.98118 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1777 1 0.0000 0.98118 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1785 1 0.0000 0.98118 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1786 1 0.0000 0.98118 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1790 1 0.0000 0.98118 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2281 1 0.0000 0.98118 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2283 1 0.0000 0.98118 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2322 1 0.0000 0.98118 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2335 1 0.0000 0.98118 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2336 1 0.0000 0.98118 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2367 1 0.0000 0.98118 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2448 5 0.0000 1.00000 0.00 0.00 0.00 0.00 1.00 0.00
#> SAMPLE_2483 3 0.3851 0.90076 0.00 0.00 0.54 0.00 0.00 0.46
#> SAMPLE_2487 3 0.4651 0.89408 0.00 0.00 0.48 0.00 0.04 0.48
#> SAMPLE_2488 2 0.0547 0.85029 0.00 0.98 0.00 0.00 0.00 0.02
#> SAMPLE_2489 6 0.3869 -0.17660 0.00 0.50 0.00 0.00 0.00 0.50
#> SAMPLE_2490 6 0.3869 -0.17660 0.00 0.50 0.00 0.00 0.00 0.50
#> SAMPLE_2491 2 0.3869 0.11048 0.00 0.50 0.00 0.00 0.00 0.50
#> SAMPLE_2492 2 0.3869 0.11048 0.00 0.50 0.00 0.00 0.00 0.50
#> SAMPLE_2493 6 0.3869 -0.17660 0.00 0.50 0.00 0.00 0.00 0.50
#> SAMPLE_2494 3 0.3851 0.90076 0.00 0.00 0.54 0.00 0.00 0.46
#> SAMPLE_2495 3 0.4646 0.90066 0.00 0.00 0.50 0.00 0.04 0.46
#> SAMPLE_2496 3 0.4632 0.90022 0.00 0.00 0.52 0.00 0.04 0.44
#> SAMPLE_2497 6 0.3869 -0.17660 0.00 0.50 0.00 0.00 0.00 0.50
#> SAMPLE_2498 6 0.3864 -0.15097 0.00 0.48 0.00 0.00 0.00 0.52
#> SAMPLE_2499 6 0.3864 -0.88205 0.00 0.00 0.48 0.00 0.00 0.52
#> SAMPLE_2500 2 0.0937 0.83281 0.00 0.96 0.00 0.00 0.00 0.04
#> SAMPLE_2501 6 0.3869 -0.17660 0.00 0.50 0.00 0.00 0.00 0.50
#> SAMPLE_2502 3 0.4646 0.90066 0.00 0.00 0.50 0.00 0.04 0.46
#> SAMPLE_2503 3 0.3869 0.88766 0.00 0.00 0.50 0.00 0.00 0.50
#> SAMPLE_2504 6 0.2048 -0.17721 0.00 0.00 0.12 0.00 0.00 0.88
#> SAMPLE_2505 3 0.3851 0.90076 0.00 0.00 0.54 0.00 0.00 0.46
#> SAMPLE_2506 3 0.4310 0.88229 0.00 0.02 0.54 0.00 0.00 0.44
#> SAMPLE_2507 3 0.3851 0.90076 0.00 0.00 0.54 0.00 0.00 0.46
#> SAMPLE_2746 4 0.0000 0.97522 0.00 0.00 0.00 1.00 0.00 0.00
#> SAMPLE_2772 4 0.0000 0.97522 0.00 0.00 0.00 1.00 0.00 0.00
cbind(get_classes(res, k = 7), get_membership(res, k = 7))
#> class entropy silhouette p1 p2 p3 p4 p5 p6 p7
#> SAMPLE_113 4 0.0000 0.970 0.0 0.00 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_144 7 0.2278 0.000 0.0 0.00 0.08 0.00 0.04 0.00 0.88
#> SAMPLE_683 6 0.2081 0.828 0.0 0.14 0.00 0.00 0.00 0.86 0.00
#> SAMPLE_684 2 0.0000 0.977 0.0 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_685 3 0.0000 0.870 0.0 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_686 6 0.4309 0.442 0.0 0.00 0.20 0.00 0.00 0.68 0.12
#> SAMPLE_687 2 0.0000 0.977 0.0 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_688 2 0.0504 0.960 0.0 0.98 0.00 0.00 0.00 0.02 0.00
#> SAMPLE_689 3 0.0504 0.867 0.0 0.00 0.98 0.00 0.00 0.00 0.02
#> SAMPLE_690 3 0.0000 0.870 0.0 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_691 6 0.2081 0.828 0.0 0.14 0.00 0.00 0.00 0.86 0.00
#> SAMPLE_692 2 0.0000 0.977 0.0 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_693 3 0.3058 0.782 0.0 0.00 0.82 0.00 0.00 0.10 0.08
#> SAMPLE_694 2 0.0000 0.977 0.0 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_696 2 0.0000 0.977 0.0 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_697 2 0.0000 0.977 0.0 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_698 2 0.0000 0.977 0.0 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_699 2 0.0000 0.977 0.0 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_700 2 0.0000 0.977 0.0 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_701 2 0.0504 0.960 0.0 0.98 0.00 0.00 0.00 0.02 0.00
#> SAMPLE_702 2 0.2259 0.794 0.0 0.84 0.00 0.00 0.00 0.16 0.00
#> SAMPLE_703 2 0.0000 0.977 0.0 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_704 2 0.0000 0.977 0.0 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_705 2 0.0000 0.977 0.0 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_706 2 0.0000 0.977 0.0 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_707 3 0.1671 0.848 0.0 0.00 0.90 0.00 0.00 0.00 0.10
#> SAMPLE_708 3 0.3630 0.754 0.0 0.04 0.80 0.00 0.00 0.06 0.10
#> SAMPLE_709 3 0.0000 0.870 0.0 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_710 2 0.0000 0.977 0.0 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_711 6 0.4451 0.366 0.0 0.00 0.26 0.00 0.00 0.64 0.10
#> SAMPLE_712 3 0.5575 0.468 0.0 0.20 0.60 0.00 0.00 0.12 0.08
#> SAMPLE_713 6 0.2081 0.828 0.0 0.14 0.00 0.00 0.00 0.86 0.00
#> SAMPLE_740 2 0.0000 0.977 0.0 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_741 2 0.0000 0.977 0.0 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_742 2 0.0000 0.977 0.0 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_743 2 0.0000 0.977 0.0 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_760 4 0.0000 0.970 0.0 0.00 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_761 4 0.0000 0.970 0.0 0.00 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_828 1 0.0000 0.990 1.0 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_833 4 0.3186 0.695 0.0 0.00 0.00 0.76 0.00 0.02 0.22
#> SAMPLE_971 3 0.3670 0.744 0.0 0.00 0.76 0.00 0.00 0.14 0.10
#> SAMPLE_981 3 0.0000 0.870 0.0 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_982 3 0.3263 0.767 0.0 0.00 0.80 0.00 0.00 0.12 0.08
#> SAMPLE_993 4 0.0000 0.970 0.0 0.00 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_1090 3 0.0504 0.867 0.0 0.00 0.98 0.00 0.00 0.00 0.02
#> SAMPLE_1091 2 0.0000 0.977 0.0 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1098 5 0.0000 1.000 0.0 0.00 0.00 0.00 1.00 0.00 0.00
#> SAMPLE_1221 3 0.1671 0.848 0.0 0.00 0.90 0.00 0.00 0.00 0.10
#> SAMPLE_1224 5 0.0000 1.000 0.0 0.00 0.00 0.00 1.00 0.00 0.00
#> SAMPLE_1228 3 0.0504 0.867 0.0 0.00 0.98 0.00 0.00 0.00 0.02
#> SAMPLE_1230 3 0.0000 0.870 0.0 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_1231 3 0.2313 0.831 0.0 0.00 0.88 0.00 0.00 0.06 0.06
#> SAMPLE_1232 3 0.4478 0.651 0.0 0.00 0.66 0.00 0.00 0.20 0.14
#> SAMPLE_1234 3 0.1166 0.857 0.0 0.00 0.94 0.00 0.00 0.00 0.06
#> SAMPLE_1235 3 0.3867 0.726 0.0 0.00 0.74 0.00 0.00 0.14 0.12
#> SAMPLE_1236 6 0.4535 0.377 0.0 0.00 0.24 0.00 0.00 0.64 0.12
#> SAMPLE_1237 3 0.1671 0.848 0.0 0.00 0.90 0.00 0.00 0.00 0.10
#> SAMPLE_1238 6 0.4177 0.480 0.0 0.00 0.18 0.00 0.00 0.70 0.12
#> SAMPLE_1346 5 0.0000 1.000 0.0 0.00 0.00 0.00 1.00 0.00 0.00
#> SAMPLE_1432 4 0.0000 0.970 0.0 0.00 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_1612 6 0.1664 0.710 0.0 0.02 0.00 0.00 0.00 0.92 0.06
#> SAMPLE_1613 2 0.0000 0.977 0.0 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1614 6 0.1886 0.836 0.0 0.12 0.00 0.00 0.00 0.88 0.00
#> SAMPLE_1615 6 0.1886 0.836 0.0 0.12 0.00 0.00 0.00 0.88 0.00
#> SAMPLE_1616 6 0.1886 0.836 0.0 0.12 0.00 0.00 0.00 0.88 0.00
#> SAMPLE_1617 6 0.1886 0.836 0.0 0.12 0.00 0.00 0.00 0.88 0.00
#> SAMPLE_1618 6 0.2081 0.828 0.0 0.14 0.00 0.00 0.00 0.86 0.00
#> SAMPLE_1632 1 0.2572 0.726 0.8 0.00 0.00 0.20 0.00 0.00 0.00
#> SAMPLE_1690 4 0.0000 0.970 0.0 0.00 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_1715 1 0.0000 0.990 1.0 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1719 1 0.0000 0.990 1.0 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1722 1 0.0000 0.990 1.0 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1723 1 0.0000 0.990 1.0 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1725 1 0.0000 0.990 1.0 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1728 1 0.0000 0.990 1.0 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1741 1 0.0000 0.990 1.0 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1742 1 0.0000 0.990 1.0 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1743 1 0.0000 0.990 1.0 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1746 1 0.0000 0.990 1.0 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1748 1 0.0000 0.990 1.0 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1777 1 0.0000 0.990 1.0 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1785 1 0.0000 0.990 1.0 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1786 1 0.0000 0.990 1.0 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1790 1 0.0000 0.990 1.0 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2281 1 0.0000 0.990 1.0 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2283 1 0.0000 0.990 1.0 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2322 1 0.0000 0.990 1.0 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2335 1 0.0000 0.990 1.0 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2336 1 0.0000 0.990 1.0 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2367 1 0.0000 0.990 1.0 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2448 5 0.0000 1.000 0.0 0.00 0.00 0.00 1.00 0.00 0.00
#> SAMPLE_2483 3 0.1671 0.848 0.0 0.00 0.90 0.00 0.00 0.00 0.10
#> SAMPLE_2487 3 0.2572 0.810 0.0 0.00 0.86 0.00 0.00 0.06 0.08
#> SAMPLE_2488 2 0.1671 0.870 0.0 0.90 0.00 0.00 0.00 0.10 0.00
#> SAMPLE_2489 6 0.2376 0.832 0.0 0.12 0.00 0.00 0.00 0.86 0.02
#> SAMPLE_2490 6 0.2376 0.832 0.0 0.12 0.00 0.00 0.00 0.86 0.02
#> SAMPLE_2491 6 0.2376 0.832 0.0 0.12 0.00 0.00 0.00 0.86 0.02
#> SAMPLE_2492 6 0.2376 0.832 0.0 0.12 0.00 0.00 0.00 0.86 0.02
#> SAMPLE_2493 6 0.2081 0.828 0.0 0.14 0.00 0.00 0.00 0.86 0.00
#> SAMPLE_2494 3 0.1671 0.848 0.0 0.00 0.90 0.00 0.00 0.00 0.10
#> SAMPLE_2495 3 0.0000 0.870 0.0 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_2496 3 0.0504 0.867 0.0 0.00 0.98 0.00 0.00 0.00 0.02
#> SAMPLE_2497 6 0.2081 0.828 0.0 0.14 0.00 0.00 0.00 0.86 0.00
#> SAMPLE_2498 6 0.1928 0.799 0.0 0.08 0.00 0.00 0.00 0.90 0.02
#> SAMPLE_2499 3 0.3687 0.749 0.0 0.00 0.76 0.00 0.00 0.12 0.12
#> SAMPLE_2500 2 0.2081 0.815 0.0 0.86 0.00 0.00 0.00 0.14 0.00
#> SAMPLE_2501 6 0.1886 0.836 0.0 0.12 0.00 0.00 0.00 0.88 0.00
#> SAMPLE_2502 3 0.0000 0.870 0.0 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_2503 3 0.3487 0.762 0.0 0.00 0.78 0.00 0.00 0.12 0.10
#> SAMPLE_2504 6 0.4177 0.480 0.0 0.00 0.18 0.00 0.00 0.70 0.12
#> SAMPLE_2505 3 0.0863 0.867 0.0 0.00 0.96 0.00 0.00 0.00 0.04
#> SAMPLE_2506 3 0.1671 0.848 0.0 0.00 0.90 0.00 0.00 0.00 0.10
#> SAMPLE_2507 3 0.1671 0.848 0.0 0.00 0.90 0.00 0.00 0.00 0.10
#> SAMPLE_2746 4 0.0000 0.970 0.0 0.00 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_2772 4 0.0000 0.970 0.0 0.00 0.00 1.00 0.00 0.00 0.00
cbind(get_classes(res, k = 8), get_membership(res, k = 8))
#> class entropy silhouette p1 p2 p3 p4 p5 p6 p7 p8
#> SAMPLE_113 4 0.0000 0.95616 0.00 0.00 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_144 7 0.1563 0.00000 0.00 0.00 0.00 0.00 0.00 0.00 0.90 0.10
#> SAMPLE_683 6 0.1341 0.82368 0.00 0.08 0.00 0.00 0.00 0.92 0.00 0.00
#> SAMPLE_684 2 0.0471 0.95570 0.00 0.98 0.00 0.00 0.00 0.02 0.00 0.00
#> SAMPLE_685 3 0.2938 0.41867 0.00 0.00 0.70 0.00 0.00 0.00 0.00 0.30
#> SAMPLE_686 6 0.5753 0.01997 0.00 0.00 0.38 0.00 0.00 0.40 0.06 0.16
#> SAMPLE_687 2 0.0000 0.97188 0.00 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_688 2 0.1563 0.86751 0.00 0.90 0.00 0.00 0.00 0.10 0.00 0.00
#> SAMPLE_689 3 0.3083 0.39261 0.00 0.00 0.66 0.00 0.00 0.00 0.00 0.34
#> SAMPLE_690 3 0.2938 0.41867 0.00 0.00 0.70 0.00 0.00 0.00 0.00 0.30
#> SAMPLE_691 6 0.0808 0.86926 0.00 0.04 0.00 0.00 0.00 0.96 0.00 0.00
#> SAMPLE_692 2 0.0000 0.97188 0.00 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_693 3 0.0941 0.43394 0.00 0.00 0.96 0.00 0.00 0.00 0.02 0.02
#> SAMPLE_694 2 0.0000 0.97188 0.00 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_696 2 0.0000 0.97188 0.00 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_697 2 0.0000 0.97188 0.00 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_698 2 0.0000 0.97188 0.00 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_699 2 0.0000 0.97188 0.00 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_700 2 0.0000 0.97188 0.00 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_701 2 0.0471 0.95583 0.00 0.98 0.00 0.00 0.00 0.02 0.00 0.00
#> SAMPLE_702 2 0.1947 0.81429 0.00 0.86 0.00 0.00 0.00 0.14 0.00 0.00
#> SAMPLE_703 2 0.0000 0.97188 0.00 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_704 2 0.0000 0.97188 0.00 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_705 2 0.0000 0.97188 0.00 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_706 2 0.0000 0.97188 0.00 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_707 8 0.2267 0.87514 0.00 0.00 0.18 0.00 0.00 0.00 0.00 0.82
#> SAMPLE_708 8 0.3270 0.79343 0.00 0.02 0.12 0.00 0.00 0.06 0.00 0.80
#> SAMPLE_709 3 0.2938 0.41867 0.00 0.00 0.70 0.00 0.00 0.00 0.00 0.30
#> SAMPLE_710 2 0.0000 0.97188 0.00 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_711 6 0.6390 -0.04210 0.00 0.02 0.32 0.00 0.00 0.34 0.06 0.26
#> SAMPLE_712 3 0.1557 0.40990 0.00 0.06 0.92 0.00 0.00 0.00 0.02 0.00
#> SAMPLE_713 6 0.0808 0.86926 0.00 0.04 0.00 0.00 0.00 0.96 0.00 0.00
#> SAMPLE_740 2 0.0000 0.97188 0.00 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_741 2 0.0000 0.97188 0.00 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_742 2 0.0000 0.97188 0.00 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_743 2 0.0000 0.97188 0.00 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_760 4 0.0000 0.95616 0.00 0.00 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_761 4 0.0000 0.95616 0.00 0.00 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_828 1 0.0000 0.98539 1.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_833 4 0.3845 0.50211 0.00 0.00 0.00 0.66 0.00 0.00 0.28 0.06
#> SAMPLE_971 3 0.4245 0.25929 0.00 0.00 0.72 0.00 0.00 0.08 0.06 0.14
#> SAMPLE_981 3 0.2938 0.41867 0.00 0.00 0.70 0.00 0.00 0.00 0.00 0.30
#> SAMPLE_982 3 0.0808 0.42443 0.00 0.00 0.96 0.00 0.00 0.00 0.04 0.00
#> SAMPLE_993 4 0.0000 0.95616 0.00 0.00 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_1090 3 0.3083 0.39261 0.00 0.00 0.66 0.00 0.00 0.00 0.00 0.34
#> SAMPLE_1091 2 0.0000 0.97188 0.00 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1098 5 0.0471 0.98817 0.00 0.00 0.00 0.00 0.98 0.00 0.00 0.02
#> SAMPLE_1221 8 0.2114 0.89596 0.00 0.00 0.16 0.00 0.00 0.00 0.00 0.84
#> SAMPLE_1224 5 0.0000 0.98817 0.00 0.00 0.00 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_1228 3 0.3083 0.39261 0.00 0.00 0.66 0.00 0.00 0.00 0.00 0.34
#> SAMPLE_1230 3 0.2938 0.41867 0.00 0.00 0.70 0.00 0.00 0.00 0.00 0.30
#> SAMPLE_1231 3 0.3675 0.26241 0.00 0.00 0.66 0.00 0.00 0.00 0.04 0.30
#> SAMPLE_1232 3 0.5273 -0.18473 0.00 0.00 0.44 0.00 0.00 0.08 0.06 0.42
#> SAMPLE_1234 3 0.3333 -0.02514 0.00 0.00 0.50 0.00 0.00 0.00 0.00 0.50
#> SAMPLE_1235 3 0.4171 0.24882 0.00 0.00 0.72 0.00 0.00 0.06 0.06 0.16
#> SAMPLE_1236 3 0.5946 0.00622 0.00 0.00 0.38 0.00 0.00 0.34 0.06 0.22
#> SAMPLE_1237 8 0.2267 0.88111 0.00 0.00 0.18 0.00 0.00 0.00 0.00 0.82
#> SAMPLE_1238 3 0.6177 0.06185 0.00 0.00 0.38 0.00 0.00 0.32 0.10 0.20
#> SAMPLE_1346 5 0.0000 0.98817 0.00 0.00 0.00 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_1432 4 0.0000 0.95616 0.00 0.00 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_1612 6 0.1741 0.80434 0.00 0.00 0.04 0.00 0.00 0.92 0.02 0.02
#> SAMPLE_1613 2 0.0000 0.97188 0.00 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1614 6 0.0941 0.86670 0.00 0.02 0.02 0.00 0.00 0.96 0.00 0.00
#> SAMPLE_1615 6 0.0808 0.86926 0.00 0.04 0.00 0.00 0.00 0.96 0.00 0.00
#> SAMPLE_1616 6 0.0941 0.86670 0.00 0.02 0.02 0.00 0.00 0.96 0.00 0.00
#> SAMPLE_1617 6 0.0941 0.86670 0.00 0.02 0.02 0.00 0.00 0.96 0.00 0.00
#> SAMPLE_1618 6 0.0808 0.86926 0.00 0.04 0.00 0.00 0.00 0.96 0.00 0.00
#> SAMPLE_1632 1 0.2852 0.58416 0.72 0.00 0.00 0.28 0.00 0.00 0.00 0.00
#> SAMPLE_1690 4 0.0000 0.95616 0.00 0.00 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_1715 1 0.0000 0.98539 1.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1719 1 0.0000 0.98539 1.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1722 1 0.0000 0.98539 1.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1723 1 0.0000 0.98539 1.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1725 1 0.0000 0.98539 1.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1728 1 0.0000 0.98539 1.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1741 1 0.0000 0.98539 1.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1742 1 0.0000 0.98539 1.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1743 1 0.0000 0.98539 1.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1746 1 0.0000 0.98539 1.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1748 1 0.0000 0.98539 1.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1777 1 0.0000 0.98539 1.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1785 1 0.0000 0.98539 1.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1786 1 0.0000 0.98539 1.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1790 1 0.0000 0.98539 1.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2281 1 0.0000 0.98539 1.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2283 1 0.0000 0.98539 1.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2322 1 0.0000 0.98539 1.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2335 1 0.0000 0.98539 1.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2336 1 0.0000 0.98539 1.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2367 1 0.0000 0.98539 1.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2448 5 0.0471 0.98817 0.00 0.00 0.00 0.00 0.98 0.00 0.00 0.02
#> SAMPLE_2483 8 0.2114 0.89596 0.00 0.00 0.16 0.00 0.00 0.00 0.00 0.84
#> SAMPLE_2487 3 0.1341 0.43893 0.00 0.00 0.92 0.00 0.00 0.00 0.00 0.08
#> SAMPLE_2488 2 0.0808 0.93458 0.00 0.96 0.00 0.00 0.00 0.04 0.00 0.00
#> SAMPLE_2489 6 0.2071 0.82721 0.00 0.02 0.00 0.00 0.00 0.90 0.04 0.04
#> SAMPLE_2490 6 0.2071 0.82721 0.00 0.02 0.00 0.00 0.00 0.90 0.04 0.04
#> SAMPLE_2491 6 0.2071 0.82721 0.00 0.02 0.00 0.00 0.00 0.90 0.04 0.04
#> SAMPLE_2492 6 0.2071 0.82721 0.00 0.02 0.00 0.00 0.00 0.90 0.04 0.04
#> SAMPLE_2493 6 0.0808 0.86926 0.00 0.04 0.00 0.00 0.00 0.96 0.00 0.00
#> SAMPLE_2494 8 0.2114 0.89596 0.00 0.00 0.16 0.00 0.00 0.00 0.00 0.84
#> SAMPLE_2495 3 0.3015 0.41430 0.00 0.00 0.68 0.00 0.00 0.00 0.00 0.32
#> SAMPLE_2496 3 0.3083 0.39261 0.00 0.00 0.66 0.00 0.00 0.00 0.00 0.34
#> SAMPLE_2497 6 0.0808 0.86926 0.00 0.04 0.00 0.00 0.00 0.96 0.00 0.00
#> SAMPLE_2498 6 0.0941 0.86670 0.00 0.02 0.02 0.00 0.00 0.96 0.00 0.00
#> SAMPLE_2499 3 0.5782 0.14644 0.00 0.00 0.50 0.00 0.00 0.14 0.10 0.26
#> SAMPLE_2500 2 0.2856 0.69586 0.00 0.78 0.02 0.00 0.00 0.20 0.00 0.00
#> SAMPLE_2501 6 0.0471 0.86620 0.00 0.02 0.00 0.00 0.00 0.98 0.00 0.00
#> SAMPLE_2502 3 0.2938 0.41867 0.00 0.00 0.70 0.00 0.00 0.00 0.00 0.30
#> SAMPLE_2503 3 0.2818 0.32713 0.00 0.00 0.82 0.00 0.00 0.00 0.06 0.12
#> SAMPLE_2504 3 0.6177 0.06185 0.00 0.00 0.38 0.00 0.00 0.32 0.10 0.20
#> SAMPLE_2505 8 0.4350 0.36190 0.00 0.00 0.30 0.00 0.00 0.02 0.06 0.62
#> SAMPLE_2506 8 0.2404 0.88490 0.00 0.00 0.14 0.00 0.00 0.02 0.00 0.84
#> SAMPLE_2507 8 0.2404 0.88490 0.00 0.00 0.14 0.00 0.00 0.02 0.00 0.84
#> SAMPLE_2746 4 0.0000 0.95616 0.00 0.00 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_2772 4 0.0000 0.95616 0.00 0.00 0.00 1.00 0.00 0.00 0.00 0.00
Heatmaps for the consensus matrix. It visualizes the probability of two samples to be in a same group.
consensus_heatmap(res, k = 2)
consensus_heatmap(res, k = 3)
consensus_heatmap(res, k = 4)
consensus_heatmap(res, k = 5)
consensus_heatmap(res, k = 6)
consensus_heatmap(res, k = 7)
consensus_heatmap(res, k = 8)
Heatmaps for the membership of samples in all partitions to see how consistent they are:
membership_heatmap(res, k = 2)
membership_heatmap(res, k = 3)
membership_heatmap(res, k = 4)
membership_heatmap(res, k = 5)
membership_heatmap(res, k = 6)
membership_heatmap(res, k = 7)
membership_heatmap(res, k = 8)
As soon as the classes for columns are determined, the signatures that are significantly different between subgroups can be looked for. Following are the heatmaps for signatures.
get_signatures(res, k = 2)
get_signatures(res, k = 3)
get_signatures(res, k = 4)
get_signatures(res, k = 5)
get_signatures(res, k = 6)
get_signatures(res, k = 7)
get_signatures(res, k = 8)
Compare the overlap of signatures from different k:
compare_signatures(res)
get_signature() returns a data frame invisibly. To get the list of signatures, the function
call should be assigned to a variable explicitly. In following code, if plot argument is set
to FALSE, no heatmap is plotted while only the differential analysis is performed.
# code only for demonstration
tb = get_signature(res, k = ..., plot = FALSE)
An example of the output of tb is:
#> which_row fdr mean_1 mean_2 scaled_mean_1 scaled_mean_2 km
#> 1 38 0.042760348 8.373488 9.131774 -0.5533452 0.5164555 1
#> 2 40 0.018707592 7.106213 8.469186 -0.6173731 0.5762149 1
#> 3 55 0.019134737 10.221463 11.207825 -0.6159697 0.5749050 1
#> 4 59 0.006059896 5.921854 7.869574 -0.6899429 0.6439467 1
#> 5 60 0.018055526 8.928898 10.211722 -0.6204761 0.5791110 1
#> 6 98 0.009384629 15.714769 14.887706 0.6635654 -0.6193277 2
...
The columns in tb are:
which_row: row indices corresponding to the input matrix.fdr: FDR for the differential test. mean_x: The mean value in group x.scaled_mean_x: The mean value in group x after rows are scaled.km: Row groups if k-means clustering is applied to rows (which is done by automatically selecting number of clusters).If there are too many signatures, top_signatures = ... can be set to only show the
signatures with the highest FDRs:
# code only for demonstration
# e.g. to show the top 500 most significant rows
tb = get_signature(res, k = ..., top_signatures = 500)
If the signatures are defined as these which are uniquely high in current group, diff_method argument
can be set to "uniquely_high_in_one_group":
# code only for demonstration
tb = get_signature(res, k = ..., diff_method = "uniquely_high_in_one_group")
UMAP plot which shows how samples are separated.
dimension_reduction(res, k = 2, method = "UMAP")
dimension_reduction(res, k = 3, method = "UMAP")
dimension_reduction(res, k = 4, method = "UMAP")
dimension_reduction(res, k = 5, method = "UMAP")
dimension_reduction(res, k = 6, method = "UMAP")
dimension_reduction(res, k = 7, method = "UMAP")
dimension_reduction(res, k = 8, method = "UMAP")
Following heatmap shows how subgroups are split when increasing k:
collect_classes(res)
Test correlation between subgroups and known annotations. If the known annotation is numeric, one-way ANOVA test is applied, and if the known annotation is discrete, chi-squared contingency table test is applied.
test_to_known_factors(res)
#> n_sample meth_class(p-value) tumor_type(p-value) k
#> SD:skmeans 115 2.77e-21 7.00e-23 2
#> SD:skmeans 113 3.85e-19 9.20e-21 3
#> SD:skmeans 115 3.78e-34 8.30e-30 4
#> SD:skmeans 114 3.54e-47 2.85e-27 5
#> SD:skmeans 84 1.42e-33 1.76e-18 6
#> SD:skmeans 108 1.22e-40 1.50e-23 7
#> SD:skmeans 86 1.18e-29 2.41e-17 8
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.
Parent node: Node021. Child nodes: Node02111-leaf , Node02112-leaf , Node02113-leaf , Node02114-leaf , Node02115-leaf , Node02116-leaf , Node02117-leaf , Node02121-leaf , Node02122-leaf , Node02123-leaf , Node02124-leaf , Node02131-leaf , Node02132-leaf , Node02133-leaf , Node02134-leaf , Node02135-leaf , Node02136-leaf , Node02137-leaf , Node02141-leaf , Node02142-leaf , Node02143-leaf , Node02144-leaf , Node02145-leaf , Node02161-leaf , Node02162-leaf , Node02163-leaf , Node02164-leaf , Node02165-leaf , Node02166-leaf , Node02171-leaf , Node02172-leaf , Node02173-leaf , Node02174-leaf , Node02311-leaf , Node02312-leaf , Node02313-leaf , Node02314-leaf , Node02321-leaf , Node02322-leaf , Node02323-leaf , Node02324-leaf , Node02325-leaf , Node02326-leaf , Node02331-leaf , Node02332-leaf , Node02333-leaf , Node02361-leaf , Node02362 , Node02363-leaf , Node02364-leaf , Node02371-leaf , Node02372-leaf , Node02373-leaf , Node02374-leaf , Node02375-leaf , Node02431-leaf , Node02432-leaf , Node02433-leaf .
The object with results only for a single top-value method and a single partitioning method can be extracted as:
res = res_rh["0213"]
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, 7, 8.
#> On a matrix with 30000 rows and 206 columns.
#> Top rows (1000) are extracted by 'ATC' method.
#> Subgroups are detected by 'skmeans' method.
#> Performed in total 350 partitions by row resampling.
#> Best k for subgroups seems to be 7.
#>
#> Following methods can be applied to this 'ConsensusPartition' object:
#> [1] "cola_report" "collect_classes" "collect_plots"
#> [4] "collect_stats" "colnames" "compare_partitions"
#> [7] "compare_signatures" "consensus_heatmap" "dimension_reduction"
#> [10] "functional_enrichment" "get_anno_col" "get_anno"
#> [13] "get_classes" "get_consensus" "get_matrix"
#> [16] "get_membership" "get_param" "get_signatures"
#> [19] "get_stats" "is_best_k" "is_stable_k"
#> [22] "membership_heatmap" "ncol" "nrow"
#> [25] "plot_ecdf" "predict_classes" "rownames"
#> [28] "select_partition_number" "show" "suggest_best_k"
#> [31] "test_to_known_factors" "top_rows_heatmap"
collect_plots() function collects all the plots made from res for all k (number of subgroups)
into one single page to provide an easy and fast comparison between different k.
collect_plots(res)
The plots are:
k and the heatmap of
predicted classes for each k.k.k.k.All the plots in panels can be made by individual functions and they are plotted later in this section.
select_partition_number() produces several plots showing different
statistics for choosing “optimized” k. There are following statistics:
k;k, the area increased is defined as \(A_k - A_{k-1}\).The detailed explanations of these statistics can be found in the cola vignette.
Generally speaking, higher 1-PAC score, higher mean silhouette score or higher
concordance corresponds to better partition. Rand index and Jaccard index
measure how similar the current partition is compared to partition with k-1.
If they are too similar, we won't accept k is better than k-1.
select_partition_number(res)
The numeric values for all these statistics can be obtained by get_stats().
get_stats(res)
#> k 1-PAC mean_silhouette concordance area_increased Rand Jaccard
#> 2 2 1.000 1.000 1.000 0.4271 0.573 0.573
#> 3 3 0.833 0.964 0.978 0.5146 0.761 0.590
#> 4 4 0.721 0.918 0.902 0.1248 0.823 0.554
#> 5 5 1.000 0.947 0.958 0.0623 0.959 0.843
#> 6 6 0.940 0.931 0.936 0.0369 0.992 0.966
#> 7 7 0.912 0.962 0.933 0.0318 0.939 0.720
#> 8 8 0.966 0.945 0.951 0.0212 0.998 0.989
suggest_best_k() suggests the best \(k\) based on these statistics. The rules are as follows:
suggest_best_k(res)
#> [1] 7
#> attr(,"optional")
#> [1] 2 5
There is also optional best \(k\) = 2 5 that is worth to check.
Following is 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 subgroup
label for an item is determined with the group with highest probability it
belongs to.
In get_classes() function, the entropy is calculated from the membership
matrix and the silhouette score is calculated from the consensus matrix.
cbind(get_classes(res, k = 2), get_membership(res, k = 2))
#> class entropy silhouette p1 p2
#> SAMPLE_36 1 0.000 1.000 1.00 0.00
#> SAMPLE_39 1 0.000 1.000 1.00 0.00
#> SAMPLE_44 1 0.000 1.000 1.00 0.00
#> SAMPLE_45 1 0.000 1.000 1.00 0.00
#> SAMPLE_111 1 0.000 1.000 1.00 0.00
#> SAMPLE_286 1 0.000 1.000 1.00 0.00
#> SAMPLE_302 1 0.000 1.000 1.00 0.00
#> SAMPLE_310 1 0.000 1.000 1.00 0.00
#> SAMPLE_322 1 0.000 1.000 1.00 0.00
#> SAMPLE_364 1 0.000 1.000 1.00 0.00
#> SAMPLE_365 1 0.000 1.000 1.00 0.00
#> SAMPLE_382 1 0.000 1.000 1.00 0.00
#> SAMPLE_383 1 0.000 1.000 1.00 0.00
#> SAMPLE_384 1 0.000 1.000 1.00 0.00
#> SAMPLE_385 1 0.000 1.000 1.00 0.00
#> SAMPLE_386 1 0.000 1.000 1.00 0.00
#> SAMPLE_387 1 0.000 1.000 1.00 0.00
#> SAMPLE_589 1 0.000 1.000 1.00 0.00
#> SAMPLE_596 1 0.000 1.000 1.00 0.00
#> SAMPLE_597 1 0.000 1.000 1.00 0.00
#> SAMPLE_604 1 0.000 1.000 1.00 0.00
#> SAMPLE_606 1 0.000 1.000 1.00 0.00
#> SAMPLE_650 2 0.000 0.999 0.00 1.00
#> SAMPLE_653 2 0.000 0.999 0.00 1.00
#> SAMPLE_656 1 0.000 1.000 1.00 0.00
#> SAMPLE_677 1 0.000 1.000 1.00 0.00
#> SAMPLE_678 1 0.000 1.000 1.00 0.00
#> SAMPLE_679 1 0.000 1.000 1.00 0.00
#> SAMPLE_680 1 0.000 1.000 1.00 0.00
#> SAMPLE_681 1 0.000 1.000 1.00 0.00
#> SAMPLE_682 1 0.000 1.000 1.00 0.00
#> SAMPLE_724 1 0.000 1.000 1.00 0.00
#> SAMPLE_758 1 0.000 1.000 1.00 0.00
#> SAMPLE_762 1 0.000 1.000 1.00 0.00
#> SAMPLE_773 1 0.000 1.000 1.00 0.00
#> SAMPLE_778 2 0.000 0.999 0.00 1.00
#> SAMPLE_785 2 0.000 0.999 0.00 1.00
#> SAMPLE_856 1 0.000 1.000 1.00 0.00
#> SAMPLE_869 2 0.000 0.999 0.00 1.00
#> SAMPLE_874 2 0.000 0.999 0.00 1.00
#> SAMPLE_892 2 0.000 0.999 0.00 1.00
#> SAMPLE_900 1 0.000 1.000 1.00 0.00
#> SAMPLE_902 1 0.000 1.000 1.00 0.00
#> SAMPLE_903 1 0.000 1.000 1.00 0.00
#> SAMPLE_907 1 0.000 1.000 1.00 0.00
#> SAMPLE_923 2 0.000 0.999 0.00 1.00
#> SAMPLE_924 1 0.000 1.000 1.00 0.00
#> SAMPLE_961 1 0.000 1.000 1.00 0.00
#> SAMPLE_962 1 0.000 1.000 1.00 0.00
#> SAMPLE_989 1 0.000 1.000 1.00 0.00
#> SAMPLE_998 2 0.000 0.999 0.00 1.00
#> SAMPLE_1044 2 0.000 0.999 0.00 1.00
#> SAMPLE_1072 2 0.000 0.999 0.00 1.00
#> SAMPLE_1100 2 0.000 0.999 0.00 1.00
#> SAMPLE_1113 2 0.000 0.999 0.00 1.00
#> SAMPLE_1144 2 0.000 0.999 0.00 1.00
#> SAMPLE_1145 1 0.000 1.000 1.00 0.00
#> SAMPLE_1146 1 0.000 1.000 1.00 0.00
#> SAMPLE_1162 2 0.000 0.999 0.00 1.00
#> SAMPLE_1171 2 0.000 0.999 0.00 1.00
#> SAMPLE_1180 1 0.000 1.000 1.00 0.00
#> SAMPLE_1187 1 0.000 1.000 1.00 0.00
#> SAMPLE_1194 1 0.000 1.000 1.00 0.00
#> SAMPLE_1205 2 0.000 0.999 0.00 1.00
#> SAMPLE_1258 1 0.000 1.000 1.00 0.00
#> SAMPLE_1282 2 0.000 0.999 0.00 1.00
#> SAMPLE_1293 1 0.000 1.000 1.00 0.00
#> SAMPLE_1331 2 0.000 0.999 0.00 1.00
#> SAMPLE_1332 2 0.000 0.999 0.00 1.00
#> SAMPLE_1341 2 0.000 0.999 0.00 1.00
#> SAMPLE_1349 1 0.000 1.000 1.00 0.00
#> SAMPLE_1405 2 0.000 0.999 0.00 1.00
#> SAMPLE_1408 2 0.000 0.999 0.00 1.00
#> SAMPLE_1452 2 0.000 0.999 0.00 1.00
#> SAMPLE_1454 1 0.000 1.000 1.00 0.00
#> SAMPLE_1465 1 0.000 1.000 1.00 0.00
#> SAMPLE_1466 1 0.000 1.000 1.00 0.00
#> SAMPLE_1467 1 0.000 1.000 1.00 0.00
#> SAMPLE_1468 1 0.000 1.000 1.00 0.00
#> SAMPLE_1469 1 0.000 1.000 1.00 0.00
#> SAMPLE_1470 1 0.000 1.000 1.00 0.00
#> SAMPLE_1471 1 0.000 1.000 1.00 0.00
#> SAMPLE_1472 1 0.000 1.000 1.00 0.00
#> SAMPLE_1473 1 0.000 1.000 1.00 0.00
#> SAMPLE_1474 1 0.000 1.000 1.00 0.00
#> SAMPLE_1475 1 0.000 1.000 1.00 0.00
#> SAMPLE_1477 1 0.000 1.000 1.00 0.00
#> SAMPLE_1478 1 0.000 1.000 1.00 0.00
#> SAMPLE_1479 1 0.000 1.000 1.00 0.00
#> SAMPLE_1481 1 0.000 1.000 1.00 0.00
#> SAMPLE_1482 1 0.000 1.000 1.00 0.00
#> SAMPLE_1483 1 0.000 1.000 1.00 0.00
#> SAMPLE_1484 1 0.000 1.000 1.00 0.00
#> SAMPLE_1485 1 0.000 1.000 1.00 0.00
#> SAMPLE_1486 1 0.000 1.000 1.00 0.00
#> SAMPLE_1487 1 0.000 1.000 1.00 0.00
#> SAMPLE_1488 1 0.000 1.000 1.00 0.00
#> SAMPLE_1512 2 0.000 0.999 0.00 1.00
#> SAMPLE_1552 1 0.000 1.000 1.00 0.00
#> SAMPLE_1584 2 0.000 0.999 0.00 1.00
#> SAMPLE_1585 1 0.000 1.000 1.00 0.00
#> SAMPLE_1587 2 0.000 0.999 0.00 1.00
#> SAMPLE_1588 2 0.000 0.999 0.00 1.00
#> SAMPLE_1590 2 0.000 0.999 0.00 1.00
#> SAMPLE_1592 1 0.000 1.000 1.00 0.00
#> SAMPLE_1593 1 0.000 1.000 1.00 0.00
#> SAMPLE_1594 1 0.000 1.000 1.00 0.00
#> SAMPLE_1598 2 0.000 0.999 0.00 1.00
#> SAMPLE_1621 2 0.000 0.999 0.00 1.00
#> SAMPLE_1623 1 0.000 1.000 1.00 0.00
#> SAMPLE_1624 1 0.000 1.000 1.00 0.00
#> SAMPLE_1651 1 0.000 1.000 1.00 0.00
#> SAMPLE_1661 1 0.000 1.000 1.00 0.00
#> SAMPLE_1662 1 0.000 1.000 1.00 0.00
#> SAMPLE_1670 1 0.000 1.000 1.00 0.00
#> SAMPLE_1672 1 0.000 1.000 1.00 0.00
#> SAMPLE_1678 1 0.000 1.000 1.00 0.00
#> SAMPLE_1693 2 0.242 0.958 0.04 0.96
#> SAMPLE_1699 1 0.000 1.000 1.00 0.00
#> SAMPLE_1703 2 0.000 0.999 0.00 1.00
#> SAMPLE_1706 2 0.000 0.999 0.00 1.00
#> SAMPLE_1708 2 0.000 0.999 0.00 1.00
#> SAMPLE_1730 1 0.000 1.000 1.00 0.00
#> SAMPLE_1755 1 0.000 1.000 1.00 0.00
#> SAMPLE_1756 1 0.000 1.000 1.00 0.00
#> SAMPLE_1758 2 0.000 0.999 0.00 1.00
#> SAMPLE_1763 2 0.000 0.999 0.00 1.00
#> SAMPLE_1839 1 0.000 1.000 1.00 0.00
#> SAMPLE_1857 2 0.000 0.999 0.00 1.00
#> SAMPLE_1881 2 0.000 0.999 0.00 1.00
#> SAMPLE_1944 2 0.000 0.999 0.00 1.00
#> SAMPLE_1950 2 0.000 0.999 0.00 1.00
#> SAMPLE_1953 2 0.000 0.999 0.00 1.00
#> SAMPLE_1997 1 0.000 1.000 1.00 0.00
#> SAMPLE_2018 1 0.000 1.000 1.00 0.00
#> SAMPLE_2042 2 0.000 0.999 0.00 1.00
#> SAMPLE_2093 2 0.000 0.999 0.00 1.00
#> SAMPLE_2094 2 0.000 0.999 0.00 1.00
#> SAMPLE_2098 2 0.000 0.999 0.00 1.00
#> SAMPLE_2123 2 0.000 0.999 0.00 1.00
#> SAMPLE_2126 2 0.000 0.999 0.00 1.00
#> SAMPLE_2127 2 0.000 0.999 0.00 1.00
#> SAMPLE_2129 2 0.000 0.999 0.00 1.00
#> SAMPLE_2136 2 0.000 0.999 0.00 1.00
#> SAMPLE_2166 2 0.000 0.999 0.00 1.00
#> SAMPLE_2229 1 0.000 1.000 1.00 0.00
#> SAMPLE_2284 1 0.000 1.000 1.00 0.00
#> SAMPLE_2308 2 0.000 0.999 0.00 1.00
#> SAMPLE_2372 1 0.000 1.000 1.00 0.00
#> SAMPLE_2413 1 0.000 1.000 1.00 0.00
#> SAMPLE_2429 1 0.000 1.000 1.00 0.00
#> SAMPLE_2462 1 0.000 1.000 1.00 0.00
#> SAMPLE_2485 2 0.000 0.999 0.00 1.00
#> SAMPLE_2531 1 0.000 1.000 1.00 0.00
#> SAMPLE_2535 1 0.000 1.000 1.00 0.00
#> SAMPLE_2536 1 0.000 1.000 1.00 0.00
#> SAMPLE_2537 1 0.000 1.000 1.00 0.00
#> SAMPLE_2538 2 0.000 0.999 0.00 1.00
#> SAMPLE_2540 1 0.000 1.000 1.00 0.00
#> SAMPLE_2541 1 0.000 1.000 1.00 0.00
#> SAMPLE_2542 1 0.000 1.000 1.00 0.00
#> SAMPLE_2543 1 0.000 1.000 1.00 0.00
#> SAMPLE_2545 1 0.000 1.000 1.00 0.00
#> SAMPLE_2546 1 0.000 1.000 1.00 0.00
#> SAMPLE_2547 1 0.000 1.000 1.00 0.00
#> SAMPLE_2548 2 0.000 0.999 0.00 1.00
#> SAMPLE_2549 1 0.000 1.000 1.00 0.00
#> SAMPLE_2550 1 0.000 1.000 1.00 0.00
#> SAMPLE_2551 1 0.000 1.000 1.00 0.00
#> SAMPLE_2574 2 0.000 0.999 0.00 1.00
#> SAMPLE_2578 1 0.000 1.000 1.00 0.00
#> SAMPLE_2599 1 0.000 1.000 1.00 0.00
#> SAMPLE_2605 1 0.000 1.000 1.00 0.00
#> SAMPLE_2606 1 0.000 1.000 1.00 0.00
#> SAMPLE_2613 1 0.000 1.000 1.00 0.00
#> SAMPLE_2620 1 0.000 1.000 1.00 0.00
#> SAMPLE_2634 1 0.000 1.000 1.00 0.00
#> SAMPLE_2638 2 0.000 0.999 0.00 1.00
#> SAMPLE_2639 2 0.000 0.999 0.00 1.00
#> SAMPLE_2640 2 0.000 0.999 0.00 1.00
#> SAMPLE_2672 1 0.000 1.000 1.00 0.00
#> SAMPLE_2673 1 0.000 1.000 1.00 0.00
#> SAMPLE_2674 1 0.000 1.000 1.00 0.00
#> SAMPLE_2675 1 0.000 1.000 1.00 0.00
#> SAMPLE_2676 1 0.000 1.000 1.00 0.00
#> SAMPLE_2677 1 0.000 1.000 1.00 0.00
#> SAMPLE_2685 1 0.000 1.000 1.00 0.00
#> SAMPLE_2686 1 0.000 1.000 1.00 0.00
#> SAMPLE_2687 1 0.000 1.000 1.00 0.00
#> SAMPLE_2691 1 0.000 1.000 1.00 0.00
#> SAMPLE_2723 2 0.000 0.999 0.00 1.00
#> SAMPLE_2748 1 0.000 1.000 1.00 0.00
#> SAMPLE_2749 1 0.000 1.000 1.00 0.00
#> SAMPLE_2750 1 0.000 1.000 1.00 0.00
#> SAMPLE_2751 1 0.000 1.000 1.00 0.00
#> SAMPLE_2752 1 0.000 1.000 1.00 0.00
#> SAMPLE_2753 1 0.000 1.000 1.00 0.00
#> SAMPLE_2754 1 0.000 1.000 1.00 0.00
#> SAMPLE_2755 1 0.000 1.000 1.00 0.00
#> SAMPLE_2756 1 0.000 1.000 1.00 0.00
#> SAMPLE_2757 1 0.000 1.000 1.00 0.00
#> SAMPLE_2758 1 0.000 1.000 1.00 0.00
#> SAMPLE_2759 2 0.000 0.999 0.00 1.00
#> SAMPLE_2774 1 0.000 1.000 1.00 0.00
#> SAMPLE_2777 2 0.000 0.999 0.00 1.00
#> SAMPLE_2782 1 0.000 1.000 1.00 0.00
cbind(get_classes(res, k = 3), get_membership(res, k = 3))
#> class entropy silhouette p1 p2 p3
#> SAMPLE_36 1 0.0000 0.956 1.00 0 0.00
#> SAMPLE_39 3 0.0000 0.985 0.00 0 1.00
#> SAMPLE_44 3 0.0000 0.985 0.00 0 1.00
#> SAMPLE_45 1 0.2959 0.928 0.90 0 0.10
#> SAMPLE_111 1 0.1529 0.946 0.96 0 0.04
#> SAMPLE_286 3 0.0000 0.985 0.00 0 1.00
#> SAMPLE_302 3 0.6192 0.191 0.42 0 0.58
#> SAMPLE_310 3 0.0000 0.985 0.00 0 1.00
#> SAMPLE_322 1 0.0000 0.956 1.00 0 0.00
#> SAMPLE_364 3 0.0000 0.985 0.00 0 1.00
#> SAMPLE_365 1 0.2959 0.928 0.90 0 0.10
#> SAMPLE_382 1 0.2959 0.928 0.90 0 0.10
#> SAMPLE_383 1 0.2959 0.928 0.90 0 0.10
#> SAMPLE_384 1 0.2959 0.928 0.90 0 0.10
#> SAMPLE_385 1 0.2959 0.928 0.90 0 0.10
#> SAMPLE_386 1 0.2959 0.928 0.90 0 0.10
#> SAMPLE_387 1 0.2959 0.928 0.90 0 0.10
#> SAMPLE_589 3 0.0000 0.985 0.00 0 1.00
#> SAMPLE_596 1 0.2959 0.928 0.90 0 0.10
#> SAMPLE_597 1 0.2959 0.928 0.90 0 0.10
#> SAMPLE_604 3 0.0000 0.985 0.00 0 1.00
#> SAMPLE_606 1 0.2959 0.928 0.90 0 0.10
#> SAMPLE_650 2 0.0000 1.000 0.00 1 0.00
#> SAMPLE_653 2 0.0000 1.000 0.00 1 0.00
#> SAMPLE_656 3 0.0000 0.985 0.00 0 1.00
#> SAMPLE_677 1 0.0000 0.956 1.00 0 0.00
#> SAMPLE_678 1 0.2959 0.928 0.90 0 0.10
#> SAMPLE_679 1 0.2959 0.928 0.90 0 0.10
#> SAMPLE_680 1 0.0892 0.951 0.98 0 0.02
#> SAMPLE_681 1 0.2959 0.928 0.90 0 0.10
#> SAMPLE_682 1 0.0892 0.951 0.98 0 0.02
#> SAMPLE_724 3 0.0000 0.985 0.00 0 1.00
#> SAMPLE_758 3 0.0000 0.985 0.00 0 1.00
#> SAMPLE_762 3 0.0000 0.985 0.00 0 1.00
#> SAMPLE_773 3 0.0000 0.985 0.00 0 1.00
#> SAMPLE_778 2 0.0000 1.000 0.00 1 0.00
#> SAMPLE_785 2 0.0000 1.000 0.00 1 0.00
#> SAMPLE_856 1 0.3340 0.910 0.88 0 0.12
#> SAMPLE_869 2 0.0000 1.000 0.00 1 0.00
#> SAMPLE_874 2 0.0000 1.000 0.00 1 0.00
#> SAMPLE_892 2 0.0000 1.000 0.00 1 0.00
#> SAMPLE_900 1 0.0000 0.956 1.00 0 0.00
#> SAMPLE_902 1 0.0000 0.956 1.00 0 0.00
#> SAMPLE_903 1 0.0000 0.956 1.00 0 0.00
#> SAMPLE_907 1 0.0000 0.956 1.00 0 0.00
#> SAMPLE_923 2 0.0000 1.000 0.00 1 0.00
#> SAMPLE_924 1 0.0000 0.956 1.00 0 0.00
#> SAMPLE_961 3 0.5216 0.613 0.26 0 0.74
#> SAMPLE_962 3 0.0000 0.985 0.00 0 1.00
#> SAMPLE_989 1 0.0000 0.956 1.00 0 0.00
#> SAMPLE_998 2 0.0000 1.000 0.00 1 0.00
#> SAMPLE_1044 2 0.0000 1.000 0.00 1 0.00
#> SAMPLE_1072 2 0.0000 1.000 0.00 1 0.00
#> SAMPLE_1100 2 0.0000 1.000 0.00 1 0.00
#> SAMPLE_1113 3 0.0000 0.985 0.00 0 1.00
#> SAMPLE_1144 2 0.0000 1.000 0.00 1 0.00
#> SAMPLE_1145 3 0.0000 0.985 0.00 0 1.00
#> SAMPLE_1146 1 0.2959 0.928 0.90 0 0.10
#> SAMPLE_1162 2 0.0000 1.000 0.00 1 0.00
#> SAMPLE_1171 2 0.0000 1.000 0.00 1 0.00
#> SAMPLE_1180 1 0.0000 0.956 1.00 0 0.00
#> SAMPLE_1187 1 0.3340 0.910 0.88 0 0.12
#> SAMPLE_1194 3 0.0000 0.985 0.00 0 1.00
#> SAMPLE_1205 2 0.0000 1.000 0.00 1 0.00
#> SAMPLE_1258 1 0.2959 0.928 0.90 0 0.10
#> SAMPLE_1282 2 0.0000 1.000 0.00 1 0.00
#> SAMPLE_1293 3 0.0000 0.985 0.00 0 1.00
#> SAMPLE_1331 2 0.0000 1.000 0.00 1 0.00
#> SAMPLE_1332 2 0.0000 1.000 0.00 1 0.00
#> SAMPLE_1341 2 0.0000 1.000 0.00 1 0.00
#> SAMPLE_1349 1 0.0000 0.956 1.00 0 0.00
#> SAMPLE_1405 2 0.0000 1.000 0.00 1 0.00
#> SAMPLE_1408 2 0.0000 1.000 0.00 1 0.00
#> SAMPLE_1452 2 0.0000 1.000 0.00 1 0.00
#> SAMPLE_1454 1 0.0000 0.956 1.00 0 0.00
#> SAMPLE_1465 1 0.0000 0.956 1.00 0 0.00
#> SAMPLE_1466 1 0.2537 0.934 0.92 0 0.08
#> SAMPLE_1467 3 0.0000 0.985 0.00 0 1.00
#> SAMPLE_1468 1 0.0000 0.956 1.00 0 0.00
#> SAMPLE_1469 3 0.0000 0.985 0.00 0 1.00
#> SAMPLE_1470 3 0.0000 0.985 0.00 0 1.00
#> SAMPLE_1471 3 0.0000 0.985 0.00 0 1.00
#> SAMPLE_1472 3 0.0000 0.985 0.00 0 1.00
#> SAMPLE_1473 1 0.0000 0.956 1.00 0 0.00
#> SAMPLE_1474 3 0.0000 0.985 0.00 0 1.00
#> SAMPLE_1475 1 0.0000 0.956 1.00 0 0.00
#> SAMPLE_1477 1 0.0000 0.956 1.00 0 0.00
#> SAMPLE_1478 3 0.0000 0.985 0.00 0 1.00
#> SAMPLE_1479 3 0.0000 0.985 0.00 0 1.00
#> SAMPLE_1481 3 0.0000 0.985 0.00 0 1.00
#> SAMPLE_1482 1 0.0000 0.956 1.00 0 0.00
#> SAMPLE_1483 3 0.0000 0.985 0.00 0 1.00
#> SAMPLE_1484 3 0.0000 0.985 0.00 0 1.00
#> SAMPLE_1485 3 0.0000 0.985 0.00 0 1.00
#> SAMPLE_1486 3 0.0000 0.985 0.00 0 1.00
#> SAMPLE_1487 3 0.0000 0.985 0.00 0 1.00
#> SAMPLE_1488 3 0.0000 0.985 0.00 0 1.00
#> SAMPLE_1512 2 0.0000 1.000 0.00 1 0.00
#> SAMPLE_1552 3 0.0000 0.985 0.00 0 1.00
#> SAMPLE_1584 2 0.0000 1.000 0.00 1 0.00
#> SAMPLE_1585 1 0.0000 0.956 1.00 0 0.00
#> SAMPLE_1587 2 0.0000 1.000 0.00 1 0.00
#> SAMPLE_1588 2 0.0000 1.000 0.00 1 0.00
#> SAMPLE_1590 2 0.0000 1.000 0.00 1 0.00
#> SAMPLE_1592 1 0.0000 0.956 1.00 0 0.00
#> SAMPLE_1593 1 0.0000 0.956 1.00 0 0.00
#> SAMPLE_1594 1 0.0000 0.956 1.00 0 0.00
#> SAMPLE_1598 2 0.0000 1.000 0.00 1 0.00
#> SAMPLE_1621 2 0.0000 1.000 0.00 1 0.00
#> SAMPLE_1623 3 0.0000 0.985 0.00 0 1.00
#> SAMPLE_1624 3 0.0000 0.985 0.00 0 1.00
#> SAMPLE_1651 3 0.0000 0.985 0.00 0 1.00
#> SAMPLE_1661 1 0.0000 0.956 1.00 0 0.00
#> SAMPLE_1662 1 0.0000 0.956 1.00 0 0.00
#> SAMPLE_1670 1 0.0000 0.956 1.00 0 0.00
#> SAMPLE_1672 1 0.0000 0.956 1.00 0 0.00
#> SAMPLE_1678 1 0.0000 0.956 1.00 0 0.00
#> SAMPLE_1693 3 0.0000 0.985 0.00 0 1.00
#> SAMPLE_1699 1 0.0000 0.956 1.00 0 0.00
#> SAMPLE_1703 2 0.0000 1.000 0.00 1 0.00
#> SAMPLE_1706 2 0.0000 1.000 0.00 1 0.00
#> SAMPLE_1708 2 0.0000 1.000 0.00 1 0.00
#> SAMPLE_1730 1 0.2959 0.928 0.90 0 0.10
#> SAMPLE_1755 1 0.0000 0.956 1.00 0 0.00
#> SAMPLE_1756 1 0.0000 0.956 1.00 0 0.00
#> SAMPLE_1758 2 0.0000 1.000 0.00 1 0.00
#> SAMPLE_1763 2 0.0000 1.000 0.00 1 0.00
#> SAMPLE_1839 1 0.0000 0.956 1.00 0 0.00
#> SAMPLE_1857 3 0.0000 0.985 0.00 0 1.00
#> SAMPLE_1881 2 0.0000 1.000 0.00 1 0.00
#> SAMPLE_1944 2 0.0000 1.000 0.00 1 0.00
#> SAMPLE_1950 2 0.0000 1.000 0.00 1 0.00
#> SAMPLE_1953 2 0.0000 1.000 0.00 1 0.00
#> SAMPLE_1997 1 0.0000 0.956 1.00 0 0.00
#> SAMPLE_2018 1 0.0000 0.956 1.00 0 0.00
#> SAMPLE_2042 2 0.0000 1.000 0.00 1 0.00
#> SAMPLE_2093 2 0.0000 1.000 0.00 1 0.00
#> SAMPLE_2094 2 0.0000 1.000 0.00 1 0.00
#> SAMPLE_2098 2 0.0000 1.000 0.00 1 0.00
#> SAMPLE_2123 2 0.0000 1.000 0.00 1 0.00
#> SAMPLE_2126 2 0.0000 1.000 0.00 1 0.00
#> SAMPLE_2127 2 0.0000 1.000 0.00 1 0.00
#> SAMPLE_2129 2 0.0000 1.000 0.00 1 0.00
#> SAMPLE_2136 2 0.0000 1.000 0.00 1 0.00
#> SAMPLE_2166 2 0.0000 1.000 0.00 1 0.00
#> SAMPLE_2229 1 0.0000 0.956 1.00 0 0.00
#> SAMPLE_2284 3 0.0000 0.985 0.00 0 1.00
#> SAMPLE_2308 3 0.0000 0.985 0.00 0 1.00
#> SAMPLE_2372 1 0.0000 0.956 1.00 0 0.00
#> SAMPLE_2413 3 0.0000 0.985 0.00 0 1.00
#> SAMPLE_2429 1 0.0000 0.956 1.00 0 0.00
#> SAMPLE_2462 1 0.0000 0.956 1.00 0 0.00
#> SAMPLE_2485 2 0.0000 1.000 0.00 1 0.00
#> SAMPLE_2531 3 0.0000 0.985 0.00 0 1.00
#> SAMPLE_2535 1 0.2959 0.928 0.90 0 0.10
#> SAMPLE_2536 1 0.2959 0.928 0.90 0 0.10
#> SAMPLE_2537 1 0.0000 0.956 1.00 0 0.00
#> SAMPLE_2538 2 0.0000 1.000 0.00 1 0.00
#> SAMPLE_2540 1 0.2959 0.928 0.90 0 0.10
#> SAMPLE_2541 1 0.2959 0.928 0.90 0 0.10
#> SAMPLE_2542 1 0.0000 0.956 1.00 0 0.00
#> SAMPLE_2543 1 0.2959 0.928 0.90 0 0.10
#> SAMPLE_2545 1 0.2959 0.928 0.90 0 0.10
#> SAMPLE_2546 3 0.0000 0.985 0.00 0 1.00
#> SAMPLE_2547 1 0.2959 0.928 0.90 0 0.10
#> SAMPLE_2548 2 0.0000 1.000 0.00 1 0.00
#> SAMPLE_2549 1 0.2959 0.928 0.90 0 0.10
#> SAMPLE_2550 1 0.2959 0.928 0.90 0 0.10
#> SAMPLE_2551 1 0.2959 0.928 0.90 0 0.10
#> SAMPLE_2574 2 0.0000 1.000 0.00 1 0.00
#> SAMPLE_2578 1 0.0000 0.956 1.00 0 0.00
#> SAMPLE_2599 1 0.0000 0.956 1.00 0 0.00
#> SAMPLE_2605 1 0.0000 0.956 1.00 0 0.00
#> SAMPLE_2606 1 0.0000 0.956 1.00 0 0.00
#> SAMPLE_2613 1 0.0000 0.956 1.00 0 0.00
#> SAMPLE_2620 1 0.0000 0.956 1.00 0 0.00
#> SAMPLE_2634 3 0.0000 0.985 0.00 0 1.00
#> SAMPLE_2638 2 0.0000 1.000 0.00 1 0.00
#> SAMPLE_2639 2 0.0000 1.000 0.00 1 0.00
#> SAMPLE_2640 2 0.0000 1.000 0.00 1 0.00
#> SAMPLE_2672 1 0.0000 0.956 1.00 0 0.00
#> SAMPLE_2673 1 0.0000 0.956 1.00 0 0.00
#> SAMPLE_2674 3 0.0000 0.985 0.00 0 1.00
#> SAMPLE_2675 1 0.2959 0.928 0.90 0 0.10
#> SAMPLE_2676 3 0.0000 0.985 0.00 0 1.00
#> SAMPLE_2677 1 0.0000 0.956 1.00 0 0.00
#> SAMPLE_2685 3 0.0000 0.985 0.00 0 1.00
#> SAMPLE_2686 1 0.0892 0.951 0.98 0 0.02
#> SAMPLE_2687 1 0.0000 0.956 1.00 0 0.00
#> SAMPLE_2691 1 0.0000 0.956 1.00 0 0.00
#> SAMPLE_2723 2 0.0000 1.000 0.00 1 0.00
#> SAMPLE_2748 3 0.0000 0.985 0.00 0 1.00
#> SAMPLE_2749 1 0.0000 0.956 1.00 0 0.00
#> SAMPLE_2750 1 0.0000 0.956 1.00 0 0.00
#> SAMPLE_2751 3 0.0000 0.985 0.00 0 1.00
#> SAMPLE_2752 1 0.2959 0.928 0.90 0 0.10
#> SAMPLE_2753 1 0.2959 0.928 0.90 0 0.10
#> SAMPLE_2754 1 0.2959 0.928 0.90 0 0.10
#> SAMPLE_2755 1 0.5706 0.611 0.68 0 0.32
#> SAMPLE_2756 1 0.0000 0.956 1.00 0 0.00
#> SAMPLE_2757 1 0.2959 0.928 0.90 0 0.10
#> SAMPLE_2758 3 0.0000 0.985 0.00 0 1.00
#> SAMPLE_2759 2 0.0000 1.000 0.00 1 0.00
#> SAMPLE_2774 3 0.0000 0.985 0.00 0 1.00
#> SAMPLE_2777 2 0.0000 1.000 0.00 1 0.00
#> SAMPLE_2782 1 0.0000 0.956 1.00 0 0.00
cbind(get_classes(res, k = 4), get_membership(res, k = 4))
#> class entropy silhouette p1 p2 p3 p4
#> SAMPLE_36 1 0.3172 0.762 0.84 0.00 0.00 0.16
#> SAMPLE_39 1 0.2345 0.849 0.90 0.00 0.10 0.00
#> SAMPLE_44 1 0.2345 0.849 0.90 0.00 0.10 0.00
#> SAMPLE_45 1 0.0000 0.925 1.00 0.00 0.00 0.00
#> SAMPLE_111 1 0.0707 0.911 0.98 0.00 0.00 0.02
#> SAMPLE_286 1 0.2345 0.849 0.90 0.00 0.10 0.00
#> SAMPLE_302 1 0.0707 0.913 0.98 0.00 0.02 0.00
#> SAMPLE_310 1 0.2345 0.849 0.90 0.00 0.10 0.00
#> SAMPLE_322 1 0.3172 0.762 0.84 0.00 0.00 0.16
#> SAMPLE_364 1 0.2345 0.849 0.90 0.00 0.10 0.00
#> SAMPLE_365 1 0.0000 0.925 1.00 0.00 0.00 0.00
#> SAMPLE_382 1 0.0000 0.925 1.00 0.00 0.00 0.00
#> SAMPLE_383 1 0.0000 0.925 1.00 0.00 0.00 0.00
#> SAMPLE_384 1 0.0000 0.925 1.00 0.00 0.00 0.00
#> SAMPLE_385 1 0.0000 0.925 1.00 0.00 0.00 0.00
#> SAMPLE_386 1 0.0000 0.925 1.00 0.00 0.00 0.00
#> SAMPLE_387 1 0.0000 0.925 1.00 0.00 0.00 0.00
#> SAMPLE_589 1 0.2345 0.849 0.90 0.00 0.10 0.00
#> SAMPLE_596 1 0.0000 0.925 1.00 0.00 0.00 0.00
#> SAMPLE_597 1 0.0000 0.925 1.00 0.00 0.00 0.00
#> SAMPLE_604 1 0.2345 0.849 0.90 0.00 0.10 0.00
#> SAMPLE_606 1 0.0000 0.925 1.00 0.00 0.00 0.00
#> SAMPLE_650 2 0.5383 0.891 0.00 0.74 0.16 0.10
#> SAMPLE_653 2 0.0000 0.877 0.00 1.00 0.00 0.00
#> SAMPLE_656 3 0.3172 0.973 0.16 0.00 0.84 0.00
#> SAMPLE_677 4 0.2345 1.000 0.10 0.00 0.00 0.90
#> SAMPLE_678 1 0.0000 0.925 1.00 0.00 0.00 0.00
#> SAMPLE_679 1 0.0000 0.925 1.00 0.00 0.00 0.00
#> SAMPLE_680 1 0.0707 0.911 0.98 0.00 0.00 0.02
#> SAMPLE_681 1 0.0000 0.925 1.00 0.00 0.00 0.00
#> SAMPLE_682 1 0.0707 0.911 0.98 0.00 0.00 0.02
#> SAMPLE_724 3 0.3172 0.973 0.16 0.00 0.84 0.00
#> SAMPLE_758 1 0.2345 0.849 0.90 0.00 0.10 0.00
#> SAMPLE_762 3 0.3172 0.973 0.16 0.00 0.84 0.00
#> SAMPLE_773 3 0.3172 0.973 0.16 0.00 0.84 0.00
#> SAMPLE_778 2 0.0000 0.877 0.00 1.00 0.00 0.00
#> SAMPLE_785 2 0.0000 0.877 0.00 1.00 0.00 0.00
#> SAMPLE_856 1 0.0000 0.925 1.00 0.00 0.00 0.00
#> SAMPLE_869 2 0.0000 0.877 0.00 1.00 0.00 0.00
#> SAMPLE_874 2 0.5383 0.891 0.00 0.74 0.16 0.10
#> SAMPLE_892 2 0.0000 0.877 0.00 1.00 0.00 0.00
#> SAMPLE_900 1 0.2921 0.789 0.86 0.00 0.00 0.14
#> SAMPLE_902 4 0.2345 1.000 0.10 0.00 0.00 0.90
#> SAMPLE_903 4 0.2345 1.000 0.10 0.00 0.00 0.90
#> SAMPLE_907 4 0.2345 1.000 0.10 0.00 0.00 0.90
#> SAMPLE_923 2 0.5383 0.891 0.00 0.74 0.16 0.10
#> SAMPLE_924 4 0.2345 1.000 0.10 0.00 0.00 0.90
#> SAMPLE_961 1 0.1637 0.884 0.94 0.00 0.06 0.00
#> SAMPLE_962 3 0.3172 0.973 0.16 0.00 0.84 0.00
#> SAMPLE_989 1 0.3172 0.762 0.84 0.00 0.00 0.16
#> SAMPLE_998 2 0.5383 0.891 0.00 0.74 0.16 0.10
#> SAMPLE_1044 2 0.5383 0.891 0.00 0.74 0.16 0.10
#> SAMPLE_1072 2 0.5383 0.891 0.00 0.74 0.16 0.10
#> SAMPLE_1100 2 0.0000 0.877 0.00 1.00 0.00 0.00
#> SAMPLE_1113 3 0.3400 0.780 0.00 0.18 0.82 0.00
#> SAMPLE_1144 2 0.5383 0.891 0.00 0.74 0.16 0.10
#> SAMPLE_1145 3 0.3172 0.973 0.16 0.00 0.84 0.00
#> SAMPLE_1146 1 0.0000 0.925 1.00 0.00 0.00 0.00
#> SAMPLE_1162 2 0.5383 0.891 0.00 0.74 0.16 0.10
#> SAMPLE_1171 2 0.0000 0.877 0.00 1.00 0.00 0.00
#> SAMPLE_1180 4 0.2345 1.000 0.10 0.00 0.00 0.90
#> SAMPLE_1187 1 0.0000 0.925 1.00 0.00 0.00 0.00
#> SAMPLE_1194 1 0.2345 0.849 0.90 0.00 0.10 0.00
#> SAMPLE_1205 2 0.0000 0.877 0.00 1.00 0.00 0.00
#> SAMPLE_1258 1 0.0000 0.925 1.00 0.00 0.00 0.00
#> SAMPLE_1282 2 0.0000 0.877 0.00 1.00 0.00 0.00
#> SAMPLE_1293 3 0.3172 0.973 0.16 0.00 0.84 0.00
#> SAMPLE_1331 2 0.0000 0.877 0.00 1.00 0.00 0.00
#> SAMPLE_1332 2 0.0000 0.877 0.00 1.00 0.00 0.00
#> SAMPLE_1341 2 0.5383 0.891 0.00 0.74 0.16 0.10
#> SAMPLE_1349 4 0.2345 1.000 0.10 0.00 0.00 0.90
#> SAMPLE_1405 2 0.0000 0.877 0.00 1.00 0.00 0.00
#> SAMPLE_1408 2 0.0000 0.877 0.00 1.00 0.00 0.00
#> SAMPLE_1452 2 0.0000 0.877 0.00 1.00 0.00 0.00
#> SAMPLE_1454 4 0.2345 1.000 0.10 0.00 0.00 0.90
#> SAMPLE_1465 4 0.2345 1.000 0.10 0.00 0.00 0.90
#> SAMPLE_1466 1 0.0000 0.925 1.00 0.00 0.00 0.00
#> SAMPLE_1467 3 0.3172 0.973 0.16 0.00 0.84 0.00
#> SAMPLE_1468 4 0.2345 1.000 0.10 0.00 0.00 0.90
#> SAMPLE_1469 1 0.2345 0.849 0.90 0.00 0.10 0.00
#> SAMPLE_1470 3 0.3172 0.973 0.16 0.00 0.84 0.00
#> SAMPLE_1471 3 0.3172 0.973 0.16 0.00 0.84 0.00
#> SAMPLE_1472 3 0.3172 0.973 0.16 0.00 0.84 0.00
#> SAMPLE_1473 4 0.2345 1.000 0.10 0.00 0.00 0.90
#> SAMPLE_1474 3 0.3172 0.973 0.16 0.00 0.84 0.00
#> SAMPLE_1475 4 0.2345 1.000 0.10 0.00 0.00 0.90
#> SAMPLE_1477 4 0.2345 1.000 0.10 0.00 0.00 0.90
#> SAMPLE_1478 3 0.3172 0.973 0.16 0.00 0.84 0.00
#> SAMPLE_1479 3 0.3172 0.973 0.16 0.00 0.84 0.00
#> SAMPLE_1481 3 0.3172 0.973 0.16 0.00 0.84 0.00
#> SAMPLE_1482 1 0.3172 0.762 0.84 0.00 0.00 0.16
#> SAMPLE_1483 3 0.3172 0.973 0.16 0.00 0.84 0.00
#> SAMPLE_1484 3 0.3172 0.973 0.16 0.00 0.84 0.00
#> SAMPLE_1485 3 0.3172 0.973 0.16 0.00 0.84 0.00
#> SAMPLE_1486 3 0.3172 0.973 0.16 0.00 0.84 0.00
#> SAMPLE_1487 3 0.3172 0.973 0.16 0.00 0.84 0.00
#> SAMPLE_1488 3 0.3172 0.973 0.16 0.00 0.84 0.00
#> SAMPLE_1512 2 0.0000 0.877 0.00 1.00 0.00 0.00
#> SAMPLE_1552 3 0.3172 0.973 0.16 0.00 0.84 0.00
#> SAMPLE_1584 2 0.5383 0.891 0.00 0.74 0.16 0.10
#> SAMPLE_1585 4 0.2345 1.000 0.10 0.00 0.00 0.90
#> SAMPLE_1587 2 0.5383 0.891 0.00 0.74 0.16 0.10
#> SAMPLE_1588 2 0.5383 0.891 0.00 0.74 0.16 0.10
#> SAMPLE_1590 2 0.5383 0.891 0.00 0.74 0.16 0.10
#> SAMPLE_1592 4 0.2345 1.000 0.10 0.00 0.00 0.90
#> SAMPLE_1593 4 0.2345 1.000 0.10 0.00 0.00 0.90
#> SAMPLE_1594 4 0.2345 1.000 0.10 0.00 0.00 0.90
#> SAMPLE_1598 2 0.0000 0.877 0.00 1.00 0.00 0.00
#> SAMPLE_1621 2 0.0000 0.877 0.00 1.00 0.00 0.00
#> SAMPLE_1623 3 0.3172 0.973 0.16 0.00 0.84 0.00
#> SAMPLE_1624 3 0.3172 0.973 0.16 0.00 0.84 0.00
#> SAMPLE_1651 3 0.3606 0.953 0.14 0.02 0.84 0.00
#> SAMPLE_1661 4 0.2345 1.000 0.10 0.00 0.00 0.90
#> SAMPLE_1662 4 0.2345 1.000 0.10 0.00 0.00 0.90
#> SAMPLE_1670 4 0.2345 1.000 0.10 0.00 0.00 0.90
#> SAMPLE_1672 4 0.2345 1.000 0.10 0.00 0.00 0.90
#> SAMPLE_1678 4 0.2345 1.000 0.10 0.00 0.00 0.90
#> SAMPLE_1693 3 0.3172 0.801 0.00 0.16 0.84 0.00
#> SAMPLE_1699 4 0.2345 1.000 0.10 0.00 0.00 0.90
#> SAMPLE_1703 2 0.0000 0.877 0.00 1.00 0.00 0.00
#> SAMPLE_1706 2 0.0000 0.877 0.00 1.00 0.00 0.00
#> SAMPLE_1708 2 0.0000 0.877 0.00 1.00 0.00 0.00
#> SAMPLE_1730 1 0.0000 0.925 1.00 0.00 0.00 0.00
#> SAMPLE_1755 4 0.2345 1.000 0.10 0.00 0.00 0.90
#> SAMPLE_1756 4 0.2345 1.000 0.10 0.00 0.00 0.90
#> SAMPLE_1758 2 0.0000 0.877 0.00 1.00 0.00 0.00
#> SAMPLE_1763 2 0.0000 0.877 0.00 1.00 0.00 0.00
#> SAMPLE_1839 4 0.2345 1.000 0.10 0.00 0.00 0.90
#> SAMPLE_1857 3 0.3172 0.801 0.00 0.16 0.84 0.00
#> SAMPLE_1881 2 0.0000 0.877 0.00 1.00 0.00 0.00
#> SAMPLE_1944 2 0.0000 0.877 0.00 1.00 0.00 0.00
#> SAMPLE_1950 2 0.5383 0.891 0.00 0.74 0.16 0.10
#> SAMPLE_1953 2 0.5383 0.891 0.00 0.74 0.16 0.10
#> SAMPLE_1997 4 0.2345 1.000 0.10 0.00 0.00 0.90
#> SAMPLE_2018 4 0.2345 1.000 0.10 0.00 0.00 0.90
#> SAMPLE_2042 2 0.0000 0.877 0.00 1.00 0.00 0.00
#> SAMPLE_2093 2 0.5383 0.891 0.00 0.74 0.16 0.10
#> SAMPLE_2094 2 0.5383 0.891 0.00 0.74 0.16 0.10
#> SAMPLE_2098 2 0.5383 0.891 0.00 0.74 0.16 0.10
#> SAMPLE_2123 2 0.5383 0.891 0.00 0.74 0.16 0.10
#> SAMPLE_2126 2 0.5383 0.891 0.00 0.74 0.16 0.10
#> SAMPLE_2127 2 0.5383 0.891 0.00 0.74 0.16 0.10
#> SAMPLE_2129 2 0.5383 0.891 0.00 0.74 0.16 0.10
#> SAMPLE_2136 2 0.5383 0.891 0.00 0.74 0.16 0.10
#> SAMPLE_2166 2 0.5383 0.891 0.00 0.74 0.16 0.10
#> SAMPLE_2229 4 0.2345 1.000 0.10 0.00 0.00 0.90
#> SAMPLE_2284 3 0.3172 0.973 0.16 0.00 0.84 0.00
#> SAMPLE_2308 3 0.3172 0.801 0.00 0.16 0.84 0.00
#> SAMPLE_2372 4 0.2345 1.000 0.10 0.00 0.00 0.90
#> SAMPLE_2413 1 0.2345 0.849 0.90 0.00 0.10 0.00
#> SAMPLE_2429 4 0.2345 1.000 0.10 0.00 0.00 0.90
#> SAMPLE_2462 4 0.2345 1.000 0.10 0.00 0.00 0.90
#> SAMPLE_2485 2 0.5383 0.891 0.00 0.74 0.16 0.10
#> SAMPLE_2531 3 0.3172 0.973 0.16 0.00 0.84 0.00
#> SAMPLE_2535 1 0.0000 0.925 1.00 0.00 0.00 0.00
#> SAMPLE_2536 1 0.0000 0.925 1.00 0.00 0.00 0.00
#> SAMPLE_2537 4 0.2345 1.000 0.10 0.00 0.00 0.90
#> SAMPLE_2538 2 0.0000 0.877 0.00 1.00 0.00 0.00
#> SAMPLE_2540 1 0.0000 0.925 1.00 0.00 0.00 0.00
#> SAMPLE_2541 1 0.0000 0.925 1.00 0.00 0.00 0.00
#> SAMPLE_2542 4 0.2345 1.000 0.10 0.00 0.00 0.90
#> SAMPLE_2543 1 0.0000 0.925 1.00 0.00 0.00 0.00
#> SAMPLE_2545 1 0.0000 0.925 1.00 0.00 0.00 0.00
#> SAMPLE_2546 1 0.2345 0.849 0.90 0.00 0.10 0.00
#> SAMPLE_2547 1 0.0000 0.925 1.00 0.00 0.00 0.00
#> SAMPLE_2548 2 0.0000 0.877 0.00 1.00 0.00 0.00
#> SAMPLE_2549 1 0.0000 0.925 1.00 0.00 0.00 0.00
#> SAMPLE_2550 1 0.0000 0.925 1.00 0.00 0.00 0.00
#> SAMPLE_2551 1 0.0000 0.925 1.00 0.00 0.00 0.00
#> SAMPLE_2574 2 0.5383 0.891 0.00 0.74 0.16 0.10
#> SAMPLE_2578 4 0.2345 1.000 0.10 0.00 0.00 0.90
#> SAMPLE_2599 4 0.2345 1.000 0.10 0.00 0.00 0.90
#> SAMPLE_2605 4 0.2345 1.000 0.10 0.00 0.00 0.90
#> SAMPLE_2606 4 0.2345 1.000 0.10 0.00 0.00 0.90
#> SAMPLE_2613 4 0.2345 1.000 0.10 0.00 0.00 0.90
#> SAMPLE_2620 4 0.2345 1.000 0.10 0.00 0.00 0.90
#> SAMPLE_2634 3 0.3172 0.973 0.16 0.00 0.84 0.00
#> SAMPLE_2638 2 0.5383 0.891 0.00 0.74 0.16 0.10
#> SAMPLE_2639 2 0.5383 0.891 0.00 0.74 0.16 0.10
#> SAMPLE_2640 2 0.5383 0.891 0.00 0.74 0.16 0.10
#> SAMPLE_2672 4 0.2345 1.000 0.10 0.00 0.00 0.90
#> SAMPLE_2673 4 0.2345 1.000 0.10 0.00 0.00 0.90
#> SAMPLE_2674 1 0.2345 0.849 0.90 0.00 0.10 0.00
#> SAMPLE_2675 1 0.0000 0.925 1.00 0.00 0.00 0.00
#> SAMPLE_2676 3 0.3172 0.973 0.16 0.00 0.84 0.00
#> SAMPLE_2677 1 0.3172 0.762 0.84 0.00 0.00 0.16
#> SAMPLE_2685 3 0.3172 0.973 0.16 0.00 0.84 0.00
#> SAMPLE_2686 1 0.0707 0.911 0.98 0.00 0.00 0.02
#> SAMPLE_2687 1 0.3172 0.762 0.84 0.00 0.00 0.16
#> SAMPLE_2691 1 0.4713 0.360 0.64 0.00 0.00 0.36
#> SAMPLE_2723 2 0.5383 0.891 0.00 0.74 0.16 0.10
#> SAMPLE_2748 1 0.2345 0.849 0.90 0.00 0.10 0.00
#> SAMPLE_2749 1 0.2345 0.838 0.90 0.00 0.00 0.10
#> SAMPLE_2750 1 0.3172 0.762 0.84 0.00 0.00 0.16
#> SAMPLE_2751 1 0.2345 0.849 0.90 0.00 0.10 0.00
#> SAMPLE_2752 1 0.0000 0.925 1.00 0.00 0.00 0.00
#> SAMPLE_2753 1 0.0000 0.925 1.00 0.00 0.00 0.00
#> SAMPLE_2754 1 0.0000 0.925 1.00 0.00 0.00 0.00
#> SAMPLE_2755 1 0.1211 0.900 0.96 0.00 0.04 0.00
#> SAMPLE_2756 4 0.2345 1.000 0.10 0.00 0.00 0.90
#> SAMPLE_2757 1 0.0000 0.925 1.00 0.00 0.00 0.00
#> SAMPLE_2758 1 0.2345 0.849 0.90 0.00 0.10 0.00
#> SAMPLE_2759 2 0.5383 0.891 0.00 0.74 0.16 0.10
#> SAMPLE_2774 3 0.3172 0.973 0.16 0.00 0.84 0.00
#> SAMPLE_2777 2 0.0000 0.877 0.00 1.00 0.00 0.00
#> SAMPLE_2782 4 0.2345 1.000 0.10 0.00 0.00 0.90
cbind(get_classes(res, k = 5), get_membership(res, k = 5))
#> class entropy silhouette p1 p2 p3 p4 p5
#> SAMPLE_36 1 0.0609 0.951 0.98 0.00 0.00 0.02 0.00
#> SAMPLE_39 1 0.1043 0.950 0.96 0.00 0.04 0.00 0.00
#> SAMPLE_44 1 0.1043 0.950 0.96 0.00 0.04 0.00 0.00
#> SAMPLE_45 1 0.0000 0.966 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_111 1 0.0000 0.966 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_286 1 0.1043 0.950 0.96 0.00 0.04 0.00 0.00
#> SAMPLE_302 1 0.1043 0.950 0.96 0.00 0.04 0.00 0.00
#> SAMPLE_310 1 0.1043 0.950 0.96 0.00 0.04 0.00 0.00
#> SAMPLE_322 1 0.0609 0.951 0.98 0.00 0.00 0.02 0.00
#> SAMPLE_364 1 0.1043 0.950 0.96 0.00 0.04 0.00 0.00
#> SAMPLE_365 1 0.0000 0.966 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_382 1 0.0609 0.972 0.98 0.00 0.02 0.00 0.00
#> SAMPLE_383 1 0.0609 0.972 0.98 0.00 0.02 0.00 0.00
#> SAMPLE_384 1 0.0609 0.972 0.98 0.00 0.02 0.00 0.00
#> SAMPLE_385 1 0.0609 0.972 0.98 0.00 0.02 0.00 0.00
#> SAMPLE_386 1 0.0609 0.972 0.98 0.00 0.02 0.00 0.00
#> SAMPLE_387 1 0.0609 0.972 0.98 0.00 0.02 0.00 0.00
#> SAMPLE_589 1 0.1043 0.950 0.96 0.00 0.04 0.00 0.00
#> SAMPLE_596 1 0.0000 0.966 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_597 1 0.0000 0.966 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_604 1 0.1410 0.949 0.94 0.00 0.06 0.00 0.00
#> SAMPLE_606 1 0.0000 0.966 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_650 2 0.0000 1.000 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_653 5 0.0609 0.860 0.00 0.02 0.00 0.00 0.98
#> SAMPLE_656 3 0.0609 0.992 0.02 0.00 0.98 0.00 0.00
#> SAMPLE_677 4 0.1043 1.000 0.04 0.00 0.00 0.96 0.00
#> SAMPLE_678 1 0.0609 0.972 0.98 0.00 0.02 0.00 0.00
#> SAMPLE_679 1 0.0609 0.972 0.98 0.00 0.02 0.00 0.00
#> SAMPLE_680 1 0.0609 0.972 0.98 0.00 0.02 0.00 0.00
#> SAMPLE_681 1 0.0609 0.972 0.98 0.00 0.02 0.00 0.00
#> SAMPLE_682 1 0.0609 0.972 0.98 0.00 0.02 0.00 0.00
#> SAMPLE_724 3 0.0609 0.992 0.02 0.00 0.98 0.00 0.00
#> SAMPLE_758 1 0.1043 0.950 0.96 0.00 0.04 0.00 0.00
#> SAMPLE_762 3 0.1043 0.971 0.04 0.00 0.96 0.00 0.00
#> SAMPLE_773 3 0.0609 0.992 0.02 0.00 0.98 0.00 0.00
#> SAMPLE_778 5 0.0609 0.860 0.00 0.02 0.00 0.00 0.98
#> SAMPLE_785 5 0.0609 0.860 0.00 0.02 0.00 0.00 0.98
#> SAMPLE_856 1 0.0000 0.966 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_869 5 0.0609 0.860 0.00 0.02 0.00 0.00 0.98
#> SAMPLE_874 2 0.0000 1.000 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_892 5 0.5631 0.439 0.00 0.40 0.02 0.04 0.54
#> SAMPLE_900 1 0.0609 0.972 0.98 0.00 0.02 0.00 0.00
#> SAMPLE_902 4 0.1043 1.000 0.04 0.00 0.00 0.96 0.00
#> SAMPLE_903 4 0.1043 1.000 0.04 0.00 0.00 0.96 0.00
#> SAMPLE_907 4 0.1043 1.000 0.04 0.00 0.00 0.96 0.00
#> SAMPLE_923 2 0.0000 1.000 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_924 4 0.1043 1.000 0.04 0.00 0.00 0.96 0.00
#> SAMPLE_961 1 0.1410 0.949 0.94 0.00 0.06 0.00 0.00
#> SAMPLE_962 3 0.0609 0.992 0.02 0.00 0.98 0.00 0.00
#> SAMPLE_989 1 0.0609 0.951 0.98 0.00 0.00 0.02 0.00
#> SAMPLE_998 2 0.0000 1.000 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_1044 2 0.0000 1.000 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_1072 2 0.0000 1.000 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_1100 5 0.0609 0.860 0.00 0.02 0.00 0.00 0.98
#> SAMPLE_1113 3 0.1410 0.932 0.00 0.00 0.94 0.00 0.06
#> SAMPLE_1144 2 0.0000 1.000 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_1145 3 0.0609 0.992 0.02 0.00 0.98 0.00 0.00
#> SAMPLE_1146 1 0.0609 0.972 0.98 0.00 0.02 0.00 0.00
#> SAMPLE_1162 2 0.0000 1.000 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_1171 5 0.0609 0.860 0.00 0.02 0.00 0.00 0.98
#> SAMPLE_1180 4 0.1043 1.000 0.04 0.00 0.00 0.96 0.00
#> SAMPLE_1187 1 0.0609 0.972 0.98 0.00 0.02 0.00 0.00
#> SAMPLE_1194 1 0.1043 0.950 0.96 0.00 0.04 0.00 0.00
#> SAMPLE_1205 5 0.5631 0.439 0.00 0.40 0.02 0.04 0.54
#> SAMPLE_1258 1 0.0000 0.966 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_1282 5 0.0609 0.860 0.00 0.02 0.00 0.00 0.98
#> SAMPLE_1293 3 0.0609 0.992 0.02 0.00 0.98 0.00 0.00
#> SAMPLE_1331 5 0.0609 0.860 0.00 0.02 0.00 0.00 0.98
#> SAMPLE_1332 5 0.0609 0.860 0.00 0.02 0.00 0.00 0.98
#> SAMPLE_1341 2 0.0000 1.000 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_1349 4 0.1043 1.000 0.04 0.00 0.00 0.96 0.00
#> SAMPLE_1405 5 0.0609 0.860 0.00 0.02 0.00 0.00 0.98
#> SAMPLE_1408 5 0.0609 0.860 0.00 0.02 0.00 0.00 0.98
#> SAMPLE_1452 5 0.0609 0.860 0.00 0.02 0.00 0.00 0.98
#> SAMPLE_1454 4 0.1043 1.000 0.04 0.00 0.00 0.96 0.00
#> SAMPLE_1465 4 0.1043 1.000 0.04 0.00 0.00 0.96 0.00
#> SAMPLE_1466 1 0.0000 0.966 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_1467 3 0.0609 0.992 0.02 0.00 0.98 0.00 0.00
#> SAMPLE_1468 4 0.1043 1.000 0.04 0.00 0.00 0.96 0.00
#> SAMPLE_1469 1 0.1410 0.949 0.94 0.00 0.06 0.00 0.00
#> SAMPLE_1470 3 0.0609 0.992 0.02 0.00 0.98 0.00 0.00
#> SAMPLE_1471 3 0.0609 0.992 0.02 0.00 0.98 0.00 0.00
#> SAMPLE_1472 3 0.0609 0.992 0.02 0.00 0.98 0.00 0.00
#> SAMPLE_1473 4 0.1043 1.000 0.04 0.00 0.00 0.96 0.00
#> SAMPLE_1474 3 0.0609 0.992 0.02 0.00 0.98 0.00 0.00
#> SAMPLE_1475 4 0.1043 1.000 0.04 0.00 0.00 0.96 0.00
#> SAMPLE_1477 4 0.1043 1.000 0.04 0.00 0.00 0.96 0.00
#> SAMPLE_1478 3 0.0609 0.992 0.02 0.00 0.98 0.00 0.00
#> SAMPLE_1479 3 0.0609 0.992 0.02 0.00 0.98 0.00 0.00
#> SAMPLE_1481 3 0.0609 0.992 0.02 0.00 0.98 0.00 0.00
#> SAMPLE_1482 1 0.0609 0.951 0.98 0.00 0.00 0.02 0.00
#> SAMPLE_1483 3 0.0609 0.992 0.02 0.00 0.98 0.00 0.00
#> SAMPLE_1484 3 0.0609 0.992 0.02 0.00 0.98 0.00 0.00
#> SAMPLE_1485 3 0.0609 0.992 0.02 0.00 0.98 0.00 0.00
#> SAMPLE_1486 3 0.0609 0.992 0.02 0.00 0.98 0.00 0.00
#> SAMPLE_1487 3 0.0609 0.992 0.02 0.00 0.98 0.00 0.00
#> SAMPLE_1488 3 0.0609 0.992 0.02 0.00 0.98 0.00 0.00
#> SAMPLE_1512 5 0.5631 0.439 0.00 0.40 0.02 0.04 0.54
#> SAMPLE_1552 3 0.0609 0.992 0.02 0.00 0.98 0.00 0.00
#> SAMPLE_1584 2 0.0000 1.000 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_1585 4 0.1043 1.000 0.04 0.00 0.00 0.96 0.00
#> SAMPLE_1587 2 0.0000 1.000 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_1588 2 0.0000 1.000 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_1590 2 0.0000 1.000 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_1592 4 0.1043 1.000 0.04 0.00 0.00 0.96 0.00
#> SAMPLE_1593 4 0.1043 1.000 0.04 0.00 0.00 0.96 0.00
#> SAMPLE_1594 4 0.1043 1.000 0.04 0.00 0.00 0.96 0.00
#> SAMPLE_1598 5 0.5631 0.439 0.00 0.40 0.02 0.04 0.54
#> SAMPLE_1621 5 0.0609 0.860 0.00 0.02 0.00 0.00 0.98
#> SAMPLE_1623 3 0.0609 0.992 0.02 0.00 0.98 0.00 0.00
#> SAMPLE_1624 3 0.0609 0.992 0.02 0.00 0.98 0.00 0.00
#> SAMPLE_1651 3 0.0609 0.970 0.00 0.00 0.98 0.00 0.02
#> SAMPLE_1661 4 0.1043 1.000 0.04 0.00 0.00 0.96 0.00
#> SAMPLE_1662 4 0.1043 1.000 0.04 0.00 0.00 0.96 0.00
#> SAMPLE_1670 4 0.1043 1.000 0.04 0.00 0.00 0.96 0.00
#> SAMPLE_1672 4 0.1043 1.000 0.04 0.00 0.00 0.96 0.00
#> SAMPLE_1678 4 0.1043 1.000 0.04 0.00 0.00 0.96 0.00
#> SAMPLE_1693 3 0.1043 0.950 0.00 0.00 0.96 0.00 0.04
#> SAMPLE_1699 4 0.1043 1.000 0.04 0.00 0.00 0.96 0.00
#> SAMPLE_1703 5 0.0609 0.860 0.00 0.02 0.00 0.00 0.98
#> SAMPLE_1706 5 0.0609 0.860 0.00 0.02 0.00 0.00 0.98
#> SAMPLE_1708 5 0.5631 0.439 0.00 0.40 0.02 0.04 0.54
#> SAMPLE_1730 1 0.0000 0.966 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_1755 4 0.1043 1.000 0.04 0.00 0.00 0.96 0.00
#> SAMPLE_1756 4 0.1043 1.000 0.04 0.00 0.00 0.96 0.00
#> SAMPLE_1758 5 0.5631 0.439 0.00 0.40 0.02 0.04 0.54
#> SAMPLE_1763 5 0.0609 0.860 0.00 0.02 0.00 0.00 0.98
#> SAMPLE_1839 4 0.1043 1.000 0.04 0.00 0.00 0.96 0.00
#> SAMPLE_1857 3 0.1043 0.950 0.00 0.00 0.96 0.00 0.04
#> SAMPLE_1881 5 0.0609 0.860 0.00 0.02 0.00 0.00 0.98
#> SAMPLE_1944 5 0.0609 0.860 0.00 0.02 0.00 0.00 0.98
#> SAMPLE_1950 2 0.0000 1.000 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_1953 2 0.0000 1.000 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_1997 4 0.1043 1.000 0.04 0.00 0.00 0.96 0.00
#> SAMPLE_2018 4 0.1043 1.000 0.04 0.00 0.00 0.96 0.00
#> SAMPLE_2042 5 0.0609 0.860 0.00 0.02 0.00 0.00 0.98
#> SAMPLE_2093 2 0.0000 1.000 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_2094 2 0.0000 1.000 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_2098 2 0.0000 1.000 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_2123 2 0.0000 1.000 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_2126 2 0.0000 1.000 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_2127 2 0.0000 1.000 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_2129 2 0.0000 1.000 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_2136 2 0.0000 1.000 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_2166 2 0.0000 1.000 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_2229 4 0.1043 1.000 0.04 0.00 0.00 0.96 0.00
#> SAMPLE_2284 3 0.0609 0.992 0.02 0.00 0.98 0.00 0.00
#> SAMPLE_2308 3 0.1043 0.950 0.00 0.00 0.96 0.00 0.04
#> SAMPLE_2372 4 0.1043 1.000 0.04 0.00 0.00 0.96 0.00
#> SAMPLE_2413 1 0.1043 0.950 0.96 0.00 0.04 0.00 0.00
#> SAMPLE_2429 4 0.1043 1.000 0.04 0.00 0.00 0.96 0.00
#> SAMPLE_2462 4 0.1043 1.000 0.04 0.00 0.00 0.96 0.00
#> SAMPLE_2485 2 0.0000 1.000 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_2531 3 0.0609 0.992 0.02 0.00 0.98 0.00 0.00
#> SAMPLE_2535 1 0.0609 0.972 0.98 0.00 0.02 0.00 0.00
#> SAMPLE_2536 1 0.0609 0.972 0.98 0.00 0.02 0.00 0.00
#> SAMPLE_2537 4 0.1043 1.000 0.04 0.00 0.00 0.96 0.00
#> SAMPLE_2538 5 0.5631 0.439 0.00 0.40 0.02 0.04 0.54
#> SAMPLE_2540 1 0.0609 0.972 0.98 0.00 0.02 0.00 0.00
#> SAMPLE_2541 1 0.0609 0.972 0.98 0.00 0.02 0.00 0.00
#> SAMPLE_2542 4 0.1043 1.000 0.04 0.00 0.00 0.96 0.00
#> SAMPLE_2543 1 0.0609 0.972 0.98 0.00 0.02 0.00 0.00
#> SAMPLE_2545 1 0.0609 0.972 0.98 0.00 0.02 0.00 0.00
#> SAMPLE_2546 1 0.1410 0.949 0.94 0.00 0.06 0.00 0.00
#> SAMPLE_2547 1 0.0609 0.972 0.98 0.00 0.02 0.00 0.00
#> SAMPLE_2548 5 0.5631 0.439 0.00 0.40 0.02 0.04 0.54
#> SAMPLE_2549 1 0.0609 0.972 0.98 0.00 0.02 0.00 0.00
#> SAMPLE_2550 1 0.0609 0.972 0.98 0.00 0.02 0.00 0.00
#> SAMPLE_2551 1 0.0609 0.972 0.98 0.00 0.02 0.00 0.00
#> SAMPLE_2574 2 0.0000 1.000 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_2578 4 0.1043 1.000 0.04 0.00 0.00 0.96 0.00
#> SAMPLE_2599 4 0.1043 1.000 0.04 0.00 0.00 0.96 0.00
#> SAMPLE_2605 4 0.1043 1.000 0.04 0.00 0.00 0.96 0.00
#> SAMPLE_2606 4 0.1043 1.000 0.04 0.00 0.00 0.96 0.00
#> SAMPLE_2613 4 0.1043 1.000 0.04 0.00 0.00 0.96 0.00
#> SAMPLE_2620 4 0.1043 1.000 0.04 0.00 0.00 0.96 0.00
#> SAMPLE_2634 3 0.0609 0.992 0.02 0.00 0.98 0.00 0.00
#> SAMPLE_2638 2 0.0000 1.000 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_2639 2 0.0000 1.000 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_2640 2 0.0000 1.000 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_2672 4 0.1043 1.000 0.04 0.00 0.00 0.96 0.00
#> SAMPLE_2673 4 0.1043 1.000 0.04 0.00 0.00 0.96 0.00
#> SAMPLE_2674 1 0.1410 0.949 0.94 0.00 0.06 0.00 0.00
#> SAMPLE_2675 1 0.0609 0.972 0.98 0.00 0.02 0.00 0.00
#> SAMPLE_2676 3 0.0609 0.992 0.02 0.00 0.98 0.00 0.00
#> SAMPLE_2677 1 0.1043 0.942 0.96 0.00 0.00 0.04 0.00
#> SAMPLE_2685 3 0.0609 0.992 0.02 0.00 0.98 0.00 0.00
#> SAMPLE_2686 1 0.0609 0.972 0.98 0.00 0.02 0.00 0.00
#> SAMPLE_2687 1 0.1043 0.942 0.96 0.00 0.00 0.04 0.00
#> SAMPLE_2691 1 0.3895 0.493 0.68 0.00 0.00 0.32 0.00
#> SAMPLE_2723 2 0.0000 1.000 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_2748 1 0.1410 0.949 0.94 0.00 0.06 0.00 0.00
#> SAMPLE_2749 1 0.0609 0.972 0.98 0.00 0.02 0.00 0.00
#> SAMPLE_2750 1 0.1043 0.942 0.96 0.00 0.00 0.04 0.00
#> SAMPLE_2751 1 0.1410 0.949 0.94 0.00 0.06 0.00 0.00
#> SAMPLE_2752 1 0.0609 0.972 0.98 0.00 0.02 0.00 0.00
#> SAMPLE_2753 1 0.0609 0.972 0.98 0.00 0.02 0.00 0.00
#> SAMPLE_2754 1 0.0609 0.972 0.98 0.00 0.02 0.00 0.00
#> SAMPLE_2755 1 0.0609 0.972 0.98 0.00 0.02 0.00 0.00
#> SAMPLE_2756 4 0.1043 1.000 0.04 0.00 0.00 0.96 0.00
#> SAMPLE_2757 1 0.0609 0.972 0.98 0.00 0.02 0.00 0.00
#> SAMPLE_2758 1 0.1410 0.949 0.94 0.00 0.06 0.00 0.00
#> SAMPLE_2759 2 0.0000 1.000 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_2774 3 0.0609 0.992 0.02 0.00 0.98 0.00 0.00
#> SAMPLE_2777 5 0.0609 0.860 0.00 0.02 0.00 0.00 0.98
#> SAMPLE_2782 4 0.1043 1.000 0.04 0.00 0.00 0.96 0.00
cbind(get_classes(res, k = 6), get_membership(res, k = 6))
#> class entropy silhouette p1 p2 p3 p4 p5 p6
#> SAMPLE_36 1 0.3499 0.785 0.68 0.00 0 0.00 0.00 0.32
#> SAMPLE_39 1 0.3499 0.785 0.68 0.00 0 0.00 0.00 0.32
#> SAMPLE_44 1 0.3499 0.785 0.68 0.00 0 0.00 0.00 0.32
#> SAMPLE_45 1 0.3499 0.785 0.68 0.00 0 0.00 0.00 0.32
#> SAMPLE_111 1 0.3499 0.785 0.68 0.00 0 0.00 0.00 0.32
#> SAMPLE_286 1 0.3499 0.785 0.68 0.00 0 0.00 0.00 0.32
#> SAMPLE_302 1 0.3499 0.785 0.68 0.00 0 0.00 0.00 0.32
#> SAMPLE_310 1 0.3499 0.785 0.68 0.00 0 0.00 0.00 0.32
#> SAMPLE_322 1 0.3499 0.785 0.68 0.00 0 0.00 0.00 0.32
#> SAMPLE_364 1 0.3499 0.785 0.68 0.00 0 0.00 0.00 0.32
#> SAMPLE_365 1 0.3499 0.785 0.68 0.00 0 0.00 0.00 0.32
#> SAMPLE_382 1 0.0000 0.858 1.00 0.00 0 0.00 0.00 0.00
#> SAMPLE_383 1 0.0000 0.858 1.00 0.00 0 0.00 0.00 0.00
#> SAMPLE_384 1 0.0000 0.858 1.00 0.00 0 0.00 0.00 0.00
#> SAMPLE_385 1 0.0000 0.858 1.00 0.00 0 0.00 0.00 0.00
#> SAMPLE_386 1 0.0000 0.858 1.00 0.00 0 0.00 0.00 0.00
#> SAMPLE_387 1 0.0000 0.858 1.00 0.00 0 0.00 0.00 0.00
#> SAMPLE_589 1 0.3499 0.785 0.68 0.00 0 0.00 0.00 0.32
#> SAMPLE_596 1 0.3499 0.785 0.68 0.00 0 0.00 0.00 0.32
#> SAMPLE_597 1 0.3499 0.785 0.68 0.00 0 0.00 0.00 0.32
#> SAMPLE_604 1 0.3499 0.785 0.68 0.00 0 0.00 0.00 0.32
#> SAMPLE_606 1 0.3499 0.785 0.68 0.00 0 0.00 0.00 0.32
#> SAMPLE_650 2 0.0000 1.000 0.00 1.00 0 0.00 0.00 0.00
#> SAMPLE_653 5 0.0000 0.995 0.00 0.00 0 0.00 1.00 0.00
#> SAMPLE_656 3 0.0000 1.000 0.00 0.00 1 0.00 0.00 0.00
#> SAMPLE_677 4 0.4002 0.507 0.32 0.00 0 0.66 0.00 0.02
#> SAMPLE_678 1 0.0000 0.858 1.00 0.00 0 0.00 0.00 0.00
#> SAMPLE_679 1 0.0000 0.858 1.00 0.00 0 0.00 0.00 0.00
#> SAMPLE_680 1 0.0000 0.858 1.00 0.00 0 0.00 0.00 0.00
#> SAMPLE_681 1 0.0000 0.858 1.00 0.00 0 0.00 0.00 0.00
#> SAMPLE_682 1 0.0000 0.858 1.00 0.00 0 0.00 0.00 0.00
#> SAMPLE_724 3 0.0000 1.000 0.00 0.00 1 0.00 0.00 0.00
#> SAMPLE_758 1 0.3499 0.785 0.68 0.00 0 0.00 0.00 0.32
#> SAMPLE_762 3 0.0000 1.000 0.00 0.00 1 0.00 0.00 0.00
#> SAMPLE_773 3 0.0000 1.000 0.00 0.00 1 0.00 0.00 0.00
#> SAMPLE_778 5 0.0000 0.995 0.00 0.00 0 0.00 1.00 0.00
#> SAMPLE_785 5 0.0000 0.995 0.00 0.00 0 0.00 1.00 0.00
#> SAMPLE_856 1 0.3499 0.785 0.68 0.00 0 0.00 0.00 0.32
#> SAMPLE_869 5 0.0000 0.995 0.00 0.00 0 0.00 1.00 0.00
#> SAMPLE_874 2 0.0000 1.000 0.00 1.00 0 0.00 0.00 0.00
#> SAMPLE_892 6 0.4798 1.000 0.00 0.08 0 0.00 0.30 0.62
#> SAMPLE_900 1 0.0000 0.858 1.00 0.00 0 0.00 0.00 0.00
#> SAMPLE_902 4 0.0000 0.976 0.00 0.00 0 1.00 0.00 0.00
#> SAMPLE_903 4 0.0000 0.976 0.00 0.00 0 1.00 0.00 0.00
#> SAMPLE_907 4 0.0000 0.976 0.00 0.00 0 1.00 0.00 0.00
#> SAMPLE_923 2 0.0000 1.000 0.00 1.00 0 0.00 0.00 0.00
#> SAMPLE_924 4 0.0000 0.976 0.00 0.00 0 1.00 0.00 0.00
#> SAMPLE_961 1 0.3409 0.790 0.70 0.00 0 0.00 0.00 0.30
#> SAMPLE_962 3 0.0000 1.000 0.00 0.00 1 0.00 0.00 0.00
#> SAMPLE_989 1 0.3499 0.785 0.68 0.00 0 0.00 0.00 0.32
#> SAMPLE_998 2 0.0000 1.000 0.00 1.00 0 0.00 0.00 0.00
#> SAMPLE_1044 2 0.0000 1.000 0.00 1.00 0 0.00 0.00 0.00
#> SAMPLE_1072 2 0.0000 1.000 0.00 1.00 0 0.00 0.00 0.00
#> SAMPLE_1100 5 0.0937 0.951 0.00 0.00 0 0.00 0.96 0.04
#> SAMPLE_1113 3 0.0000 1.000 0.00 0.00 1 0.00 0.00 0.00
#> SAMPLE_1144 2 0.0000 1.000 0.00 1.00 0 0.00 0.00 0.00
#> SAMPLE_1145 3 0.0000 1.000 0.00 0.00 1 0.00 0.00 0.00
#> SAMPLE_1146 1 0.0000 0.858 1.00 0.00 0 0.00 0.00 0.00
#> SAMPLE_1162 2 0.0000 1.000 0.00 1.00 0 0.00 0.00 0.00
#> SAMPLE_1171 5 0.0000 0.995 0.00 0.00 0 0.00 1.00 0.00
#> SAMPLE_1180 4 0.0000 0.976 0.00 0.00 0 1.00 0.00 0.00
#> SAMPLE_1187 1 0.3309 0.795 0.72 0.00 0 0.00 0.00 0.28
#> SAMPLE_1194 1 0.3499 0.785 0.68 0.00 0 0.00 0.00 0.32
#> SAMPLE_1205 6 0.4798 1.000 0.00 0.08 0 0.00 0.30 0.62
#> SAMPLE_1258 1 0.3499 0.785 0.68 0.00 0 0.00 0.00 0.32
#> SAMPLE_1282 5 0.0000 0.995 0.00 0.00 0 0.00 1.00 0.00
#> SAMPLE_1293 3 0.0000 1.000 0.00 0.00 1 0.00 0.00 0.00
#> SAMPLE_1331 5 0.0000 0.995 0.00 0.00 0 0.00 1.00 0.00
#> SAMPLE_1332 5 0.0000 0.995 0.00 0.00 0 0.00 1.00 0.00
#> SAMPLE_1341 2 0.0000 1.000 0.00 1.00 0 0.00 0.00 0.00
#> SAMPLE_1349 4 0.0000 0.976 0.00 0.00 0 1.00 0.00 0.00
#> SAMPLE_1405 5 0.0000 0.995 0.00 0.00 0 0.00 1.00 0.00
#> SAMPLE_1408 5 0.0000 0.995 0.00 0.00 0 0.00 1.00 0.00
#> SAMPLE_1452 5 0.0000 0.995 0.00 0.00 0 0.00 1.00 0.00
#> SAMPLE_1454 4 0.0000 0.976 0.00 0.00 0 1.00 0.00 0.00
#> SAMPLE_1465 4 0.0000 0.976 0.00 0.00 0 1.00 0.00 0.00
#> SAMPLE_1466 1 0.3499 0.785 0.68 0.00 0 0.00 0.00 0.32
#> SAMPLE_1467 3 0.0000 1.000 0.00 0.00 1 0.00 0.00 0.00
#> SAMPLE_1468 4 0.0000 0.976 0.00 0.00 0 1.00 0.00 0.00
#> SAMPLE_1469 1 0.1267 0.846 0.94 0.00 0 0.00 0.00 0.06
#> SAMPLE_1470 3 0.0000 1.000 0.00 0.00 1 0.00 0.00 0.00
#> SAMPLE_1471 3 0.0000 1.000 0.00 0.00 1 0.00 0.00 0.00
#> SAMPLE_1472 3 0.0000 1.000 0.00 0.00 1 0.00 0.00 0.00
#> SAMPLE_1473 4 0.0000 0.976 0.00 0.00 0 1.00 0.00 0.00
#> SAMPLE_1474 3 0.0000 1.000 0.00 0.00 1 0.00 0.00 0.00
#> SAMPLE_1475 4 0.0000 0.976 0.00 0.00 0 1.00 0.00 0.00
#> SAMPLE_1477 4 0.0000 0.976 0.00 0.00 0 1.00 0.00 0.00
#> SAMPLE_1478 3 0.0000 1.000 0.00 0.00 1 0.00 0.00 0.00
#> SAMPLE_1479 3 0.0000 1.000 0.00 0.00 1 0.00 0.00 0.00
#> SAMPLE_1481 3 0.0000 1.000 0.00 0.00 1 0.00 0.00 0.00
#> SAMPLE_1482 1 0.3499 0.785 0.68 0.00 0 0.00 0.00 0.32
#> SAMPLE_1483 3 0.0000 1.000 0.00 0.00 1 0.00 0.00 0.00
#> SAMPLE_1484 3 0.0000 1.000 0.00 0.00 1 0.00 0.00 0.00
#> SAMPLE_1485 3 0.0000 1.000 0.00 0.00 1 0.00 0.00 0.00
#> SAMPLE_1486 3 0.0000 1.000 0.00 0.00 1 0.00 0.00 0.00
#> SAMPLE_1487 3 0.0000 1.000 0.00 0.00 1 0.00 0.00 0.00
#> SAMPLE_1488 3 0.0000 1.000 0.00 0.00 1 0.00 0.00 0.00
#> SAMPLE_1512 6 0.4798 1.000 0.00 0.08 0 0.00 0.30 0.62
#> SAMPLE_1552 3 0.0000 1.000 0.00 0.00 1 0.00 0.00 0.00
#> SAMPLE_1584 2 0.0000 1.000 0.00 1.00 0 0.00 0.00 0.00
#> SAMPLE_1585 4 0.0000 0.976 0.00 0.00 0 1.00 0.00 0.00
#> SAMPLE_1587 2 0.0000 1.000 0.00 1.00 0 0.00 0.00 0.00
#> SAMPLE_1588 2 0.0000 1.000 0.00 1.00 0 0.00 0.00 0.00
#> SAMPLE_1590 2 0.0000 1.000 0.00 1.00 0 0.00 0.00 0.00
#> SAMPLE_1592 4 0.0547 0.966 0.00 0.00 0 0.98 0.00 0.02
#> SAMPLE_1593 4 0.0547 0.966 0.00 0.00 0 0.98 0.00 0.02
#> SAMPLE_1594 4 0.0547 0.966 0.00 0.00 0 0.98 0.00 0.02
#> SAMPLE_1598 6 0.4798 1.000 0.00 0.08 0 0.00 0.30 0.62
#> SAMPLE_1621 5 0.0937 0.951 0.00 0.00 0 0.00 0.96 0.04
#> SAMPLE_1623 3 0.0000 1.000 0.00 0.00 1 0.00 0.00 0.00
#> SAMPLE_1624 3 0.0000 1.000 0.00 0.00 1 0.00 0.00 0.00
#> SAMPLE_1651 3 0.0000 1.000 0.00 0.00 1 0.00 0.00 0.00
#> SAMPLE_1661 4 0.0000 0.976 0.00 0.00 0 1.00 0.00 0.00
#> SAMPLE_1662 4 0.0000 0.976 0.00 0.00 0 1.00 0.00 0.00
#> SAMPLE_1670 4 0.0000 0.976 0.00 0.00 0 1.00 0.00 0.00
#> SAMPLE_1672 4 0.0000 0.976 0.00 0.00 0 1.00 0.00 0.00
#> SAMPLE_1678 4 0.0000 0.976 0.00 0.00 0 1.00 0.00 0.00
#> SAMPLE_1693 3 0.0000 1.000 0.00 0.00 1 0.00 0.00 0.00
#> SAMPLE_1699 4 0.0000 0.976 0.00 0.00 0 1.00 0.00 0.00
#> SAMPLE_1703 5 0.0000 0.995 0.00 0.00 0 0.00 1.00 0.00
#> SAMPLE_1706 5 0.0000 0.995 0.00 0.00 0 0.00 1.00 0.00
#> SAMPLE_1708 6 0.4798 1.000 0.00 0.08 0 0.00 0.30 0.62
#> SAMPLE_1730 1 0.3499 0.785 0.68 0.00 0 0.00 0.00 0.32
#> SAMPLE_1755 4 0.0547 0.966 0.00 0.00 0 0.98 0.00 0.02
#> SAMPLE_1756 4 0.0547 0.966 0.00 0.00 0 0.98 0.00 0.02
#> SAMPLE_1758 6 0.4798 1.000 0.00 0.08 0 0.00 0.30 0.62
#> SAMPLE_1763 5 0.0000 0.995 0.00 0.00 0 0.00 1.00 0.00
#> SAMPLE_1839 4 0.0547 0.966 0.00 0.00 0 0.98 0.00 0.02
#> SAMPLE_1857 3 0.0000 1.000 0.00 0.00 1 0.00 0.00 0.00
#> SAMPLE_1881 5 0.0000 0.995 0.00 0.00 0 0.00 1.00 0.00
#> SAMPLE_1944 5 0.0000 0.995 0.00 0.00 0 0.00 1.00 0.00
#> SAMPLE_1950 2 0.0000 1.000 0.00 1.00 0 0.00 0.00 0.00
#> SAMPLE_1953 2 0.0000 1.000 0.00 1.00 0 0.00 0.00 0.00
#> SAMPLE_1997 4 0.0000 0.976 0.00 0.00 0 1.00 0.00 0.00
#> SAMPLE_2018 4 0.0000 0.976 0.00 0.00 0 1.00 0.00 0.00
#> SAMPLE_2042 5 0.0000 0.995 0.00 0.00 0 0.00 1.00 0.00
#> SAMPLE_2093 2 0.0000 1.000 0.00 1.00 0 0.00 0.00 0.00
#> SAMPLE_2094 2 0.0000 1.000 0.00 1.00 0 0.00 0.00 0.00
#> SAMPLE_2098 2 0.0000 1.000 0.00 1.00 0 0.00 0.00 0.00
#> SAMPLE_2123 2 0.0000 1.000 0.00 1.00 0 0.00 0.00 0.00
#> SAMPLE_2126 2 0.0000 1.000 0.00 1.00 0 0.00 0.00 0.00
#> SAMPLE_2127 2 0.0000 1.000 0.00 1.00 0 0.00 0.00 0.00
#> SAMPLE_2129 2 0.0000 1.000 0.00 1.00 0 0.00 0.00 0.00
#> SAMPLE_2136 2 0.0000 1.000 0.00 1.00 0 0.00 0.00 0.00
#> SAMPLE_2166 2 0.0000 1.000 0.00 1.00 0 0.00 0.00 0.00
#> SAMPLE_2229 4 0.0000 0.976 0.00 0.00 0 1.00 0.00 0.00
#> SAMPLE_2284 3 0.0000 1.000 0.00 0.00 1 0.00 0.00 0.00
#> SAMPLE_2308 3 0.0000 1.000 0.00 0.00 1 0.00 0.00 0.00
#> SAMPLE_2372 4 0.0000 0.976 0.00 0.00 0 1.00 0.00 0.00
#> SAMPLE_2413 1 0.3499 0.785 0.68 0.00 0 0.00 0.00 0.32
#> SAMPLE_2429 4 0.0000 0.976 0.00 0.00 0 1.00 0.00 0.00
#> SAMPLE_2462 4 0.0000 0.976 0.00 0.00 0 1.00 0.00 0.00
#> SAMPLE_2485 2 0.0000 1.000 0.00 1.00 0 0.00 0.00 0.00
#> SAMPLE_2531 3 0.0000 1.000 0.00 0.00 1 0.00 0.00 0.00
#> SAMPLE_2535 1 0.0000 0.858 1.00 0.00 0 0.00 0.00 0.00
#> SAMPLE_2536 1 0.0000 0.858 1.00 0.00 0 0.00 0.00 0.00
#> SAMPLE_2537 4 0.0547 0.966 0.00 0.00 0 0.98 0.00 0.02
#> SAMPLE_2538 6 0.4798 1.000 0.00 0.08 0 0.00 0.30 0.62
#> SAMPLE_2540 1 0.0000 0.858 1.00 0.00 0 0.00 0.00 0.00
#> SAMPLE_2541 1 0.0000 0.858 1.00 0.00 0 0.00 0.00 0.00
#> SAMPLE_2542 4 0.0547 0.966 0.00 0.00 0 0.98 0.00 0.02
#> SAMPLE_2543 1 0.0000 0.858 1.00 0.00 0 0.00 0.00 0.00
#> SAMPLE_2545 1 0.0000 0.858 1.00 0.00 0 0.00 0.00 0.00
#> SAMPLE_2546 1 0.0000 0.858 1.00 0.00 0 0.00 0.00 0.00
#> SAMPLE_2547 1 0.0000 0.858 1.00 0.00 0 0.00 0.00 0.00
#> SAMPLE_2548 6 0.4798 1.000 0.00 0.08 0 0.00 0.30 0.62
#> SAMPLE_2549 1 0.0000 0.858 1.00 0.00 0 0.00 0.00 0.00
#> SAMPLE_2550 1 0.0000 0.858 1.00 0.00 0 0.00 0.00 0.00
#> SAMPLE_2551 1 0.0000 0.858 1.00 0.00 0 0.00 0.00 0.00
#> SAMPLE_2574 2 0.0000 1.000 0.00 1.00 0 0.00 0.00 0.00
#> SAMPLE_2578 4 0.0000 0.976 0.00 0.00 0 1.00 0.00 0.00
#> SAMPLE_2599 4 0.0000 0.976 0.00 0.00 0 1.00 0.00 0.00
#> SAMPLE_2605 4 0.0000 0.976 0.00 0.00 0 1.00 0.00 0.00
#> SAMPLE_2606 4 0.0000 0.976 0.00 0.00 0 1.00 0.00 0.00
#> SAMPLE_2613 4 0.0000 0.976 0.00 0.00 0 1.00 0.00 0.00
#> SAMPLE_2620 4 0.1092 0.934 0.02 0.00 0 0.96 0.00 0.02
#> SAMPLE_2634 3 0.0000 1.000 0.00 0.00 1 0.00 0.00 0.00
#> SAMPLE_2638 2 0.0000 1.000 0.00 1.00 0 0.00 0.00 0.00
#> SAMPLE_2639 2 0.0000 1.000 0.00 1.00 0 0.00 0.00 0.00
#> SAMPLE_2640 2 0.0000 1.000 0.00 1.00 0 0.00 0.00 0.00
#> SAMPLE_2672 4 0.0000 0.976 0.00 0.00 0 1.00 0.00 0.00
#> SAMPLE_2673 4 0.0000 0.976 0.00 0.00 0 1.00 0.00 0.00
#> SAMPLE_2674 1 0.0000 0.858 1.00 0.00 0 0.00 0.00 0.00
#> SAMPLE_2675 1 0.0000 0.858 1.00 0.00 0 0.00 0.00 0.00
#> SAMPLE_2676 3 0.0000 1.000 0.00 0.00 1 0.00 0.00 0.00
#> SAMPLE_2677 1 0.0000 0.858 1.00 0.00 0 0.00 0.00 0.00
#> SAMPLE_2685 3 0.0000 1.000 0.00 0.00 1 0.00 0.00 0.00
#> SAMPLE_2686 1 0.0000 0.858 1.00 0.00 0 0.00 0.00 0.00
#> SAMPLE_2687 1 0.0000 0.858 1.00 0.00 0 0.00 0.00 0.00
#> SAMPLE_2691 1 0.5692 0.557 0.50 0.00 0 0.18 0.00 0.32
#> SAMPLE_2723 2 0.0000 1.000 0.00 1.00 0 0.00 0.00 0.00
#> SAMPLE_2748 1 0.0000 0.858 1.00 0.00 0 0.00 0.00 0.00
#> SAMPLE_2749 1 0.0000 0.858 1.00 0.00 0 0.00 0.00 0.00
#> SAMPLE_2750 1 0.0547 0.844 0.98 0.00 0 0.00 0.00 0.02
#> SAMPLE_2751 1 0.0000 0.858 1.00 0.00 0 0.00 0.00 0.00
#> SAMPLE_2752 1 0.0000 0.858 1.00 0.00 0 0.00 0.00 0.00
#> SAMPLE_2753 1 0.0000 0.858 1.00 0.00 0 0.00 0.00 0.00
#> SAMPLE_2754 1 0.0000 0.858 1.00 0.00 0 0.00 0.00 0.00
#> SAMPLE_2755 1 0.0000 0.858 1.00 0.00 0 0.00 0.00 0.00
#> SAMPLE_2756 4 0.4002 0.507 0.32 0.00 0 0.66 0.00 0.02
#> SAMPLE_2757 1 0.0000 0.858 1.00 0.00 0 0.00 0.00 0.00
#> SAMPLE_2758 1 0.0000 0.858 1.00 0.00 0 0.00 0.00 0.00
#> SAMPLE_2759 2 0.0000 1.000 0.00 1.00 0 0.00 0.00 0.00
#> SAMPLE_2774 3 0.0000 1.000 0.00 0.00 1 0.00 0.00 0.00
#> SAMPLE_2777 5 0.0000 0.995 0.00 0.00 0 0.00 1.00 0.00
#> SAMPLE_2782 4 0.0547 0.966 0.00 0.00 0 0.98 0.00 0.02
cbind(get_classes(res, k = 7), get_membership(res, k = 7))
#> class entropy silhouette p1 p2 p3 p4 p5 p6 p7
#> SAMPLE_36 7 0.3047 0.990 0.28 0.00 0.00 0.00 0.00 0.00 0.72
#> SAMPLE_39 7 0.3047 0.990 0.28 0.00 0.00 0.00 0.00 0.00 0.72
#> SAMPLE_44 7 0.3047 0.990 0.28 0.00 0.00 0.00 0.00 0.00 0.72
#> SAMPLE_45 7 0.3047 0.990 0.28 0.00 0.00 0.00 0.00 0.00 0.72
#> SAMPLE_111 7 0.3047 0.990 0.28 0.00 0.00 0.00 0.00 0.00 0.72
#> SAMPLE_286 7 0.3047 0.990 0.28 0.00 0.00 0.00 0.00 0.00 0.72
#> SAMPLE_302 7 0.3047 0.990 0.28 0.00 0.00 0.00 0.00 0.00 0.72
#> SAMPLE_310 7 0.3047 0.990 0.28 0.00 0.00 0.00 0.00 0.00 0.72
#> SAMPLE_322 7 0.3047 0.990 0.28 0.00 0.00 0.00 0.00 0.00 0.72
#> SAMPLE_364 7 0.3047 0.990 0.28 0.00 0.00 0.00 0.00 0.00 0.72
#> SAMPLE_365 7 0.3047 0.990 0.28 0.00 0.00 0.00 0.00 0.00 0.72
#> SAMPLE_382 1 0.0000 0.969 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_383 1 0.0000 0.969 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_384 1 0.0000 0.969 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_385 1 0.0000 0.969 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_386 1 0.0000 0.969 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_387 1 0.0000 0.969 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_589 7 0.3047 0.990 0.28 0.00 0.00 0.00 0.00 0.00 0.72
#> SAMPLE_596 7 0.3047 0.990 0.28 0.00 0.00 0.00 0.00 0.00 0.72
#> SAMPLE_597 7 0.3047 0.990 0.28 0.00 0.00 0.00 0.00 0.00 0.72
#> SAMPLE_604 7 0.3047 0.990 0.28 0.00 0.00 0.00 0.00 0.00 0.72
#> SAMPLE_606 7 0.3047 0.990 0.28 0.00 0.00 0.00 0.00 0.00 0.72
#> SAMPLE_650 2 0.0000 0.981 0.00 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_653 5 0.0000 0.968 0.00 0.00 0.00 0.00 1.00 0.00 0.00
#> SAMPLE_656 3 0.0000 0.987 0.00 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_677 1 0.4015 0.470 0.68 0.00 0.00 0.26 0.00 0.06 0.00
#> SAMPLE_678 1 0.0000 0.969 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_679 1 0.0000 0.969 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_680 1 0.0000 0.969 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_681 1 0.0000 0.969 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_682 1 0.0504 0.944 0.98 0.00 0.00 0.00 0.00 0.02 0.00
#> SAMPLE_724 3 0.0863 0.968 0.00 0.00 0.96 0.00 0.00 0.00 0.04
#> SAMPLE_758 7 0.3047 0.990 0.28 0.00 0.00 0.00 0.00 0.00 0.72
#> SAMPLE_762 3 0.0000 0.987 0.00 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_773 3 0.0000 0.987 0.00 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_778 5 0.0000 0.968 0.00 0.00 0.00 0.00 1.00 0.00 0.00
#> SAMPLE_785 5 0.0000 0.968 0.00 0.00 0.00 0.00 1.00 0.00 0.00
#> SAMPLE_856 7 0.3047 0.990 0.28 0.00 0.00 0.00 0.00 0.00 0.72
#> SAMPLE_869 5 0.0000 0.968 0.00 0.00 0.00 0.00 1.00 0.00 0.00
#> SAMPLE_874 2 0.1006 0.977 0.00 0.96 0.00 0.00 0.00 0.02 0.02
#> SAMPLE_892 6 0.3835 1.000 0.00 0.10 0.00 0.00 0.16 0.74 0.00
#> SAMPLE_900 1 0.0000 0.969 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_902 4 0.0000 0.970 0.00 0.00 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_903 4 0.0000 0.970 0.00 0.00 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_907 4 0.0000 0.970 0.00 0.00 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_923 2 0.1006 0.977 0.00 0.96 0.00 0.00 0.00 0.02 0.02
#> SAMPLE_924 4 0.0000 0.970 0.00 0.00 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_961 7 0.3221 0.938 0.32 0.00 0.00 0.00 0.00 0.00 0.68
#> SAMPLE_962 3 0.0000 0.987 0.00 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_989 7 0.3047 0.990 0.28 0.00 0.00 0.00 0.00 0.00 0.72
#> SAMPLE_998 2 0.1006 0.977 0.00 0.96 0.00 0.00 0.00 0.02 0.02
#> SAMPLE_1044 2 0.0000 0.981 0.00 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1072 2 0.0000 0.981 0.00 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1100 5 0.4121 0.650 0.00 0.00 0.00 0.00 0.70 0.10 0.20
#> SAMPLE_1113 3 0.0863 0.968 0.00 0.00 0.96 0.00 0.00 0.00 0.04
#> SAMPLE_1144 2 0.1006 0.977 0.00 0.96 0.00 0.00 0.00 0.02 0.02
#> SAMPLE_1145 3 0.1166 0.959 0.00 0.00 0.94 0.00 0.00 0.00 0.06
#> SAMPLE_1146 1 0.0000 0.969 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1162 2 0.0000 0.981 0.00 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1171 5 0.0000 0.968 0.00 0.00 0.00 0.00 1.00 0.00 0.00
#> SAMPLE_1180 4 0.0000 0.970 0.00 0.00 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_1187 7 0.3294 0.908 0.34 0.00 0.00 0.00 0.00 0.00 0.66
#> SAMPLE_1194 7 0.3047 0.990 0.28 0.00 0.00 0.00 0.00 0.00 0.72
#> SAMPLE_1205 6 0.3835 1.000 0.00 0.10 0.00 0.00 0.16 0.74 0.00
#> SAMPLE_1258 7 0.3047 0.990 0.28 0.00 0.00 0.00 0.00 0.00 0.72
#> SAMPLE_1282 5 0.0000 0.968 0.00 0.00 0.00 0.00 1.00 0.00 0.00
#> SAMPLE_1293 3 0.0000 0.987 0.00 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_1331 5 0.0000 0.968 0.00 0.00 0.00 0.00 1.00 0.00 0.00
#> SAMPLE_1332 5 0.0000 0.968 0.00 0.00 0.00 0.00 1.00 0.00 0.00
#> SAMPLE_1341 2 0.0000 0.981 0.00 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1349 4 0.0000 0.970 0.00 0.00 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_1405 5 0.0000 0.968 0.00 0.00 0.00 0.00 1.00 0.00 0.00
#> SAMPLE_1408 5 0.0000 0.968 0.00 0.00 0.00 0.00 1.00 0.00 0.00
#> SAMPLE_1452 5 0.0000 0.968 0.00 0.00 0.00 0.00 1.00 0.00 0.00
#> SAMPLE_1454 4 0.0000 0.970 0.00 0.00 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_1465 4 0.0000 0.970 0.00 0.00 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_1466 7 0.3047 0.990 0.28 0.00 0.00 0.00 0.00 0.00 0.72
#> SAMPLE_1467 3 0.0504 0.978 0.00 0.00 0.98 0.00 0.00 0.00 0.02
#> SAMPLE_1468 4 0.0000 0.970 0.00 0.00 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_1469 1 0.2278 0.800 0.88 0.00 0.04 0.00 0.00 0.00 0.08
#> SAMPLE_1470 3 0.0000 0.987 0.00 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_1471 3 0.0000 0.987 0.00 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_1472 3 0.0000 0.987 0.00 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_1473 4 0.0000 0.970 0.00 0.00 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_1474 3 0.0000 0.987 0.00 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_1475 4 0.0000 0.970 0.00 0.00 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_1477 4 0.0000 0.970 0.00 0.00 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_1478 3 0.0000 0.987 0.00 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_1479 3 0.0000 0.987 0.00 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_1481 3 0.0000 0.987 0.00 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_1482 7 0.3047 0.990 0.28 0.00 0.00 0.00 0.00 0.00 0.72
#> SAMPLE_1483 3 0.0000 0.987 0.00 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_1484 3 0.0000 0.987 0.00 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_1485 3 0.0000 0.987 0.00 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_1486 3 0.0000 0.987 0.00 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_1487 3 0.0000 0.987 0.00 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_1488 3 0.0000 0.987 0.00 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_1512 6 0.3835 1.000 0.00 0.10 0.00 0.00 0.16 0.74 0.00
#> SAMPLE_1552 3 0.0000 0.987 0.00 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_1584 2 0.1006 0.977 0.00 0.96 0.00 0.00 0.00 0.02 0.02
#> SAMPLE_1585 4 0.0000 0.970 0.00 0.00 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_1587 2 0.0000 0.981 0.00 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1588 2 0.1006 0.977 0.00 0.96 0.00 0.00 0.00 0.02 0.02
#> SAMPLE_1590 2 0.1006 0.977 0.00 0.96 0.00 0.00 0.00 0.02 0.02
#> SAMPLE_1592 4 0.2081 0.887 0.00 0.00 0.00 0.86 0.00 0.14 0.00
#> SAMPLE_1593 4 0.2081 0.887 0.00 0.00 0.00 0.86 0.00 0.14 0.00
#> SAMPLE_1594 4 0.2081 0.887 0.00 0.00 0.00 0.86 0.00 0.14 0.00
#> SAMPLE_1598 6 0.3835 1.000 0.00 0.10 0.00 0.00 0.16 0.74 0.00
#> SAMPLE_1621 5 0.4121 0.650 0.00 0.00 0.00 0.00 0.70 0.10 0.20
#> SAMPLE_1623 3 0.0000 0.987 0.00 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_1624 3 0.0000 0.987 0.00 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_1651 3 0.1166 0.959 0.00 0.00 0.94 0.00 0.00 0.00 0.06
#> SAMPLE_1661 4 0.0000 0.970 0.00 0.00 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_1662 4 0.0000 0.970 0.00 0.00 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_1670 4 0.0000 0.970 0.00 0.00 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_1672 4 0.0000 0.970 0.00 0.00 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_1678 4 0.0000 0.970 0.00 0.00 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_1693 3 0.1166 0.959 0.00 0.00 0.94 0.00 0.00 0.00 0.06
#> SAMPLE_1699 4 0.0000 0.970 0.00 0.00 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_1703 5 0.0000 0.968 0.00 0.00 0.00 0.00 1.00 0.00 0.00
#> SAMPLE_1706 5 0.0000 0.968 0.00 0.00 0.00 0.00 1.00 0.00 0.00
#> SAMPLE_1708 6 0.3835 1.000 0.00 0.10 0.00 0.00 0.16 0.74 0.00
#> SAMPLE_1730 7 0.3047 0.990 0.28 0.00 0.00 0.00 0.00 0.00 0.72
#> SAMPLE_1755 4 0.2081 0.887 0.00 0.00 0.00 0.86 0.00 0.14 0.00
#> SAMPLE_1756 4 0.2081 0.887 0.00 0.00 0.00 0.86 0.00 0.14 0.00
#> SAMPLE_1758 6 0.3835 1.000 0.00 0.10 0.00 0.00 0.16 0.74 0.00
#> SAMPLE_1763 5 0.0000 0.968 0.00 0.00 0.00 0.00 1.00 0.00 0.00
#> SAMPLE_1839 4 0.2081 0.887 0.00 0.00 0.00 0.86 0.00 0.14 0.00
#> SAMPLE_1857 3 0.1166 0.959 0.00 0.00 0.94 0.00 0.00 0.00 0.06
#> SAMPLE_1881 5 0.0000 0.968 0.00 0.00 0.00 0.00 1.00 0.00 0.00
#> SAMPLE_1944 5 0.0000 0.968 0.00 0.00 0.00 0.00 1.00 0.00 0.00
#> SAMPLE_1950 2 0.0000 0.981 0.00 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1953 2 0.0000 0.981 0.00 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1997 4 0.0000 0.970 0.00 0.00 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_2018 4 0.0000 0.970 0.00 0.00 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_2042 5 0.0000 0.968 0.00 0.00 0.00 0.00 1.00 0.00 0.00
#> SAMPLE_2093 2 0.0000 0.981 0.00 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2094 2 0.0000 0.981 0.00 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2098 2 0.0000 0.981 0.00 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2123 2 0.0000 0.981 0.00 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2126 2 0.0000 0.981 0.00 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2127 2 0.0000 0.981 0.00 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2129 2 0.0000 0.981 0.00 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2136 2 0.0000 0.981 0.00 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2166 2 0.1006 0.977 0.00 0.96 0.00 0.00 0.00 0.02 0.02
#> SAMPLE_2229 4 0.0000 0.970 0.00 0.00 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_2284 3 0.1166 0.959 0.00 0.00 0.94 0.00 0.00 0.00 0.06
#> SAMPLE_2308 3 0.1166 0.959 0.00 0.00 0.94 0.00 0.00 0.00 0.06
#> SAMPLE_2372 4 0.0000 0.970 0.00 0.00 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_2413 7 0.3047 0.990 0.28 0.00 0.00 0.00 0.00 0.00 0.72
#> SAMPLE_2429 4 0.0000 0.970 0.00 0.00 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_2462 4 0.0000 0.970 0.00 0.00 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_2485 2 0.0000 0.981 0.00 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2531 3 0.0000 0.987 0.00 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_2535 1 0.0000 0.969 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2536 1 0.0000 0.969 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2537 4 0.2081 0.887 0.00 0.00 0.00 0.86 0.00 0.14 0.00
#> SAMPLE_2538 6 0.3835 1.000 0.00 0.10 0.00 0.00 0.16 0.74 0.00
#> SAMPLE_2540 1 0.0000 0.969 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2541 1 0.0000 0.969 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2542 4 0.2081 0.887 0.00 0.00 0.00 0.86 0.00 0.14 0.00
#> SAMPLE_2543 1 0.0000 0.969 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2545 1 0.0000 0.969 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2546 1 0.0000 0.969 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2547 1 0.0000 0.969 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2548 6 0.3835 1.000 0.00 0.10 0.00 0.00 0.16 0.74 0.00
#> SAMPLE_2549 1 0.0000 0.969 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2550 1 0.0000 0.969 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2551 1 0.0000 0.969 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2574 2 0.1006 0.977 0.00 0.96 0.00 0.00 0.00 0.02 0.02
#> SAMPLE_2578 4 0.0000 0.970 0.00 0.00 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_2599 4 0.0000 0.970 0.00 0.00 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_2605 4 0.0000 0.970 0.00 0.00 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_2606 4 0.0000 0.970 0.00 0.00 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_2613 4 0.0000 0.970 0.00 0.00 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_2620 4 0.0863 0.934 0.00 0.00 0.00 0.96 0.00 0.00 0.04
#> SAMPLE_2634 3 0.1166 0.959 0.00 0.00 0.94 0.00 0.00 0.00 0.06
#> SAMPLE_2638 2 0.1006 0.977 0.00 0.96 0.00 0.00 0.00 0.02 0.02
#> SAMPLE_2639 2 0.1006 0.977 0.00 0.96 0.00 0.00 0.00 0.02 0.02
#> SAMPLE_2640 2 0.1006 0.977 0.00 0.96 0.00 0.00 0.00 0.02 0.02
#> SAMPLE_2672 4 0.0000 0.970 0.00 0.00 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_2673 4 0.0000 0.970 0.00 0.00 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_2674 1 0.0000 0.969 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2675 1 0.0000 0.969 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2676 3 0.0000 0.987 0.00 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_2677 1 0.0000 0.969 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2685 3 0.0000 0.987 0.00 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_2686 1 0.0000 0.969 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2687 1 0.0000 0.969 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2691 7 0.3908 0.854 0.20 0.00 0.00 0.08 0.00 0.00 0.72
#> SAMPLE_2723 2 0.1006 0.977 0.00 0.96 0.00 0.00 0.00 0.02 0.02
#> SAMPLE_2748 1 0.0000 0.969 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2749 1 0.0000 0.969 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2750 1 0.0504 0.944 0.98 0.00 0.00 0.00 0.00 0.02 0.00
#> SAMPLE_2751 1 0.0000 0.969 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2752 1 0.0000 0.969 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2753 1 0.0000 0.969 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2754 1 0.0000 0.969 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2755 1 0.0000 0.969 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2756 1 0.4451 0.417 0.64 0.00 0.00 0.26 0.00 0.10 0.00
#> SAMPLE_2757 1 0.0000 0.969 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2758 1 0.0000 0.969 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2759 2 0.1006 0.977 0.00 0.96 0.00 0.00 0.00 0.02 0.02
#> SAMPLE_2774 3 0.0000 0.987 0.00 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_2777 5 0.0000 0.968 0.00 0.00 0.00 0.00 1.00 0.00 0.00
#> SAMPLE_2782 4 0.2081 0.887 0.00 0.00 0.00 0.86 0.00 0.14 0.00
cbind(get_classes(res, k = 8), get_membership(res, k = 8))
#> class entropy silhouette p1 p2 p3 p4 p5 p6 p7 p8
#> SAMPLE_36 7 0.1091 0.970 0.06 0.00 0.00 0.00 0.00 0.00 0.94 0.00
#> SAMPLE_39 7 0.1557 0.966 0.06 0.00 0.00 0.00 0.00 0.00 0.92 0.02
#> SAMPLE_44 7 0.1557 0.966 0.06 0.00 0.00 0.00 0.00 0.00 0.92 0.02
#> SAMPLE_45 7 0.1091 0.970 0.06 0.00 0.00 0.00 0.00 0.00 0.94 0.00
#> SAMPLE_111 7 0.1091 0.970 0.06 0.00 0.00 0.00 0.00 0.00 0.94 0.00
#> SAMPLE_286 7 0.1557 0.966 0.06 0.00 0.00 0.00 0.00 0.00 0.92 0.02
#> SAMPLE_302 7 0.1091 0.970 0.06 0.00 0.00 0.00 0.00 0.00 0.94 0.00
#> SAMPLE_310 7 0.1557 0.966 0.06 0.00 0.00 0.00 0.00 0.00 0.92 0.02
#> SAMPLE_322 7 0.1091 0.970 0.06 0.00 0.00 0.00 0.00 0.00 0.94 0.00
#> SAMPLE_364 7 0.1557 0.966 0.06 0.00 0.00 0.00 0.00 0.00 0.92 0.02
#> SAMPLE_365 7 0.1091 0.970 0.06 0.00 0.00 0.00 0.00 0.00 0.94 0.00
#> SAMPLE_382 1 0.0808 0.959 0.96 0.00 0.00 0.00 0.00 0.00 0.00 0.04
#> SAMPLE_383 1 0.0808 0.959 0.96 0.00 0.00 0.00 0.00 0.00 0.00 0.04
#> SAMPLE_384 1 0.0808 0.959 0.96 0.00 0.00 0.00 0.00 0.00 0.00 0.04
#> SAMPLE_385 1 0.0808 0.959 0.96 0.00 0.00 0.00 0.00 0.00 0.00 0.04
#> SAMPLE_386 1 0.0808 0.959 0.96 0.00 0.00 0.00 0.00 0.00 0.00 0.04
#> SAMPLE_387 1 0.0808 0.959 0.96 0.00 0.00 0.00 0.00 0.00 0.00 0.04
#> SAMPLE_589 7 0.1557 0.966 0.06 0.00 0.00 0.00 0.00 0.00 0.92 0.02
#> SAMPLE_596 7 0.1091 0.970 0.06 0.00 0.00 0.00 0.00 0.00 0.94 0.00
#> SAMPLE_597 7 0.1091 0.970 0.06 0.00 0.00 0.00 0.00 0.00 0.94 0.00
#> SAMPLE_604 7 0.1557 0.966 0.06 0.00 0.00 0.00 0.00 0.00 0.92 0.02
#> SAMPLE_606 7 0.1091 0.970 0.06 0.00 0.00 0.00 0.00 0.00 0.94 0.00
#> SAMPLE_650 2 0.0000 0.960 0.00 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_653 5 0.0471 0.954 0.00 0.02 0.00 0.00 0.98 0.00 0.00 0.00
#> SAMPLE_656 3 0.0000 0.972 0.00 0.00 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_677 1 0.3154 0.752 0.78 0.00 0.00 0.06 0.00 0.00 0.00 0.16
#> SAMPLE_678 1 0.0808 0.959 0.96 0.00 0.00 0.00 0.00 0.00 0.00 0.04
#> SAMPLE_679 1 0.0808 0.959 0.96 0.00 0.00 0.00 0.00 0.00 0.00 0.04
#> SAMPLE_680 1 0.0808 0.959 0.96 0.00 0.00 0.00 0.00 0.00 0.00 0.04
#> SAMPLE_681 1 0.0808 0.959 0.96 0.00 0.00 0.00 0.00 0.00 0.00 0.04
#> SAMPLE_682 1 0.0808 0.959 0.96 0.00 0.00 0.00 0.00 0.00 0.00 0.04
#> SAMPLE_724 3 0.1557 0.932 0.00 0.00 0.92 0.00 0.00 0.00 0.02 0.06
#> SAMPLE_758 7 0.1557 0.966 0.06 0.00 0.00 0.00 0.00 0.00 0.92 0.02
#> SAMPLE_762 3 0.0000 0.972 0.00 0.00 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_773 3 0.0000 0.972 0.00 0.00 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_778 5 0.0471 0.954 0.00 0.02 0.00 0.00 0.98 0.00 0.00 0.00
#> SAMPLE_785 5 0.0471 0.954 0.00 0.02 0.00 0.00 0.98 0.00 0.00 0.00
#> SAMPLE_856 7 0.1091 0.970 0.06 0.00 0.00 0.00 0.00 0.00 0.94 0.00
#> SAMPLE_869 5 0.0471 0.954 0.00 0.02 0.00 0.00 0.98 0.00 0.00 0.00
#> SAMPLE_874 2 0.1741 0.950 0.00 0.92 0.00 0.00 0.00 0.02 0.02 0.04
#> SAMPLE_892 6 0.0808 1.000 0.00 0.00 0.00 0.00 0.04 0.96 0.00 0.00
#> SAMPLE_900 1 0.0000 0.975 1.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_902 4 0.0000 0.942 0.00 0.00 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_903 4 0.0000 0.942 0.00 0.00 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_907 4 0.0000 0.942 0.00 0.00 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_923 2 0.1408 0.954 0.00 0.94 0.00 0.00 0.00 0.02 0.02 0.02
#> SAMPLE_924 4 0.0000 0.942 0.00 0.00 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_961 7 0.2406 0.801 0.20 0.00 0.00 0.00 0.00 0.00 0.80 0.00
#> SAMPLE_962 3 0.0000 0.972 0.00 0.00 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_989 7 0.1765 0.915 0.12 0.00 0.00 0.00 0.00 0.00 0.88 0.00
#> SAMPLE_998 2 0.1741 0.950 0.00 0.92 0.00 0.00 0.00 0.02 0.02 0.04
#> SAMPLE_1044 2 0.0000 0.960 0.00 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1072 2 0.0471 0.957 0.00 0.98 0.00 0.00 0.00 0.00 0.00 0.02
#> SAMPLE_1100 8 0.3329 1.000 0.00 0.00 0.00 0.00 0.48 0.00 0.00 0.52
#> SAMPLE_1113 3 0.2025 0.908 0.00 0.00 0.88 0.00 0.00 0.00 0.02 0.10
#> SAMPLE_1144 2 0.1741 0.950 0.00 0.92 0.00 0.00 0.00 0.02 0.02 0.04
#> SAMPLE_1145 3 0.2025 0.908 0.00 0.00 0.88 0.00 0.00 0.00 0.02 0.10
#> SAMPLE_1146 1 0.0000 0.975 1.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1162 2 0.0471 0.957 0.00 0.98 0.00 0.00 0.00 0.00 0.00 0.02
#> SAMPLE_1171 5 0.1874 0.885 0.00 0.02 0.00 0.00 0.92 0.02 0.02 0.02
#> SAMPLE_1180 4 0.0000 0.942 0.00 0.00 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_1187 7 0.2534 0.775 0.22 0.00 0.00 0.00 0.00 0.00 0.78 0.00
#> SAMPLE_1194 7 0.1557 0.966 0.06 0.00 0.00 0.00 0.00 0.00 0.92 0.02
#> SAMPLE_1205 6 0.0808 1.000 0.00 0.00 0.00 0.00 0.04 0.96 0.00 0.00
#> SAMPLE_1258 7 0.1765 0.915 0.12 0.00 0.00 0.00 0.00 0.00 0.88 0.00
#> SAMPLE_1282 5 0.1275 0.935 0.00 0.02 0.00 0.00 0.94 0.00 0.00 0.04
#> SAMPLE_1293 3 0.0471 0.963 0.00 0.00 0.98 0.00 0.00 0.00 0.00 0.02
#> SAMPLE_1331 5 0.1275 0.935 0.00 0.02 0.00 0.00 0.94 0.00 0.00 0.04
#> SAMPLE_1332 5 0.1275 0.935 0.00 0.02 0.00 0.00 0.94 0.00 0.00 0.04
#> SAMPLE_1341 2 0.0471 0.957 0.00 0.98 0.00 0.00 0.00 0.00 0.00 0.02
#> SAMPLE_1349 4 0.0000 0.942 0.00 0.00 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_1405 5 0.1275 0.935 0.00 0.02 0.00 0.00 0.94 0.00 0.00 0.04
#> SAMPLE_1408 5 0.1275 0.935 0.00 0.02 0.00 0.00 0.94 0.00 0.00 0.04
#> SAMPLE_1452 5 0.0471 0.954 0.00 0.02 0.00 0.00 0.98 0.00 0.00 0.00
#> SAMPLE_1454 4 0.0000 0.942 0.00 0.00 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_1465 4 0.0000 0.942 0.00 0.00 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_1466 7 0.1091 0.970 0.06 0.00 0.00 0.00 0.00 0.00 0.94 0.00
#> SAMPLE_1467 3 0.0000 0.972 0.00 0.00 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1468 4 0.0000 0.942 0.00 0.00 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_1469 1 0.2407 0.828 0.86 0.00 0.08 0.00 0.00 0.00 0.06 0.00
#> SAMPLE_1470 3 0.0000 0.972 0.00 0.00 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1471 3 0.0000 0.972 0.00 0.00 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1472 3 0.0000 0.972 0.00 0.00 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1473 4 0.0000 0.942 0.00 0.00 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_1474 3 0.0000 0.972 0.00 0.00 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1475 4 0.0000 0.942 0.00 0.00 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_1477 4 0.0000 0.942 0.00 0.00 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_1478 3 0.0000 0.972 0.00 0.00 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1479 3 0.0000 0.972 0.00 0.00 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1481 3 0.0000 0.972 0.00 0.00 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1482 7 0.1091 0.970 0.06 0.00 0.00 0.00 0.00 0.00 0.94 0.00
#> SAMPLE_1483 3 0.0000 0.972 0.00 0.00 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1484 3 0.0000 0.972 0.00 0.00 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1485 3 0.0000 0.972 0.00 0.00 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1486 3 0.0000 0.972 0.00 0.00 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1487 3 0.0000 0.972 0.00 0.00 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1488 3 0.0000 0.972 0.00 0.00 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1512 6 0.0808 1.000 0.00 0.00 0.00 0.00 0.04 0.96 0.00 0.00
#> SAMPLE_1552 3 0.0000 0.972 0.00 0.00 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1584 2 0.1741 0.950 0.00 0.92 0.00 0.00 0.00 0.02 0.02 0.04
#> SAMPLE_1585 4 0.0000 0.942 0.00 0.00 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_1587 2 0.0471 0.957 0.00 0.98 0.00 0.00 0.00 0.00 0.00 0.02
#> SAMPLE_1588 2 0.1741 0.950 0.00 0.92 0.00 0.00 0.00 0.02 0.02 0.04
#> SAMPLE_1590 2 0.1741 0.950 0.00 0.92 0.00 0.00 0.00 0.02 0.02 0.04
#> SAMPLE_1592 4 0.2756 0.763 0.00 0.00 0.00 0.74 0.00 0.00 0.00 0.26
#> SAMPLE_1593 4 0.2756 0.763 0.00 0.00 0.00 0.74 0.00 0.00 0.00 0.26
#> SAMPLE_1594 4 0.2756 0.763 0.00 0.00 0.00 0.74 0.00 0.00 0.00 0.26
#> SAMPLE_1598 6 0.0808 1.000 0.00 0.00 0.00 0.00 0.04 0.96 0.00 0.00
#> SAMPLE_1621 8 0.3329 1.000 0.00 0.00 0.00 0.00 0.48 0.00 0.00 0.52
#> SAMPLE_1623 3 0.0000 0.972 0.00 0.00 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1624 3 0.0000 0.972 0.00 0.00 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1651 3 0.2025 0.908 0.00 0.00 0.88 0.00 0.00 0.00 0.02 0.10
#> SAMPLE_1661 4 0.0000 0.942 0.00 0.00 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_1662 4 0.0000 0.942 0.00 0.00 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_1670 4 0.0000 0.942 0.00 0.00 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_1672 4 0.0000 0.942 0.00 0.00 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_1678 4 0.0000 0.942 0.00 0.00 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_1693 3 0.2025 0.908 0.00 0.00 0.88 0.00 0.00 0.00 0.02 0.10
#> SAMPLE_1699 4 0.0000 0.942 0.00 0.00 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_1703 5 0.0471 0.954 0.00 0.02 0.00 0.00 0.98 0.00 0.00 0.00
#> SAMPLE_1706 5 0.0471 0.954 0.00 0.02 0.00 0.00 0.98 0.00 0.00 0.00
#> SAMPLE_1708 6 0.0808 1.000 0.00 0.00 0.00 0.00 0.04 0.96 0.00 0.00
#> SAMPLE_1730 7 0.1091 0.970 0.06 0.00 0.00 0.00 0.00 0.00 0.94 0.00
#> SAMPLE_1755 4 0.2756 0.763 0.00 0.00 0.00 0.74 0.00 0.00 0.00 0.26
#> SAMPLE_1756 4 0.2756 0.763 0.00 0.00 0.00 0.74 0.00 0.00 0.00 0.26
#> SAMPLE_1758 6 0.0808 1.000 0.00 0.00 0.00 0.00 0.04 0.96 0.00 0.00
#> SAMPLE_1763 5 0.0471 0.954 0.00 0.02 0.00 0.00 0.98 0.00 0.00 0.00
#> SAMPLE_1839 4 0.2756 0.763 0.00 0.00 0.00 0.74 0.00 0.00 0.00 0.26
#> SAMPLE_1857 3 0.2025 0.908 0.00 0.00 0.88 0.00 0.00 0.00 0.02 0.10
#> SAMPLE_1881 5 0.0471 0.954 0.00 0.02 0.00 0.00 0.98 0.00 0.00 0.00
#> SAMPLE_1944 5 0.1275 0.935 0.00 0.02 0.00 0.00 0.94 0.00 0.00 0.04
#> SAMPLE_1950 2 0.0000 0.960 0.00 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1953 2 0.0000 0.960 0.00 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1997 4 0.0000 0.942 0.00 0.00 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_2018 4 0.0000 0.942 0.00 0.00 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_2042 5 0.1874 0.885 0.00 0.02 0.00 0.00 0.92 0.02 0.02 0.02
#> SAMPLE_2093 2 0.0471 0.957 0.00 0.98 0.00 0.00 0.00 0.00 0.00 0.02
#> SAMPLE_2094 2 0.0471 0.957 0.00 0.98 0.00 0.00 0.00 0.00 0.00 0.02
#> SAMPLE_2098 2 0.0471 0.957 0.00 0.98 0.00 0.00 0.00 0.00 0.00 0.02
#> SAMPLE_2123 2 0.0471 0.957 0.00 0.98 0.00 0.00 0.00 0.00 0.00 0.02
#> SAMPLE_2126 2 0.0471 0.957 0.00 0.98 0.00 0.00 0.00 0.00 0.00 0.02
#> SAMPLE_2127 2 0.0471 0.957 0.00 0.98 0.00 0.00 0.00 0.00 0.00 0.02
#> SAMPLE_2129 2 0.0471 0.957 0.00 0.98 0.00 0.00 0.00 0.00 0.00 0.02
#> SAMPLE_2136 2 0.0471 0.957 0.00 0.98 0.00 0.00 0.00 0.00 0.00 0.02
#> SAMPLE_2166 2 0.1741 0.950 0.00 0.92 0.00 0.00 0.00 0.02 0.02 0.04
#> SAMPLE_2229 4 0.0000 0.942 0.00 0.00 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_2284 3 0.1804 0.921 0.00 0.00 0.90 0.00 0.00 0.00 0.02 0.08
#> SAMPLE_2308 3 0.2025 0.908 0.00 0.00 0.88 0.00 0.00 0.00 0.02 0.10
#> SAMPLE_2372 4 0.0000 0.942 0.00 0.00 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_2413 7 0.1091 0.970 0.06 0.00 0.00 0.00 0.00 0.00 0.94 0.00
#> SAMPLE_2429 4 0.0000 0.942 0.00 0.00 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_2462 4 0.0000 0.942 0.00 0.00 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_2485 2 0.0000 0.960 0.00 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2531 3 0.0000 0.972 0.00 0.00 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2535 1 0.0000 0.975 1.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2536 1 0.0000 0.975 1.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2537 4 0.2756 0.763 0.00 0.00 0.00 0.74 0.00 0.00 0.00 0.26
#> SAMPLE_2538 6 0.0808 1.000 0.00 0.00 0.00 0.00 0.04 0.96 0.00 0.00
#> SAMPLE_2540 1 0.0000 0.975 1.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2541 1 0.0000 0.975 1.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2542 4 0.2756 0.763 0.00 0.00 0.00 0.74 0.00 0.00 0.00 0.26
#> SAMPLE_2543 1 0.0000 0.975 1.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2545 1 0.0000 0.975 1.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2546 1 0.0000 0.975 1.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2547 1 0.0000 0.975 1.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2548 6 0.0808 1.000 0.00 0.00 0.00 0.00 0.04 0.96 0.00 0.00
#> SAMPLE_2549 1 0.0000 0.975 1.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2550 1 0.0000 0.975 1.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2551 1 0.0000 0.975 1.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2574 2 0.1741 0.950 0.00 0.92 0.00 0.00 0.00 0.02 0.02 0.04
#> SAMPLE_2578 4 0.0000 0.942 0.00 0.00 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_2599 4 0.0000 0.942 0.00 0.00 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_2605 4 0.0000 0.942 0.00 0.00 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_2606 4 0.0000 0.942 0.00 0.00 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_2613 4 0.0000 0.942 0.00 0.00 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_2620 4 0.1091 0.892 0.00 0.00 0.00 0.94 0.00 0.00 0.06 0.00
#> SAMPLE_2634 3 0.1804 0.921 0.00 0.00 0.90 0.00 0.00 0.00 0.02 0.08
#> SAMPLE_2638 2 0.1741 0.950 0.00 0.92 0.00 0.00 0.00 0.02 0.02 0.04
#> SAMPLE_2639 2 0.1741 0.950 0.00 0.92 0.00 0.00 0.00 0.02 0.02 0.04
#> SAMPLE_2640 2 0.1741 0.950 0.00 0.92 0.00 0.00 0.00 0.02 0.02 0.04
#> SAMPLE_2672 4 0.0000 0.942 0.00 0.00 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_2673 4 0.0000 0.942 0.00 0.00 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_2674 1 0.0000 0.975 1.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2675 1 0.0000 0.975 1.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2676 3 0.0000 0.972 0.00 0.00 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2677 1 0.0000 0.975 1.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2685 3 0.0000 0.972 0.00 0.00 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2686 1 0.0000 0.975 1.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2687 1 0.0000 0.975 1.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2691 7 0.1607 0.921 0.04 0.00 0.00 0.04 0.00 0.00 0.92 0.00
#> SAMPLE_2723 2 0.1408 0.954 0.00 0.94 0.00 0.00 0.00 0.02 0.02 0.02
#> SAMPLE_2748 1 0.0000 0.975 1.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2749 1 0.0000 0.975 1.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2750 1 0.0000 0.975 1.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2751 1 0.0000 0.975 1.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2752 1 0.0000 0.975 1.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2753 1 0.0000 0.975 1.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2754 1 0.0000 0.975 1.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2755 1 0.0000 0.975 1.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2756 1 0.2994 0.749 0.80 0.00 0.00 0.06 0.00 0.00 0.00 0.14
#> SAMPLE_2757 1 0.0000 0.975 1.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2758 1 0.0000 0.975 1.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2759 2 0.1408 0.954 0.00 0.94 0.00 0.00 0.00 0.02 0.02 0.02
#> SAMPLE_2774 3 0.0000 0.972 0.00 0.00 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2777 5 0.1874 0.885 0.00 0.02 0.00 0.00 0.92 0.02 0.02 0.02
#> SAMPLE_2782 4 0.2756 0.763 0.00 0.00 0.00 0.74 0.00 0.00 0.00 0.26
Heatmaps for the consensus matrix. It visualizes the probability of two samples to be in a same group.
consensus_heatmap(res, k = 2)
consensus_heatmap(res, k = 3)
consensus_heatmap(res, k = 4)
consensus_heatmap(res, k = 5)
consensus_heatmap(res, k = 6)
consensus_heatmap(res, k = 7)
consensus_heatmap(res, k = 8)
Heatmaps for the membership of samples in all partitions to see how consistent they are:
membership_heatmap(res, k = 2)
membership_heatmap(res, k = 3)
membership_heatmap(res, k = 4)
membership_heatmap(res, k = 5)
membership_heatmap(res, k = 6)
membership_heatmap(res, k = 7)
membership_heatmap(res, k = 8)
As soon as the classes for columns are determined, the signatures that are significantly different between subgroups can be looked for. Following are the heatmaps for signatures.
get_signatures(res, k = 2)
get_signatures(res, k = 3)
get_signatures(res, k = 4)
get_signatures(res, k = 5)
get_signatures(res, k = 6)
get_signatures(res, k = 7)
get_signatures(res, k = 8)
Compare the overlap of signatures from different k:
compare_signatures(res)
get_signature() returns a data frame invisibly. To get the list of signatures, the function
call should be assigned to a variable explicitly. In following code, if plot argument is set
to FALSE, no heatmap is plotted while only the differential analysis is performed.
# code only for demonstration
tb = get_signature(res, k = ..., plot = FALSE)
An example of the output of tb is:
#> which_row fdr mean_1 mean_2 scaled_mean_1 scaled_mean_2 km
#> 1 38 0.042760348 8.373488 9.131774 -0.5533452 0.5164555 1
#> 2 40 0.018707592 7.106213 8.469186 -0.6173731 0.5762149 1
#> 3 55 0.019134737 10.221463 11.207825 -0.6159697 0.5749050 1
#> 4 59 0.006059896 5.921854 7.869574 -0.6899429 0.6439467 1
#> 5 60 0.018055526 8.928898 10.211722 -0.6204761 0.5791110 1
#> 6 98 0.009384629 15.714769 14.887706 0.6635654 -0.6193277 2
...
The columns in tb are:
which_row: row indices corresponding to the input matrix.fdr: FDR for the differential test. mean_x: The mean value in group x.scaled_mean_x: The mean value in group x after rows are scaled.km: Row groups if k-means clustering is applied to rows (which is done by automatically selecting number of clusters).If there are too many signatures, top_signatures = ... can be set to only show the
signatures with the highest FDRs:
# code only for demonstration
# e.g. to show the top 500 most significant rows
tb = get_signature(res, k = ..., top_signatures = 500)
If the signatures are defined as these which are uniquely high in current group, diff_method argument
can be set to "uniquely_high_in_one_group":
# code only for demonstration
tb = get_signature(res, k = ..., diff_method = "uniquely_high_in_one_group")
UMAP plot which shows how samples are separated.
dimension_reduction(res, k = 2, method = "UMAP")
dimension_reduction(res, k = 3, method = "UMAP")
dimension_reduction(res, k = 4, method = "UMAP")
dimension_reduction(res, k = 5, method = "UMAP")
dimension_reduction(res, k = 6, method = "UMAP")
dimension_reduction(res, k = 7, method = "UMAP")
dimension_reduction(res, k = 8, method = "UMAP")
Following heatmap shows how subgroups are split when increasing k:
collect_classes(res)
Test correlation between subgroups and known annotations. If the known annotation is numeric, one-way ANOVA test is applied, and if the known annotation is discrete, chi-squared contingency table test is applied.
test_to_known_factors(res)
#> n_sample meth_class(p-value) tumor_type(p-value) k
#> ATC:skmeans 206 1.91e-26 1.40e-20 2
#> ATC:skmeans 205 6.11e-42 1.81e-23 3
#> ATC:skmeans 205 1.72e-62 3.53e-31 4
#> ATC:skmeans 197 4.74e-84 1.74e-47 5
#> ATC:skmeans 206 2.03e-114 2.45e-49 6
#> ATC:skmeans 204 1.29e-133 4.09e-63 7
#> ATC:skmeans 206 7.39e-162 2.33e-97 8
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.
Parent node: Node021. Child nodes: Node02111-leaf , Node02112-leaf , Node02113-leaf , Node02114-leaf , Node02115-leaf , Node02116-leaf , Node02117-leaf , Node02121-leaf , Node02122-leaf , Node02123-leaf , Node02124-leaf , Node02131-leaf , Node02132-leaf , Node02133-leaf , Node02134-leaf , Node02135-leaf , Node02136-leaf , Node02137-leaf , Node02141-leaf , Node02142-leaf , Node02143-leaf , Node02144-leaf , Node02145-leaf , Node02161-leaf , Node02162-leaf , Node02163-leaf , Node02164-leaf , Node02165-leaf , Node02166-leaf , Node02171-leaf , Node02172-leaf , Node02173-leaf , Node02174-leaf , Node02311-leaf , Node02312-leaf , Node02313-leaf , Node02314-leaf , Node02321-leaf , Node02322-leaf , Node02323-leaf , Node02324-leaf , Node02325-leaf , Node02326-leaf , Node02331-leaf , Node02332-leaf , Node02333-leaf , Node02361-leaf , Node02362 , Node02363-leaf , Node02364-leaf , Node02371-leaf , Node02372-leaf , Node02373-leaf , Node02374-leaf , Node02375-leaf , Node02431-leaf , Node02432-leaf , Node02433-leaf .
The object with results only for a single top-value method and a single partitioning method can be extracted as:
res = res_rh["0214"]
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, 7, 8.
#> On a matrix with 30000 rows and 70 columns.
#> Top rows (1000) are extracted by 'SD' method.
#> Subgroups are detected by 'skmeans' method.
#> Performed in total 350 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_partitions"
#> [7] "compare_signatures" "consensus_heatmap" "dimension_reduction"
#> [10] "functional_enrichment" "get_anno_col" "get_anno"
#> [13] "get_classes" "get_consensus" "get_matrix"
#> [16] "get_membership" "get_param" "get_signatures"
#> [19] "get_stats" "is_best_k" "is_stable_k"
#> [22] "membership_heatmap" "ncol" "nrow"
#> [25] "plot_ecdf" "predict_classes" "rownames"
#> [28] "select_partition_number" "show" "suggest_best_k"
#> [31] "test_to_known_factors" "top_rows_heatmap"
collect_plots() function collects all the plots made from res for all k (number of subgroups)
into one single page to provide an easy and fast comparison between different k.
collect_plots(res)
The plots are:
k and the heatmap of
predicted classes for each k.k.k.k.All the plots in panels can be made by individual functions and they are plotted later in this section.
select_partition_number() produces several plots showing different
statistics for choosing “optimized” k. There are following statistics:
k;k, the area increased is defined as \(A_k - A_{k-1}\).The detailed explanations of these statistics can be found in the cola vignette.
Generally speaking, higher 1-PAC score, higher mean silhouette score or higher
concordance corresponds to better partition. Rand index and Jaccard index
measure how similar the current partition is compared to partition with k-1.
If they are too similar, we won't accept k is better than k-1.
select_partition_number(res)
The numeric values for all these statistics can be obtained by get_stats().
get_stats(res)
#> k 1-PAC mean_silhouette concordance area_increased Rand Jaccard
#> 2 2 1.000 1.000 1.000 0.5011 0.499 0.499
#> 3 3 1.000 1.000 1.000 0.2972 0.851 0.701
#> 4 4 1.000 1.000 1.000 0.1451 0.906 0.730
#> 5 5 0.983 0.972 0.975 0.0303 0.982 0.929
#> 6 6 0.864 0.862 0.893 0.0392 1.000 1.000
#> 7 7 0.818 0.676 0.748 0.0295 0.975 0.895
#> 8 8 0.809 0.551 0.762 0.0135 0.944 0.756
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 is 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 subgroup
label for an item is determined with the group with highest probability it
belongs to.
In get_classes() function, the entropy is calculated from the membership
matrix and the silhouette score is calculated from the consensus matrix.
cbind(get_classes(res, k = 2), get_membership(res, k = 2))
#> class entropy silhouette p1 p2
#> SAMPLE_126 2 0 1 0 1
#> SAMPLE_137 1 0 1 1 0
#> SAMPLE_216 2 0 1 0 1
#> SAMPLE_329 2 0 1 0 1
#> SAMPLE_331 2 0 1 0 1
#> SAMPLE_332 2 0 1 0 1
#> SAMPLE_336 2 0 1 0 1
#> SAMPLE_338 2 0 1 0 1
#> SAMPLE_340 2 0 1 0 1
#> SAMPLE_341 2 0 1 0 1
#> SAMPLE_349 2 0 1 0 1
#> SAMPLE_353 2 0 1 0 1
#> SAMPLE_359 2 0 1 0 1
#> SAMPLE_362 2 0 1 0 1
#> SAMPLE_647 2 0 1 0 1
#> SAMPLE_851 1 0 1 1 0
#> SAMPLE_901 2 0 1 0 1
#> SAMPLE_939 2 0 1 0 1
#> SAMPLE_947 2 0 1 0 1
#> SAMPLE_980 2 0 1 0 1
#> SAMPLE_1015 2 0 1 0 1
#> SAMPLE_1067 1 0 1 1 0
#> SAMPLE_1071 1 0 1 1 0
#> SAMPLE_1074 1 0 1 1 0
#> SAMPLE_1075 1 0 1 1 0
#> SAMPLE_1076 1 0 1 1 0
#> SAMPLE_1077 1 0 1 1 0
#> SAMPLE_1079 1 0 1 1 0
#> SAMPLE_1080 1 0 1 1 0
#> SAMPLE_1081 1 0 1 1 0
#> SAMPLE_1128 2 0 1 0 1
#> SAMPLE_1158 1 0 1 1 0
#> SAMPLE_1196 2 0 1 0 1
#> SAMPLE_1199 2 0 1 0 1
#> SAMPLE_1200 2 0 1 0 1
#> SAMPLE_1202 2 0 1 0 1
#> SAMPLE_1215 2 0 1 0 1
#> SAMPLE_1240 2 0 1 0 1
#> SAMPLE_1340 1 0 1 1 0
#> SAMPLE_1430 2 0 1 0 1
#> SAMPLE_1551 2 0 1 0 1
#> SAMPLE_1631 1 0 1 1 0
#> SAMPLE_1669 1 0 1 1 0
#> SAMPLE_1776 1 0 1 1 0
#> SAMPLE_1817 2 0 1 0 1
#> SAMPLE_1888 2 0 1 0 1
#> SAMPLE_2041 2 0 1 0 1
#> SAMPLE_2051 2 0 1 0 1
#> SAMPLE_2063 2 0 1 0 1
#> SAMPLE_2084 1 0 1 1 0
#> SAMPLE_2085 1 0 1 1 0
#> SAMPLE_2086 1 0 1 1 0
#> SAMPLE_2089 1 0 1 1 0
#> SAMPLE_2096 1 0 1 1 0
#> SAMPLE_2105 1 0 1 1 0
#> SAMPLE_2106 1 0 1 1 0
#> SAMPLE_2107 1 0 1 1 0
#> SAMPLE_2120 1 0 1 1 0
#> SAMPLE_2131 1 0 1 1 0
#> SAMPLE_2163 1 0 1 1 0
#> SAMPLE_2164 1 0 1 1 0
#> SAMPLE_2219 2 0 1 0 1
#> SAMPLE_2227 1 0 1 1 0
#> SAMPLE_2348 2 0 1 0 1
#> SAMPLE_2359 2 0 1 0 1
#> SAMPLE_2510 1 0 1 1 0
#> SAMPLE_2511 1 0 1 1 0
#> SAMPLE_2558 2 0 1 0 1
#> SAMPLE_2779 2 0 1 0 1
#> SAMPLE_2780 2 0 1 0 1
cbind(get_classes(res, k = 3), get_membership(res, k = 3))
#> class entropy silhouette p1 p2 p3
#> SAMPLE_126 2 0 1 0 1 0
#> SAMPLE_137 1 0 1 1 0 0
#> SAMPLE_216 3 0 1 0 0 1
#> SAMPLE_329 2 0 1 0 1 0
#> SAMPLE_331 2 0 1 0 1 0
#> SAMPLE_332 2 0 1 0 1 0
#> SAMPLE_336 3 0 1 0 0 1
#> SAMPLE_338 2 0 1 0 1 0
#> SAMPLE_340 2 0 1 0 1 0
#> SAMPLE_341 2 0 1 0 1 0
#> SAMPLE_349 2 0 1 0 1 0
#> SAMPLE_353 2 0 1 0 1 0
#> SAMPLE_359 2 0 1 0 1 0
#> SAMPLE_362 2 0 1 0 1 0
#> SAMPLE_647 3 0 1 0 0 1
#> SAMPLE_851 1 0 1 1 0 0
#> SAMPLE_901 3 0 1 0 0 1
#> SAMPLE_939 2 0 1 0 1 0
#> SAMPLE_947 2 0 1 0 1 0
#> SAMPLE_980 3 0 1 0 0 1
#> SAMPLE_1015 2 0 1 0 1 0
#> SAMPLE_1067 1 0 1 1 0 0
#> SAMPLE_1071 1 0 1 1 0 0
#> SAMPLE_1074 1 0 1 1 0 0
#> SAMPLE_1075 1 0 1 1 0 0
#> SAMPLE_1076 1 0 1 1 0 0
#> SAMPLE_1077 1 0 1 1 0 0
#> SAMPLE_1079 1 0 1 1 0 0
#> SAMPLE_1080 1 0 1 1 0 0
#> SAMPLE_1081 1 0 1 1 0 0
#> SAMPLE_1128 2 0 1 0 1 0
#> SAMPLE_1158 1 0 1 1 0 0
#> SAMPLE_1196 2 0 1 0 1 0
#> SAMPLE_1199 2 0 1 0 1 0
#> SAMPLE_1200 2 0 1 0 1 0
#> SAMPLE_1202 2 0 1 0 1 0
#> SAMPLE_1215 3 0 1 0 0 1
#> SAMPLE_1240 2 0 1 0 1 0
#> SAMPLE_1340 1 0 1 1 0 0
#> SAMPLE_1430 2 0 1 0 1 0
#> SAMPLE_1551 2 0 1 0 1 0
#> SAMPLE_1631 1 0 1 1 0 0
#> SAMPLE_1669 1 0 1 1 0 0
#> SAMPLE_1776 1 0 1 1 0 0
#> SAMPLE_1817 2 0 1 0 1 0
#> SAMPLE_1888 3 0 1 0 0 1
#> SAMPLE_2041 3 0 1 0 0 1
#> SAMPLE_2051 3 0 1 0 0 1
#> SAMPLE_2063 3 0 1 0 0 1
#> SAMPLE_2084 1 0 1 1 0 0
#> SAMPLE_2085 1 0 1 1 0 0
#> SAMPLE_2086 1 0 1 1 0 0
#> SAMPLE_2089 1 0 1 1 0 0
#> SAMPLE_2096 1 0 1 1 0 0
#> SAMPLE_2105 1 0 1 1 0 0
#> SAMPLE_2106 1 0 1 1 0 0
#> SAMPLE_2107 1 0 1 1 0 0
#> SAMPLE_2120 1 0 1 1 0 0
#> SAMPLE_2131 1 0 1 1 0 0
#> SAMPLE_2163 1 0 1 1 0 0
#> SAMPLE_2164 1 0 1 1 0 0
#> SAMPLE_2219 3 0 1 0 0 1
#> SAMPLE_2227 1 0 1 1 0 0
#> SAMPLE_2348 3 0 1 0 0 1
#> SAMPLE_2359 3 0 1 0 0 1
#> SAMPLE_2510 1 0 1 1 0 0
#> SAMPLE_2511 1 0 1 1 0 0
#> SAMPLE_2558 3 0 1 0 0 1
#> SAMPLE_2779 2 0 1 0 1 0
#> SAMPLE_2780 3 0 1 0 0 1
cbind(get_classes(res, k = 4), get_membership(res, k = 4))
#> class entropy silhouette p1 p2 p3 p4
#> SAMPLE_126 2 0 1 0 1 0 0
#> SAMPLE_137 1 0 1 1 0 0 0
#> SAMPLE_216 3 0 1 0 0 1 0
#> SAMPLE_329 2 0 1 0 1 0 0
#> SAMPLE_331 2 0 1 0 1 0 0
#> SAMPLE_332 2 0 1 0 1 0 0
#> SAMPLE_336 3 0 1 0 0 1 0
#> SAMPLE_338 2 0 1 0 1 0 0
#> SAMPLE_340 2 0 1 0 1 0 0
#> SAMPLE_341 2 0 1 0 1 0 0
#> SAMPLE_349 2 0 1 0 1 0 0
#> SAMPLE_353 2 0 1 0 1 0 0
#> SAMPLE_359 2 0 1 0 1 0 0
#> SAMPLE_362 2 0 1 0 1 0 0
#> SAMPLE_647 3 0 1 0 0 1 0
#> SAMPLE_851 1 0 1 1 0 0 0
#> SAMPLE_901 3 0 1 0 0 1 0
#> SAMPLE_939 2 0 1 0 1 0 0
#> SAMPLE_947 2 0 1 0 1 0 0
#> SAMPLE_980 3 0 1 0 0 1 0
#> SAMPLE_1015 2 0 1 0 1 0 0
#> SAMPLE_1067 1 0 1 1 0 0 0
#> SAMPLE_1071 1 0 1 1 0 0 0
#> SAMPLE_1074 1 0 1 1 0 0 0
#> SAMPLE_1075 1 0 1 1 0 0 0
#> SAMPLE_1076 1 0 1 1 0 0 0
#> SAMPLE_1077 1 0 1 1 0 0 0
#> SAMPLE_1079 1 0 1 1 0 0 0
#> SAMPLE_1080 1 0 1 1 0 0 0
#> SAMPLE_1081 1 0 1 1 0 0 0
#> SAMPLE_1128 2 0 1 0 1 0 0
#> SAMPLE_1158 1 0 1 1 0 0 0
#> SAMPLE_1196 2 0 1 0 1 0 0
#> SAMPLE_1199 2 0 1 0 1 0 0
#> SAMPLE_1200 2 0 1 0 1 0 0
#> SAMPLE_1202 2 0 1 0 1 0 0
#> SAMPLE_1215 3 0 1 0 0 1 0
#> SAMPLE_1240 2 0 1 0 1 0 0
#> SAMPLE_1340 4 0 1 0 0 0 1
#> SAMPLE_1430 2 0 1 0 1 0 0
#> SAMPLE_1551 2 0 1 0 1 0 0
#> SAMPLE_1631 4 0 1 0 0 0 1
#> SAMPLE_1669 1 0 1 1 0 0 0
#> SAMPLE_1776 1 0 1 1 0 0 0
#> SAMPLE_1817 2 0 1 0 1 0 0
#> SAMPLE_1888 3 0 1 0 0 1 0
#> SAMPLE_2041 3 0 1 0 0 1 0
#> SAMPLE_2051 3 0 1 0 0 1 0
#> SAMPLE_2063 3 0 1 0 0 1 0
#> SAMPLE_2084 4 0 1 0 0 0 1
#> SAMPLE_2085 4 0 1 0 0 0 1
#> SAMPLE_2086 4 0 1 0 0 0 1
#> SAMPLE_2089 4 0 1 0 0 0 1
#> SAMPLE_2096 4 0 1 0 0 0 1
#> SAMPLE_2105 4 0 1 0 0 0 1
#> SAMPLE_2106 4 0 1 0 0 0 1
#> SAMPLE_2107 4 0 1 0 0 0 1
#> SAMPLE_2120 4 0 1 0 0 0 1
#> SAMPLE_2131 4 0 1 0 0 0 1
#> SAMPLE_2163 1 0 1 1 0 0 0
#> SAMPLE_2164 1 0 1 1 0 0 0
#> SAMPLE_2219 3 0 1 0 0 1 0
#> SAMPLE_2227 1 0 1 1 0 0 0
#> SAMPLE_2348 3 0 1 0 0 1 0
#> SAMPLE_2359 3 0 1 0 0 1 0
#> SAMPLE_2510 1 0 1 1 0 0 0
#> SAMPLE_2511 1 0 1 1 0 0 0
#> SAMPLE_2558 3 0 1 0 0 1 0
#> SAMPLE_2779 2 0 1 0 1 0 0
#> SAMPLE_2780 3 0 1 0 0 1 0
cbind(get_classes(res, k = 5), get_membership(res, k = 5))
#> class entropy silhouette p1 p2 p3 p4 p5
#> SAMPLE_126 2 0.0000 0.958 0.00 1.00 0 0.00 0.00
#> SAMPLE_137 1 0.1410 0.965 0.94 0.00 0 0.00 0.06
#> SAMPLE_216 3 0.0000 1.000 0.00 0.00 1 0.00 0.00
#> SAMPLE_329 2 0.1732 0.937 0.00 0.92 0 0.00 0.08
#> SAMPLE_331 2 0.0000 0.958 0.00 1.00 0 0.00 0.00
#> SAMPLE_332 2 0.2020 0.924 0.00 0.90 0 0.00 0.10
#> SAMPLE_336 3 0.0000 1.000 0.00 0.00 1 0.00 0.00
#> SAMPLE_338 2 0.0000 0.958 0.00 1.00 0 0.00 0.00
#> SAMPLE_340 2 0.0000 0.958 0.00 1.00 0 0.00 0.00
#> SAMPLE_341 2 0.2020 0.924 0.00 0.90 0 0.00 0.10
#> SAMPLE_349 2 0.0000 0.958 0.00 1.00 0 0.00 0.00
#> SAMPLE_353 2 0.0000 0.958 0.00 1.00 0 0.00 0.00
#> SAMPLE_359 2 0.1732 0.937 0.00 0.92 0 0.00 0.08
#> SAMPLE_362 2 0.0000 0.958 0.00 1.00 0 0.00 0.00
#> SAMPLE_647 3 0.0000 1.000 0.00 0.00 1 0.00 0.00
#> SAMPLE_851 1 0.0000 0.974 1.00 0.00 0 0.00 0.00
#> SAMPLE_901 3 0.0000 1.000 0.00 0.00 1 0.00 0.00
#> SAMPLE_939 2 0.1043 0.954 0.00 0.96 0 0.00 0.04
#> SAMPLE_947 2 0.2020 0.924 0.00 0.90 0 0.00 0.10
#> SAMPLE_980 3 0.0000 1.000 0.00 0.00 1 0.00 0.00
#> SAMPLE_1015 2 0.1732 0.937 0.00 0.92 0 0.00 0.08
#> SAMPLE_1067 1 0.0000 0.974 1.00 0.00 0 0.00 0.00
#> SAMPLE_1071 1 0.0000 0.974 1.00 0.00 0 0.00 0.00
#> SAMPLE_1074 1 0.0000 0.974 1.00 0.00 0 0.00 0.00
#> SAMPLE_1075 1 0.0000 0.974 1.00 0.00 0 0.00 0.00
#> SAMPLE_1076 1 0.1410 0.965 0.94 0.00 0 0.00 0.06
#> SAMPLE_1077 1 0.1410 0.965 0.94 0.00 0 0.00 0.06
#> SAMPLE_1079 1 0.1410 0.965 0.94 0.00 0 0.00 0.06
#> SAMPLE_1080 1 0.0000 0.974 1.00 0.00 0 0.00 0.00
#> SAMPLE_1081 1 0.0000 0.974 1.00 0.00 0 0.00 0.00
#> SAMPLE_1128 2 0.0000 0.958 0.00 1.00 0 0.00 0.00
#> SAMPLE_1158 1 0.1410 0.965 0.94 0.00 0 0.00 0.06
#> SAMPLE_1196 2 0.1043 0.954 0.00 0.96 0 0.00 0.04
#> SAMPLE_1199 2 0.0000 0.958 0.00 1.00 0 0.00 0.00
#> SAMPLE_1200 2 0.0000 0.958 0.00 1.00 0 0.00 0.00
#> SAMPLE_1202 2 0.1043 0.954 0.00 0.96 0 0.00 0.04
#> SAMPLE_1215 3 0.0000 1.000 0.00 0.00 1 0.00 0.00
#> SAMPLE_1240 2 0.1043 0.954 0.00 0.96 0 0.00 0.04
#> SAMPLE_1340 4 0.0000 0.982 0.00 0.00 0 1.00 0.00
#> SAMPLE_1430 2 0.2020 0.924 0.00 0.90 0 0.00 0.10
#> SAMPLE_1551 2 0.0000 0.958 0.00 1.00 0 0.00 0.00
#> SAMPLE_1631 4 0.1043 0.969 0.00 0.00 0 0.96 0.04
#> SAMPLE_1669 1 0.0000 0.974 1.00 0.00 0 0.00 0.00
#> SAMPLE_1776 1 0.1410 0.965 0.94 0.00 0 0.00 0.06
#> SAMPLE_1817 5 0.2280 1.000 0.00 0.12 0 0.00 0.88
#> SAMPLE_1888 3 0.0000 1.000 0.00 0.00 1 0.00 0.00
#> SAMPLE_2041 3 0.0000 1.000 0.00 0.00 1 0.00 0.00
#> SAMPLE_2051 3 0.0000 1.000 0.00 0.00 1 0.00 0.00
#> SAMPLE_2063 3 0.0000 1.000 0.00 0.00 1 0.00 0.00
#> SAMPLE_2084 4 0.0609 0.977 0.00 0.00 0 0.98 0.02
#> SAMPLE_2085 4 0.0609 0.978 0.00 0.00 0 0.98 0.02
#> SAMPLE_2086 4 0.0609 0.978 0.00 0.00 0 0.98 0.02
#> SAMPLE_2089 4 0.0000 0.982 0.00 0.00 0 1.00 0.00
#> SAMPLE_2096 4 0.0000 0.982 0.00 0.00 0 1.00 0.00
#> SAMPLE_2105 4 0.0000 0.982 0.00 0.00 0 1.00 0.00
#> SAMPLE_2106 4 0.1043 0.969 0.00 0.00 0 0.96 0.04
#> SAMPLE_2107 4 0.1043 0.969 0.00 0.00 0 0.96 0.04
#> SAMPLE_2120 4 0.0609 0.978 0.00 0.00 0 0.98 0.02
#> SAMPLE_2131 4 0.0609 0.978 0.00 0.00 0 0.98 0.02
#> SAMPLE_2163 1 0.1410 0.965 0.94 0.00 0 0.00 0.06
#> SAMPLE_2164 1 0.0000 0.974 1.00 0.00 0 0.00 0.00
#> SAMPLE_2219 3 0.0000 1.000 0.00 0.00 1 0.00 0.00
#> SAMPLE_2227 1 0.0000 0.974 1.00 0.00 0 0.00 0.00
#> SAMPLE_2348 3 0.0000 1.000 0.00 0.00 1 0.00 0.00
#> SAMPLE_2359 3 0.0000 1.000 0.00 0.00 1 0.00 0.00
#> SAMPLE_2510 1 0.0000 0.974 1.00 0.00 0 0.00 0.00
#> SAMPLE_2511 1 0.1410 0.965 0.94 0.00 0 0.00 0.06
#> SAMPLE_2558 3 0.0000 1.000 0.00 0.00 1 0.00 0.00
#> SAMPLE_2779 5 0.2280 1.000 0.00 0.12 0 0.00 0.88
#> SAMPLE_2780 3 0.0000 1.000 0.00 0.00 1 0.00 0.00
cbind(get_classes(res, k = 6), get_membership(res, k = 6))
#> class entropy silhouette p1 p2 p3 p4 p5 p6
#> SAMPLE_126 2 0.1267 0.873 0.00 0.94 0.00 0.06 0.00 0.00
#> SAMPLE_137 1 0.2941 0.719 0.78 0.00 0.00 0.22 0.00 0.00
#> SAMPLE_216 3 0.0937 0.978 0.00 0.00 0.96 0.04 0.00 0.00
#> SAMPLE_329 2 0.1556 0.860 0.00 0.92 0.00 0.00 0.08 0.00
#> SAMPLE_331 2 0.1814 0.861 0.00 0.90 0.00 0.10 0.00 0.00
#> SAMPLE_332 2 0.3163 0.805 0.00 0.82 0.00 0.04 0.14 0.00
#> SAMPLE_336 3 0.0000 0.981 0.00 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_338 2 0.1814 0.861 0.00 0.90 0.00 0.10 0.00 0.00
#> SAMPLE_340 2 0.1267 0.874 0.00 0.94 0.00 0.06 0.00 0.00
#> SAMPLE_341 2 0.3163 0.805 0.00 0.82 0.00 0.04 0.14 0.00
#> SAMPLE_349 2 0.2454 0.829 0.00 0.84 0.00 0.16 0.00 0.00
#> SAMPLE_353 2 0.2941 0.775 0.00 0.78 0.00 0.22 0.00 0.00
#> SAMPLE_359 2 0.3475 0.795 0.00 0.80 0.00 0.06 0.14 0.00
#> SAMPLE_362 2 0.0937 0.876 0.00 0.96 0.00 0.04 0.00 0.00
#> SAMPLE_647 3 0.0000 0.981 0.00 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_851 1 0.2941 0.794 0.78 0.00 0.00 0.22 0.00 0.00
#> SAMPLE_901 3 0.0000 0.981 0.00 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_939 2 0.1092 0.874 0.00 0.96 0.00 0.02 0.02 0.00
#> SAMPLE_947 2 0.3163 0.805 0.00 0.82 0.00 0.04 0.14 0.00
#> SAMPLE_980 3 0.0000 0.981 0.00 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_1015 2 0.2956 0.819 0.00 0.84 0.00 0.04 0.12 0.00
#> SAMPLE_1067 1 0.0000 0.757 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1071 1 0.0000 0.757 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1074 1 0.2941 0.794 0.78 0.00 0.00 0.22 0.00 0.00
#> SAMPLE_1075 1 0.2941 0.794 0.78 0.00 0.00 0.22 0.00 0.00
#> SAMPLE_1076 1 0.3198 0.698 0.74 0.00 0.00 0.26 0.00 0.00
#> SAMPLE_1077 1 0.3864 0.744 0.52 0.00 0.00 0.48 0.00 0.00
#> SAMPLE_1079 1 0.3076 0.710 0.76 0.00 0.00 0.24 0.00 0.00
#> SAMPLE_1080 1 0.0000 0.757 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1081 1 0.3076 0.795 0.76 0.00 0.00 0.24 0.00 0.00
#> SAMPLE_1128 2 0.2454 0.831 0.00 0.84 0.00 0.16 0.00 0.00
#> SAMPLE_1158 1 0.3076 0.710 0.76 0.00 0.00 0.24 0.00 0.00
#> SAMPLE_1196 2 0.1092 0.874 0.00 0.96 0.00 0.02 0.02 0.00
#> SAMPLE_1199 2 0.0937 0.877 0.00 0.96 0.00 0.04 0.00 0.00
#> SAMPLE_1200 2 0.2048 0.851 0.00 0.88 0.00 0.12 0.00 0.00
#> SAMPLE_1202 2 0.0547 0.877 0.00 0.98 0.00 0.02 0.00 0.00
#> SAMPLE_1215 3 0.0937 0.978 0.00 0.00 0.96 0.04 0.00 0.00
#> SAMPLE_1240 2 0.0547 0.877 0.00 0.98 0.00 0.02 0.00 0.00
#> SAMPLE_1340 6 0.0000 0.932 0.00 0.00 0.00 0.00 0.00 1.00
#> SAMPLE_1430 2 0.3163 0.805 0.00 0.82 0.00 0.04 0.14 0.00
#> SAMPLE_1551 2 0.2048 0.851 0.00 0.88 0.00 0.12 0.00 0.00
#> SAMPLE_1631 6 0.3156 0.850 0.00 0.00 0.00 0.18 0.02 0.80
#> SAMPLE_1669 1 0.2941 0.794 0.78 0.00 0.00 0.22 0.00 0.00
#> SAMPLE_1776 1 0.3864 0.744 0.52 0.00 0.00 0.48 0.00 0.00
#> SAMPLE_1817 5 0.1814 0.903 0.00 0.10 0.00 0.00 0.90 0.00
#> SAMPLE_1888 3 0.0937 0.978 0.00 0.00 0.96 0.04 0.00 0.00
#> SAMPLE_2041 3 0.0937 0.978 0.00 0.00 0.96 0.04 0.00 0.00
#> SAMPLE_2051 3 0.0937 0.978 0.00 0.00 0.96 0.04 0.00 0.00
#> SAMPLE_2063 3 0.0937 0.978 0.00 0.00 0.96 0.04 0.00 0.00
#> SAMPLE_2084 6 0.2094 0.903 0.00 0.00 0.00 0.08 0.02 0.90
#> SAMPLE_2085 6 0.0547 0.929 0.00 0.00 0.00 0.02 0.00 0.98
#> SAMPLE_2086 6 0.0547 0.929 0.00 0.00 0.00 0.02 0.00 0.98
#> SAMPLE_2089 6 0.0000 0.932 0.00 0.00 0.00 0.00 0.00 1.00
#> SAMPLE_2096 6 0.0547 0.931 0.00 0.00 0.00 0.02 0.00 0.98
#> SAMPLE_2105 6 0.0547 0.931 0.00 0.00 0.00 0.02 0.00 0.98
#> SAMPLE_2106 6 0.3156 0.850 0.00 0.00 0.00 0.18 0.02 0.80
#> SAMPLE_2107 6 0.3156 0.850 0.00 0.00 0.00 0.18 0.02 0.80
#> SAMPLE_2120 6 0.0547 0.929 0.00 0.00 0.00 0.02 0.00 0.98
#> SAMPLE_2131 6 0.0547 0.929 0.00 0.00 0.00 0.02 0.00 0.98
#> SAMPLE_2163 1 0.3864 0.744 0.52 0.00 0.00 0.48 0.00 0.00
#> SAMPLE_2164 1 0.2941 0.794 0.78 0.00 0.00 0.22 0.00 0.00
#> SAMPLE_2219 3 0.0000 0.981 0.00 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_2227 1 0.2941 0.794 0.78 0.00 0.00 0.22 0.00 0.00
#> SAMPLE_2348 3 0.0937 0.978 0.00 0.00 0.96 0.04 0.00 0.00
#> SAMPLE_2359 3 0.0000 0.981 0.00 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_2510 1 0.0000 0.757 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2511 1 0.3864 0.744 0.52 0.00 0.00 0.48 0.00 0.00
#> SAMPLE_2558 3 0.0000 0.981 0.00 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_2779 5 0.0547 0.902 0.00 0.02 0.00 0.00 0.98 0.00
#> SAMPLE_2780 3 0.0000 0.981 0.00 0.00 1.00 0.00 0.00 0.00
cbind(get_classes(res, k = 7), get_membership(res, k = 7))
#> class entropy silhouette p1 p2 p3 p4 p5 p6 p7
#> SAMPLE_126 2 0.1166 0.77183 0.06 0.94 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_137 4 0.3221 0.00146 0.00 0.00 0.00 0.68 0.00 0.00 0.32
#> SAMPLE_216 3 0.2512 0.92281 0.04 0.00 0.86 0.00 0.00 0.00 0.10
#> SAMPLE_329 2 0.2572 0.74644 0.08 0.86 0.00 0.00 0.06 0.00 0.00
#> SAMPLE_331 2 0.2745 0.73841 0.16 0.82 0.00 0.00 0.00 0.00 0.02
#> SAMPLE_332 2 0.4378 0.64768 0.20 0.70 0.00 0.00 0.08 0.00 0.02
#> SAMPLE_336 3 0.0000 0.93036 0.00 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_338 2 0.2259 0.74582 0.16 0.84 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_340 2 0.1886 0.76129 0.12 0.88 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_341 2 0.4378 0.64768 0.20 0.70 0.00 0.00 0.08 0.00 0.02
#> SAMPLE_349 2 0.2906 0.72648 0.18 0.80 0.00 0.00 0.00 0.00 0.02
#> SAMPLE_353 2 0.3908 0.66385 0.20 0.72 0.00 0.00 0.00 0.00 0.08
#> SAMPLE_359 2 0.4699 0.70287 0.24 0.66 0.00 0.00 0.06 0.00 0.04
#> SAMPLE_362 2 0.1928 0.76752 0.08 0.90 0.00 0.00 0.02 0.00 0.00
#> SAMPLE_647 3 0.0504 0.93064 0.00 0.00 0.98 0.00 0.00 0.00 0.02
#> SAMPLE_851 4 0.3841 0.29678 0.04 0.00 0.00 0.68 0.00 0.00 0.28
#> SAMPLE_901 3 0.0000 0.93036 0.00 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_939 2 0.1718 0.77120 0.04 0.92 0.00 0.00 0.04 0.00 0.00
#> SAMPLE_947 2 0.4378 0.64768 0.20 0.70 0.00 0.00 0.08 0.00 0.02
#> SAMPLE_980 3 0.0000 0.93036 0.00 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_1015 2 0.3770 0.68277 0.18 0.74 0.00 0.00 0.08 0.00 0.00
#> SAMPLE_1067 4 0.0504 0.39454 0.02 0.00 0.00 0.98 0.00 0.00 0.00
#> SAMPLE_1071 4 0.1363 0.37232 0.02 0.00 0.00 0.94 0.00 0.00 0.04
#> SAMPLE_1074 4 0.3841 0.29678 0.04 0.00 0.00 0.68 0.00 0.00 0.28
#> SAMPLE_1075 4 0.3841 0.29678 0.04 0.00 0.00 0.68 0.00 0.00 0.28
#> SAMPLE_1076 4 0.3546 -0.27252 0.00 0.00 0.00 0.54 0.00 0.00 0.46
#> SAMPLE_1077 7 0.3358 1.00000 0.00 0.00 0.00 0.36 0.00 0.00 0.64
#> SAMPLE_1079 4 0.3358 -0.05697 0.00 0.00 0.00 0.64 0.00 0.00 0.36
#> SAMPLE_1080 4 0.0504 0.39454 0.02 0.00 0.00 0.98 0.00 0.00 0.00
#> SAMPLE_1081 4 0.4070 0.12232 0.04 0.00 0.00 0.62 0.00 0.00 0.34
#> SAMPLE_1128 2 0.4146 0.65784 0.24 0.68 0.00 0.00 0.00 0.00 0.08
#> SAMPLE_1158 4 0.3358 -0.05697 0.00 0.00 0.00 0.64 0.00 0.00 0.36
#> SAMPLE_1196 2 0.2278 0.75537 0.08 0.88 0.00 0.00 0.04 0.00 0.00
#> SAMPLE_1199 2 0.2376 0.77602 0.12 0.86 0.00 0.00 0.00 0.00 0.02
#> SAMPLE_1200 2 0.4707 0.65502 0.22 0.66 0.00 0.00 0.02 0.00 0.10
#> SAMPLE_1202 2 0.1363 0.77398 0.04 0.94 0.00 0.00 0.02 0.00 0.00
#> SAMPLE_1215 3 0.2512 0.92281 0.04 0.00 0.86 0.00 0.00 0.00 0.10
#> SAMPLE_1240 2 0.1363 0.77226 0.04 0.94 0.00 0.00 0.02 0.00 0.00
#> SAMPLE_1340 6 0.0000 0.84173 0.00 0.00 0.00 0.00 0.00 1.00 0.00
#> SAMPLE_1430 2 0.4378 0.64768 0.20 0.70 0.00 0.00 0.08 0.00 0.02
#> SAMPLE_1551 2 0.4587 0.66159 0.20 0.68 0.00 0.00 0.02 0.00 0.10
#> SAMPLE_1631 6 0.3459 0.65603 0.40 0.00 0.00 0.00 0.00 0.60 0.00
#> SAMPLE_1669 4 0.3841 0.29678 0.04 0.00 0.00 0.68 0.00 0.00 0.28
#> SAMPLE_1776 7 0.3358 1.00000 0.00 0.00 0.00 0.36 0.00 0.00 0.64
#> SAMPLE_1817 5 0.4812 0.61788 0.14 0.18 0.00 0.00 0.66 0.00 0.02
#> SAMPLE_1888 3 0.2512 0.92281 0.04 0.00 0.86 0.00 0.00 0.00 0.10
#> SAMPLE_2041 3 0.2512 0.92281 0.04 0.00 0.86 0.00 0.00 0.00 0.10
#> SAMPLE_2051 3 0.2512 0.92281 0.04 0.00 0.86 0.00 0.00 0.00 0.10
#> SAMPLE_2063 3 0.2512 0.92281 0.04 0.00 0.86 0.00 0.00 0.00 0.10
#> SAMPLE_2084 6 0.2708 0.76898 0.22 0.00 0.00 0.00 0.00 0.78 0.00
#> SAMPLE_2085 6 0.1006 0.83467 0.02 0.00 0.00 0.00 0.00 0.96 0.02
#> SAMPLE_2086 6 0.1718 0.82195 0.04 0.00 0.00 0.00 0.00 0.92 0.04
#> SAMPLE_2089 6 0.0000 0.84173 0.00 0.00 0.00 0.00 0.00 1.00 0.00
#> SAMPLE_2096 6 0.1433 0.82628 0.08 0.00 0.00 0.00 0.00 0.92 0.00
#> SAMPLE_2105 6 0.0000 0.84173 0.00 0.00 0.00 0.00 0.00 1.00 0.00
#> SAMPLE_2106 6 0.3459 0.65603 0.40 0.00 0.00 0.00 0.00 0.60 0.00
#> SAMPLE_2107 6 0.3459 0.65603 0.40 0.00 0.00 0.00 0.00 0.60 0.00
#> SAMPLE_2120 6 0.1718 0.82195 0.04 0.00 0.00 0.00 0.00 0.92 0.04
#> SAMPLE_2131 6 0.1718 0.82195 0.04 0.00 0.00 0.00 0.00 0.92 0.04
#> SAMPLE_2163 7 0.3358 1.00000 0.00 0.00 0.00 0.36 0.00 0.00 0.64
#> SAMPLE_2164 4 0.3841 0.29678 0.04 0.00 0.00 0.68 0.00 0.00 0.28
#> SAMPLE_2219 3 0.0000 0.93036 0.00 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_2227 4 0.3841 0.29678 0.04 0.00 0.00 0.68 0.00 0.00 0.28
#> SAMPLE_2348 3 0.2512 0.92281 0.04 0.00 0.86 0.00 0.00 0.00 0.10
#> SAMPLE_2359 3 0.0000 0.93036 0.00 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_2510 4 0.0504 0.39454 0.02 0.00 0.00 0.98 0.00 0.00 0.00
#> SAMPLE_2511 7 0.3358 1.00000 0.00 0.00 0.00 0.36 0.00 0.00 0.64
#> SAMPLE_2558 3 0.0000 0.93036 0.00 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_2779 5 0.0000 0.64785 0.00 0.00 0.00 0.00 1.00 0.00 0.00
#> SAMPLE_2780 3 0.0000 0.93036 0.00 0.00 1.00 0.00 0.00 0.00 0.00
cbind(get_classes(res, k = 8), get_membership(res, k = 8))
#> class entropy silhouette p1 p2 p3 p4 p5 p6 p7 p8
#> SAMPLE_126 2 0.2864 0.5262 0.02 0.84 0.00 0.00 0.00 0.00 0.06 0.08
#> SAMPLE_137 7 0.3995 0.8160 0.02 0.00 0.00 0.36 0.02 0.00 0.60 0.00
#> SAMPLE_216 3 0.2650 0.8579 0.00 0.00 0.76 0.00 0.00 0.00 0.00 0.24
#> SAMPLE_329 2 0.1804 0.6174 0.00 0.90 0.00 0.00 0.00 0.00 0.02 0.08
#> SAMPLE_331 2 0.3675 0.3855 0.02 0.76 0.00 0.00 0.00 0.00 0.08 0.14
#> SAMPLE_332 2 0.3178 0.5448 0.02 0.80 0.00 0.00 0.00 0.00 0.04 0.14
#> SAMPLE_336 3 0.0471 0.8520 0.02 0.00 0.98 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_338 2 0.3054 0.4695 0.00 0.80 0.00 0.00 0.00 0.00 0.08 0.12
#> SAMPLE_340 2 0.2407 0.5583 0.00 0.86 0.00 0.00 0.00 0.00 0.06 0.08
#> SAMPLE_341 2 0.3483 0.5050 0.02 0.76 0.00 0.00 0.00 0.00 0.04 0.18
#> SAMPLE_349 2 0.3975 -0.0319 0.00 0.66 0.00 0.00 0.00 0.00 0.08 0.26
#> SAMPLE_353 8 0.5448 0.0000 0.08 0.42 0.00 0.00 0.00 0.00 0.08 0.42
#> SAMPLE_359 2 0.2348 0.6246 0.04 0.88 0.00 0.00 0.00 0.00 0.02 0.06
#> SAMPLE_362 2 0.2165 0.5688 0.00 0.88 0.00 0.00 0.00 0.00 0.06 0.06
#> SAMPLE_647 3 0.1091 0.8684 0.00 0.00 0.94 0.00 0.00 0.00 0.00 0.06
#> SAMPLE_851 4 0.0000 0.5871 0.00 0.00 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_901 3 0.0471 0.8520 0.02 0.00 0.98 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_939 2 0.0471 0.6317 0.00 0.98 0.00 0.00 0.00 0.00 0.00 0.02
#> SAMPLE_947 2 0.3483 0.5050 0.02 0.76 0.00 0.00 0.00 0.00 0.04 0.18
#> SAMPLE_980 3 0.1275 0.8381 0.02 0.00 0.94 0.00 0.00 0.00 0.00 0.04
#> SAMPLE_1015 2 0.2020 0.6176 0.02 0.90 0.00 0.00 0.00 0.00 0.02 0.06
#> SAMPLE_1067 4 0.4040 -0.1169 0.02 0.00 0.00 0.58 0.02 0.00 0.38 0.00
#> SAMPLE_1071 4 0.4040 -0.1169 0.02 0.00 0.00 0.58 0.02 0.00 0.38 0.00
#> SAMPLE_1074 4 0.0000 0.5871 0.00 0.00 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_1075 4 0.0000 0.5871 0.00 0.00 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_1076 7 0.4233 0.7631 0.02 0.00 0.00 0.34 0.00 0.00 0.60 0.04
#> SAMPLE_1077 4 0.4174 0.0831 0.02 0.00 0.00 0.62 0.00 0.00 0.32 0.04
#> SAMPLE_1079 7 0.3083 0.8928 0.00 0.00 0.00 0.34 0.00 0.00 0.66 0.00
#> SAMPLE_1080 4 0.4040 -0.1169 0.02 0.00 0.00 0.58 0.02 0.00 0.38 0.00
#> SAMPLE_1081 4 0.0000 0.5871 0.00 0.00 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_1128 2 0.4471 -0.2938 0.02 0.58 0.00 0.00 0.00 0.00 0.06 0.34
#> SAMPLE_1158 7 0.3083 0.8928 0.00 0.00 0.00 0.34 0.00 0.00 0.66 0.00
#> SAMPLE_1196 2 0.0471 0.6375 0.00 0.98 0.00 0.00 0.00 0.00 0.00 0.02
#> SAMPLE_1199 2 0.2862 0.5326 0.00 0.82 0.00 0.00 0.00 0.00 0.10 0.08
#> SAMPLE_1200 2 0.4174 -0.1843 0.02 0.62 0.00 0.00 0.00 0.00 0.04 0.32
#> SAMPLE_1202 2 0.0000 0.6368 0.00 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1215 3 0.2756 0.8536 0.00 0.00 0.74 0.00 0.00 0.00 0.00 0.26
#> SAMPLE_1240 2 0.0941 0.6375 0.00 0.96 0.00 0.00 0.00 0.00 0.02 0.02
#> SAMPLE_1340 6 0.3169 0.7113 0.18 0.00 0.00 0.00 0.00 0.78 0.02 0.02
#> SAMPLE_1430 2 0.3483 0.5050 0.02 0.76 0.00 0.00 0.00 0.00 0.04 0.18
#> SAMPLE_1551 2 0.4415 -0.2354 0.02 0.60 0.00 0.00 0.00 0.00 0.06 0.32
#> SAMPLE_1631 1 0.2267 1.0000 0.82 0.00 0.00 0.00 0.00 0.18 0.00 0.00
#> SAMPLE_1669 4 0.0000 0.5871 0.00 0.00 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_1776 4 0.3941 0.1990 0.02 0.00 0.00 0.68 0.00 0.00 0.26 0.04
#> SAMPLE_1817 5 0.6320 0.4530 0.02 0.22 0.00 0.00 0.48 0.00 0.14 0.14
#> SAMPLE_1888 3 0.2756 0.8536 0.00 0.00 0.74 0.00 0.00 0.00 0.00 0.26
#> SAMPLE_2041 3 0.2650 0.8579 0.00 0.00 0.76 0.00 0.00 0.00 0.00 0.24
#> SAMPLE_2051 3 0.2756 0.8536 0.00 0.00 0.74 0.00 0.00 0.00 0.00 0.26
#> SAMPLE_2063 3 0.2650 0.8579 0.00 0.00 0.76 0.00 0.00 0.00 0.00 0.24
#> SAMPLE_2084 6 0.4407 -0.0414 0.46 0.00 0.00 0.00 0.00 0.48 0.04 0.02
#> SAMPLE_2085 6 0.1804 0.7684 0.08 0.00 0.00 0.00 0.00 0.90 0.02 0.00
#> SAMPLE_2086 6 0.0471 0.7490 0.00 0.00 0.00 0.00 0.00 0.98 0.02 0.00
#> SAMPLE_2089 6 0.1563 0.7674 0.10 0.00 0.00 0.00 0.00 0.90 0.00 0.00
#> SAMPLE_2096 6 0.4233 0.4282 0.34 0.00 0.00 0.00 0.00 0.60 0.04 0.02
#> SAMPLE_2105 6 0.3021 0.7278 0.16 0.00 0.00 0.00 0.00 0.80 0.02 0.02
#> SAMPLE_2106 1 0.2267 1.0000 0.82 0.00 0.00 0.00 0.00 0.18 0.00 0.00
#> SAMPLE_2107 1 0.2267 1.0000 0.82 0.00 0.00 0.00 0.00 0.18 0.00 0.00
#> SAMPLE_2120 6 0.0471 0.7490 0.00 0.00 0.00 0.00 0.00 0.98 0.02 0.00
#> SAMPLE_2131 6 0.0471 0.7490 0.00 0.00 0.00 0.00 0.00 0.98 0.02 0.00
#> SAMPLE_2163 4 0.4106 0.1275 0.02 0.00 0.00 0.64 0.00 0.00 0.30 0.04
#> SAMPLE_2164 4 0.0000 0.5871 0.00 0.00 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_2219 3 0.0000 0.8594 0.00 0.00 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2227 4 0.0000 0.5871 0.00 0.00 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_2348 3 0.2650 0.8579 0.00 0.00 0.76 0.00 0.00 0.00 0.00 0.24
#> SAMPLE_2359 3 0.1275 0.8381 0.02 0.00 0.94 0.00 0.00 0.00 0.00 0.04
#> SAMPLE_2510 4 0.4040 -0.1169 0.02 0.00 0.00 0.58 0.02 0.00 0.38 0.00
#> SAMPLE_2511 4 0.4174 0.0831 0.02 0.00 0.00 0.62 0.00 0.00 0.32 0.04
#> SAMPLE_2558 3 0.0000 0.8594 0.00 0.00 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2779 5 0.0471 0.4520 0.00 0.02 0.00 0.00 0.98 0.00 0.00 0.00
#> SAMPLE_2780 3 0.0808 0.8667 0.00 0.00 0.96 0.00 0.00 0.00 0.00 0.04
Heatmaps for the consensus matrix. It visualizes the probability of two samples to be in a same group.
consensus_heatmap(res, k = 2)
consensus_heatmap(res, k = 3)
consensus_heatmap(res, k = 4)
consensus_heatmap(res, k = 5)
consensus_heatmap(res, k = 6)
consensus_heatmap(res, k = 7)
consensus_heatmap(res, k = 8)
Heatmaps for the membership of samples in all partitions to see how consistent they are:
membership_heatmap(res, k = 2)
membership_heatmap(res, k = 3)
membership_heatmap(res, k = 4)
membership_heatmap(res, k = 5)
membership_heatmap(res, k = 6)
membership_heatmap(res, k = 7)
membership_heatmap(res, k = 8)
As soon as the classes for columns are determined, the signatures that are significantly different between subgroups can be looked for. Following are the heatmaps for signatures.
get_signatures(res, k = 2)
get_signatures(res, k = 3)
get_signatures(res, k = 4)
get_signatures(res, k = 5)
get_signatures(res, k = 6)
get_signatures(res, k = 7)
get_signatures(res, k = 8)
Compare the overlap of signatures from different k:
compare_signatures(res)
get_signature() returns a data frame invisibly. To get the list of signatures, the function
call should be assigned to a variable explicitly. In following code, if plot argument is set
to FALSE, no heatmap is plotted while only the differential analysis is performed.
# code only for demonstration
tb = get_signature(res, k = ..., plot = FALSE)
An example of the output of tb is:
#> which_row fdr mean_1 mean_2 scaled_mean_1 scaled_mean_2 km
#> 1 38 0.042760348 8.373488 9.131774 -0.5533452 0.5164555 1
#> 2 40 0.018707592 7.106213 8.469186 -0.6173731 0.5762149 1
#> 3 55 0.019134737 10.221463 11.207825 -0.6159697 0.5749050 1
#> 4 59 0.006059896 5.921854 7.869574 -0.6899429 0.6439467 1
#> 5 60 0.018055526 8.928898 10.211722 -0.6204761 0.5791110 1
#> 6 98 0.009384629 15.714769 14.887706 0.6635654 -0.6193277 2
...
The columns in tb are:
which_row: row indices corresponding to the input matrix.fdr: FDR for the differential test. mean_x: The mean value in group x.scaled_mean_x: The mean value in group x after rows are scaled.km: Row groups if k-means clustering is applied to rows (which is done by automatically selecting number of clusters).If there are too many signatures, top_signatures = ... can be set to only show the
signatures with the highest FDRs:
# code only for demonstration
# e.g. to show the top 500 most significant rows
tb = get_signature(res, k = ..., top_signatures = 500)
If the signatures are defined as these which are uniquely high in current group, diff_method argument
can be set to "uniquely_high_in_one_group":
# code only for demonstration
tb = get_signature(res, k = ..., diff_method = "uniquely_high_in_one_group")
UMAP plot which shows how samples are separated.
dimension_reduction(res, k = 2, method = "UMAP")
dimension_reduction(res, k = 3, method = "UMAP")
dimension_reduction(res, k = 4, method = "UMAP")
dimension_reduction(res, k = 5, method = "UMAP")
dimension_reduction(res, k = 6, method = "UMAP")
dimension_reduction(res, k = 7, method = "UMAP")
dimension_reduction(res, k = 8, method = "UMAP")
Following heatmap shows how subgroups are split when increasing k:
collect_classes(res)
Test correlation between subgroups and known annotations. If the known annotation is numeric, one-way ANOVA test is applied, and if the known annotation is discrete, chi-squared contingency table test is applied.
test_to_known_factors(res)
#> n_sample meth_class(p-value) tumor_type(p-value) k
#> SD:skmeans 70 1.48e-12 1.02e-13 2
#> SD:skmeans 70 7.09e-23 4.21e-25 3
#> SD:skmeans 70 3.86e-33 1.96e-36 4
#> SD:skmeans 70 2.22e-43 9.61e-48 5
#> SD:skmeans 70 2.22e-43 9.61e-48 6
#> SD:skmeans 55 1.34e-33 1.19e-35 7
#> SD:skmeans 51 4.90e-23 6.11e-25 8
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.
Parent node: Node021. Child nodes: Node02111-leaf , Node02112-leaf , Node02113-leaf , Node02114-leaf , Node02115-leaf , Node02116-leaf , Node02117-leaf , Node02121-leaf , Node02122-leaf , Node02123-leaf , Node02124-leaf , Node02131-leaf , Node02132-leaf , Node02133-leaf , Node02134-leaf , Node02135-leaf , Node02136-leaf , Node02137-leaf , Node02141-leaf , Node02142-leaf , Node02143-leaf , Node02144-leaf , Node02145-leaf , Node02161-leaf , Node02162-leaf , Node02163-leaf , Node02164-leaf , Node02165-leaf , Node02166-leaf , Node02171-leaf , Node02172-leaf , Node02173-leaf , Node02174-leaf , Node02311-leaf , Node02312-leaf , Node02313-leaf , Node02314-leaf , Node02321-leaf , Node02322-leaf , Node02323-leaf , Node02324-leaf , Node02325-leaf , Node02326-leaf , Node02331-leaf , Node02332-leaf , Node02333-leaf , Node02361-leaf , Node02362 , Node02363-leaf , Node02364-leaf , Node02371-leaf , Node02372-leaf , Node02373-leaf , Node02374-leaf , Node02375-leaf , Node02431-leaf , Node02432-leaf , Node02433-leaf .
The object with results only for a single top-value method and a single partitioning method can be extracted as:
res = res_rh["0216"]
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, 7, 8.
#> On a matrix with 30000 rows and 177 columns.
#> Top rows (1000) are extracted by 'SD' method.
#> Subgroups are detected by 'skmeans' method.
#> Performed in total 350 partitions by row resampling.
#> Best k for subgroups seems to be 7.
#>
#> Following methods can be applied to this 'ConsensusPartition' object:
#> [1] "cola_report" "collect_classes" "collect_plots"
#> [4] "collect_stats" "colnames" "compare_partitions"
#> [7] "compare_signatures" "consensus_heatmap" "dimension_reduction"
#> [10] "functional_enrichment" "get_anno_col" "get_anno"
#> [13] "get_classes" "get_consensus" "get_matrix"
#> [16] "get_membership" "get_param" "get_signatures"
#> [19] "get_stats" "is_best_k" "is_stable_k"
#> [22] "membership_heatmap" "ncol" "nrow"
#> [25] "plot_ecdf" "predict_classes" "rownames"
#> [28] "select_partition_number" "show" "suggest_best_k"
#> [31] "test_to_known_factors" "top_rows_heatmap"
collect_plots() function collects all the plots made from res for all k (number of subgroups)
into one single page to provide an easy and fast comparison between different k.
collect_plots(res)
The plots are:
k and the heatmap of
predicted classes for each k.k.k.k.All the plots in panels can be made by individual functions and they are plotted later in this section.
select_partition_number() produces several plots showing different
statistics for choosing “optimized” k. There are following statistics:
k;k, the area increased is defined as \(A_k - A_{k-1}\).The detailed explanations of these statistics can be found in the cola vignette.
Generally speaking, higher 1-PAC score, higher mean silhouette score or higher
concordance corresponds to better partition. Rand index and Jaccard index
measure how similar the current partition is compared to partition with k-1.
If they are too similar, we won't accept k is better than k-1.
select_partition_number(res)
The numeric values for all these statistics can be obtained by get_stats().
get_stats(res)
#> k 1-PAC mean_silhouette concordance area_increased Rand Jaccard
#> 2 2 1.000 0.979 0.991 0.3642 0.642 0.642
#> 3 3 0.919 0.973 0.976 0.6689 0.747 0.605
#> 4 4 0.846 0.933 0.958 0.0849 0.969 0.920
#> 5 5 1.000 0.970 0.981 0.1619 0.851 0.598
#> 6 6 0.947 0.960 0.942 0.0383 0.952 0.800
#> 7 7 0.920 0.939 0.924 0.0382 0.972 0.861
#> 8 8 0.893 0.892 0.909 0.0268 0.995 0.972
suggest_best_k() suggests the best \(k\) based on these statistics. The rules are as follows:
suggest_best_k(res)
#> [1] 7
#> attr(,"optional")
#> [1] 2 3 5 6
There is also optional best \(k\) = 2 3 5 6 that is worth to check.
Following is 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 subgroup
label for an item is determined with the group with highest probability it
belongs to.
In get_classes() function, the entropy is calculated from the membership
matrix and the silhouette score is calculated from the consensus matrix.
cbind(get_classes(res, k = 2), get_membership(res, k = 2))
#> class entropy silhouette p1 p2
#> SAMPLE_33 1 0.000 0.990 1.00 0.00
#> SAMPLE_35 1 0.000 0.990 1.00 0.00
#> SAMPLE_43 1 0.000 0.990 1.00 0.00
#> SAMPLE_69 1 0.000 0.990 1.00 0.00
#> SAMPLE_72 1 0.000 0.990 1.00 0.00
#> SAMPLE_75 1 0.000 0.990 1.00 0.00
#> SAMPLE_112 1 0.000 0.990 1.00 0.00
#> SAMPLE_118 1 0.000 0.990 1.00 0.00
#> SAMPLE_120 1 0.000 0.990 1.00 0.00
#> SAMPLE_232 1 0.000 0.990 1.00 0.00
#> SAMPLE_287 1 0.000 0.990 1.00 0.00
#> SAMPLE_312 1 0.000 0.990 1.00 0.00
#> SAMPLE_342 1 0.000 0.990 1.00 0.00
#> SAMPLE_366 1 0.000 0.990 1.00 0.00
#> SAMPLE_370 1 0.000 0.990 1.00 0.00
#> SAMPLE_590 1 0.000 0.990 1.00 0.00
#> SAMPLE_592 1 0.000 0.990 1.00 0.00
#> SAMPLE_594 1 0.000 0.990 1.00 0.00
#> SAMPLE_595 1 0.000 0.990 1.00 0.00
#> SAMPLE_602 1 0.000 0.990 1.00 0.00
#> SAMPLE_641 1 0.000 0.990 1.00 0.00
#> SAMPLE_649 1 0.327 0.936 0.94 0.06
#> SAMPLE_651 2 0.000 0.992 0.00 1.00
#> SAMPLE_652 2 0.000 0.992 0.00 1.00
#> SAMPLE_655 1 0.722 0.757 0.80 0.20
#> SAMPLE_658 1 0.000 0.990 1.00 0.00
#> SAMPLE_659 1 0.000 0.990 1.00 0.00
#> SAMPLE_660 1 0.000 0.990 1.00 0.00
#> SAMPLE_661 1 0.000 0.990 1.00 0.00
#> SAMPLE_666 1 0.000 0.990 1.00 0.00
#> SAMPLE_757 1 0.000 0.990 1.00 0.00
#> SAMPLE_759 1 0.000 0.990 1.00 0.00
#> SAMPLE_777 1 0.000 0.990 1.00 0.00
#> SAMPLE_789 1 0.000 0.990 1.00 0.00
#> SAMPLE_790 1 0.000 0.990 1.00 0.00
#> SAMPLE_799 1 0.000 0.990 1.00 0.00
#> SAMPLE_800 1 0.000 0.990 1.00 0.00
#> SAMPLE_803 1 0.000 0.990 1.00 0.00
#> SAMPLE_850 1 0.000 0.990 1.00 0.00
#> SAMPLE_855 1 0.000 0.990 1.00 0.00
#> SAMPLE_864 1 0.000 0.990 1.00 0.00
#> SAMPLE_890 1 0.000 0.990 1.00 0.00
#> SAMPLE_999 2 0.000 0.992 0.00 1.00
#> SAMPLE_1048 2 0.000 0.992 0.00 1.00
#> SAMPLE_1054 2 0.000 0.992 0.00 1.00
#> SAMPLE_1056 1 0.402 0.916 0.92 0.08
#> SAMPLE_1057 1 0.402 0.916 0.92 0.08
#> SAMPLE_1058 1 0.402 0.916 0.92 0.08
#> SAMPLE_1059 1 0.402 0.916 0.92 0.08
#> SAMPLE_1061 1 0.327 0.936 0.94 0.06
#> SAMPLE_1062 1 0.000 0.990 1.00 0.00
#> SAMPLE_1084 2 0.000 0.992 0.00 1.00
#> SAMPLE_1086 2 0.000 0.992 0.00 1.00
#> SAMPLE_1092 1 0.402 0.916 0.92 0.08
#> SAMPLE_1095 1 0.327 0.936 0.94 0.06
#> SAMPLE_1096 1 0.327 0.936 0.94 0.06
#> SAMPLE_1101 2 0.000 0.992 0.00 1.00
#> SAMPLE_1102 2 0.000 0.992 0.00 1.00
#> SAMPLE_1103 2 0.000 0.992 0.00 1.00
#> SAMPLE_1104 2 0.000 0.992 0.00 1.00
#> SAMPLE_1105 2 0.000 0.992 0.00 1.00
#> SAMPLE_1106 2 0.000 0.992 0.00 1.00
#> SAMPLE_1107 2 0.000 0.992 0.00 1.00
#> SAMPLE_1108 2 0.000 0.992 0.00 1.00
#> SAMPLE_1109 2 0.000 0.992 0.00 1.00
#> SAMPLE_1114 1 0.000 0.990 1.00 0.00
#> SAMPLE_1181 2 0.000 0.992 0.00 1.00
#> SAMPLE_1185 1 0.000 0.990 1.00 0.00
#> SAMPLE_1186 1 0.000 0.990 1.00 0.00
#> SAMPLE_1208 2 0.000 0.992 0.00 1.00
#> SAMPLE_1292 1 0.000 0.990 1.00 0.00
#> SAMPLE_1386 2 0.000 0.992 0.00 1.00
#> SAMPLE_1390 2 0.000 0.992 0.00 1.00
#> SAMPLE_1391 2 0.000 0.992 0.00 1.00
#> SAMPLE_1392 2 0.000 0.992 0.00 1.00
#> SAMPLE_1393 2 0.000 0.992 0.00 1.00
#> SAMPLE_1394 2 0.000 0.992 0.00 1.00
#> SAMPLE_1395 2 0.000 0.992 0.00 1.00
#> SAMPLE_1396 2 0.000 0.992 0.00 1.00
#> SAMPLE_1400 2 0.000 0.992 0.00 1.00
#> SAMPLE_1410 2 0.000 0.992 0.00 1.00
#> SAMPLE_1411 1 0.000 0.990 1.00 0.00
#> SAMPLE_1444 1 0.000 0.990 1.00 0.00
#> SAMPLE_1449 1 0.000 0.990 1.00 0.00
#> SAMPLE_1450 1 0.000 0.990 1.00 0.00
#> SAMPLE_1451 1 0.000 0.990 1.00 0.00
#> SAMPLE_1514 1 0.000 0.990 1.00 0.00
#> SAMPLE_1583 2 0.000 0.992 0.00 1.00
#> SAMPLE_1589 1 0.000 0.990 1.00 0.00
#> SAMPLE_1591 1 0.000 0.990 1.00 0.00
#> SAMPLE_1596 2 0.000 0.992 0.00 1.00
#> SAMPLE_1619 2 0.000 0.992 0.00 1.00
#> SAMPLE_1620 2 0.000 0.992 0.00 1.00
#> SAMPLE_1622 2 0.000 0.992 0.00 1.00
#> SAMPLE_1645 1 0.000 0.990 1.00 0.00
#> SAMPLE_1679 1 0.000 0.990 1.00 0.00
#> SAMPLE_1683 1 0.000 0.990 1.00 0.00
#> SAMPLE_1689 2 0.000 0.992 0.00 1.00
#> SAMPLE_1692 2 0.000 0.992 0.00 1.00
#> SAMPLE_1704 1 0.000 0.990 1.00 0.00
#> SAMPLE_1705 1 0.000 0.990 1.00 0.00
#> SAMPLE_1707 1 0.000 0.990 1.00 0.00
#> SAMPLE_1710 1 0.000 0.990 1.00 0.00
#> SAMPLE_1711 1 0.000 0.990 1.00 0.00
#> SAMPLE_1734 1 0.000 0.990 1.00 0.00
#> SAMPLE_1759 2 0.000 0.992 0.00 1.00
#> SAMPLE_1766 1 0.000 0.990 1.00 0.00
#> SAMPLE_1793 1 0.000 0.990 1.00 0.00
#> SAMPLE_1836 2 0.000 0.992 0.00 1.00
#> SAMPLE_1851 1 0.000 0.990 1.00 0.00
#> SAMPLE_1852 1 0.000 0.990 1.00 0.00
#> SAMPLE_1853 1 0.000 0.990 1.00 0.00
#> SAMPLE_1854 1 0.000 0.990 1.00 0.00
#> SAMPLE_1856 1 0.000 0.990 1.00 0.00
#> SAMPLE_1880 1 0.000 0.990 1.00 0.00
#> SAMPLE_1916 1 0.000 0.990 1.00 0.00
#> SAMPLE_1917 1 0.000 0.990 1.00 0.00
#> SAMPLE_1918 1 0.000 0.990 1.00 0.00
#> SAMPLE_1919 1 0.000 0.990 1.00 0.00
#> SAMPLE_1925 1 0.000 0.990 1.00 0.00
#> SAMPLE_1927 2 0.000 0.992 0.00 1.00
#> SAMPLE_1949 1 0.000 0.990 1.00 0.00
#> SAMPLE_1956 1 0.000 0.990 1.00 0.00
#> SAMPLE_1967 2 0.000 0.992 0.00 1.00
#> SAMPLE_2020 1 0.000 0.990 1.00 0.00
#> SAMPLE_2030 1 0.000 0.990 1.00 0.00
#> SAMPLE_2049 1 0.000 0.990 1.00 0.00
#> SAMPLE_2058 1 0.971 0.346 0.60 0.40
#> SAMPLE_2176 1 0.000 0.990 1.00 0.00
#> SAMPLE_2198 1 0.000 0.990 1.00 0.00
#> SAMPLE_2208 1 0.000 0.990 1.00 0.00
#> SAMPLE_2217 1 0.000 0.990 1.00 0.00
#> SAMPLE_2220 1 0.000 0.990 1.00 0.00
#> SAMPLE_2258 1 0.000 0.990 1.00 0.00
#> SAMPLE_2267 1 0.402 0.916 0.92 0.08
#> SAMPLE_2289 1 0.000 0.990 1.00 0.00
#> SAMPLE_2297 1 0.000 0.990 1.00 0.00
#> SAMPLE_2330 1 0.000 0.990 1.00 0.00
#> SAMPLE_2394 1 0.000 0.990 1.00 0.00
#> SAMPLE_2396 1 0.000 0.990 1.00 0.00
#> SAMPLE_2427 1 0.000 0.990 1.00 0.00
#> SAMPLE_2428 1 0.000 0.990 1.00 0.00
#> SAMPLE_2433 1 0.000 0.990 1.00 0.00
#> SAMPLE_2458 2 0.881 0.560 0.30 0.70
#> SAMPLE_2474 1 0.000 0.990 1.00 0.00
#> SAMPLE_2478 1 0.000 0.990 1.00 0.00
#> SAMPLE_2479 2 0.000 0.992 0.00 1.00
#> SAMPLE_2518 1 0.000 0.990 1.00 0.00
#> SAMPLE_2522 1 0.000 0.990 1.00 0.00
#> SAMPLE_2544 1 0.000 0.990 1.00 0.00
#> SAMPLE_2575 1 0.000 0.990 1.00 0.00
#> SAMPLE_2576 1 0.000 0.990 1.00 0.00
#> SAMPLE_2584 1 0.000 0.990 1.00 0.00
#> SAMPLE_2586 1 0.000 0.990 1.00 0.00
#> SAMPLE_2603 1 0.000 0.990 1.00 0.00
#> SAMPLE_2615 1 0.000 0.990 1.00 0.00
#> SAMPLE_2619 1 0.000 0.990 1.00 0.00
#> SAMPLE_2623 1 0.000 0.990 1.00 0.00
#> SAMPLE_2624 1 0.000 0.990 1.00 0.00
#> SAMPLE_2629 1 0.000 0.990 1.00 0.00
#> SAMPLE_2635 1 0.000 0.990 1.00 0.00
#> SAMPLE_2636 1 0.000 0.990 1.00 0.00
#> SAMPLE_2637 1 0.000 0.990 1.00 0.00
#> SAMPLE_2645 1 0.000 0.990 1.00 0.00
#> SAMPLE_2656 1 0.000 0.990 1.00 0.00
#> SAMPLE_2657 1 0.000 0.990 1.00 0.00
#> SAMPLE_2670 1 0.000 0.990 1.00 0.00
#> SAMPLE_2671 1 0.000 0.990 1.00 0.00
#> SAMPLE_2690 1 0.000 0.990 1.00 0.00
#> SAMPLE_2706 1 0.000 0.990 1.00 0.00
#> SAMPLE_2707 1 0.000 0.990 1.00 0.00
#> SAMPLE_2708 1 0.000 0.990 1.00 0.00
#> SAMPLE_2709 1 0.000 0.990 1.00 0.00
#> SAMPLE_2721 1 0.000 0.990 1.00 0.00
#> SAMPLE_2775 1 0.000 0.990 1.00 0.00
#> SAMPLE_2783 1 0.000 0.990 1.00 0.00
#> SAMPLE_2800 1 0.000 0.990 1.00 0.00
cbind(get_classes(res, k = 3), get_membership(res, k = 3))
#> class entropy silhouette p1 p2 p3
#> SAMPLE_33 1 0.0000 0.979 1.00 0.00 0.00
#> SAMPLE_35 1 0.0000 0.979 1.00 0.00 0.00
#> SAMPLE_43 1 0.0000 0.979 1.00 0.00 0.00
#> SAMPLE_69 1 0.0000 0.979 1.00 0.00 0.00
#> SAMPLE_72 3 0.1529 0.999 0.04 0.00 0.96
#> SAMPLE_75 1 0.0000 0.979 1.00 0.00 0.00
#> SAMPLE_112 1 0.0000 0.979 1.00 0.00 0.00
#> SAMPLE_118 1 0.0000 0.979 1.00 0.00 0.00
#> SAMPLE_120 1 0.0000 0.979 1.00 0.00 0.00
#> SAMPLE_232 1 0.0000 0.979 1.00 0.00 0.00
#> SAMPLE_287 1 0.0000 0.979 1.00 0.00 0.00
#> SAMPLE_312 1 0.0000 0.979 1.00 0.00 0.00
#> SAMPLE_342 1 0.0000 0.979 1.00 0.00 0.00
#> SAMPLE_366 1 0.0000 0.979 1.00 0.00 0.00
#> SAMPLE_370 1 0.0000 0.979 1.00 0.00 0.00
#> SAMPLE_590 1 0.0000 0.979 1.00 0.00 0.00
#> SAMPLE_592 1 0.0000 0.979 1.00 0.00 0.00
#> SAMPLE_594 1 0.0000 0.979 1.00 0.00 0.00
#> SAMPLE_595 1 0.0000 0.979 1.00 0.00 0.00
#> SAMPLE_602 1 0.0000 0.979 1.00 0.00 0.00
#> SAMPLE_641 1 0.0000 0.979 1.00 0.00 0.00
#> SAMPLE_649 1 0.3340 0.873 0.88 0.12 0.00
#> SAMPLE_651 2 0.0000 0.988 0.00 1.00 0.00
#> SAMPLE_652 2 0.0000 0.988 0.00 1.00 0.00
#> SAMPLE_655 1 0.5948 0.482 0.64 0.36 0.00
#> SAMPLE_658 1 0.0000 0.979 1.00 0.00 0.00
#> SAMPLE_659 1 0.0000 0.979 1.00 0.00 0.00
#> SAMPLE_660 1 0.0000 0.979 1.00 0.00 0.00
#> SAMPLE_661 1 0.0000 0.979 1.00 0.00 0.00
#> SAMPLE_666 1 0.0000 0.979 1.00 0.00 0.00
#> SAMPLE_757 1 0.0000 0.979 1.00 0.00 0.00
#> SAMPLE_759 1 0.0000 0.979 1.00 0.00 0.00
#> SAMPLE_777 3 0.1529 0.999 0.04 0.00 0.96
#> SAMPLE_789 3 0.1529 0.999 0.04 0.00 0.96
#> SAMPLE_790 3 0.1529 0.999 0.04 0.00 0.96
#> SAMPLE_799 1 0.0000 0.979 1.00 0.00 0.00
#> SAMPLE_800 1 0.0000 0.979 1.00 0.00 0.00
#> SAMPLE_803 1 0.0000 0.979 1.00 0.00 0.00
#> SAMPLE_850 1 0.0000 0.979 1.00 0.00 0.00
#> SAMPLE_855 1 0.0000 0.979 1.00 0.00 0.00
#> SAMPLE_864 1 0.0000 0.979 1.00 0.00 0.00
#> SAMPLE_890 1 0.0000 0.979 1.00 0.00 0.00
#> SAMPLE_999 2 0.0000 0.988 0.00 1.00 0.00
#> SAMPLE_1048 2 0.0000 0.988 0.00 1.00 0.00
#> SAMPLE_1054 2 0.0000 0.988 0.00 1.00 0.00
#> SAMPLE_1056 1 0.3340 0.873 0.88 0.12 0.00
#> SAMPLE_1057 1 0.3340 0.873 0.88 0.12 0.00
#> SAMPLE_1058 1 0.3340 0.873 0.88 0.12 0.00
#> SAMPLE_1059 1 0.3340 0.873 0.88 0.12 0.00
#> SAMPLE_1061 1 0.3340 0.873 0.88 0.12 0.00
#> SAMPLE_1062 1 0.0000 0.979 1.00 0.00 0.00
#> SAMPLE_1084 2 0.0000 0.988 0.00 1.00 0.00
#> SAMPLE_1086 2 0.0000 0.988 0.00 1.00 0.00
#> SAMPLE_1092 1 0.3340 0.873 0.88 0.12 0.00
#> SAMPLE_1095 1 0.3340 0.873 0.88 0.12 0.00
#> SAMPLE_1096 1 0.3340 0.873 0.88 0.12 0.00
#> SAMPLE_1101 2 0.0000 0.988 0.00 1.00 0.00
#> SAMPLE_1102 2 0.0000 0.988 0.00 1.00 0.00
#> SAMPLE_1103 2 0.0000 0.988 0.00 1.00 0.00
#> SAMPLE_1104 2 0.0000 0.988 0.00 1.00 0.00
#> SAMPLE_1105 2 0.0000 0.988 0.00 1.00 0.00
#> SAMPLE_1106 2 0.0000 0.988 0.00 1.00 0.00
#> SAMPLE_1107 2 0.0000 0.988 0.00 1.00 0.00
#> SAMPLE_1108 2 0.0000 0.988 0.00 1.00 0.00
#> SAMPLE_1109 2 0.0000 0.988 0.00 1.00 0.00
#> SAMPLE_1114 1 0.0000 0.979 1.00 0.00 0.00
#> SAMPLE_1181 2 0.1529 0.978 0.00 0.96 0.04
#> SAMPLE_1185 3 0.1529 0.999 0.04 0.00 0.96
#> SAMPLE_1186 3 0.1529 0.999 0.04 0.00 0.96
#> SAMPLE_1208 2 0.0000 0.988 0.00 1.00 0.00
#> SAMPLE_1292 3 0.1529 0.999 0.04 0.00 0.96
#> SAMPLE_1386 2 0.1529 0.978 0.00 0.96 0.04
#> SAMPLE_1390 2 0.0000 0.988 0.00 1.00 0.00
#> SAMPLE_1391 2 0.1529 0.978 0.00 0.96 0.04
#> SAMPLE_1392 2 0.1529 0.978 0.00 0.96 0.04
#> SAMPLE_1393 2 0.1529 0.978 0.00 0.96 0.04
#> SAMPLE_1394 2 0.1529 0.978 0.00 0.96 0.04
#> SAMPLE_1395 2 0.1529 0.978 0.00 0.96 0.04
#> SAMPLE_1396 2 0.0000 0.988 0.00 1.00 0.00
#> SAMPLE_1400 2 0.0000 0.988 0.00 1.00 0.00
#> SAMPLE_1410 2 0.0000 0.988 0.00 1.00 0.00
#> SAMPLE_1411 1 0.0000 0.979 1.00 0.00 0.00
#> SAMPLE_1444 3 0.1529 0.999 0.04 0.00 0.96
#> SAMPLE_1449 3 0.1529 0.999 0.04 0.00 0.96
#> SAMPLE_1450 3 0.2066 0.975 0.06 0.00 0.94
#> SAMPLE_1451 3 0.1529 0.999 0.04 0.00 0.96
#> SAMPLE_1514 1 0.0000 0.979 1.00 0.00 0.00
#> SAMPLE_1583 2 0.1529 0.978 0.00 0.96 0.04
#> SAMPLE_1589 3 0.1529 0.999 0.04 0.00 0.96
#> SAMPLE_1591 3 0.1529 0.999 0.04 0.00 0.96
#> SAMPLE_1596 2 0.0000 0.988 0.00 1.00 0.00
#> SAMPLE_1619 2 0.0000 0.988 0.00 1.00 0.00
#> SAMPLE_1620 2 0.0000 0.988 0.00 1.00 0.00
#> SAMPLE_1622 2 0.0000 0.988 0.00 1.00 0.00
#> SAMPLE_1645 1 0.0000 0.979 1.00 0.00 0.00
#> SAMPLE_1679 1 0.0892 0.963 0.98 0.02 0.00
#> SAMPLE_1683 1 0.0000 0.979 1.00 0.00 0.00
#> SAMPLE_1689 2 0.1529 0.978 0.00 0.96 0.04
#> SAMPLE_1692 2 0.0000 0.988 0.00 1.00 0.00
#> SAMPLE_1704 3 0.1529 0.999 0.04 0.00 0.96
#> SAMPLE_1705 3 0.1529 0.999 0.04 0.00 0.96
#> SAMPLE_1707 3 0.1529 0.999 0.04 0.00 0.96
#> SAMPLE_1710 1 0.0000 0.979 1.00 0.00 0.00
#> SAMPLE_1711 3 0.1529 0.999 0.04 0.00 0.96
#> SAMPLE_1734 3 0.1529 0.999 0.04 0.00 0.96
#> SAMPLE_1759 2 0.1529 0.978 0.00 0.96 0.04
#> SAMPLE_1766 3 0.1529 0.999 0.04 0.00 0.96
#> SAMPLE_1793 1 0.0000 0.979 1.00 0.00 0.00
#> SAMPLE_1836 2 0.1529 0.978 0.00 0.96 0.04
#> SAMPLE_1851 1 0.0000 0.979 1.00 0.00 0.00
#> SAMPLE_1852 1 0.0000 0.979 1.00 0.00 0.00
#> SAMPLE_1853 1 0.0000 0.979 1.00 0.00 0.00
#> SAMPLE_1854 3 0.1529 0.999 0.04 0.00 0.96
#> SAMPLE_1856 1 0.0000 0.979 1.00 0.00 0.00
#> SAMPLE_1880 1 0.0000 0.979 1.00 0.00 0.00
#> SAMPLE_1916 1 0.0000 0.979 1.00 0.00 0.00
#> SAMPLE_1917 1 0.0000 0.979 1.00 0.00 0.00
#> SAMPLE_1918 1 0.0000 0.979 1.00 0.00 0.00
#> SAMPLE_1919 3 0.1529 0.999 0.04 0.00 0.96
#> SAMPLE_1925 1 0.0000 0.979 1.00 0.00 0.00
#> SAMPLE_1927 2 0.1529 0.978 0.00 0.96 0.04
#> SAMPLE_1949 3 0.1529 0.999 0.04 0.00 0.96
#> SAMPLE_1956 1 0.0000 0.979 1.00 0.00 0.00
#> SAMPLE_1967 2 0.1529 0.978 0.00 0.96 0.04
#> SAMPLE_2020 1 0.0000 0.979 1.00 0.00 0.00
#> SAMPLE_2030 3 0.1529 0.999 0.04 0.00 0.96
#> SAMPLE_2049 3 0.1529 0.999 0.04 0.00 0.96
#> SAMPLE_2058 1 0.5560 0.603 0.70 0.30 0.00
#> SAMPLE_2176 1 0.0000 0.979 1.00 0.00 0.00
#> SAMPLE_2198 1 0.0000 0.979 1.00 0.00 0.00
#> SAMPLE_2208 1 0.0000 0.979 1.00 0.00 0.00
#> SAMPLE_2217 1 0.0000 0.979 1.00 0.00 0.00
#> SAMPLE_2220 1 0.0000 0.979 1.00 0.00 0.00
#> SAMPLE_2258 1 0.0000 0.979 1.00 0.00 0.00
#> SAMPLE_2267 1 0.3340 0.873 0.88 0.12 0.00
#> SAMPLE_2289 1 0.0000 0.979 1.00 0.00 0.00
#> SAMPLE_2297 1 0.0000 0.979 1.00 0.00 0.00
#> SAMPLE_2330 1 0.0000 0.979 1.00 0.00 0.00
#> SAMPLE_2394 1 0.0000 0.979 1.00 0.00 0.00
#> SAMPLE_2396 1 0.0000 0.979 1.00 0.00 0.00
#> SAMPLE_2427 1 0.0000 0.979 1.00 0.00 0.00
#> SAMPLE_2428 1 0.0000 0.979 1.00 0.00 0.00
#> SAMPLE_2433 1 0.0000 0.979 1.00 0.00 0.00
#> SAMPLE_2458 2 0.2959 0.868 0.10 0.90 0.00
#> SAMPLE_2474 1 0.0000 0.979 1.00 0.00 0.00
#> SAMPLE_2478 1 0.0000 0.979 1.00 0.00 0.00
#> SAMPLE_2479 2 0.0000 0.988 0.00 1.00 0.00
#> SAMPLE_2518 1 0.0000 0.979 1.00 0.00 0.00
#> SAMPLE_2522 1 0.0000 0.979 1.00 0.00 0.00
#> SAMPLE_2544 1 0.0000 0.979 1.00 0.00 0.00
#> SAMPLE_2575 3 0.1529 0.999 0.04 0.00 0.96
#> SAMPLE_2576 3 0.1529 0.999 0.04 0.00 0.96
#> SAMPLE_2584 3 0.1529 0.999 0.04 0.00 0.96
#> SAMPLE_2586 3 0.1529 0.999 0.04 0.00 0.96
#> SAMPLE_2603 1 0.0000 0.979 1.00 0.00 0.00
#> SAMPLE_2615 3 0.1529 0.999 0.04 0.00 0.96
#> SAMPLE_2619 3 0.1529 0.999 0.04 0.00 0.96
#> SAMPLE_2623 1 0.0000 0.979 1.00 0.00 0.00
#> SAMPLE_2624 1 0.0000 0.979 1.00 0.00 0.00
#> SAMPLE_2629 1 0.0000 0.979 1.00 0.00 0.00
#> SAMPLE_2635 1 0.0000 0.979 1.00 0.00 0.00
#> SAMPLE_2636 3 0.1529 0.999 0.04 0.00 0.96
#> SAMPLE_2637 3 0.1529 0.999 0.04 0.00 0.96
#> SAMPLE_2645 1 0.0000 0.979 1.00 0.00 0.00
#> SAMPLE_2656 1 0.0000 0.979 1.00 0.00 0.00
#> SAMPLE_2657 3 0.1529 0.999 0.04 0.00 0.96
#> SAMPLE_2670 3 0.1529 0.999 0.04 0.00 0.96
#> SAMPLE_2671 3 0.1529 0.999 0.04 0.00 0.96
#> SAMPLE_2690 3 0.1529 0.999 0.04 0.00 0.96
#> SAMPLE_2706 3 0.1529 0.999 0.04 0.00 0.96
#> SAMPLE_2707 3 0.1529 0.999 0.04 0.00 0.96
#> SAMPLE_2708 3 0.1529 0.999 0.04 0.00 0.96
#> SAMPLE_2709 3 0.1529 0.999 0.04 0.00 0.96
#> SAMPLE_2721 3 0.1529 0.999 0.04 0.00 0.96
#> SAMPLE_2775 1 0.0000 0.979 1.00 0.00 0.00
#> SAMPLE_2783 3 0.1529 0.999 0.04 0.00 0.96
#> SAMPLE_2800 1 0.0000 0.979 1.00 0.00 0.00
cbind(get_classes(res, k = 4), get_membership(res, k = 4))
#> class entropy silhouette p1 p2 p3 p4
#> SAMPLE_33 1 0.0000 0.935 1.00 0.00 0.00 0.00
#> SAMPLE_35 1 0.0000 0.935 1.00 0.00 0.00 0.00
#> SAMPLE_43 1 0.0000 0.935 1.00 0.00 0.00 0.00
#> SAMPLE_69 1 0.0000 0.935 1.00 0.00 0.00 0.00
#> SAMPLE_72 3 0.0000 0.997 0.00 0.00 1.00 0.00
#> SAMPLE_75 1 0.0000 0.935 1.00 0.00 0.00 0.00
#> SAMPLE_112 1 0.0000 0.935 1.00 0.00 0.00 0.00
#> SAMPLE_118 1 0.0000 0.935 1.00 0.00 0.00 0.00
#> SAMPLE_120 1 0.0000 0.935 1.00 0.00 0.00 0.00
#> SAMPLE_232 1 0.0000 0.935 1.00 0.00 0.00 0.00
#> SAMPLE_287 1 0.0000 0.935 1.00 0.00 0.00 0.00
#> SAMPLE_312 1 0.0000 0.935 1.00 0.00 0.00 0.00
#> SAMPLE_342 1 0.2345 0.902 0.90 0.00 0.00 0.10
#> SAMPLE_366 1 0.0000 0.935 1.00 0.00 0.00 0.00
#> SAMPLE_370 1 0.0000 0.935 1.00 0.00 0.00 0.00
#> SAMPLE_590 1 0.0000 0.935 1.00 0.00 0.00 0.00
#> SAMPLE_592 1 0.0000 0.935 1.00 0.00 0.00 0.00
#> SAMPLE_594 1 0.0000 0.935 1.00 0.00 0.00 0.00
#> SAMPLE_595 1 0.0000 0.935 1.00 0.00 0.00 0.00
#> SAMPLE_602 1 0.0000 0.935 1.00 0.00 0.00 0.00
#> SAMPLE_641 1 0.0000 0.935 1.00 0.00 0.00 0.00
#> SAMPLE_649 1 0.5489 0.710 0.70 0.06 0.00 0.24
#> SAMPLE_651 2 0.0000 0.967 0.00 1.00 0.00 0.00
#> SAMPLE_652 2 0.0000 0.967 0.00 1.00 0.00 0.00
#> SAMPLE_655 2 0.0707 0.944 0.00 0.98 0.00 0.02
#> SAMPLE_658 1 0.0000 0.935 1.00 0.00 0.00 0.00
#> SAMPLE_659 1 0.0000 0.935 1.00 0.00 0.00 0.00
#> SAMPLE_660 1 0.0000 0.935 1.00 0.00 0.00 0.00
#> SAMPLE_661 1 0.0000 0.935 1.00 0.00 0.00 0.00
#> SAMPLE_666 1 0.0000 0.935 1.00 0.00 0.00 0.00
#> SAMPLE_757 1 0.0000 0.935 1.00 0.00 0.00 0.00
#> SAMPLE_759 1 0.0000 0.935 1.00 0.00 0.00 0.00
#> SAMPLE_777 3 0.0000 0.997 0.00 0.00 1.00 0.00
#> SAMPLE_789 3 0.0000 0.997 0.00 0.00 1.00 0.00
#> SAMPLE_790 3 0.0000 0.997 0.00 0.00 1.00 0.00
#> SAMPLE_799 1 0.2345 0.902 0.90 0.00 0.00 0.10
#> SAMPLE_800 1 0.2345 0.902 0.90 0.00 0.00 0.10
#> SAMPLE_803 1 0.2345 0.902 0.90 0.00 0.00 0.10
#> SAMPLE_850 1 0.0000 0.935 1.00 0.00 0.00 0.00
#> SAMPLE_855 1 0.0000 0.935 1.00 0.00 0.00 0.00
#> SAMPLE_864 1 0.0000 0.935 1.00 0.00 0.00 0.00
#> SAMPLE_890 1 0.0000 0.935 1.00 0.00 0.00 0.00
#> SAMPLE_999 2 0.0000 0.967 0.00 1.00 0.00 0.00
#> SAMPLE_1048 2 0.0000 0.967 0.00 1.00 0.00 0.00
#> SAMPLE_1054 2 0.3975 0.671 0.00 0.76 0.00 0.24
#> SAMPLE_1056 1 0.5489 0.710 0.70 0.06 0.00 0.24
#> SAMPLE_1057 1 0.5489 0.710 0.70 0.06 0.00 0.24
#> SAMPLE_1058 1 0.5489 0.710 0.70 0.06 0.00 0.24
#> SAMPLE_1059 1 0.5489 0.710 0.70 0.06 0.00 0.24
#> SAMPLE_1061 1 0.5489 0.710 0.70 0.06 0.00 0.24
#> SAMPLE_1062 1 0.3975 0.774 0.76 0.00 0.00 0.24
#> SAMPLE_1084 2 0.0000 0.967 0.00 1.00 0.00 0.00
#> SAMPLE_1086 2 0.3975 0.671 0.00 0.76 0.00 0.24
#> SAMPLE_1092 1 0.5489 0.710 0.70 0.06 0.00 0.24
#> SAMPLE_1095 1 0.5489 0.710 0.70 0.06 0.00 0.24
#> SAMPLE_1096 1 0.5489 0.710 0.70 0.06 0.00 0.24
#> SAMPLE_1101 2 0.0000 0.967 0.00 1.00 0.00 0.00
#> SAMPLE_1102 2 0.0000 0.967 0.00 1.00 0.00 0.00
#> SAMPLE_1103 2 0.0000 0.967 0.00 1.00 0.00 0.00
#> SAMPLE_1104 2 0.0000 0.967 0.00 1.00 0.00 0.00
#> SAMPLE_1105 2 0.0000 0.967 0.00 1.00 0.00 0.00
#> SAMPLE_1106 2 0.0000 0.967 0.00 1.00 0.00 0.00
#> SAMPLE_1107 2 0.0000 0.967 0.00 1.00 0.00 0.00
#> SAMPLE_1108 2 0.0000 0.967 0.00 1.00 0.00 0.00
#> SAMPLE_1109 2 0.0000 0.967 0.00 1.00 0.00 0.00
#> SAMPLE_1114 1 0.0000 0.935 1.00 0.00 0.00 0.00
#> SAMPLE_1181 4 0.1211 1.000 0.00 0.04 0.00 0.96
#> SAMPLE_1185 3 0.0000 0.997 0.00 0.00 1.00 0.00
#> SAMPLE_1186 3 0.0000 0.997 0.00 0.00 1.00 0.00
#> SAMPLE_1208 2 0.0000 0.967 0.00 1.00 0.00 0.00
#> SAMPLE_1292 3 0.0000 0.997 0.00 0.00 1.00 0.00
#> SAMPLE_1386 4 0.1211 1.000 0.00 0.04 0.00 0.96
#> SAMPLE_1390 2 0.0000 0.967 0.00 1.00 0.00 0.00
#> SAMPLE_1391 4 0.1211 1.000 0.00 0.04 0.00 0.96
#> SAMPLE_1392 4 0.1211 1.000 0.00 0.04 0.00 0.96
#> SAMPLE_1393 4 0.1211 1.000 0.00 0.04 0.00 0.96
#> SAMPLE_1394 4 0.1211 1.000 0.00 0.04 0.00 0.96
#> SAMPLE_1395 4 0.1211 1.000 0.00 0.04 0.00 0.96
#> SAMPLE_1396 2 0.0000 0.967 0.00 1.00 0.00 0.00
#> SAMPLE_1400 2 0.0000 0.967 0.00 1.00 0.00 0.00
#> SAMPLE_1410 2 0.0000 0.967 0.00 1.00 0.00 0.00
#> SAMPLE_1411 1 0.0000 0.935 1.00 0.00 0.00 0.00
#> SAMPLE_1444 3 0.0000 0.997 0.00 0.00 1.00 0.00
#> SAMPLE_1449 3 0.0000 0.997 0.00 0.00 1.00 0.00
#> SAMPLE_1450 3 0.1211 0.936 0.04 0.00 0.96 0.00
#> SAMPLE_1451 3 0.0000 0.997 0.00 0.00 1.00 0.00
#> SAMPLE_1514 1 0.2345 0.902 0.90 0.00 0.00 0.10
#> SAMPLE_1583 4 0.1211 1.000 0.00 0.04 0.00 0.96
#> SAMPLE_1589 3 0.0000 0.997 0.00 0.00 1.00 0.00
#> SAMPLE_1591 3 0.0000 0.997 0.00 0.00 1.00 0.00
#> SAMPLE_1596 2 0.0000 0.967 0.00 1.00 0.00 0.00
#> SAMPLE_1619 2 0.0000 0.967 0.00 1.00 0.00 0.00
#> SAMPLE_1620 2 0.0000 0.967 0.00 1.00 0.00 0.00
#> SAMPLE_1622 2 0.0000 0.967 0.00 1.00 0.00 0.00
#> SAMPLE_1645 1 0.2345 0.902 0.90 0.00 0.00 0.10
#> SAMPLE_1679 1 0.3975 0.774 0.76 0.00 0.00 0.24
#> SAMPLE_1683 1 0.2345 0.902 0.90 0.00 0.00 0.10
#> SAMPLE_1689 4 0.1211 1.000 0.00 0.04 0.00 0.96
#> SAMPLE_1692 2 0.0000 0.967 0.00 1.00 0.00 0.00
#> SAMPLE_1704 3 0.0000 0.997 0.00 0.00 1.00 0.00
#> SAMPLE_1705 3 0.0000 0.997 0.00 0.00 1.00 0.00
#> SAMPLE_1707 3 0.0000 0.997 0.00 0.00 1.00 0.00
#> SAMPLE_1710 1 0.2345 0.902 0.90 0.00 0.00 0.10
#> SAMPLE_1711 3 0.0000 0.997 0.00 0.00 1.00 0.00
#> SAMPLE_1734 3 0.0000 0.997 0.00 0.00 1.00 0.00
#> SAMPLE_1759 4 0.1211 1.000 0.00 0.04 0.00 0.96
#> SAMPLE_1766 3 0.0000 0.997 0.00 0.00 1.00 0.00
#> SAMPLE_1793 1 0.0000 0.935 1.00 0.00 0.00 0.00
#> SAMPLE_1836 4 0.1211 1.000 0.00 0.04 0.00 0.96
#> SAMPLE_1851 1 0.2345 0.902 0.90 0.00 0.00 0.10
#> SAMPLE_1852 1 0.2345 0.902 0.90 0.00 0.00 0.10
#> SAMPLE_1853 1 0.2345 0.902 0.90 0.00 0.00 0.10
#> SAMPLE_1854 3 0.0000 0.997 0.00 0.00 1.00 0.00
#> SAMPLE_1856 1 0.2345 0.902 0.90 0.00 0.00 0.10
#> SAMPLE_1880 1 0.3037 0.890 0.88 0.02 0.00 0.10
#> SAMPLE_1916 1 0.0000 0.935 1.00 0.00 0.00 0.00
#> SAMPLE_1917 1 0.0000 0.935 1.00 0.00 0.00 0.00
#> SAMPLE_1918 1 0.0000 0.935 1.00 0.00 0.00 0.00
#> SAMPLE_1919 3 0.0000 0.997 0.00 0.00 1.00 0.00
#> SAMPLE_1925 1 0.2345 0.902 0.90 0.00 0.00 0.10
#> SAMPLE_1927 4 0.1211 1.000 0.00 0.04 0.00 0.96
#> SAMPLE_1949 3 0.1637 0.922 0.00 0.00 0.94 0.06
#> SAMPLE_1956 1 0.0000 0.935 1.00 0.00 0.00 0.00
#> SAMPLE_1967 4 0.1211 1.000 0.00 0.04 0.00 0.96
#> SAMPLE_2020 1 0.0000 0.935 1.00 0.00 0.00 0.00
#> SAMPLE_2030 3 0.0000 0.997 0.00 0.00 1.00 0.00
#> SAMPLE_2049 3 0.0000 0.997 0.00 0.00 1.00 0.00
#> SAMPLE_2058 1 0.5489 0.710 0.70 0.06 0.00 0.24
#> SAMPLE_2176 1 0.2345 0.902 0.90 0.00 0.00 0.10
#> SAMPLE_2198 1 0.0707 0.930 0.98 0.00 0.00 0.02
#> SAMPLE_2208 1 0.2345 0.902 0.90 0.00 0.00 0.10
#> SAMPLE_2217 1 0.1211 0.924 0.96 0.00 0.00 0.04
#> SAMPLE_2220 1 0.1637 0.918 0.94 0.00 0.00 0.06
#> SAMPLE_2258 1 0.0000 0.935 1.00 0.00 0.00 0.00
#> SAMPLE_2267 1 0.5489 0.710 0.70 0.06 0.00 0.24
#> SAMPLE_2289 1 0.0000 0.935 1.00 0.00 0.00 0.00
#> SAMPLE_2297 1 0.2345 0.902 0.90 0.00 0.00 0.10
#> SAMPLE_2330 1 0.0000 0.935 1.00 0.00 0.00 0.00
#> SAMPLE_2394 1 0.0000 0.935 1.00 0.00 0.00 0.00
#> SAMPLE_2396 1 0.0000 0.935 1.00 0.00 0.00 0.00
#> SAMPLE_2427 1 0.0000 0.935 1.00 0.00 0.00 0.00
#> SAMPLE_2428 1 0.0000 0.935 1.00 0.00 0.00 0.00
#> SAMPLE_2433 1 0.0000 0.935 1.00 0.00 0.00 0.00
#> SAMPLE_2458 2 0.5106 0.602 0.04 0.72 0.00 0.24
#> SAMPLE_2474 1 0.0000 0.935 1.00 0.00 0.00 0.00
#> SAMPLE_2478 1 0.0000 0.935 1.00 0.00 0.00 0.00
#> SAMPLE_2479 2 0.0000 0.967 0.00 1.00 0.00 0.00
#> SAMPLE_2518 1 0.2345 0.902 0.90 0.00 0.00 0.10
#> SAMPLE_2522 1 0.0000 0.935 1.00 0.00 0.00 0.00
#> SAMPLE_2544 1 0.0000 0.935 1.00 0.00 0.00 0.00
#> SAMPLE_2575 3 0.0000 0.997 0.00 0.00 1.00 0.00
#> SAMPLE_2576 3 0.0000 0.997 0.00 0.00 1.00 0.00
#> SAMPLE_2584 3 0.0000 0.997 0.00 0.00 1.00 0.00
#> SAMPLE_2586 3 0.0000 0.997 0.00 0.00 1.00 0.00
#> SAMPLE_2603 1 0.0000 0.935 1.00 0.00 0.00 0.00
#> SAMPLE_2615 3 0.0000 0.997 0.00 0.00 1.00 0.00
#> SAMPLE_2619 3 0.0000 0.997 0.00 0.00 1.00 0.00
#> SAMPLE_2623 1 0.0000 0.935 1.00 0.00 0.00 0.00
#> SAMPLE_2624 1 0.2345 0.902 0.90 0.00 0.00 0.10
#> SAMPLE_2629 1 0.2345 0.902 0.90 0.00 0.00 0.10
#> SAMPLE_2635 1 0.0000 0.935 1.00 0.00 0.00 0.00
#> SAMPLE_2636 3 0.0000 0.997 0.00 0.00 1.00 0.00
#> SAMPLE_2637 3 0.0000 0.997 0.00 0.00 1.00 0.00
#> SAMPLE_2645 1 0.1637 0.917 0.94 0.00 0.00 0.06
#> SAMPLE_2656 1 0.0000 0.935 1.00 0.00 0.00 0.00
#> SAMPLE_2657 3 0.0000 0.997 0.00 0.00 1.00 0.00
#> SAMPLE_2670 3 0.0000 0.997 0.00 0.00 1.00 0.00
#> SAMPLE_2671 3 0.0000 0.997 0.00 0.00 1.00 0.00
#> SAMPLE_2690 3 0.0000 0.997 0.00 0.00 1.00 0.00
#> SAMPLE_2706 3 0.0000 0.997 0.00 0.00 1.00 0.00
#> SAMPLE_2707 3 0.0000 0.997 0.00 0.00 1.00 0.00
#> SAMPLE_2708 3 0.0000 0.997 0.00 0.00 1.00 0.00
#> SAMPLE_2709 3 0.0000 0.997 0.00 0.00 1.00 0.00
#> SAMPLE_2721 3 0.0000 0.997 0.00 0.00 1.00 0.00
#> SAMPLE_2775 1 0.2335 0.911 0.92 0.02 0.00 0.06
#> SAMPLE_2783 3 0.0000 0.997 0.00 0.00 1.00 0.00
#> SAMPLE_2800 1 0.0000 0.935 1.00 0.00 0.00 0.00
cbind(get_classes(res, k = 5), get_membership(res, k = 5))
#> class entropy silhouette p1 p2 p3 p4 p5
#> SAMPLE_33 1 0.0000 0.982 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_35 1 0.0000 0.982 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_43 1 0.0000 0.982 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_69 1 0.0000 0.982 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_72 3 0.0000 0.996 0.00 0.00 1.00 0.00 0.00
#> SAMPLE_75 1 0.0000 0.982 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_112 1 0.0000 0.982 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_118 1 0.0000 0.982 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_120 1 0.0000 0.982 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_232 1 0.0000 0.982 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_287 1 0.0000 0.982 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_312 1 0.0000 0.982 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_342 5 0.1410 0.953 0.06 0.00 0.00 0.00 0.94
#> SAMPLE_366 1 0.0000 0.982 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_370 1 0.0000 0.982 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_590 1 0.0000 0.982 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_592 1 0.0000 0.982 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_594 1 0.0000 0.982 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_595 1 0.0000 0.982 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_602 1 0.0000 0.982 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_641 1 0.0000 0.982 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_649 5 0.1216 0.950 0.02 0.00 0.00 0.02 0.96
#> SAMPLE_651 2 0.0000 1.000 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_652 2 0.0000 1.000 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_655 2 0.0000 1.000 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_658 1 0.0000 0.982 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_659 1 0.0000 0.982 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_660 1 0.0000 0.982 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_661 1 0.0000 0.982 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_666 1 0.0000 0.982 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_757 1 0.0000 0.982 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_759 1 0.0000 0.982 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_777 3 0.0000 0.996 0.00 0.00 1.00 0.00 0.00
#> SAMPLE_789 3 0.0000 0.996 0.00 0.00 1.00 0.00 0.00
#> SAMPLE_790 3 0.0000 0.996 0.00 0.00 1.00 0.00 0.00
#> SAMPLE_799 5 0.1410 0.953 0.06 0.00 0.00 0.00 0.94
#> SAMPLE_800 5 0.1410 0.953 0.06 0.00 0.00 0.00 0.94
#> SAMPLE_803 5 0.1410 0.953 0.06 0.00 0.00 0.00 0.94
#> SAMPLE_850 1 0.0000 0.982 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_855 1 0.0000 0.982 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_864 1 0.0000 0.982 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_890 1 0.0000 0.982 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_999 2 0.0000 1.000 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_1048 2 0.0000 1.000 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_1054 5 0.1216 0.929 0.00 0.02 0.00 0.02 0.96
#> SAMPLE_1056 5 0.1216 0.950 0.02 0.00 0.00 0.02 0.96
#> SAMPLE_1057 5 0.1216 0.950 0.02 0.00 0.00 0.02 0.96
#> SAMPLE_1058 5 0.1216 0.950 0.02 0.00 0.00 0.02 0.96
#> SAMPLE_1059 5 0.1216 0.950 0.02 0.00 0.00 0.02 0.96
#> SAMPLE_1061 5 0.1216 0.950 0.02 0.00 0.00 0.02 0.96
#> SAMPLE_1062 5 0.1216 0.950 0.02 0.00 0.00 0.02 0.96
#> SAMPLE_1084 2 0.0000 1.000 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_1086 5 0.1216 0.929 0.00 0.02 0.00 0.02 0.96
#> SAMPLE_1092 5 0.1216 0.950 0.02 0.00 0.00 0.02 0.96
#> SAMPLE_1095 5 0.1216 0.950 0.02 0.00 0.00 0.02 0.96
#> SAMPLE_1096 5 0.1216 0.950 0.02 0.00 0.00 0.02 0.96
#> SAMPLE_1101 2 0.0000 1.000 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_1102 2 0.0000 1.000 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_1103 2 0.0000 1.000 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_1104 2 0.0000 1.000 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_1105 2 0.0000 1.000 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_1106 2 0.0000 1.000 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_1107 2 0.0000 1.000 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_1108 2 0.0000 1.000 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_1109 2 0.0000 1.000 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_1114 1 0.0000 0.982 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_1181 4 0.0000 1.000 0.00 0.00 0.00 1.00 0.00
#> SAMPLE_1185 3 0.0000 0.996 0.00 0.00 1.00 0.00 0.00
#> SAMPLE_1186 3 0.0000 0.996 0.00 0.00 1.00 0.00 0.00
#> SAMPLE_1208 2 0.0000 1.000 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_1292 3 0.0609 0.985 0.00 0.00 0.98 0.00 0.02
#> SAMPLE_1386 4 0.0000 1.000 0.00 0.00 0.00 1.00 0.00
#> SAMPLE_1390 2 0.0000 1.000 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_1391 4 0.0000 1.000 0.00 0.00 0.00 1.00 0.00
#> SAMPLE_1392 4 0.0000 1.000 0.00 0.00 0.00 1.00 0.00
#> SAMPLE_1393 4 0.0000 1.000 0.00 0.00 0.00 1.00 0.00
#> SAMPLE_1394 4 0.0000 1.000 0.00 0.00 0.00 1.00 0.00
#> SAMPLE_1395 4 0.0000 1.000 0.00 0.00 0.00 1.00 0.00
#> SAMPLE_1396 2 0.0000 1.000 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_1400 2 0.0000 1.000 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_1410 2 0.0000 1.000 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_1411 1 0.0000 0.982 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_1444 3 0.0000 0.996 0.00 0.00 1.00 0.00 0.00
#> SAMPLE_1449 3 0.0000 0.996 0.00 0.00 1.00 0.00 0.00
#> SAMPLE_1450 3 0.0000 0.996 0.00 0.00 1.00 0.00 0.00
#> SAMPLE_1451 3 0.0000 0.996 0.00 0.00 1.00 0.00 0.00
#> SAMPLE_1514 5 0.1043 0.950 0.04 0.00 0.00 0.00 0.96
#> SAMPLE_1583 4 0.0000 1.000 0.00 0.00 0.00 1.00 0.00
#> SAMPLE_1589 3 0.0000 0.996 0.00 0.00 1.00 0.00 0.00
#> SAMPLE_1591 3 0.0000 0.996 0.00 0.00 1.00 0.00 0.00
#> SAMPLE_1596 2 0.0000 1.000 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_1619 2 0.0000 1.000 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_1620 2 0.0000 1.000 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_1622 2 0.0000 1.000 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_1645 5 0.1410 0.953 0.06 0.00 0.00 0.00 0.94
#> SAMPLE_1679 5 0.1216 0.950 0.02 0.00 0.00 0.02 0.96
#> SAMPLE_1683 5 0.1410 0.953 0.06 0.00 0.00 0.00 0.94
#> SAMPLE_1689 4 0.0000 1.000 0.00 0.00 0.00 1.00 0.00
#> SAMPLE_1692 2 0.0000 1.000 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_1704 3 0.0000 0.996 0.00 0.00 1.00 0.00 0.00
#> SAMPLE_1705 3 0.0000 0.996 0.00 0.00 1.00 0.00 0.00
#> SAMPLE_1707 3 0.0000 0.996 0.00 0.00 1.00 0.00 0.00
#> SAMPLE_1710 5 0.1410 0.953 0.06 0.00 0.00 0.00 0.94
#> SAMPLE_1711 3 0.0609 0.985 0.00 0.00 0.98 0.00 0.02
#> SAMPLE_1734 3 0.0000 0.996 0.00 0.00 1.00 0.00 0.00
#> SAMPLE_1759 4 0.0000 1.000 0.00 0.00 0.00 1.00 0.00
#> SAMPLE_1766 3 0.0000 0.996 0.00 0.00 1.00 0.00 0.00
#> SAMPLE_1793 1 0.0000 0.982 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_1836 4 0.0000 1.000 0.00 0.00 0.00 1.00 0.00
#> SAMPLE_1851 5 0.1410 0.953 0.06 0.00 0.00 0.00 0.94
#> SAMPLE_1852 5 0.1410 0.953 0.06 0.00 0.00 0.00 0.94
#> SAMPLE_1853 5 0.1410 0.953 0.06 0.00 0.00 0.00 0.94
#> SAMPLE_1854 3 0.0609 0.985 0.00 0.00 0.98 0.00 0.02
#> SAMPLE_1856 5 0.1410 0.953 0.06 0.00 0.00 0.00 0.94
#> SAMPLE_1880 5 0.1043 0.950 0.04 0.00 0.00 0.00 0.96
#> SAMPLE_1916 1 0.0000 0.982 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_1917 1 0.0000 0.982 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_1918 1 0.0000 0.982 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_1919 3 0.0000 0.996 0.00 0.00 1.00 0.00 0.00
#> SAMPLE_1925 5 0.1410 0.953 0.06 0.00 0.00 0.00 0.94
#> SAMPLE_1927 4 0.0000 1.000 0.00 0.00 0.00 1.00 0.00
#> SAMPLE_1949 5 0.4060 0.460 0.00 0.00 0.36 0.00 0.64
#> SAMPLE_1956 1 0.0000 0.982 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_1967 4 0.0000 1.000 0.00 0.00 0.00 1.00 0.00
#> SAMPLE_2020 1 0.0000 0.982 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_2030 3 0.0000 0.996 0.00 0.00 1.00 0.00 0.00
#> SAMPLE_2049 3 0.0000 0.996 0.00 0.00 1.00 0.00 0.00
#> SAMPLE_2058 5 0.1216 0.950 0.02 0.00 0.00 0.02 0.96
#> SAMPLE_2176 5 0.1410 0.953 0.06 0.00 0.00 0.00 0.94
#> SAMPLE_2198 1 0.4182 0.298 0.60 0.00 0.00 0.00 0.40
#> SAMPLE_2208 5 0.1043 0.950 0.04 0.00 0.00 0.00 0.96
#> SAMPLE_2217 5 0.1732 0.938 0.08 0.00 0.00 0.00 0.92
#> SAMPLE_2220 5 0.1410 0.953 0.06 0.00 0.00 0.00 0.94
#> SAMPLE_2258 1 0.0000 0.982 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_2267 5 0.1216 0.950 0.02 0.00 0.00 0.02 0.96
#> SAMPLE_2289 1 0.0000 0.982 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_2297 5 0.1410 0.953 0.06 0.00 0.00 0.00 0.94
#> SAMPLE_2330 1 0.0000 0.982 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_2394 1 0.0000 0.982 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_2396 1 0.0000 0.982 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_2427 1 0.0000 0.982 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_2428 1 0.0000 0.982 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_2433 1 0.0000 0.982 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_2458 5 0.1216 0.929 0.00 0.02 0.00 0.02 0.96
#> SAMPLE_2474 1 0.0000 0.982 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_2478 1 0.0000 0.982 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_2479 2 0.0000 1.000 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_2518 5 0.1410 0.953 0.06 0.00 0.00 0.00 0.94
#> SAMPLE_2522 1 0.0000 0.982 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_2544 1 0.0000 0.982 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_2575 3 0.0000 0.996 0.00 0.00 1.00 0.00 0.00
#> SAMPLE_2576 3 0.0000 0.996 0.00 0.00 1.00 0.00 0.00
#> SAMPLE_2584 3 0.0609 0.985 0.00 0.00 0.98 0.00 0.02
#> SAMPLE_2586 3 0.0609 0.985 0.00 0.00 0.98 0.00 0.02
#> SAMPLE_2603 1 0.0000 0.982 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_2615 3 0.0000 0.996 0.00 0.00 1.00 0.00 0.00
#> SAMPLE_2619 3 0.0000 0.996 0.00 0.00 1.00 0.00 0.00
#> SAMPLE_2623 1 0.0000 0.982 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_2624 5 0.1410 0.953 0.06 0.00 0.00 0.00 0.94
#> SAMPLE_2629 5 0.1410 0.953 0.06 0.00 0.00 0.00 0.94
#> SAMPLE_2635 1 0.0000 0.982 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_2636 3 0.0609 0.985 0.00 0.00 0.98 0.00 0.02
#> SAMPLE_2637 3 0.0000 0.996 0.00 0.00 1.00 0.00 0.00
#> SAMPLE_2645 1 0.4262 0.169 0.56 0.00 0.00 0.00 0.44
#> SAMPLE_2656 1 0.0000 0.982 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_2657 3 0.0609 0.985 0.00 0.00 0.98 0.00 0.02
#> SAMPLE_2670 3 0.0000 0.996 0.00 0.00 1.00 0.00 0.00
#> SAMPLE_2671 3 0.0000 0.996 0.00 0.00 1.00 0.00 0.00
#> SAMPLE_2690 3 0.0000 0.996 0.00 0.00 1.00 0.00 0.00
#> SAMPLE_2706 3 0.0000 0.996 0.00 0.00 1.00 0.00 0.00
#> SAMPLE_2707 3 0.0000 0.996 0.00 0.00 1.00 0.00 0.00
#> SAMPLE_2708 3 0.0000 0.996 0.00 0.00 1.00 0.00 0.00
#> SAMPLE_2709 3 0.0000 0.996 0.00 0.00 1.00 0.00 0.00
#> SAMPLE_2721 3 0.0000 0.996 0.00 0.00 1.00 0.00 0.00
#> SAMPLE_2775 5 0.1043 0.950 0.04 0.00 0.00 0.00 0.96
#> SAMPLE_2783 3 0.0609 0.985 0.00 0.00 0.98 0.00 0.02
#> SAMPLE_2800 1 0.1043 0.941 0.96 0.00 0.00 0.00 0.04
cbind(get_classes(res, k = 6), get_membership(res, k = 6))
#> class entropy silhouette p1 p2 p3 p4 p5 p6
#> SAMPLE_33 1 0.0000 0.994 1.00 0 0.00 0.00 0.00 0.00
#> SAMPLE_35 1 0.0000 0.994 1.00 0 0.00 0.00 0.00 0.00
#> SAMPLE_43 1 0.0000 0.994 1.00 0 0.00 0.00 0.00 0.00
#> SAMPLE_69 1 0.0000 0.994 1.00 0 0.00 0.00 0.00 0.00
#> SAMPLE_72 3 0.3460 0.891 0.00 0 0.76 0.02 0.00 0.22
#> SAMPLE_75 1 0.0000 0.994 1.00 0 0.00 0.00 0.00 0.00
#> SAMPLE_112 1 0.0000 0.994 1.00 0 0.00 0.00 0.00 0.00
#> SAMPLE_118 1 0.0000 0.994 1.00 0 0.00 0.00 0.00 0.00
#> SAMPLE_120 1 0.0000 0.994 1.00 0 0.00 0.00 0.00 0.00
#> SAMPLE_232 1 0.0000 0.994 1.00 0 0.00 0.00 0.00 0.00
#> SAMPLE_287 1 0.0000 0.994 1.00 0 0.00 0.00 0.00 0.00
#> SAMPLE_312 1 0.0000 0.994 1.00 0 0.00 0.00 0.00 0.00
#> SAMPLE_342 6 0.3829 0.967 0.06 0 0.00 0.00 0.18 0.76
#> SAMPLE_366 1 0.0000 0.994 1.00 0 0.00 0.00 0.00 0.00
#> SAMPLE_370 1 0.0547 0.976 0.98 0 0.00 0.00 0.00 0.02
#> SAMPLE_590 1 0.0000 0.994 1.00 0 0.00 0.00 0.00 0.00
#> SAMPLE_592 1 0.0000 0.994 1.00 0 0.00 0.00 0.00 0.00
#> SAMPLE_594 1 0.0000 0.994 1.00 0 0.00 0.00 0.00 0.00
#> SAMPLE_595 1 0.0000 0.994 1.00 0 0.00 0.00 0.00 0.00
#> SAMPLE_602 1 0.0000 0.994 1.00 0 0.00 0.00 0.00 0.00
#> SAMPLE_641 1 0.0000 0.994 1.00 0 0.00 0.00 0.00 0.00
#> SAMPLE_649 5 0.0000 0.991 0.00 0 0.00 0.00 1.00 0.00
#> SAMPLE_651 2 0.0000 1.000 0.00 1 0.00 0.00 0.00 0.00
#> SAMPLE_652 2 0.0000 1.000 0.00 1 0.00 0.00 0.00 0.00
#> SAMPLE_655 2 0.0000 1.000 0.00 1 0.00 0.00 0.00 0.00
#> SAMPLE_658 1 0.0000 0.994 1.00 0 0.00 0.00 0.00 0.00
#> SAMPLE_659 1 0.0547 0.976 0.98 0 0.00 0.00 0.00 0.02
#> SAMPLE_660 1 0.0000 0.994 1.00 0 0.00 0.00 0.00 0.00
#> SAMPLE_661 1 0.0000 0.994 1.00 0 0.00 0.00 0.00 0.00
#> SAMPLE_666 1 0.0547 0.976 0.98 0 0.00 0.00 0.00 0.02
#> SAMPLE_757 1 0.0000 0.994 1.00 0 0.00 0.00 0.00 0.00
#> SAMPLE_759 1 0.0000 0.994 1.00 0 0.00 0.00 0.00 0.00
#> SAMPLE_777 3 0.3460 0.891 0.00 0 0.76 0.02 0.00 0.22
#> SAMPLE_789 3 0.3460 0.891 0.00 0 0.76 0.02 0.00 0.22
#> SAMPLE_790 3 0.3460 0.891 0.00 0 0.76 0.02 0.00 0.22
#> SAMPLE_799 6 0.3829 0.967 0.06 0 0.00 0.00 0.18 0.76
#> SAMPLE_800 6 0.3829 0.967 0.06 0 0.00 0.00 0.18 0.76
#> SAMPLE_803 6 0.3829 0.967 0.06 0 0.00 0.00 0.18 0.76
#> SAMPLE_850 1 0.0000 0.994 1.00 0 0.00 0.00 0.00 0.00
#> SAMPLE_855 1 0.0000 0.994 1.00 0 0.00 0.00 0.00 0.00
#> SAMPLE_864 1 0.0000 0.994 1.00 0 0.00 0.00 0.00 0.00
#> SAMPLE_890 1 0.0000 0.994 1.00 0 0.00 0.00 0.00 0.00
#> SAMPLE_999 2 0.0000 1.000 0.00 1 0.00 0.00 0.00 0.00
#> SAMPLE_1048 2 0.0000 1.000 0.00 1 0.00 0.00 0.00 0.00
#> SAMPLE_1054 5 0.0000 0.991 0.00 0 0.00 0.00 1.00 0.00
#> SAMPLE_1056 5 0.0000 0.991 0.00 0 0.00 0.00 1.00 0.00
#> SAMPLE_1057 5 0.0000 0.991 0.00 0 0.00 0.00 1.00 0.00
#> SAMPLE_1058 5 0.0000 0.991 0.00 0 0.00 0.00 1.00 0.00
#> SAMPLE_1059 5 0.0000 0.991 0.00 0 0.00 0.00 1.00 0.00
#> SAMPLE_1061 5 0.0000 0.991 0.00 0 0.00 0.00 1.00 0.00
#> SAMPLE_1062 5 0.0000 0.991 0.00 0 0.00 0.00 1.00 0.00
#> SAMPLE_1084 2 0.0000 1.000 0.00 1 0.00 0.00 0.00 0.00
#> SAMPLE_1086 5 0.0000 0.991 0.00 0 0.00 0.00 1.00 0.00
#> SAMPLE_1092 5 0.0000 0.991 0.00 0 0.00 0.00 1.00 0.00
#> SAMPLE_1095 5 0.0000 0.991 0.00 0 0.00 0.00 1.00 0.00
#> SAMPLE_1096 5 0.0000 0.991 0.00 0 0.00 0.00 1.00 0.00
#> SAMPLE_1101 2 0.0000 1.000 0.00 1 0.00 0.00 0.00 0.00
#> SAMPLE_1102 2 0.0000 1.000 0.00 1 0.00 0.00 0.00 0.00
#> SAMPLE_1103 2 0.0000 1.000 0.00 1 0.00 0.00 0.00 0.00
#> SAMPLE_1104 2 0.0000 1.000 0.00 1 0.00 0.00 0.00 0.00
#> SAMPLE_1105 2 0.0000 1.000 0.00 1 0.00 0.00 0.00 0.00
#> SAMPLE_1106 2 0.0000 1.000 0.00 1 0.00 0.00 0.00 0.00
#> SAMPLE_1107 2 0.0000 1.000 0.00 1 0.00 0.00 0.00 0.00
#> SAMPLE_1108 2 0.0000 1.000 0.00 1 0.00 0.00 0.00 0.00
#> SAMPLE_1109 2 0.0000 1.000 0.00 1 0.00 0.00 0.00 0.00
#> SAMPLE_1114 1 0.0547 0.976 0.98 0 0.00 0.00 0.00 0.02
#> SAMPLE_1181 4 0.0547 1.000 0.00 0 0.00 0.98 0.02 0.00
#> SAMPLE_1185 3 0.0000 0.878 0.00 0 1.00 0.00 0.00 0.00
#> SAMPLE_1186 3 0.0000 0.878 0.00 0 1.00 0.00 0.00 0.00
#> SAMPLE_1208 2 0.0000 1.000 0.00 1 0.00 0.00 0.00 0.00
#> SAMPLE_1292 3 0.3315 0.892 0.00 0 0.78 0.02 0.00 0.20
#> SAMPLE_1386 4 0.0547 1.000 0.00 0 0.00 0.98 0.02 0.00
#> SAMPLE_1390 2 0.0000 1.000 0.00 1 0.00 0.00 0.00 0.00
#> SAMPLE_1391 4 0.0547 1.000 0.00 0 0.00 0.98 0.02 0.00
#> SAMPLE_1392 4 0.0547 1.000 0.00 0 0.00 0.98 0.02 0.00
#> SAMPLE_1393 4 0.0547 1.000 0.00 0 0.00 0.98 0.02 0.00
#> SAMPLE_1394 4 0.0547 1.000 0.00 0 0.00 0.98 0.02 0.00
#> SAMPLE_1395 4 0.0547 1.000 0.00 0 0.00 0.98 0.02 0.00
#> SAMPLE_1396 2 0.0000 1.000 0.00 1 0.00 0.00 0.00 0.00
#> SAMPLE_1400 2 0.0000 1.000 0.00 1 0.00 0.00 0.00 0.00
#> SAMPLE_1410 2 0.0000 1.000 0.00 1 0.00 0.00 0.00 0.00
#> SAMPLE_1411 1 0.0000 0.994 1.00 0 0.00 0.00 0.00 0.00
#> SAMPLE_1444 3 0.0000 0.878 0.00 0 1.00 0.00 0.00 0.00
#> SAMPLE_1449 3 0.3460 0.891 0.00 0 0.76 0.02 0.00 0.22
#> SAMPLE_1450 3 0.3460 0.891 0.00 0 0.76 0.02 0.00 0.22
#> SAMPLE_1451 3 0.3460 0.891 0.00 0 0.76 0.02 0.00 0.22
#> SAMPLE_1514 5 0.0937 0.964 0.00 0 0.00 0.00 0.96 0.04
#> SAMPLE_1583 4 0.0547 1.000 0.00 0 0.00 0.98 0.02 0.00
#> SAMPLE_1589 3 0.0000 0.878 0.00 0 1.00 0.00 0.00 0.00
#> SAMPLE_1591 3 0.0000 0.878 0.00 0 1.00 0.00 0.00 0.00
#> SAMPLE_1596 2 0.0000 1.000 0.00 1 0.00 0.00 0.00 0.00
#> SAMPLE_1619 2 0.0000 1.000 0.00 1 0.00 0.00 0.00 0.00
#> SAMPLE_1620 2 0.0000 1.000 0.00 1 0.00 0.00 0.00 0.00
#> SAMPLE_1622 2 0.0000 1.000 0.00 1 0.00 0.00 0.00 0.00
#> SAMPLE_1645 6 0.3829 0.967 0.06 0 0.00 0.00 0.18 0.76
#> SAMPLE_1679 5 0.0000 0.991 0.00 0 0.00 0.00 1.00 0.00
#> SAMPLE_1683 6 0.3829 0.967 0.06 0 0.00 0.00 0.18 0.76
#> SAMPLE_1689 4 0.0547 1.000 0.00 0 0.00 0.98 0.02 0.00
#> SAMPLE_1692 2 0.0000 1.000 0.00 1 0.00 0.00 0.00 0.00
#> SAMPLE_1704 3 0.3460 0.891 0.00 0 0.76 0.02 0.00 0.22
#> SAMPLE_1705 3 0.3460 0.891 0.00 0 0.76 0.02 0.00 0.22
#> SAMPLE_1707 3 0.3460 0.891 0.00 0 0.76 0.02 0.00 0.22
#> SAMPLE_1710 6 0.3829 0.967 0.06 0 0.00 0.00 0.18 0.76
#> SAMPLE_1711 3 0.3315 0.892 0.00 0 0.78 0.02 0.00 0.20
#> SAMPLE_1734 3 0.3460 0.891 0.00 0 0.76 0.02 0.00 0.22
#> SAMPLE_1759 4 0.0547 1.000 0.00 0 0.00 0.98 0.02 0.00
#> SAMPLE_1766 3 0.3460 0.891 0.00 0 0.76 0.02 0.00 0.22
#> SAMPLE_1793 1 0.0937 0.957 0.96 0 0.00 0.00 0.00 0.04
#> SAMPLE_1836 4 0.0547 1.000 0.00 0 0.00 0.98 0.02 0.00
#> SAMPLE_1851 6 0.3829 0.967 0.06 0 0.00 0.00 0.18 0.76
#> SAMPLE_1852 6 0.3829 0.967 0.06 0 0.00 0.00 0.18 0.76
#> SAMPLE_1853 6 0.3829 0.967 0.06 0 0.00 0.00 0.18 0.76
#> SAMPLE_1854 3 0.3315 0.892 0.00 0 0.78 0.02 0.00 0.20
#> SAMPLE_1856 6 0.3829 0.967 0.06 0 0.00 0.00 0.18 0.76
#> SAMPLE_1880 5 0.0937 0.964 0.00 0 0.00 0.00 0.96 0.04
#> SAMPLE_1916 1 0.0000 0.994 1.00 0 0.00 0.00 0.00 0.00
#> SAMPLE_1917 1 0.0000 0.994 1.00 0 0.00 0.00 0.00 0.00
#> SAMPLE_1918 1 0.0000 0.994 1.00 0 0.00 0.00 0.00 0.00
#> SAMPLE_1919 3 0.3460 0.891 0.00 0 0.76 0.02 0.00 0.22
#> SAMPLE_1925 6 0.3829 0.967 0.06 0 0.00 0.00 0.18 0.76
#> SAMPLE_1927 4 0.0547 1.000 0.00 0 0.00 0.98 0.02 0.00
#> SAMPLE_1949 3 0.2260 0.797 0.00 0 0.86 0.00 0.14 0.00
#> SAMPLE_1956 1 0.0000 0.994 1.00 0 0.00 0.00 0.00 0.00
#> SAMPLE_1967 4 0.0547 1.000 0.00 0 0.00 0.98 0.02 0.00
#> SAMPLE_2020 1 0.0000 0.994 1.00 0 0.00 0.00 0.00 0.00
#> SAMPLE_2030 3 0.3460 0.891 0.00 0 0.76 0.02 0.00 0.22
#> SAMPLE_2049 3 0.3460 0.891 0.00 0 0.76 0.02 0.00 0.22
#> SAMPLE_2058 5 0.0000 0.991 0.00 0 0.00 0.00 1.00 0.00
#> SAMPLE_2176 6 0.3829 0.967 0.06 0 0.00 0.00 0.18 0.76
#> SAMPLE_2198 6 0.3985 0.858 0.14 0 0.00 0.00 0.10 0.76
#> SAMPLE_2208 5 0.0937 0.964 0.00 0 0.00 0.00 0.96 0.04
#> SAMPLE_2217 1 0.2981 0.747 0.82 0 0.00 0.00 0.16 0.02
#> SAMPLE_2220 6 0.3829 0.967 0.06 0 0.00 0.00 0.18 0.76
#> SAMPLE_2258 1 0.0000 0.994 1.00 0 0.00 0.00 0.00 0.00
#> SAMPLE_2267 5 0.0000 0.991 0.00 0 0.00 0.00 1.00 0.00
#> SAMPLE_2289 1 0.0000 0.994 1.00 0 0.00 0.00 0.00 0.00
#> SAMPLE_2297 6 0.3829 0.967 0.06 0 0.00 0.00 0.18 0.76
#> SAMPLE_2330 1 0.0000 0.994 1.00 0 0.00 0.00 0.00 0.00
#> SAMPLE_2394 1 0.0000 0.994 1.00 0 0.00 0.00 0.00 0.00
#> SAMPLE_2396 1 0.0000 0.994 1.00 0 0.00 0.00 0.00 0.00
#> SAMPLE_2427 1 0.0000 0.994 1.00 0 0.00 0.00 0.00 0.00
#> SAMPLE_2428 1 0.0000 0.994 1.00 0 0.00 0.00 0.00 0.00
#> SAMPLE_2433 1 0.0000 0.994 1.00 0 0.00 0.00 0.00 0.00
#> SAMPLE_2458 5 0.0000 0.991 0.00 0 0.00 0.00 1.00 0.00
#> SAMPLE_2474 1 0.0000 0.994 1.00 0 0.00 0.00 0.00 0.00
#> SAMPLE_2478 1 0.0000 0.994 1.00 0 0.00 0.00 0.00 0.00
#> SAMPLE_2479 2 0.0000 1.000 0.00 1 0.00 0.00 0.00 0.00
#> SAMPLE_2518 6 0.3829 0.967 0.06 0 0.00 0.00 0.18 0.76
#> SAMPLE_2522 1 0.0000 0.994 1.00 0 0.00 0.00 0.00 0.00
#> SAMPLE_2544 1 0.0000 0.994 1.00 0 0.00 0.00 0.00 0.00
#> SAMPLE_2575 3 0.0000 0.878 0.00 0 1.00 0.00 0.00 0.00
#> SAMPLE_2576 3 0.0000 0.878 0.00 0 1.00 0.00 0.00 0.00
#> SAMPLE_2584 3 0.3315 0.892 0.00 0 0.78 0.02 0.00 0.20
#> SAMPLE_2586 3 0.3315 0.892 0.00 0 0.78 0.02 0.00 0.20
#> SAMPLE_2603 1 0.0000 0.994 1.00 0 0.00 0.00 0.00 0.00
#> SAMPLE_2615 3 0.0000 0.878 0.00 0 1.00 0.00 0.00 0.00
#> SAMPLE_2619 3 0.0000 0.878 0.00 0 1.00 0.00 0.00 0.00
#> SAMPLE_2623 1 0.0000 0.994 1.00 0 0.00 0.00 0.00 0.00
#> SAMPLE_2624 6 0.3829 0.967 0.06 0 0.00 0.00 0.18 0.76
#> SAMPLE_2629 6 0.3829 0.967 0.06 0 0.00 0.00 0.18 0.76
#> SAMPLE_2635 1 0.0000 0.994 1.00 0 0.00 0.00 0.00 0.00
#> SAMPLE_2636 3 0.3315 0.892 0.00 0 0.78 0.02 0.00 0.20
#> SAMPLE_2637 3 0.0000 0.878 0.00 0 1.00 0.00 0.00 0.00
#> SAMPLE_2645 6 0.4200 0.862 0.14 0 0.00 0.00 0.12 0.74
#> SAMPLE_2656 1 0.0000 0.994 1.00 0 0.00 0.00 0.00 0.00
#> SAMPLE_2657 3 0.3315 0.892 0.00 0 0.78 0.02 0.00 0.20
#> SAMPLE_2670 3 0.0000 0.878 0.00 0 1.00 0.00 0.00 0.00
#> SAMPLE_2671 3 0.0000 0.878 0.00 0 1.00 0.00 0.00 0.00
#> SAMPLE_2690 3 0.0000 0.878 0.00 0 1.00 0.00 0.00 0.00
#> SAMPLE_2706 3 0.0000 0.878 0.00 0 1.00 0.00 0.00 0.00
#> SAMPLE_2707 3 0.0000 0.878 0.00 0 1.00 0.00 0.00 0.00
#> SAMPLE_2708 3 0.0000 0.878 0.00 0 1.00 0.00 0.00 0.00
#> SAMPLE_2709 3 0.0000 0.878 0.00 0 1.00 0.00 0.00 0.00
#> SAMPLE_2721 3 0.0000 0.878 0.00 0 1.00 0.00 0.00 0.00
#> SAMPLE_2775 5 0.1092 0.950 0.02 0 0.00 0.00 0.96 0.02
#> SAMPLE_2783 3 0.3315 0.892 0.00 0 0.78 0.02 0.00 0.20
#> SAMPLE_2800 6 0.3198 0.674 0.26 0 0.00 0.00 0.00 0.74
cbind(get_classes(res, k = 7), get_membership(res, k = 7))
#> class entropy silhouette p1 p2 p3 p4 p5 p6 p7
#> SAMPLE_33 1 0.0000 0.925 1.00 0.00 0.00 0 0.00 0.00 0.00
#> SAMPLE_35 1 0.1886 0.929 0.88 0.00 0.00 0 0.00 0.00 0.12
#> SAMPLE_43 1 0.1886 0.929 0.88 0.00 0.00 0 0.00 0.00 0.12
#> SAMPLE_69 1 0.0000 0.925 1.00 0.00 0.00 0 0.00 0.00 0.00
#> SAMPLE_72 3 0.0000 0.859 0.00 0.00 1.00 0 0.00 0.00 0.00
#> SAMPLE_75 1 0.2745 0.909 0.82 0.00 0.00 0 0.02 0.00 0.16
#> SAMPLE_112 1 0.1886 0.929 0.88 0.00 0.00 0 0.00 0.00 0.12
#> SAMPLE_118 1 0.2745 0.909 0.82 0.00 0.00 0 0.02 0.00 0.16
#> SAMPLE_120 1 0.2745 0.909 0.82 0.00 0.00 0 0.02 0.00 0.16
#> SAMPLE_232 1 0.2745 0.909 0.82 0.00 0.00 0 0.02 0.00 0.16
#> SAMPLE_287 1 0.1886 0.929 0.88 0.00 0.00 0 0.00 0.00 0.12
#> SAMPLE_312 1 0.2745 0.909 0.82 0.00 0.00 0 0.02 0.00 0.16
#> SAMPLE_342 6 0.0504 0.989 0.00 0.00 0.00 0 0.02 0.98 0.00
#> SAMPLE_366 1 0.2745 0.909 0.82 0.00 0.00 0 0.02 0.00 0.16
#> SAMPLE_370 1 0.0863 0.904 0.96 0.00 0.04 0 0.00 0.00 0.00
#> SAMPLE_590 1 0.1886 0.929 0.88 0.00 0.00 0 0.00 0.00 0.12
#> SAMPLE_592 1 0.1886 0.929 0.88 0.00 0.00 0 0.00 0.00 0.12
#> SAMPLE_594 1 0.1886 0.929 0.88 0.00 0.00 0 0.00 0.00 0.12
#> SAMPLE_595 1 0.2745 0.909 0.82 0.00 0.00 0 0.02 0.00 0.16
#> SAMPLE_602 1 0.1671 0.932 0.90 0.00 0.00 0 0.00 0.00 0.10
#> SAMPLE_641 1 0.2745 0.909 0.82 0.00 0.00 0 0.02 0.00 0.16
#> SAMPLE_649 5 0.0504 0.996 0.00 0.00 0.00 0 0.98 0.02 0.00
#> SAMPLE_651 2 0.0863 0.981 0.00 0.96 0.00 0 0.00 0.00 0.04
#> SAMPLE_652 2 0.0863 0.981 0.00 0.96 0.00 0 0.00 0.00 0.04
#> SAMPLE_655 2 0.0504 0.984 0.00 0.98 0.00 0 0.00 0.00 0.02
#> SAMPLE_658 1 0.0000 0.925 1.00 0.00 0.00 0 0.00 0.00 0.00
#> SAMPLE_659 1 0.3058 0.895 0.82 0.00 0.08 0 0.00 0.00 0.10
#> SAMPLE_660 1 0.1671 0.932 0.90 0.00 0.00 0 0.00 0.00 0.10
#> SAMPLE_661 1 0.0000 0.925 1.00 0.00 0.00 0 0.00 0.00 0.00
#> SAMPLE_666 1 0.2803 0.909 0.84 0.00 0.06 0 0.00 0.00 0.10
#> SAMPLE_757 1 0.0000 0.925 1.00 0.00 0.00 0 0.00 0.00 0.00
#> SAMPLE_759 1 0.2163 0.929 0.88 0.00 0.02 0 0.00 0.00 0.10
#> SAMPLE_777 3 0.0000 0.859 0.00 0.00 1.00 0 0.00 0.00 0.00
#> SAMPLE_789 3 0.0000 0.859 0.00 0.00 1.00 0 0.00 0.00 0.00
#> SAMPLE_790 3 0.0000 0.859 0.00 0.00 1.00 0 0.00 0.00 0.00
#> SAMPLE_799 6 0.0504 0.989 0.00 0.00 0.00 0 0.02 0.98 0.00
#> SAMPLE_800 6 0.0504 0.989 0.00 0.00 0.00 0 0.02 0.98 0.00
#> SAMPLE_803 6 0.0504 0.989 0.00 0.00 0.00 0 0.02 0.98 0.00
#> SAMPLE_850 1 0.0000 0.925 1.00 0.00 0.00 0 0.00 0.00 0.00
#> SAMPLE_855 1 0.0000 0.925 1.00 0.00 0.00 0 0.00 0.00 0.00
#> SAMPLE_864 1 0.0000 0.925 1.00 0.00 0.00 0 0.00 0.00 0.00
#> SAMPLE_890 1 0.0000 0.925 1.00 0.00 0.00 0 0.00 0.00 0.00
#> SAMPLE_999 2 0.0863 0.981 0.00 0.96 0.00 0 0.00 0.00 0.04
#> SAMPLE_1048 2 0.0504 0.984 0.00 0.98 0.00 0 0.00 0.00 0.02
#> SAMPLE_1054 5 0.0504 0.996 0.00 0.00 0.00 0 0.98 0.02 0.00
#> SAMPLE_1056 5 0.0504 0.996 0.00 0.00 0.00 0 0.98 0.02 0.00
#> SAMPLE_1057 5 0.0504 0.996 0.00 0.00 0.00 0 0.98 0.02 0.00
#> SAMPLE_1058 5 0.0504 0.996 0.00 0.00 0.00 0 0.98 0.02 0.00
#> SAMPLE_1059 5 0.0504 0.996 0.00 0.00 0.00 0 0.98 0.02 0.00
#> SAMPLE_1061 5 0.0504 0.996 0.00 0.00 0.00 0 0.98 0.02 0.00
#> SAMPLE_1062 5 0.0504 0.996 0.00 0.00 0.00 0 0.98 0.02 0.00
#> SAMPLE_1084 2 0.0000 0.986 0.00 1.00 0.00 0 0.00 0.00 0.00
#> SAMPLE_1086 5 0.0504 0.996 0.00 0.00 0.00 0 0.98 0.02 0.00
#> SAMPLE_1092 5 0.0504 0.996 0.00 0.00 0.00 0 0.98 0.02 0.00
#> SAMPLE_1095 5 0.0504 0.996 0.00 0.00 0.00 0 0.98 0.02 0.00
#> SAMPLE_1096 5 0.0504 0.996 0.00 0.00 0.00 0 0.98 0.02 0.00
#> SAMPLE_1101 2 0.0000 0.986 0.00 1.00 0.00 0 0.00 0.00 0.00
#> SAMPLE_1102 2 0.0000 0.986 0.00 1.00 0.00 0 0.00 0.00 0.00
#> SAMPLE_1103 2 0.0000 0.986 0.00 1.00 0.00 0 0.00 0.00 0.00
#> SAMPLE_1104 2 0.0000 0.986 0.00 1.00 0.00 0 0.00 0.00 0.00
#> SAMPLE_1105 2 0.0000 0.986 0.00 1.00 0.00 0 0.00 0.00 0.00
#> SAMPLE_1106 2 0.0000 0.986 0.00 1.00 0.00 0 0.00 0.00 0.00
#> SAMPLE_1107 2 0.0000 0.986 0.00 1.00 0.00 0 0.00 0.00 0.00
#> SAMPLE_1108 2 0.0000 0.986 0.00 1.00 0.00 0 0.00 0.00 0.00
#> SAMPLE_1109 2 0.0000 0.986 0.00 1.00 0.00 0 0.00 0.00 0.00
#> SAMPLE_1114 1 0.0504 0.916 0.98 0.00 0.02 0 0.00 0.00 0.00
#> SAMPLE_1181 4 0.0000 1.000 0.00 0.00 0.00 1 0.00 0.00 0.00
#> SAMPLE_1185 7 0.3358 0.979 0.00 0.00 0.36 0 0.00 0.00 0.64
#> SAMPLE_1186 7 0.3358 0.979 0.00 0.00 0.36 0 0.00 0.00 0.64
#> SAMPLE_1208 2 0.0863 0.981 0.00 0.96 0.00 0 0.00 0.00 0.04
#> SAMPLE_1292 3 0.3517 0.701 0.00 0.00 0.70 0 0.00 0.02 0.28
#> SAMPLE_1386 4 0.0000 1.000 0.00 0.00 0.00 1 0.00 0.00 0.00
#> SAMPLE_1390 2 0.0863 0.981 0.00 0.96 0.00 0 0.00 0.00 0.04
#> SAMPLE_1391 4 0.0000 1.000 0.00 0.00 0.00 1 0.00 0.00 0.00
#> SAMPLE_1392 4 0.0000 1.000 0.00 0.00 0.00 1 0.00 0.00 0.00
#> SAMPLE_1393 4 0.0000 1.000 0.00 0.00 0.00 1 0.00 0.00 0.00
#> SAMPLE_1394 4 0.0000 1.000 0.00 0.00 0.00 1 0.00 0.00 0.00
#> SAMPLE_1395 4 0.0000 1.000 0.00 0.00 0.00 1 0.00 0.00 0.00
#> SAMPLE_1396 2 0.0863 0.981 0.00 0.96 0.00 0 0.00 0.00 0.04
#> SAMPLE_1400 2 0.0863 0.981 0.00 0.96 0.00 0 0.00 0.00 0.04
#> SAMPLE_1410 2 0.0863 0.981 0.00 0.96 0.00 0 0.00 0.00 0.04
#> SAMPLE_1411 1 0.1671 0.932 0.90 0.00 0.00 0 0.00 0.00 0.10
#> SAMPLE_1444 7 0.3358 0.979 0.00 0.00 0.36 0 0.00 0.00 0.64
#> SAMPLE_1449 3 0.0000 0.859 0.00 0.00 1.00 0 0.00 0.00 0.00
#> SAMPLE_1450 3 0.0000 0.859 0.00 0.00 1.00 0 0.00 0.00 0.00
#> SAMPLE_1451 3 0.0000 0.859 0.00 0.00 1.00 0 0.00 0.00 0.00
#> SAMPLE_1514 5 0.1006 0.978 0.00 0.00 0.02 0 0.96 0.02 0.00
#> SAMPLE_1583 4 0.0000 1.000 0.00 0.00 0.00 1 0.00 0.00 0.00
#> SAMPLE_1589 7 0.3358 0.979 0.00 0.00 0.36 0 0.00 0.00 0.64
#> SAMPLE_1591 7 0.3358 0.979 0.00 0.00 0.36 0 0.00 0.00 0.64
#> SAMPLE_1596 2 0.0000 0.986 0.00 1.00 0.00 0 0.00 0.00 0.00
#> SAMPLE_1619 2 0.0000 0.986 0.00 1.00 0.00 0 0.00 0.00 0.00
#> SAMPLE_1620 2 0.0863 0.981 0.00 0.96 0.00 0 0.00 0.00 0.04
#> SAMPLE_1622 2 0.0000 0.986 0.00 1.00 0.00 0 0.00 0.00 0.00
#> SAMPLE_1645 6 0.0504 0.989 0.00 0.00 0.00 0 0.02 0.98 0.00
#> SAMPLE_1679 5 0.0504 0.996 0.00 0.00 0.00 0 0.98 0.02 0.00
#> SAMPLE_1683 6 0.0504 0.989 0.00 0.00 0.00 0 0.02 0.98 0.00
#> SAMPLE_1689 4 0.0000 1.000 0.00 0.00 0.00 1 0.00 0.00 0.00
#> SAMPLE_1692 2 0.0863 0.981 0.00 0.96 0.00 0 0.00 0.00 0.04
#> SAMPLE_1704 3 0.0000 0.859 0.00 0.00 1.00 0 0.00 0.00 0.00
#> SAMPLE_1705 3 0.0000 0.859 0.00 0.00 1.00 0 0.00 0.00 0.00
#> SAMPLE_1707 3 0.0000 0.859 0.00 0.00 1.00 0 0.00 0.00 0.00
#> SAMPLE_1710 6 0.0504 0.989 0.00 0.00 0.00 0 0.02 0.98 0.00
#> SAMPLE_1711 3 0.3517 0.701 0.00 0.00 0.70 0 0.00 0.02 0.28
#> SAMPLE_1734 3 0.0000 0.859 0.00 0.00 1.00 0 0.00 0.00 0.00
#> SAMPLE_1759 4 0.0000 1.000 0.00 0.00 0.00 1 0.00 0.00 0.00
#> SAMPLE_1766 3 0.0000 0.859 0.00 0.00 1.00 0 0.00 0.00 0.00
#> SAMPLE_1793 1 0.2422 0.765 0.82 0.00 0.18 0 0.00 0.00 0.00
#> SAMPLE_1836 4 0.0000 1.000 0.00 0.00 0.00 1 0.00 0.00 0.00
#> SAMPLE_1851 6 0.0504 0.989 0.00 0.00 0.00 0 0.02 0.98 0.00
#> SAMPLE_1852 6 0.0504 0.989 0.00 0.00 0.00 0 0.02 0.98 0.00
#> SAMPLE_1853 6 0.0504 0.989 0.00 0.00 0.00 0 0.02 0.98 0.00
#> SAMPLE_1854 3 0.3517 0.701 0.00 0.00 0.70 0 0.00 0.02 0.28
#> SAMPLE_1856 6 0.0504 0.989 0.00 0.00 0.00 0 0.02 0.98 0.00
#> SAMPLE_1880 5 0.1006 0.978 0.00 0.00 0.02 0 0.96 0.02 0.00
#> SAMPLE_1916 1 0.0000 0.925 1.00 0.00 0.00 0 0.00 0.00 0.00
#> SAMPLE_1917 1 0.2745 0.909 0.82 0.00 0.00 0 0.02 0.00 0.16
#> SAMPLE_1918 1 0.0000 0.925 1.00 0.00 0.00 0 0.00 0.00 0.00
#> SAMPLE_1919 3 0.0000 0.859 0.00 0.00 1.00 0 0.00 0.00 0.00
#> SAMPLE_1925 6 0.0504 0.989 0.00 0.00 0.00 0 0.02 0.98 0.00
#> SAMPLE_1927 4 0.0000 1.000 0.00 0.00 0.00 1 0.00 0.00 0.00
#> SAMPLE_1949 7 0.5798 0.583 0.00 0.00 0.34 0 0.20 0.02 0.44
#> SAMPLE_1956 1 0.0000 0.925 1.00 0.00 0.00 0 0.00 0.00 0.00
#> SAMPLE_1967 4 0.0000 1.000 0.00 0.00 0.00 1 0.00 0.00 0.00
#> SAMPLE_2020 1 0.1671 0.932 0.90 0.00 0.00 0 0.00 0.00 0.10
#> SAMPLE_2030 3 0.0000 0.859 0.00 0.00 1.00 0 0.00 0.00 0.00
#> SAMPLE_2049 3 0.0000 0.859 0.00 0.00 1.00 0 0.00 0.00 0.00
#> SAMPLE_2058 5 0.0504 0.996 0.00 0.00 0.00 0 0.98 0.02 0.00
#> SAMPLE_2176 6 0.0504 0.989 0.00 0.00 0.00 0 0.02 0.98 0.00
#> SAMPLE_2198 6 0.0504 0.963 0.02 0.00 0.00 0 0.00 0.98 0.00
#> SAMPLE_2208 5 0.0504 0.996 0.00 0.00 0.00 0 0.98 0.02 0.00
#> SAMPLE_2217 1 0.1928 0.858 0.90 0.00 0.08 0 0.02 0.00 0.00
#> SAMPLE_2220 6 0.0504 0.989 0.00 0.00 0.00 0 0.02 0.98 0.00
#> SAMPLE_2258 1 0.2745 0.909 0.82 0.00 0.00 0 0.02 0.00 0.16
#> SAMPLE_2267 5 0.0504 0.996 0.00 0.00 0.00 0 0.98 0.02 0.00
#> SAMPLE_2289 1 0.0000 0.925 1.00 0.00 0.00 0 0.00 0.00 0.00
#> SAMPLE_2297 6 0.0504 0.989 0.00 0.00 0.00 0 0.02 0.98 0.00
#> SAMPLE_2330 1 0.1671 0.932 0.90 0.00 0.00 0 0.00 0.00 0.10
#> SAMPLE_2394 1 0.0000 0.925 1.00 0.00 0.00 0 0.00 0.00 0.00
#> SAMPLE_2396 1 0.2745 0.909 0.82 0.00 0.00 0 0.02 0.00 0.16
#> SAMPLE_2427 1 0.0000 0.925 1.00 0.00 0.00 0 0.00 0.00 0.00
#> SAMPLE_2428 1 0.0000 0.925 1.00 0.00 0.00 0 0.00 0.00 0.00
#> SAMPLE_2433 1 0.0000 0.925 1.00 0.00 0.00 0 0.00 0.00 0.00
#> SAMPLE_2458 5 0.1363 0.968 0.00 0.00 0.00 0 0.94 0.02 0.04
#> SAMPLE_2474 1 0.0000 0.925 1.00 0.00 0.00 0 0.00 0.00 0.00
#> SAMPLE_2478 1 0.0000 0.925 1.00 0.00 0.00 0 0.00 0.00 0.00
#> SAMPLE_2479 2 0.0000 0.986 0.00 1.00 0.00 0 0.00 0.00 0.00
#> SAMPLE_2518 6 0.0504 0.989 0.00 0.00 0.00 0 0.02 0.98 0.00
#> SAMPLE_2522 1 0.2745 0.909 0.82 0.00 0.00 0 0.02 0.00 0.16
#> SAMPLE_2544 1 0.1671 0.932 0.90 0.00 0.00 0 0.00 0.00 0.10
#> SAMPLE_2575 7 0.3358 0.979 0.00 0.00 0.36 0 0.00 0.00 0.64
#> SAMPLE_2576 7 0.3358 0.979 0.00 0.00 0.36 0 0.00 0.00 0.64
#> SAMPLE_2584 3 0.3517 0.701 0.00 0.00 0.70 0 0.00 0.02 0.28
#> SAMPLE_2586 3 0.3517 0.701 0.00 0.00 0.70 0 0.00 0.02 0.28
#> SAMPLE_2603 1 0.1886 0.929 0.88 0.00 0.00 0 0.00 0.00 0.12
#> SAMPLE_2615 7 0.3358 0.979 0.00 0.00 0.36 0 0.00 0.00 0.64
#> SAMPLE_2619 7 0.3358 0.979 0.00 0.00 0.36 0 0.00 0.00 0.64
#> SAMPLE_2623 1 0.1671 0.932 0.90 0.00 0.00 0 0.00 0.00 0.10
#> SAMPLE_2624 6 0.0504 0.989 0.00 0.00 0.00 0 0.02 0.98 0.00
#> SAMPLE_2629 6 0.0504 0.989 0.00 0.00 0.00 0 0.02 0.98 0.00
#> SAMPLE_2635 1 0.0000 0.925 1.00 0.00 0.00 0 0.00 0.00 0.00
#> SAMPLE_2636 3 0.3517 0.701 0.00 0.00 0.70 0 0.00 0.02 0.28
#> SAMPLE_2637 7 0.3358 0.979 0.00 0.00 0.36 0 0.00 0.00 0.64
#> SAMPLE_2645 6 0.0863 0.940 0.04 0.00 0.00 0 0.00 0.96 0.00
#> SAMPLE_2656 1 0.1671 0.932 0.90 0.00 0.00 0 0.00 0.00 0.10
#> SAMPLE_2657 3 0.3517 0.701 0.00 0.00 0.70 0 0.00 0.02 0.28
#> SAMPLE_2670 7 0.3358 0.979 0.00 0.00 0.36 0 0.00 0.00 0.64
#> SAMPLE_2671 7 0.3358 0.979 0.00 0.00 0.36 0 0.00 0.00 0.64
#> SAMPLE_2690 7 0.3358 0.979 0.00 0.00 0.36 0 0.00 0.00 0.64
#> SAMPLE_2706 7 0.3358 0.979 0.00 0.00 0.36 0 0.00 0.00 0.64
#> SAMPLE_2707 7 0.3358 0.979 0.00 0.00 0.36 0 0.00 0.00 0.64
#> SAMPLE_2708 7 0.3358 0.979 0.00 0.00 0.36 0 0.00 0.00 0.64
#> SAMPLE_2709 7 0.3358 0.979 0.00 0.00 0.36 0 0.00 0.00 0.64
#> SAMPLE_2721 7 0.3358 0.979 0.00 0.00 0.36 0 0.00 0.00 0.64
#> SAMPLE_2775 5 0.0504 0.996 0.00 0.00 0.00 0 0.98 0.02 0.00
#> SAMPLE_2783 3 0.3517 0.701 0.00 0.00 0.70 0 0.00 0.02 0.28
#> SAMPLE_2800 6 0.1433 0.883 0.08 0.00 0.00 0 0.00 0.92 0.00
cbind(get_classes(res, k = 8), get_membership(res, k = 8))
#> class entropy silhouette p1 p2 p3 p4 p5 p6 p7 p8
#> SAMPLE_33 1 0.1947 0.8639 0.86 0.00 0.14 0 0.00 0.00 0.00 0.00
#> SAMPLE_35 1 0.0808 0.8693 0.96 0.00 0.04 0 0.00 0.00 0.00 0.00
#> SAMPLE_43 1 0.0808 0.8693 0.96 0.00 0.04 0 0.00 0.00 0.00 0.00
#> SAMPLE_69 1 0.1765 0.8671 0.88 0.00 0.12 0 0.00 0.00 0.00 0.00
#> SAMPLE_72 8 0.0471 0.8176 0.00 0.00 0.00 0 0.00 0.00 0.02 0.98
#> SAMPLE_75 1 0.2756 0.8006 0.74 0.00 0.26 0 0.00 0.00 0.00 0.00
#> SAMPLE_112 1 0.0808 0.8693 0.96 0.00 0.04 0 0.00 0.00 0.00 0.00
#> SAMPLE_118 1 0.1765 0.8419 0.88 0.00 0.12 0 0.00 0.00 0.00 0.00
#> SAMPLE_120 1 0.1765 0.8419 0.88 0.00 0.12 0 0.00 0.00 0.00 0.00
#> SAMPLE_232 1 0.1765 0.8419 0.88 0.00 0.12 0 0.00 0.00 0.00 0.00
#> SAMPLE_287 1 0.0808 0.8693 0.96 0.00 0.04 0 0.00 0.00 0.00 0.00
#> SAMPLE_312 1 0.1765 0.8419 0.88 0.00 0.12 0 0.00 0.00 0.00 0.00
#> SAMPLE_342 6 0.0000 0.9988 0.00 0.00 0.00 0 0.00 1.00 0.00 0.00
#> SAMPLE_366 1 0.1765 0.8419 0.88 0.00 0.12 0 0.00 0.00 0.00 0.00
#> SAMPLE_370 1 0.3922 0.7393 0.64 0.00 0.30 0 0.00 0.00 0.00 0.06
#> SAMPLE_590 1 0.0808 0.8693 0.96 0.00 0.04 0 0.00 0.00 0.00 0.00
#> SAMPLE_592 1 0.0808 0.8693 0.96 0.00 0.04 0 0.00 0.00 0.00 0.00
#> SAMPLE_594 1 0.0808 0.8693 0.96 0.00 0.04 0 0.00 0.00 0.00 0.00
#> SAMPLE_595 1 0.1765 0.8419 0.88 0.00 0.12 0 0.00 0.00 0.00 0.00
#> SAMPLE_602 1 0.1563 0.8580 0.90 0.00 0.10 0 0.00 0.00 0.00 0.00
#> SAMPLE_641 1 0.1765 0.8419 0.88 0.00 0.12 0 0.00 0.00 0.00 0.00
#> SAMPLE_649 5 0.0000 0.9551 0.00 0.00 0.00 0 1.00 0.00 0.00 0.00
#> SAMPLE_651 2 0.2407 0.9268 0.00 0.86 0.08 0 0.00 0.00 0.06 0.00
#> SAMPLE_652 2 0.2407 0.9268 0.00 0.86 0.08 0 0.00 0.00 0.06 0.00
#> SAMPLE_655 2 0.1887 0.9340 0.00 0.90 0.06 0 0.00 0.00 0.04 0.00
#> SAMPLE_658 1 0.2938 0.7910 0.70 0.00 0.30 0 0.00 0.00 0.00 0.00
#> SAMPLE_659 1 0.3299 0.7712 0.76 0.00 0.18 0 0.00 0.00 0.00 0.06
#> SAMPLE_660 1 0.2267 0.8170 0.82 0.00 0.18 0 0.00 0.00 0.00 0.00
#> SAMPLE_661 1 0.2114 0.8592 0.84 0.00 0.16 0 0.00 0.00 0.00 0.00
#> SAMPLE_666 1 0.3036 0.7889 0.78 0.00 0.18 0 0.00 0.00 0.00 0.04
#> SAMPLE_757 1 0.1765 0.8671 0.88 0.00 0.12 0 0.00 0.00 0.00 0.00
#> SAMPLE_759 1 0.2267 0.8170 0.82 0.00 0.18 0 0.00 0.00 0.00 0.00
#> SAMPLE_777 8 0.0471 0.8176 0.00 0.00 0.00 0 0.00 0.00 0.02 0.98
#> SAMPLE_789 8 0.0471 0.8176 0.00 0.00 0.00 0 0.00 0.00 0.02 0.98
#> SAMPLE_790 8 0.0471 0.8176 0.00 0.00 0.00 0 0.00 0.00 0.02 0.98
#> SAMPLE_799 6 0.0000 0.9988 0.00 0.00 0.00 0 0.00 1.00 0.00 0.00
#> SAMPLE_800 6 0.0000 0.9988 0.00 0.00 0.00 0 0.00 1.00 0.00 0.00
#> SAMPLE_803 6 0.0000 0.9988 0.00 0.00 0.00 0 0.00 1.00 0.00 0.00
#> SAMPLE_850 1 0.1765 0.8671 0.88 0.00 0.12 0 0.00 0.00 0.00 0.00
#> SAMPLE_855 1 0.1765 0.8671 0.88 0.00 0.12 0 0.00 0.00 0.00 0.00
#> SAMPLE_864 1 0.2938 0.7910 0.70 0.00 0.30 0 0.00 0.00 0.00 0.00
#> SAMPLE_890 1 0.1765 0.8671 0.88 0.00 0.12 0 0.00 0.00 0.00 0.00
#> SAMPLE_999 2 0.2407 0.9268 0.00 0.86 0.08 0 0.00 0.00 0.06 0.00
#> SAMPLE_1048 2 0.0471 0.9438 0.00 0.98 0.00 0 0.00 0.00 0.02 0.00
#> SAMPLE_1054 5 0.0000 0.9551 0.00 0.00 0.00 0 1.00 0.00 0.00 0.00
#> SAMPLE_1056 5 0.0000 0.9551 0.00 0.00 0.00 0 1.00 0.00 0.00 0.00
#> SAMPLE_1057 5 0.0000 0.9551 0.00 0.00 0.00 0 1.00 0.00 0.00 0.00
#> SAMPLE_1058 5 0.0000 0.9551 0.00 0.00 0.00 0 1.00 0.00 0.00 0.00
#> SAMPLE_1059 5 0.0000 0.9551 0.00 0.00 0.00 0 1.00 0.00 0.00 0.00
#> SAMPLE_1061 5 0.0000 0.9551 0.00 0.00 0.00 0 1.00 0.00 0.00 0.00
#> SAMPLE_1062 5 0.0000 0.9551 0.00 0.00 0.00 0 1.00 0.00 0.00 0.00
#> SAMPLE_1084 2 0.0000 0.9438 0.00 1.00 0.00 0 0.00 0.00 0.00 0.00
#> SAMPLE_1086 5 0.0000 0.9551 0.00 0.00 0.00 0 1.00 0.00 0.00 0.00
#> SAMPLE_1092 5 0.0000 0.9551 0.00 0.00 0.00 0 1.00 0.00 0.00 0.00
#> SAMPLE_1095 5 0.0000 0.9551 0.00 0.00 0.00 0 1.00 0.00 0.00 0.00
#> SAMPLE_1096 5 0.0000 0.9551 0.00 0.00 0.00 0 1.00 0.00 0.00 0.00
#> SAMPLE_1101 2 0.0471 0.9405 0.00 0.98 0.02 0 0.00 0.00 0.00 0.00
#> SAMPLE_1102 2 0.0471 0.9405 0.00 0.98 0.02 0 0.00 0.00 0.00 0.00
#> SAMPLE_1103 2 0.0471 0.9405 0.00 0.98 0.02 0 0.00 0.00 0.00 0.00
#> SAMPLE_1104 2 0.0471 0.9405 0.00 0.98 0.02 0 0.00 0.00 0.00 0.00
#> SAMPLE_1105 2 0.0000 0.9438 0.00 1.00 0.00 0 0.00 0.00 0.00 0.00
#> SAMPLE_1106 2 0.0471 0.9405 0.00 0.98 0.02 0 0.00 0.00 0.00 0.00
#> SAMPLE_1107 2 0.0000 0.9438 0.00 1.00 0.00 0 0.00 0.00 0.00 0.00
#> SAMPLE_1108 2 0.0471 0.9405 0.00 0.98 0.02 0 0.00 0.00 0.00 0.00
#> SAMPLE_1109 2 0.0471 0.9405 0.00 0.98 0.02 0 0.00 0.00 0.00 0.00
#> SAMPLE_1114 1 0.3374 0.7755 0.68 0.00 0.30 0 0.00 0.00 0.00 0.02
#> SAMPLE_1181 4 0.0000 1.0000 0.00 0.00 0.00 1 0.00 0.00 0.00 0.00
#> SAMPLE_1185 7 0.1091 0.9776 0.00 0.00 0.00 0 0.00 0.00 0.94 0.06
#> SAMPLE_1186 7 0.1091 0.9776 0.00 0.00 0.00 0 0.00 0.00 0.94 0.06
#> SAMPLE_1208 2 0.2407 0.9268 0.00 0.86 0.08 0 0.00 0.00 0.06 0.00
#> SAMPLE_1292 8 0.4174 0.6422 0.00 0.00 0.40 0 0.00 0.00 0.06 0.54
#> SAMPLE_1386 4 0.0000 1.0000 0.00 0.00 0.00 1 0.00 0.00 0.00 0.00
#> SAMPLE_1390 2 0.2407 0.9268 0.00 0.86 0.08 0 0.00 0.00 0.06 0.00
#> SAMPLE_1391 4 0.0000 1.0000 0.00 0.00 0.00 1 0.00 0.00 0.00 0.00
#> SAMPLE_1392 4 0.0000 1.0000 0.00 0.00 0.00 1 0.00 0.00 0.00 0.00
#> SAMPLE_1393 4 0.0000 1.0000 0.00 0.00 0.00 1 0.00 0.00 0.00 0.00
#> SAMPLE_1394 4 0.0000 1.0000 0.00 0.00 0.00 1 0.00 0.00 0.00 0.00
#> SAMPLE_1395 4 0.0000 1.0000 0.00 0.00 0.00 1 0.00 0.00 0.00 0.00
#> SAMPLE_1396 2 0.2407 0.9268 0.00 0.86 0.08 0 0.00 0.00 0.06 0.00
#> SAMPLE_1400 2 0.2407 0.9268 0.00 0.86 0.08 0 0.00 0.00 0.06 0.00
#> SAMPLE_1410 2 0.2407 0.9268 0.00 0.86 0.08 0 0.00 0.00 0.06 0.00
#> SAMPLE_1411 1 0.0000 0.8734 1.00 0.00 0.00 0 0.00 0.00 0.00 0.00
#> SAMPLE_1444 7 0.2407 0.9153 0.00 0.00 0.08 0 0.00 0.00 0.86 0.06
#> SAMPLE_1449 8 0.0471 0.8176 0.00 0.00 0.00 0 0.00 0.00 0.02 0.98
#> SAMPLE_1450 8 0.0471 0.8176 0.00 0.00 0.00 0 0.00 0.00 0.02 0.98
#> SAMPLE_1451 8 0.0471 0.8176 0.00 0.00 0.00 0 0.00 0.00 0.02 0.98
#> SAMPLE_1514 5 0.2888 0.8202 0.00 0.00 0.16 0 0.80 0.00 0.00 0.04
#> SAMPLE_1583 4 0.0000 1.0000 0.00 0.00 0.00 1 0.00 0.00 0.00 0.00
#> SAMPLE_1589 7 0.1091 0.9776 0.00 0.00 0.00 0 0.00 0.00 0.94 0.06
#> SAMPLE_1591 7 0.1091 0.9776 0.00 0.00 0.00 0 0.00 0.00 0.94 0.06
#> SAMPLE_1596 2 0.0000 0.9438 0.00 1.00 0.00 0 0.00 0.00 0.00 0.00
#> SAMPLE_1619 2 0.0471 0.9405 0.00 0.98 0.02 0 0.00 0.00 0.00 0.00
#> SAMPLE_1620 2 0.2407 0.9268 0.00 0.86 0.08 0 0.00 0.00 0.06 0.00
#> SAMPLE_1622 2 0.0000 0.9438 0.00 1.00 0.00 0 0.00 0.00 0.00 0.00
#> SAMPLE_1645 6 0.0000 0.9988 0.00 0.00 0.00 0 0.00 1.00 0.00 0.00
#> SAMPLE_1679 5 0.1804 0.9046 0.00 0.00 0.08 0 0.90 0.02 0.00 0.00
#> SAMPLE_1683 6 0.0000 0.9988 0.00 0.00 0.00 0 0.00 1.00 0.00 0.00
#> SAMPLE_1689 4 0.0000 1.0000 0.00 0.00 0.00 1 0.00 0.00 0.00 0.00
#> SAMPLE_1692 2 0.2407 0.9268 0.00 0.86 0.08 0 0.00 0.00 0.06 0.00
#> SAMPLE_1704 8 0.0471 0.8176 0.00 0.00 0.00 0 0.00 0.00 0.02 0.98
#> SAMPLE_1705 8 0.0471 0.8176 0.00 0.00 0.00 0 0.00 0.00 0.02 0.98
#> SAMPLE_1707 8 0.0471 0.8176 0.00 0.00 0.00 0 0.00 0.00 0.02 0.98
#> SAMPLE_1710 6 0.0000 0.9988 0.00 0.00 0.00 0 0.00 1.00 0.00 0.00
#> SAMPLE_1711 8 0.4174 0.6422 0.00 0.00 0.40 0 0.00 0.00 0.06 0.54
#> SAMPLE_1734 8 0.0471 0.8176 0.00 0.00 0.00 0 0.00 0.00 0.02 0.98
#> SAMPLE_1759 4 0.0000 1.0000 0.00 0.00 0.00 1 0.00 0.00 0.00 0.00
#> SAMPLE_1766 8 0.0471 0.8176 0.00 0.00 0.00 0 0.00 0.00 0.02 0.98
#> SAMPLE_1793 8 0.5203 0.0379 0.28 0.00 0.30 0 0.00 0.00 0.00 0.42
#> SAMPLE_1836 4 0.0000 1.0000 0.00 0.00 0.00 1 0.00 0.00 0.00 0.00
#> SAMPLE_1851 6 0.0000 0.9988 0.00 0.00 0.00 0 0.00 1.00 0.00 0.00
#> SAMPLE_1852 6 0.0000 0.9988 0.00 0.00 0.00 0 0.00 1.00 0.00 0.00
#> SAMPLE_1853 6 0.0000 0.9988 0.00 0.00 0.00 0 0.00 1.00 0.00 0.00
#> SAMPLE_1854 8 0.4174 0.6422 0.00 0.00 0.40 0 0.00 0.00 0.06 0.54
#> SAMPLE_1856 6 0.0000 0.9988 0.00 0.00 0.00 0 0.00 1.00 0.00 0.00
#> SAMPLE_1880 5 0.2404 0.8545 0.00 0.00 0.14 0 0.84 0.00 0.00 0.02
#> SAMPLE_1916 1 0.1765 0.8671 0.88 0.00 0.12 0 0.00 0.00 0.00 0.00
#> SAMPLE_1917 1 0.1765 0.8419 0.88 0.00 0.12 0 0.00 0.00 0.00 0.00
#> SAMPLE_1918 1 0.1765 0.8671 0.88 0.00 0.12 0 0.00 0.00 0.00 0.00
#> SAMPLE_1919 8 0.0471 0.8176 0.00 0.00 0.00 0 0.00 0.00 0.02 0.98
#> SAMPLE_1925 6 0.0000 0.9988 0.00 0.00 0.00 0 0.00 1.00 0.00 0.00
#> SAMPLE_1927 4 0.0000 1.0000 0.00 0.00 0.00 1 0.00 0.00 0.00 0.00
#> SAMPLE_1949 7 0.4856 0.6013 0.00 0.00 0.06 0 0.24 0.00 0.62 0.08
#> SAMPLE_1956 1 0.1947 0.8639 0.86 0.00 0.14 0 0.00 0.00 0.00 0.00
#> SAMPLE_1967 4 0.0000 1.0000 0.00 0.00 0.00 1 0.00 0.00 0.00 0.00
#> SAMPLE_2020 1 0.0000 0.8734 1.00 0.00 0.00 0 0.00 0.00 0.00 0.00
#> SAMPLE_2030 8 0.0471 0.8176 0.00 0.00 0.00 0 0.00 0.00 0.02 0.98
#> SAMPLE_2049 8 0.0471 0.8176 0.00 0.00 0.00 0 0.00 0.00 0.02 0.98
#> SAMPLE_2058 5 0.2132 0.8886 0.00 0.00 0.08 0 0.88 0.04 0.00 0.00
#> SAMPLE_2176 6 0.0000 0.9988 0.00 0.00 0.00 0 0.00 1.00 0.00 0.00
#> SAMPLE_2198 6 0.0000 0.9988 0.00 0.00 0.00 0 0.00 1.00 0.00 0.00
#> SAMPLE_2208 5 0.2404 0.8545 0.00 0.00 0.14 0 0.84 0.00 0.00 0.02
#> SAMPLE_2217 1 0.4134 0.7167 0.62 0.00 0.30 0 0.00 0.00 0.00 0.08
#> SAMPLE_2220 6 0.0000 0.9988 0.00 0.00 0.00 0 0.00 1.00 0.00 0.00
#> SAMPLE_2258 1 0.1765 0.8419 0.88 0.00 0.12 0 0.00 0.00 0.00 0.00
#> SAMPLE_2267 5 0.0000 0.9551 0.00 0.00 0.00 0 1.00 0.00 0.00 0.00
#> SAMPLE_2289 1 0.1947 0.8639 0.86 0.00 0.14 0 0.00 0.00 0.00 0.00
#> SAMPLE_2297 6 0.0000 0.9988 0.00 0.00 0.00 0 0.00 1.00 0.00 0.00
#> SAMPLE_2330 1 0.0000 0.8734 1.00 0.00 0.00 0 0.00 0.00 0.00 0.00
#> SAMPLE_2394 1 0.1765 0.8671 0.88 0.00 0.12 0 0.00 0.00 0.00 0.00
#> SAMPLE_2396 1 0.1765 0.8419 0.88 0.00 0.12 0 0.00 0.00 0.00 0.00
#> SAMPLE_2427 1 0.2938 0.7910 0.70 0.00 0.30 0 0.00 0.00 0.00 0.00
#> SAMPLE_2428 1 0.1765 0.8671 0.88 0.00 0.12 0 0.00 0.00 0.00 0.00
#> SAMPLE_2433 1 0.2938 0.7910 0.70 0.00 0.30 0 0.00 0.00 0.00 0.00
#> SAMPLE_2458 5 0.0471 0.9463 0.00 0.00 0.02 0 0.98 0.00 0.00 0.00
#> SAMPLE_2474 1 0.1765 0.8671 0.88 0.00 0.12 0 0.00 0.00 0.00 0.00
#> SAMPLE_2478 1 0.1765 0.8671 0.88 0.00 0.12 0 0.00 0.00 0.00 0.00
#> SAMPLE_2479 2 0.0471 0.9438 0.00 0.98 0.00 0 0.00 0.00 0.02 0.00
#> SAMPLE_2518 6 0.0000 0.9988 0.00 0.00 0.00 0 0.00 1.00 0.00 0.00
#> SAMPLE_2522 1 0.1765 0.8419 0.88 0.00 0.12 0 0.00 0.00 0.00 0.00
#> SAMPLE_2544 1 0.0000 0.8734 1.00 0.00 0.00 0 0.00 0.00 0.00 0.00
#> SAMPLE_2575 7 0.1091 0.9776 0.00 0.00 0.00 0 0.00 0.00 0.94 0.06
#> SAMPLE_2576 7 0.1091 0.9776 0.00 0.00 0.00 0 0.00 0.00 0.94 0.06
#> SAMPLE_2584 8 0.4174 0.6422 0.00 0.00 0.40 0 0.00 0.00 0.06 0.54
#> SAMPLE_2586 8 0.4174 0.6422 0.00 0.00 0.40 0 0.00 0.00 0.06 0.54
#> SAMPLE_2603 1 0.0808 0.8693 0.96 0.00 0.04 0 0.00 0.00 0.00 0.00
#> SAMPLE_2615 7 0.1091 0.9776 0.00 0.00 0.00 0 0.00 0.00 0.94 0.06
#> SAMPLE_2619 7 0.1091 0.9776 0.00 0.00 0.00 0 0.00 0.00 0.94 0.06
#> SAMPLE_2623 1 0.2267 0.8170 0.82 0.00 0.18 0 0.00 0.00 0.00 0.00
#> SAMPLE_2624 6 0.0000 0.9988 0.00 0.00 0.00 0 0.00 1.00 0.00 0.00
#> SAMPLE_2629 6 0.0000 0.9988 0.00 0.00 0.00 0 0.00 1.00 0.00 0.00
#> SAMPLE_2635 1 0.1765 0.8671 0.88 0.00 0.12 0 0.00 0.00 0.00 0.00
#> SAMPLE_2636 8 0.4174 0.6422 0.00 0.00 0.40 0 0.00 0.00 0.06 0.54
#> SAMPLE_2637 7 0.1091 0.9776 0.00 0.00 0.00 0 0.00 0.00 0.94 0.06
#> SAMPLE_2645 6 0.0000 0.9988 0.00 0.00 0.00 0 0.00 1.00 0.00 0.00
#> SAMPLE_2656 1 0.2114 0.8291 0.84 0.00 0.16 0 0.00 0.00 0.00 0.00
#> SAMPLE_2657 8 0.4174 0.6422 0.00 0.00 0.40 0 0.00 0.00 0.06 0.54
#> SAMPLE_2670 7 0.1091 0.9776 0.00 0.00 0.00 0 0.00 0.00 0.94 0.06
#> SAMPLE_2671 7 0.1091 0.9776 0.00 0.00 0.00 0 0.00 0.00 0.94 0.06
#> SAMPLE_2690 7 0.1091 0.9776 0.00 0.00 0.00 0 0.00 0.00 0.94 0.06
#> SAMPLE_2706 7 0.1091 0.9776 0.00 0.00 0.00 0 0.00 0.00 0.94 0.06
#> SAMPLE_2707 7 0.1091 0.9776 0.00 0.00 0.00 0 0.00 0.00 0.94 0.06
#> SAMPLE_2708 7 0.1091 0.9776 0.00 0.00 0.00 0 0.00 0.00 0.94 0.06
#> SAMPLE_2709 7 0.1091 0.9776 0.00 0.00 0.00 0 0.00 0.00 0.94 0.06
#> SAMPLE_2721 7 0.1091 0.9776 0.00 0.00 0.00 0 0.00 0.00 0.94 0.06
#> SAMPLE_2775 5 0.1947 0.8661 0.00 0.00 0.14 0 0.86 0.00 0.00 0.00
#> SAMPLE_2783 8 0.4174 0.6422 0.00 0.00 0.40 0 0.00 0.00 0.06 0.54
#> SAMPLE_2800 6 0.0471 0.9750 0.02 0.00 0.00 0 0.00 0.98 0.00 0.00
Heatmaps for the consensus matrix. It visualizes the probability of two samples to be in a same group.
consensus_heatmap(res, k = 2)
consensus_heatmap(res, k = 3)
consensus_heatmap(res, k = 4)
consensus_heatmap(res, k = 5)
consensus_heatmap(res, k = 6)
consensus_heatmap(res, k = 7)
consensus_heatmap(res, k = 8)
Heatmaps for the membership of samples in all partitions to see how consistent they are:
membership_heatmap(res, k = 2)
membership_heatmap(res, k = 3)
membership_heatmap(res, k = 4)
membership_heatmap(res, k = 5)
membership_heatmap(res, k = 6)
membership_heatmap(res, k = 7)
membership_heatmap(res, k = 8)
As soon as the classes for columns are determined, the signatures that are significantly different between subgroups can be looked for. Following are the heatmaps for signatures.
get_signatures(res, k = 2)
get_signatures(res, k = 3)
get_signatures(res, k = 4)
get_signatures(res, k = 5)
get_signatures(res, k = 6)
get_signatures(res, k = 7)
get_signatures(res, k = 8)
Compare the overlap of signatures from different k:
compare_signatures(res)
get_signature() returns a data frame invisibly. To get the list of signatures, the function
call should be assigned to a variable explicitly. In following code, if plot argument is set
to FALSE, no heatmap is plotted while only the differential analysis is performed.
# code only for demonstration
tb = get_signature(res, k = ..., plot = FALSE)
An example of the output of tb is:
#> which_row fdr mean_1 mean_2 scaled_mean_1 scaled_mean_2 km
#> 1 38 0.042760348 8.373488 9.131774 -0.5533452 0.5164555 1
#> 2 40 0.018707592 7.106213 8.469186 -0.6173731 0.5762149 1
#> 3 55 0.019134737 10.221463 11.207825 -0.6159697 0.5749050 1
#> 4 59 0.006059896 5.921854 7.869574 -0.6899429 0.6439467 1
#> 5 60 0.018055526 8.928898 10.211722 -0.6204761 0.5791110 1
#> 6 98 0.009384629 15.714769 14.887706 0.6635654 -0.6193277 2
...
The columns in tb are:
which_row: row indices corresponding to the input matrix.fdr: FDR for the differential test. mean_x: The mean value in group x.scaled_mean_x: The mean value in group x after rows are scaled.km: Row groups if k-means clustering is applied to rows (which is done by automatically selecting number of clusters).If there are too many signatures, top_signatures = ... can be set to only show the
signatures with the highest FDRs:
# code only for demonstration
# e.g. to show the top 500 most significant rows
tb = get_signature(res, k = ..., top_signatures = 500)
If the signatures are defined as these which are uniquely high in current group, diff_method argument
can be set to "uniquely_high_in_one_group":
# code only for demonstration
tb = get_signature(res, k = ..., diff_method = "uniquely_high_in_one_group")
UMAP plot which shows how samples are separated.
dimension_reduction(res, k = 2, method = "UMAP")
dimension_reduction(res, k = 3, method = "UMAP")
dimension_reduction(res, k = 4, method = "UMAP")
dimension_reduction(res, k = 5, method = "UMAP")
dimension_reduction(res, k = 6, method = "UMAP")
dimension_reduction(res, k = 7, method = "UMAP")
dimension_reduction(res, k = 8, method = "UMAP")
Following heatmap shows how subgroups are split when increasing k:
collect_classes(res)
Test correlation between subgroups and known annotations. If the known annotation is numeric, one-way ANOVA test is applied, and if the known annotation is discrete, chi-squared contingency table test is applied.
test_to_known_factors(res)
#> n_sample meth_class(p-value) tumor_type(p-value) k
#> SD:skmeans 176 3.60e-23 1.12e-30 2
#> SD:skmeans 176 9.09e-47 2.71e-41 3
#> SD:skmeans 177 6.67e-70 9.59e-73 4
#> SD:skmeans 174 9.53e-96 1.22e-84 5
#> SD:skmeans 177 4.46e-119 3.87e-102 6
#> SD:skmeans 177 2.30e-142 4.09e-121 7
#> SD:skmeans 176 6.37e-144 4.72e-120 8
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.
Parent node: Node021. Child nodes: Node02111-leaf , Node02112-leaf , Node02113-leaf , Node02114-leaf , Node02115-leaf , Node02116-leaf , Node02117-leaf , Node02121-leaf , Node02122-leaf , Node02123-leaf , Node02124-leaf , Node02131-leaf , Node02132-leaf , Node02133-leaf , Node02134-leaf , Node02135-leaf , Node02136-leaf , Node02137-leaf , Node02141-leaf , Node02142-leaf , Node02143-leaf , Node02144-leaf , Node02145-leaf , Node02161-leaf , Node02162-leaf , Node02163-leaf , Node02164-leaf , Node02165-leaf , Node02166-leaf , Node02171-leaf , Node02172-leaf , Node02173-leaf , Node02174-leaf , Node02311-leaf , Node02312-leaf , Node02313-leaf , Node02314-leaf , Node02321-leaf , Node02322-leaf , Node02323-leaf , Node02324-leaf , Node02325-leaf , Node02326-leaf , Node02331-leaf , Node02332-leaf , Node02333-leaf , Node02361-leaf , Node02362 , Node02363-leaf , Node02364-leaf , Node02371-leaf , Node02372-leaf , Node02373-leaf , Node02374-leaf , Node02375-leaf , Node02431-leaf , Node02432-leaf , Node02433-leaf .
The object with results only for a single top-value method and a single partitioning method can be extracted as:
res = res_rh["0217"]
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, 7, 8.
#> On a matrix with 30000 rows and 66 columns.
#> Top rows (1000) are extracted by 'ATC' method.
#> Subgroups are detected by 'skmeans' method.
#> Performed in total 350 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_partitions"
#> [7] "compare_signatures" "consensus_heatmap" "dimension_reduction"
#> [10] "functional_enrichment" "get_anno_col" "get_anno"
#> [13] "get_classes" "get_consensus" "get_matrix"
#> [16] "get_membership" "get_param" "get_signatures"
#> [19] "get_stats" "is_best_k" "is_stable_k"
#> [22] "membership_heatmap" "ncol" "nrow"
#> [25] "plot_ecdf" "predict_classes" "rownames"
#> [28] "select_partition_number" "show" "suggest_best_k"
#> [31] "test_to_known_factors" "top_rows_heatmap"
collect_plots() function collects all the plots made from res for all k (number of subgroups)
into one single page to provide an easy and fast comparison between different k.
collect_plots(res)
The plots are:
k and the heatmap of
predicted classes for each k.k.k.k.All the plots in panels can be made by individual functions and they are plotted later in this section.
select_partition_number() produces several plots showing different
statistics for choosing “optimized” k. There are following statistics:
k;k, the area increased is defined as \(A_k - A_{k-1}\).The detailed explanations of these statistics can be found in the cola vignette.
Generally speaking, higher 1-PAC score, higher mean silhouette score or higher
concordance corresponds to better partition. Rand index and Jaccard index
measure how similar the current partition is compared to partition with k-1.
If they are too similar, we won't accept k is better than k-1.
select_partition_number(res)
The numeric values for all these statistics can be obtained by get_stats().
get_stats(res)
#> k 1-PAC mean_silhouette concordance area_increased Rand Jaccard
#> 2 2 1.000 1.000 1.000 0.3401 0.661 0.661
#> 3 3 1.000 0.988 0.996 0.2287 0.901 0.852
#> 4 4 1.000 1.000 1.000 0.0814 0.968 0.944
#> 5 5 0.739 0.856 0.891 0.2084 0.993 0.987
#> 6 6 0.636 0.723 0.731 0.1435 0.788 0.608
#> 7 7 0.599 0.729 0.788 0.0835 0.761 0.440
#> 8 8 0.687 0.669 0.820 0.0414 0.761 0.440
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 is 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 subgroup
label for an item is determined with the group with highest probability it
belongs to.
In get_classes() function, the entropy is calculated from the membership
matrix and the silhouette score is calculated from the consensus matrix.
cbind(get_classes(res, k = 2), get_membership(res, k = 2))
#> class entropy silhouette p1 p2
#> SAMPLE_62 1 0 1 1 0
#> SAMPLE_65 1 0 1 1 0
#> SAMPLE_66 1 0 1 1 0
#> SAMPLE_67 1 0 1 1 0
#> SAMPLE_100 1 0 1 1 0
#> SAMPLE_101 1 0 1 1 0
#> SAMPLE_103 1 0 1 1 0
#> SAMPLE_105 1 0 1 1 0
#> SAMPLE_107 1 0 1 1 0
#> SAMPLE_108 1 0 1 1 0
#> SAMPLE_109 1 0 1 1 0
#> SAMPLE_110 1 0 1 1 0
#> SAMPLE_124 1 0 1 1 0
#> SAMPLE_173 1 0 1 1 0
#> SAMPLE_215 1 0 1 1 0
#> SAMPLE_217 1 0 1 1 0
#> SAMPLE_220 1 0 1 1 0
#> SAMPLE_223 1 0 1 1 0
#> SAMPLE_766 1 0 1 1 0
#> SAMPLE_889 2 0 1 0 1
#> SAMPLE_1040 1 0 1 1 0
#> SAMPLE_1193 1 0 1 1 0
#> SAMPLE_1244 1 0 1 1 0
#> SAMPLE_1245 1 0 1 1 0
#> SAMPLE_1246 1 0 1 1 0
#> SAMPLE_1247 1 0 1 1 0
#> SAMPLE_1274 1 0 1 1 0
#> SAMPLE_1275 1 0 1 1 0
#> SAMPLE_1297 1 0 1 1 0
#> SAMPLE_1301 1 0 1 1 0
#> SAMPLE_1307 1 0 1 1 0
#> SAMPLE_1310 1 0 1 1 0
#> SAMPLE_1312 1 0 1 1 0
#> SAMPLE_1630 1 0 1 1 0
#> SAMPLE_1688 1 0 1 1 0
#> SAMPLE_1691 1 0 1 1 0
#> SAMPLE_1700 2 0 1 0 1
#> SAMPLE_1816 1 0 1 1 0
#> SAMPLE_1922 1 0 1 1 0
#> SAMPLE_1988 1 0 1 1 0
#> SAMPLE_2028 1 0 1 1 0
#> SAMPLE_2029 1 0 1 1 0
#> SAMPLE_2070 1 0 1 1 0
#> SAMPLE_2088 2 0 1 0 1
#> SAMPLE_2090 2 0 1 0 1
#> SAMPLE_2095 2 0 1 0 1
#> SAMPLE_2103 2 0 1 0 1
#> SAMPLE_2115 2 0 1 0 1
#> SAMPLE_2119 2 0 1 0 1
#> SAMPLE_2156 1 0 1 1 0
#> SAMPLE_2158 1 0 1 1 0
#> SAMPLE_2159 1 0 1 1 0
#> SAMPLE_2161 1 0 1 1 0
#> SAMPLE_2225 1 0 1 1 0
#> SAMPLE_2352 2 0 1 0 1
#> SAMPLE_2355 1 0 1 1 0
#> SAMPLE_2368 2 0 1 0 1
#> SAMPLE_2375 2 0 1 0 1
#> SAMPLE_2379 2 0 1 0 1
#> SAMPLE_2381 2 0 1 0 1
#> SAMPLE_2383 2 0 1 0 1
#> SAMPLE_2516 1 0 1 1 0
#> SAMPLE_2592 1 0 1 1 0
#> SAMPLE_2664 1 0 1 1 0
#> SAMPLE_2666 1 0 1 1 0
#> SAMPLE_2711 1 0 1 1 0
cbind(get_classes(res, k = 3), get_membership(res, k = 3))
#> class entropy silhouette p1 p2 p3
#> SAMPLE_62 1 0.000 1.000 1.00 0 0.00
#> SAMPLE_65 1 0.000 1.000 1.00 0 0.00
#> SAMPLE_66 1 0.000 1.000 1.00 0 0.00
#> SAMPLE_67 1 0.000 1.000 1.00 0 0.00
#> SAMPLE_100 1 0.000 1.000 1.00 0 0.00
#> SAMPLE_101 1 0.000 1.000 1.00 0 0.00
#> SAMPLE_103 1 0.000 1.000 1.00 0 0.00
#> SAMPLE_105 1 0.000 1.000 1.00 0 0.00
#> SAMPLE_107 1 0.000 1.000 1.00 0 0.00
#> SAMPLE_108 1 0.000 1.000 1.00 0 0.00
#> SAMPLE_109 1 0.000 1.000 1.00 0 0.00
#> SAMPLE_110 1 0.000 1.000 1.00 0 0.00
#> SAMPLE_124 1 0.000 1.000 1.00 0 0.00
#> SAMPLE_173 1 0.000 1.000 1.00 0 0.00
#> SAMPLE_215 1 0.000 1.000 1.00 0 0.00
#> SAMPLE_217 1 0.000 1.000 1.00 0 0.00
#> SAMPLE_220 1 0.000 1.000 1.00 0 0.00
#> SAMPLE_223 1 0.000 1.000 1.00 0 0.00
#> SAMPLE_766 1 0.000 1.000 1.00 0 0.00
#> SAMPLE_889 2 0.000 1.000 0.00 1 0.00
#> SAMPLE_1040 1 0.000 1.000 1.00 0 0.00
#> SAMPLE_1193 1 0.000 1.000 1.00 0 0.00
#> SAMPLE_1244 1 0.000 1.000 1.00 0 0.00
#> SAMPLE_1245 1 0.000 1.000 1.00 0 0.00
#> SAMPLE_1246 1 0.000 1.000 1.00 0 0.00
#> SAMPLE_1247 1 0.000 1.000 1.00 0 0.00
#> SAMPLE_1274 1 0.000 1.000 1.00 0 0.00
#> SAMPLE_1275 1 0.000 1.000 1.00 0 0.00
#> SAMPLE_1297 1 0.000 1.000 1.00 0 0.00
#> SAMPLE_1301 1 0.000 1.000 1.00 0 0.00
#> SAMPLE_1307 1 0.000 1.000 1.00 0 0.00
#> SAMPLE_1310 1 0.000 1.000 1.00 0 0.00
#> SAMPLE_1312 1 0.000 1.000 1.00 0 0.00
#> SAMPLE_1630 1 0.000 1.000 1.00 0 0.00
#> SAMPLE_1688 3 0.334 0.801 0.12 0 0.88
#> SAMPLE_1691 3 0.334 0.801 0.12 0 0.88
#> SAMPLE_1700 2 0.000 1.000 0.00 1 0.00
#> SAMPLE_1816 1 0.000 1.000 1.00 0 0.00
#> SAMPLE_1922 1 0.000 1.000 1.00 0 0.00
#> SAMPLE_1988 1 0.000 1.000 1.00 0 0.00
#> SAMPLE_2028 1 0.000 1.000 1.00 0 0.00
#> SAMPLE_2029 1 0.000 1.000 1.00 0 0.00
#> SAMPLE_2070 1 0.000 1.000 1.00 0 0.00
#> SAMPLE_2088 3 0.000 0.944 0.00 0 1.00
#> SAMPLE_2090 3 0.000 0.944 0.00 0 1.00
#> SAMPLE_2095 3 0.000 0.944 0.00 0 1.00
#> SAMPLE_2103 3 0.000 0.944 0.00 0 1.00
#> SAMPLE_2115 3 0.000 0.944 0.00 0 1.00
#> SAMPLE_2119 3 0.000 0.944 0.00 0 1.00
#> SAMPLE_2156 1 0.000 1.000 1.00 0 0.00
#> SAMPLE_2158 1 0.000 1.000 1.00 0 0.00
#> SAMPLE_2159 1 0.000 1.000 1.00 0 0.00
#> SAMPLE_2161 1 0.000 1.000 1.00 0 0.00
#> SAMPLE_2225 1 0.000 1.000 1.00 0 0.00
#> SAMPLE_2352 2 0.000 1.000 0.00 1 0.00
#> SAMPLE_2355 1 0.000 1.000 1.00 0 0.00
#> SAMPLE_2368 2 0.000 1.000 0.00 1 0.00
#> SAMPLE_2375 2 0.000 1.000 0.00 1 0.00
#> SAMPLE_2379 2 0.000 1.000 0.00 1 0.00
#> SAMPLE_2381 2 0.000 1.000 0.00 1 0.00
#> SAMPLE_2383 2 0.000 1.000 0.00 1 0.00
#> SAMPLE_2516 1 0.000 1.000 1.00 0 0.00
#> SAMPLE_2592 1 0.000 1.000 1.00 0 0.00
#> SAMPLE_2664 1 0.000 1.000 1.00 0 0.00
#> SAMPLE_2666 1 0.000 1.000 1.00 0 0.00
#> SAMPLE_2711 3 0.000 0.944 0.00 0 1.00
cbind(get_classes(res, k = 4), get_membership(res, k = 4))
#> class entropy silhouette p1 p2 p3 p4
#> SAMPLE_62 1 0 1 1 0 0 0
#> SAMPLE_65 1 0 1 1 0 0 0
#> SAMPLE_66 1 0 1 1 0 0 0
#> SAMPLE_67 1 0 1 1 0 0 0
#> SAMPLE_100 1 0 1 1 0 0 0
#> SAMPLE_101 1 0 1 1 0 0 0
#> SAMPLE_103 1 0 1 1 0 0 0
#> SAMPLE_105 1 0 1 1 0 0 0
#> SAMPLE_107 1 0 1 1 0 0 0
#> SAMPLE_108 1 0 1 1 0 0 0
#> SAMPLE_109 1 0 1 1 0 0 0
#> SAMPLE_110 1 0 1 1 0 0 0
#> SAMPLE_124 1 0 1 1 0 0 0
#> SAMPLE_173 1 0 1 1 0 0 0
#> SAMPLE_215 1 0 1 1 0 0 0
#> SAMPLE_217 1 0 1 1 0 0 0
#> SAMPLE_220 1 0 1 1 0 0 0
#> SAMPLE_223 1 0 1 1 0 0 0
#> SAMPLE_766 1 0 1 1 0 0 0
#> SAMPLE_889 2 0 1 0 1 0 0
#> SAMPLE_1040 1 0 1 1 0 0 0
#> SAMPLE_1193 1 0 1 1 0 0 0
#> SAMPLE_1244 1 0 1 1 0 0 0
#> SAMPLE_1245 1 0 1 1 0 0 0
#> SAMPLE_1246 1 0 1 1 0 0 0
#> SAMPLE_1247 1 0 1 1 0 0 0
#> SAMPLE_1274 1 0 1 1 0 0 0
#> SAMPLE_1275 1 0 1 1 0 0 0
#> SAMPLE_1297 1 0 1 1 0 0 0
#> SAMPLE_1301 1 0 1 1 0 0 0
#> SAMPLE_1307 1 0 1 1 0 0 0
#> SAMPLE_1310 1 0 1 1 0 0 0
#> SAMPLE_1312 1 0 1 1 0 0 0
#> SAMPLE_1630 1 0 1 1 0 0 0
#> SAMPLE_1688 4 0 1 0 0 0 1
#> SAMPLE_1691 4 0 1 0 0 0 1
#> SAMPLE_1700 2 0 1 0 1 0 0
#> SAMPLE_1816 4 0 1 0 0 0 1
#> SAMPLE_1922 1 0 1 1 0 0 0
#> SAMPLE_1988 1 0 1 1 0 0 0
#> SAMPLE_2028 1 0 1 1 0 0 0
#> SAMPLE_2029 1 0 1 1 0 0 0
#> SAMPLE_2070 1 0 1 1 0 0 0
#> SAMPLE_2088 3 0 1 0 0 1 0
#> SAMPLE_2090 3 0 1 0 0 1 0
#> SAMPLE_2095 3 0 1 0 0 1 0
#> SAMPLE_2103 3 0 1 0 0 1 0
#> SAMPLE_2115 3 0 1 0 0 1 0
#> SAMPLE_2119 3 0 1 0 0 1 0
#> SAMPLE_2156 1 0 1 1 0 0 0
#> SAMPLE_2158 1 0 1 1 0 0 0
#> SAMPLE_2159 1 0 1 1 0 0 0
#> SAMPLE_2161 1 0 1 1 0 0 0
#> SAMPLE_2225 1 0 1 1 0 0 0
#> SAMPLE_2352 2 0 1 0 1 0 0
#> SAMPLE_2355 1 0 1 1 0 0 0
#> SAMPLE_2368 2 0 1 0 1 0 0
#> SAMPLE_2375 2 0 1 0 1 0 0
#> SAMPLE_2379 2 0 1 0 1 0 0
#> SAMPLE_2381 2 0 1 0 1 0 0
#> SAMPLE_2383 2 0 1 0 1 0 0
#> SAMPLE_2516 1 0 1 1 0 0 0
#> SAMPLE_2592 1 0 1 1 0 0 0
#> SAMPLE_2664 1 0 1 1 0 0 0
#> SAMPLE_2666 1 0 1 1 0 0 0
#> SAMPLE_2711 4 0 1 0 0 0 1
cbind(get_classes(res, k = 5), get_membership(res, k = 5))
#> class entropy silhouette p1 p2 p3 p4 p5
#> SAMPLE_62 1 0.3796 0.836 0.70 0.00 0.00 0.30 0.00
#> SAMPLE_65 1 0.4182 0.872 0.60 0.00 0.00 0.40 0.00
#> SAMPLE_66 1 0.0609 0.674 0.98 0.00 0.00 0.02 0.00
#> SAMPLE_67 1 0.4126 0.870 0.62 0.00 0.00 0.38 0.00
#> SAMPLE_100 1 0.4182 0.872 0.60 0.00 0.00 0.40 0.00
#> SAMPLE_101 1 0.4182 0.872 0.60 0.00 0.00 0.40 0.00
#> SAMPLE_103 1 0.0000 0.660 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_105 1 0.0000 0.660 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_107 1 0.4182 0.872 0.60 0.00 0.00 0.40 0.00
#> SAMPLE_108 1 0.2929 0.774 0.82 0.00 0.00 0.18 0.00
#> SAMPLE_109 1 0.4182 0.872 0.60 0.00 0.00 0.40 0.00
#> SAMPLE_110 1 0.4126 0.870 0.62 0.00 0.00 0.38 0.00
#> SAMPLE_124 1 0.4182 0.872 0.60 0.00 0.00 0.40 0.00
#> SAMPLE_173 1 0.4182 0.872 0.60 0.00 0.00 0.40 0.00
#> SAMPLE_215 1 0.4182 0.872 0.60 0.00 0.00 0.40 0.00
#> SAMPLE_217 1 0.4182 0.872 0.60 0.00 0.00 0.40 0.00
#> SAMPLE_220 1 0.4182 0.872 0.60 0.00 0.00 0.40 0.00
#> SAMPLE_223 1 0.4182 0.872 0.60 0.00 0.00 0.40 0.00
#> SAMPLE_766 1 0.4182 0.872 0.60 0.00 0.00 0.40 0.00
#> SAMPLE_889 5 0.0609 0.949 0.00 0.02 0.00 0.00 0.98
#> SAMPLE_1040 1 0.4182 0.872 0.60 0.00 0.00 0.40 0.00
#> SAMPLE_1193 1 0.4182 0.872 0.60 0.00 0.00 0.40 0.00
#> SAMPLE_1244 1 0.4126 0.870 0.62 0.00 0.00 0.38 0.00
#> SAMPLE_1245 1 0.4126 0.870 0.62 0.00 0.00 0.38 0.00
#> SAMPLE_1246 1 0.0000 0.660 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_1247 1 0.4182 0.872 0.60 0.00 0.00 0.40 0.00
#> SAMPLE_1274 1 0.4126 0.870 0.62 0.00 0.00 0.38 0.00
#> SAMPLE_1275 1 0.4182 0.872 0.60 0.00 0.00 0.40 0.00
#> SAMPLE_1297 1 0.0000 0.660 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_1301 1 0.0000 0.660 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_1307 1 0.0000 0.660 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_1310 1 0.0000 0.660 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_1312 1 0.4182 0.872 0.60 0.00 0.00 0.40 0.00
#> SAMPLE_1630 1 0.4182 0.872 0.60 0.00 0.00 0.40 0.00
#> SAMPLE_1688 4 0.4182 0.994 0.00 0.40 0.00 0.60 0.00
#> SAMPLE_1691 4 0.4182 0.994 0.00 0.40 0.00 0.60 0.00
#> SAMPLE_1700 5 0.0609 0.945 0.00 0.02 0.00 0.00 0.98
#> SAMPLE_1816 4 0.4182 0.994 0.00 0.40 0.00 0.60 0.00
#> SAMPLE_1922 1 0.4182 0.872 0.60 0.00 0.00 0.40 0.00
#> SAMPLE_1988 1 0.2732 0.763 0.84 0.00 0.00 0.16 0.00
#> SAMPLE_2028 1 0.4182 0.872 0.60 0.00 0.00 0.40 0.00
#> SAMPLE_2029 1 0.4182 0.872 0.60 0.00 0.00 0.40 0.00
#> SAMPLE_2070 1 0.0000 0.660 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_2088 3 0.0000 0.993 0.00 0.00 1.00 0.00 0.00
#> SAMPLE_2090 3 0.1216 0.962 0.00 0.00 0.96 0.02 0.02
#> SAMPLE_2095 3 0.0000 0.993 0.00 0.00 1.00 0.00 0.00
#> SAMPLE_2103 3 0.0000 0.993 0.00 0.00 1.00 0.00 0.00
#> SAMPLE_2115 3 0.0000 0.993 0.00 0.00 1.00 0.00 0.00
#> SAMPLE_2119 3 0.0000 0.993 0.00 0.00 1.00 0.00 0.00
#> SAMPLE_2156 1 0.0000 0.660 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_2158 1 0.4182 0.872 0.60 0.00 0.00 0.40 0.00
#> SAMPLE_2159 1 0.4182 0.872 0.60 0.00 0.00 0.40 0.00
#> SAMPLE_2161 1 0.0000 0.660 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_2225 1 0.4126 0.870 0.62 0.00 0.00 0.38 0.00
#> SAMPLE_2352 2 0.4262 0.964 0.00 0.56 0.00 0.00 0.44
#> SAMPLE_2355 1 0.0000 0.660 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_2368 2 0.4227 0.991 0.00 0.58 0.00 0.00 0.42
#> SAMPLE_2375 2 0.4227 0.991 0.00 0.58 0.00 0.00 0.42
#> SAMPLE_2379 2 0.4227 0.991 0.00 0.58 0.00 0.00 0.42
#> SAMPLE_2381 5 0.0000 0.963 0.00 0.00 0.00 0.00 1.00
#> SAMPLE_2383 2 0.4227 0.991 0.00 0.58 0.00 0.00 0.42
#> SAMPLE_2516 1 0.0000 0.660 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_2592 1 0.4126 0.870 0.62 0.00 0.00 0.38 0.00
#> SAMPLE_2664 1 0.4126 0.870 0.62 0.00 0.00 0.38 0.00
#> SAMPLE_2666 1 0.4126 0.870 0.62 0.00 0.00 0.38 0.00
#> SAMPLE_2711 4 0.4726 0.981 0.00 0.40 0.00 0.58 0.02
cbind(get_classes(res, k = 6), get_membership(res, k = 6))
#> class entropy silhouette p1 p2 p3 p4 p5 p6
#> SAMPLE_62 1 0.3869 -0.414 0.50 0.00 0.00 0.0 0.00 0.50
#> SAMPLE_65 1 0.3076 0.573 0.76 0.00 0.00 0.0 0.00 0.24
#> SAMPLE_66 6 0.3647 0.883 0.36 0.00 0.00 0.0 0.00 0.64
#> SAMPLE_67 1 0.3309 0.521 0.72 0.00 0.00 0.0 0.00 0.28
#> SAMPLE_100 1 0.3309 0.521 0.72 0.00 0.00 0.0 0.00 0.28
#> SAMPLE_101 1 0.0000 0.732 1.00 0.00 0.00 0.0 0.00 0.00
#> SAMPLE_103 6 0.4002 0.977 0.32 0.00 0.00 0.0 0.02 0.66
#> SAMPLE_105 6 0.3499 0.954 0.32 0.00 0.00 0.0 0.00 0.68
#> SAMPLE_107 1 0.0547 0.727 0.98 0.00 0.00 0.0 0.00 0.02
#> SAMPLE_108 1 0.3851 -0.216 0.54 0.00 0.00 0.0 0.00 0.46
#> SAMPLE_109 1 0.0000 0.732 1.00 0.00 0.00 0.0 0.00 0.00
#> SAMPLE_110 1 0.3309 0.521 0.72 0.00 0.00 0.0 0.00 0.28
#> SAMPLE_124 1 0.0000 0.732 1.00 0.00 0.00 0.0 0.00 0.00
#> SAMPLE_173 1 0.0000 0.732 1.00 0.00 0.00 0.0 0.00 0.00
#> SAMPLE_215 1 0.0547 0.716 0.98 0.00 0.00 0.0 0.00 0.02
#> SAMPLE_217 1 0.0000 0.732 1.00 0.00 0.00 0.0 0.00 0.00
#> SAMPLE_220 1 0.0000 0.732 1.00 0.00 0.00 0.0 0.00 0.00
#> SAMPLE_223 1 0.0000 0.732 1.00 0.00 0.00 0.0 0.00 0.00
#> SAMPLE_766 1 0.0000 0.732 1.00 0.00 0.00 0.0 0.00 0.00
#> SAMPLE_889 5 0.1480 0.861 0.00 0.04 0.00 0.0 0.94 0.02
#> SAMPLE_1040 1 0.3198 0.549 0.74 0.00 0.00 0.0 0.00 0.26
#> SAMPLE_1193 1 0.0000 0.732 1.00 0.00 0.00 0.0 0.00 0.00
#> SAMPLE_1244 1 0.3706 0.213 0.62 0.00 0.00 0.0 0.00 0.38
#> SAMPLE_1245 1 0.3309 0.521 0.72 0.00 0.00 0.0 0.00 0.28
#> SAMPLE_1246 6 0.4002 0.977 0.32 0.00 0.00 0.0 0.02 0.66
#> SAMPLE_1247 1 0.0000 0.732 1.00 0.00 0.00 0.0 0.00 0.00
#> SAMPLE_1274 1 0.3756 0.121 0.60 0.00 0.00 0.0 0.00 0.40
#> SAMPLE_1275 1 0.0000 0.732 1.00 0.00 0.00 0.0 0.00 0.00
#> SAMPLE_1297 6 0.4002 0.977 0.32 0.00 0.00 0.0 0.02 0.66
#> SAMPLE_1301 6 0.4002 0.977 0.32 0.00 0.00 0.0 0.02 0.66
#> SAMPLE_1307 6 0.4002 0.977 0.32 0.00 0.00 0.0 0.02 0.66
#> SAMPLE_1310 6 0.4002 0.977 0.32 0.00 0.00 0.0 0.02 0.66
#> SAMPLE_1312 1 0.3076 0.572 0.76 0.00 0.00 0.0 0.00 0.24
#> SAMPLE_1630 1 0.0000 0.732 1.00 0.00 0.00 0.0 0.00 0.00
#> SAMPLE_1688 4 0.0000 0.973 0.00 0.00 0.00 1.0 0.00 0.00
#> SAMPLE_1691 4 0.0000 0.973 0.00 0.00 0.00 1.0 0.00 0.00
#> SAMPLE_1700 5 0.3076 0.720 0.00 0.24 0.00 0.0 0.76 0.00
#> SAMPLE_1816 4 0.0000 0.973 0.00 0.00 0.00 1.0 0.00 0.00
#> SAMPLE_1922 1 0.1267 0.710 0.94 0.00 0.00 0.0 0.00 0.06
#> SAMPLE_1988 1 0.3869 -0.413 0.50 0.00 0.00 0.0 0.00 0.50
#> SAMPLE_2028 1 0.0000 0.732 1.00 0.00 0.00 0.0 0.00 0.00
#> SAMPLE_2029 1 0.0000 0.732 1.00 0.00 0.00 0.0 0.00 0.00
#> SAMPLE_2070 6 0.4002 0.977 0.32 0.00 0.00 0.0 0.02 0.66
#> SAMPLE_2088 3 0.0547 0.969 0.00 0.00 0.98 0.0 0.02 0.00
#> SAMPLE_2090 3 0.2474 0.898 0.00 0.00 0.88 0.0 0.04 0.08
#> SAMPLE_2095 3 0.0000 0.977 0.00 0.00 1.00 0.0 0.00 0.00
#> SAMPLE_2103 3 0.0000 0.977 0.00 0.00 1.00 0.0 0.00 0.00
#> SAMPLE_2115 3 0.0000 0.977 0.00 0.00 1.00 0.0 0.00 0.00
#> SAMPLE_2119 3 0.0000 0.977 0.00 0.00 1.00 0.0 0.00 0.00
#> SAMPLE_2156 6 0.4002 0.977 0.32 0.00 0.00 0.0 0.02 0.66
#> SAMPLE_2158 1 0.0547 0.727 0.98 0.00 0.00 0.0 0.00 0.02
#> SAMPLE_2159 1 0.0000 0.732 1.00 0.00 0.00 0.0 0.00 0.00
#> SAMPLE_2161 6 0.4002 0.977 0.32 0.00 0.00 0.0 0.02 0.66
#> SAMPLE_2225 1 0.3499 0.422 0.68 0.00 0.00 0.0 0.00 0.32
#> SAMPLE_2352 2 0.3045 0.826 0.00 0.84 0.00 0.0 0.06 0.10
#> SAMPLE_2355 6 0.4002 0.977 0.32 0.00 0.00 0.0 0.02 0.66
#> SAMPLE_2368 2 0.0000 0.961 0.00 1.00 0.00 0.0 0.00 0.00
#> SAMPLE_2375 2 0.0000 0.961 0.00 1.00 0.00 0.0 0.00 0.00
#> SAMPLE_2379 2 0.0000 0.961 0.00 1.00 0.00 0.0 0.00 0.00
#> SAMPLE_2381 5 0.2190 0.860 0.00 0.04 0.00 0.0 0.90 0.06
#> SAMPLE_2383 2 0.0000 0.961 0.00 1.00 0.00 0.0 0.00 0.00
#> SAMPLE_2516 6 0.3647 0.883 0.36 0.00 0.00 0.0 0.00 0.64
#> SAMPLE_2592 1 0.3309 0.521 0.72 0.00 0.00 0.0 0.00 0.28
#> SAMPLE_2664 1 0.3756 0.121 0.60 0.00 0.00 0.0 0.00 0.40
#> SAMPLE_2666 1 0.3309 0.521 0.72 0.00 0.00 0.0 0.00 0.28
#> SAMPLE_2711 4 0.1814 0.917 0.00 0.00 0.00 0.9 0.00 0.10
cbind(get_classes(res, k = 7), get_membership(res, k = 7))
#> class entropy silhouette p1 p2 p3 p4 p5 p6 p7
#> SAMPLE_62 7 0.2708 0.612 0.22 0.00 0.00 0.00 0.00 0.00 0.78
#> SAMPLE_65 7 0.3558 0.138 0.48 0.00 0.00 0.00 0.00 0.00 0.52
#> SAMPLE_66 7 0.1671 0.647 0.10 0.00 0.00 0.00 0.00 0.00 0.90
#> SAMPLE_67 7 0.3459 0.411 0.40 0.00 0.00 0.00 0.00 0.00 0.60
#> SAMPLE_100 7 0.3525 0.297 0.44 0.00 0.00 0.00 0.00 0.00 0.56
#> SAMPLE_101 1 0.2422 0.923 0.82 0.00 0.00 0.00 0.00 0.00 0.18
#> SAMPLE_103 7 0.1671 0.631 0.00 0.00 0.00 0.00 0.00 0.10 0.90
#> SAMPLE_105 7 0.0000 0.651 0.00 0.00 0.00 0.00 0.00 0.00 1.00
#> SAMPLE_107 1 0.2832 0.844 0.76 0.00 0.00 0.00 0.00 0.00 0.24
#> SAMPLE_108 7 0.2572 0.622 0.20 0.00 0.00 0.00 0.00 0.00 0.80
#> SAMPLE_109 1 0.2081 0.945 0.86 0.00 0.00 0.00 0.00 0.00 0.14
#> SAMPLE_110 7 0.3459 0.411 0.40 0.00 0.00 0.00 0.00 0.00 0.60
#> SAMPLE_124 1 0.2081 0.945 0.86 0.00 0.00 0.00 0.00 0.00 0.14
#> SAMPLE_173 1 0.2081 0.945 0.86 0.00 0.00 0.00 0.00 0.00 0.14
#> SAMPLE_215 1 0.2081 0.945 0.86 0.00 0.00 0.00 0.00 0.00 0.14
#> SAMPLE_217 1 0.2259 0.937 0.84 0.00 0.00 0.00 0.00 0.00 0.16
#> SAMPLE_220 1 0.2081 0.945 0.86 0.00 0.00 0.00 0.00 0.00 0.14
#> SAMPLE_223 1 0.2081 0.945 0.86 0.00 0.00 0.00 0.00 0.00 0.14
#> SAMPLE_766 1 0.2081 0.945 0.86 0.00 0.00 0.00 0.00 0.00 0.14
#> SAMPLE_889 5 0.0504 0.825 0.00 0.00 0.00 0.00 0.98 0.02 0.00
#> SAMPLE_1040 7 0.3546 0.225 0.46 0.00 0.00 0.00 0.00 0.00 0.54
#> SAMPLE_1193 1 0.2081 0.945 0.86 0.00 0.00 0.00 0.00 0.00 0.14
#> SAMPLE_1244 7 0.3221 0.529 0.32 0.00 0.00 0.00 0.00 0.00 0.68
#> SAMPLE_1245 7 0.3459 0.411 0.40 0.00 0.00 0.00 0.00 0.00 0.60
#> SAMPLE_1246 7 0.1671 0.631 0.00 0.00 0.00 0.00 0.00 0.10 0.90
#> SAMPLE_1247 1 0.2081 0.945 0.86 0.00 0.00 0.00 0.00 0.00 0.14
#> SAMPLE_1274 7 0.3047 0.571 0.28 0.00 0.00 0.00 0.00 0.00 0.72
#> SAMPLE_1275 1 0.2259 0.937 0.84 0.00 0.00 0.00 0.00 0.00 0.16
#> SAMPLE_1297 7 0.1671 0.631 0.00 0.00 0.00 0.00 0.00 0.10 0.90
#> SAMPLE_1301 7 0.1671 0.631 0.00 0.00 0.00 0.00 0.00 0.10 0.90
#> SAMPLE_1307 7 0.1671 0.631 0.00 0.00 0.00 0.00 0.00 0.10 0.90
#> SAMPLE_1310 7 0.1671 0.631 0.00 0.00 0.00 0.00 0.00 0.10 0.90
#> SAMPLE_1312 7 0.3546 0.225 0.46 0.00 0.00 0.00 0.00 0.00 0.54
#> SAMPLE_1630 1 0.2422 0.923 0.82 0.00 0.00 0.00 0.00 0.00 0.18
#> SAMPLE_1688 4 0.0000 0.933 0.00 0.00 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_1691 4 0.0000 0.933 0.00 0.00 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_1700 5 0.2906 0.727 0.02 0.18 0.00 0.00 0.80 0.00 0.00
#> SAMPLE_1816 4 0.0000 0.933 0.00 0.00 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_1922 1 0.3294 0.618 0.66 0.00 0.00 0.00 0.00 0.00 0.34
#> SAMPLE_1988 7 0.2572 0.622 0.20 0.00 0.00 0.00 0.00 0.00 0.80
#> SAMPLE_2028 1 0.2081 0.945 0.86 0.00 0.00 0.00 0.00 0.00 0.14
#> SAMPLE_2029 1 0.2422 0.922 0.82 0.00 0.00 0.00 0.00 0.00 0.18
#> SAMPLE_2070 7 0.1671 0.631 0.00 0.00 0.00 0.00 0.00 0.10 0.90
#> SAMPLE_2088 3 0.0504 0.932 0.00 0.00 0.98 0.00 0.00 0.02 0.00
#> SAMPLE_2090 3 0.3841 0.676 0.04 0.00 0.68 0.00 0.00 0.28 0.00
#> SAMPLE_2095 3 0.0000 0.941 0.00 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_2103 3 0.0000 0.941 0.00 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_2115 3 0.0000 0.941 0.00 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_2119 3 0.0000 0.941 0.00 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_2156 7 0.1671 0.631 0.00 0.00 0.00 0.00 0.00 0.10 0.90
#> SAMPLE_2158 1 0.3139 0.725 0.70 0.00 0.00 0.00 0.00 0.00 0.30
#> SAMPLE_2159 1 0.2081 0.945 0.86 0.00 0.00 0.00 0.00 0.00 0.14
#> SAMPLE_2161 7 0.1671 0.631 0.00 0.00 0.00 0.00 0.00 0.10 0.90
#> SAMPLE_2225 7 0.3413 0.446 0.38 0.00 0.00 0.00 0.00 0.00 0.62
#> SAMPLE_2352 2 0.3517 0.678 0.00 0.70 0.00 0.00 0.02 0.28 0.00
#> SAMPLE_2355 7 0.1671 0.631 0.00 0.00 0.00 0.00 0.00 0.10 0.90
#> SAMPLE_2368 2 0.0000 0.930 0.00 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2375 2 0.0000 0.930 0.00 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2379 2 0.0000 0.930 0.00 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2381 5 0.3058 0.799 0.08 0.00 0.00 0.00 0.82 0.10 0.00
#> SAMPLE_2383 2 0.0000 0.930 0.00 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2516 7 0.0863 0.653 0.04 0.00 0.00 0.00 0.00 0.00 0.96
#> SAMPLE_2592 7 0.3459 0.411 0.40 0.00 0.00 0.00 0.00 0.00 0.60
#> SAMPLE_2664 7 0.3047 0.571 0.28 0.00 0.00 0.00 0.00 0.00 0.72
#> SAMPLE_2666 7 0.3459 0.411 0.40 0.00 0.00 0.00 0.00 0.00 0.60
#> SAMPLE_2711 4 0.2832 0.783 0.00 0.00 0.00 0.76 0.00 0.24 0.00
cbind(get_classes(res, k = 8), get_membership(res, k = 8))
#> class entropy silhouette p1 p2 p3 p4 p5 p6 p7 p8
#> SAMPLE_62 8 0.3299 0.0928 0.00 0.00 0.00 0.00 0.00 0.00 0.44 0.56
#> SAMPLE_65 8 0.2267 0.6126 0.00 0.00 0.00 0.00 0.00 0.00 0.18 0.82
#> SAMPLE_66 7 0.3193 0.4968 0.00 0.00 0.00 0.00 0.00 0.00 0.62 0.38
#> SAMPLE_67 8 0.2650 0.5683 0.00 0.00 0.00 0.00 0.00 0.00 0.24 0.76
#> SAMPLE_100 8 0.2650 0.5683 0.00 0.00 0.00 0.00 0.00 0.00 0.24 0.76
#> SAMPLE_101 8 0.2114 0.6926 0.16 0.00 0.00 0.00 0.00 0.00 0.00 0.84
#> SAMPLE_103 7 0.1275 0.8343 0.02 0.00 0.00 0.00 0.00 0.00 0.94 0.04
#> SAMPLE_105 7 0.2938 0.6642 0.00 0.00 0.00 0.00 0.00 0.00 0.70 0.30
#> SAMPLE_107 8 0.1091 0.6888 0.06 0.00 0.00 0.00 0.00 0.00 0.00 0.94
#> SAMPLE_108 8 0.3318 0.0458 0.00 0.00 0.00 0.00 0.00 0.00 0.46 0.54
#> SAMPLE_109 8 0.2406 0.6816 0.20 0.00 0.00 0.00 0.00 0.00 0.00 0.80
#> SAMPLE_110 8 0.2756 0.5474 0.00 0.00 0.00 0.00 0.00 0.00 0.26 0.74
#> SAMPLE_124 8 0.2406 0.6816 0.20 0.00 0.00 0.00 0.00 0.00 0.00 0.80
#> SAMPLE_173 8 0.2406 0.6816 0.20 0.00 0.00 0.00 0.00 0.00 0.00 0.80
#> SAMPLE_215 8 0.2856 0.6683 0.20 0.00 0.00 0.00 0.00 0.00 0.02 0.78
#> SAMPLE_217 8 0.2267 0.6876 0.18 0.00 0.00 0.00 0.00 0.00 0.00 0.82
#> SAMPLE_220 8 0.2406 0.6816 0.20 0.00 0.00 0.00 0.00 0.00 0.00 0.80
#> SAMPLE_223 8 0.2406 0.6816 0.20 0.00 0.00 0.00 0.00 0.00 0.00 0.80
#> SAMPLE_766 8 0.2406 0.6816 0.20 0.00 0.00 0.00 0.00 0.00 0.00 0.80
#> SAMPLE_889 5 0.3170 0.7571 0.04 0.00 0.00 0.00 0.76 0.20 0.00 0.00
#> SAMPLE_1040 8 0.2534 0.5850 0.00 0.00 0.00 0.00 0.00 0.00 0.22 0.78
#> SAMPLE_1193 8 0.2406 0.6816 0.20 0.00 0.00 0.00 0.00 0.00 0.00 0.80
#> SAMPLE_1244 8 0.3083 0.4122 0.00 0.00 0.00 0.00 0.00 0.00 0.34 0.66
#> SAMPLE_1245 8 0.2756 0.5474 0.00 0.00 0.00 0.00 0.00 0.00 0.26 0.74
#> SAMPLE_1246 7 0.1765 0.8476 0.00 0.00 0.00 0.00 0.00 0.00 0.88 0.12
#> SAMPLE_1247 8 0.2406 0.6816 0.20 0.00 0.00 0.00 0.00 0.00 0.00 0.80
#> SAMPLE_1274 8 0.3142 0.3672 0.00 0.00 0.00 0.00 0.00 0.00 0.36 0.64
#> SAMPLE_1275 8 0.1947 0.6950 0.14 0.00 0.00 0.00 0.00 0.00 0.00 0.86
#> SAMPLE_1297 7 0.0808 0.8581 0.00 0.00 0.00 0.00 0.00 0.00 0.96 0.04
#> SAMPLE_1301 7 0.0808 0.8581 0.00 0.00 0.00 0.00 0.00 0.00 0.96 0.04
#> SAMPLE_1307 7 0.0808 0.8581 0.00 0.00 0.00 0.00 0.00 0.00 0.96 0.04
#> SAMPLE_1310 7 0.1947 0.8372 0.00 0.00 0.00 0.00 0.00 0.00 0.86 0.14
#> SAMPLE_1312 8 0.2267 0.6126 0.00 0.00 0.00 0.00 0.00 0.00 0.18 0.82
#> SAMPLE_1630 8 0.1563 0.6934 0.10 0.00 0.00 0.00 0.00 0.00 0.00 0.90
#> SAMPLE_1688 4 0.0000 0.8553 0.00 0.00 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_1691 4 0.0000 0.8553 0.00 0.00 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_1700 5 0.3078 0.7543 0.00 0.10 0.00 0.00 0.82 0.06 0.02 0.00
#> SAMPLE_1816 4 0.0471 0.8522 0.02 0.00 0.00 0.98 0.00 0.00 0.00 0.00
#> SAMPLE_1922 8 0.1563 0.6497 0.00 0.00 0.00 0.00 0.00 0.00 0.10 0.90
#> SAMPLE_1988 8 0.3329 -0.0381 0.00 0.00 0.00 0.00 0.00 0.00 0.48 0.52
#> SAMPLE_2028 8 0.2406 0.6816 0.20 0.00 0.00 0.00 0.00 0.00 0.00 0.80
#> SAMPLE_2029 8 0.1947 0.6950 0.14 0.00 0.00 0.00 0.00 0.00 0.00 0.86
#> SAMPLE_2070 7 0.1765 0.8476 0.00 0.00 0.00 0.00 0.00 0.00 0.88 0.12
#> SAMPLE_2088 3 0.0941 0.8794 0.02 0.00 0.96 0.00 0.00 0.02 0.00 0.00
#> SAMPLE_2090 3 0.5733 0.3901 0.26 0.00 0.48 0.02 0.00 0.22 0.02 0.00
#> SAMPLE_2095 3 0.0000 0.8986 0.00 0.00 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2103 3 0.0000 0.8986 0.00 0.00 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2115 3 0.0000 0.8986 0.00 0.00 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2119 3 0.0000 0.8986 0.00 0.00 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2156 7 0.0808 0.8581 0.00 0.00 0.00 0.00 0.00 0.00 0.96 0.04
#> SAMPLE_2158 8 0.1091 0.6630 0.00 0.00 0.00 0.00 0.00 0.00 0.06 0.94
#> SAMPLE_2159 8 0.2406 0.6816 0.20 0.00 0.00 0.00 0.00 0.00 0.00 0.80
#> SAMPLE_2161 7 0.0808 0.8581 0.00 0.00 0.00 0.00 0.00 0.00 0.96 0.04
#> SAMPLE_2225 8 0.2938 0.4881 0.00 0.00 0.00 0.00 0.00 0.00 0.30 0.70
#> SAMPLE_2352 2 0.3714 0.4470 0.00 0.54 0.00 0.00 0.02 0.44 0.00 0.00
#> SAMPLE_2355 7 0.0808 0.8581 0.00 0.00 0.00 0.00 0.00 0.00 0.96 0.04
#> SAMPLE_2368 2 0.0000 0.8918 0.00 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2375 2 0.0000 0.8918 0.00 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2379 2 0.0000 0.8918 0.00 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2381 5 0.2648 0.7502 0.08 0.00 0.00 0.00 0.84 0.08 0.00 0.00
#> SAMPLE_2383 2 0.0000 0.8918 0.00 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2516 7 0.3083 0.5948 0.00 0.00 0.00 0.00 0.00 0.00 0.66 0.34
#> SAMPLE_2592 8 0.2756 0.5474 0.00 0.00 0.00 0.00 0.00 0.00 0.26 0.74
#> SAMPLE_2664 8 0.3237 0.2598 0.00 0.00 0.00 0.00 0.00 0.00 0.40 0.60
#> SAMPLE_2666 8 0.2852 0.5198 0.00 0.00 0.00 0.00 0.00 0.00 0.28 0.72
#> SAMPLE_2711 4 0.3992 0.5151 0.44 0.00 0.00 0.52 0.00 0.04 0.00 0.00
Heatmaps for the consensus matrix. It visualizes the probability of two samples to be in a same group.
consensus_heatmap(res, k = 2)
consensus_heatmap(res, k = 3)
consensus_heatmap(res, k = 4)
consensus_heatmap(res, k = 5)
consensus_heatmap(res, k = 6)
consensus_heatmap(res, k = 7)
consensus_heatmap(res, k = 8)
Heatmaps for the membership of samples in all partitions to see how consistent they are:
membership_heatmap(res, k = 2)
membership_heatmap(res, k = 3)
membership_heatmap(res, k = 4)
membership_heatmap(res, k = 5)
membership_heatmap(res, k = 6)
membership_heatmap(res, k = 7)
membership_heatmap(res, k = 8)
As soon as the classes for columns are determined, the signatures that are significantly different between subgroups can be looked for. Following are the heatmaps for signatures.
get_signatures(res, k = 2)
get_signatures(res, k = 3)
get_signatures(res, k = 4)
get_signatures(res, k = 5)
get_signatures(res, k = 6)
get_signatures(res, k = 7)
get_signatures(res, k = 8)
Compare the overlap of signatures from different k:
compare_signatures(res)
get_signature() returns a data frame invisibly. To get the list of signatures, the function
call should be assigned to a variable explicitly. In following code, if plot argument is set
to FALSE, no heatmap is plotted while only the differential analysis is performed.
# code only for demonstration
tb = get_signature(res, k = ..., plot = FALSE)
An example of the output of tb is:
#> which_row fdr mean_1 mean_2 scaled_mean_1 scaled_mean_2 km
#> 1 38 0.042760348 8.373488 9.131774 -0.5533452 0.5164555 1
#> 2 40 0.018707592 7.106213 8.469186 -0.6173731 0.5762149 1
#> 3 55 0.019134737 10.221463 11.207825 -0.6159697 0.5749050 1
#> 4 59 0.006059896 5.921854 7.869574 -0.6899429 0.6439467 1
#> 5 60 0.018055526 8.928898 10.211722 -0.6204761 0.5791110 1
#> 6 98 0.009384629 15.714769 14.887706 0.6635654 -0.6193277 2
...
The columns in tb are:
which_row: row indices corresponding to the input matrix.fdr: FDR for the differential test. mean_x: The mean value in group x.scaled_mean_x: The mean value in group x after rows are scaled.km: Row groups if k-means clustering is applied to rows (which is done by automatically selecting number of clusters).If there are too many signatures, top_signatures = ... can be set to only show the
signatures with the highest FDRs:
# code only for demonstration
# e.g. to show the top 500 most significant rows
tb = get_signature(res, k = ..., top_signatures = 500)
If the signatures are defined as these which are uniquely high in current group, diff_method argument
can be set to "uniquely_high_in_one_group":
# code only for demonstration
tb = get_signature(res, k = ..., diff_method = "uniquely_high_in_one_group")
UMAP plot which shows how samples are separated.
dimension_reduction(res, k = 2, method = "UMAP")
dimension_reduction(res, k = 3, method = "UMAP")
dimension_reduction(res, k = 4, method = "UMAP")
dimension_reduction(res, k = 5, method = "UMAP")
dimension_reduction(res, k = 6, method = "UMAP")
dimension_reduction(res, k = 7, method = "UMAP")
dimension_reduction(res, k = 8, method = "UMAP")
Following heatmap shows how subgroups are split when increasing k:
collect_classes(res)
Test correlation between subgroups and known annotations. If the known annotation is numeric, one-way ANOVA test is applied, and if the known annotation is discrete, chi-squared contingency table test is applied.
test_to_known_factors(res)
#> n_sample meth_class(p-value) tumor_type(p-value) k
#> ATC:skmeans 66 2.61e-10 2.70e-12 2
#> ATC:skmeans 66 1.64e-18 2.45e-22 3
#> ATC:skmeans 66 1.17e-26 2.52e-32 4
#> ATC:skmeans 66 1.38e-29 4.13e-32 5
#> ATC:skmeans 59 4.73e-24 3.86e-25 6
#> ATC:skmeans 56 1.14e-24 2.34e-23 7
#> ATC:skmeans 56 2.75e-23 1.24e-26 8
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.
Parent node: Node02. Child nodes: Node0111-leaf , Node0112-leaf , Node0113-leaf , Node0114-leaf , Node0121-leaf , Node0122-leaf , Node0123-leaf , Node0131-leaf , Node0132-leaf , Node0133-leaf , Node0134-leaf , Node0141-leaf , Node0142-leaf , Node0143-leaf , Node0144-leaf , Node0145-leaf , Node0161-leaf , Node0162-leaf , Node0163-leaf , Node0164-leaf , Node0165-leaf , Node0211 , Node0212 , Node0213 , Node0214 , Node0215-leaf , Node0216 , Node0217 , Node0221-leaf , Node0222-leaf , Node0223-leaf , Node0224-leaf , Node0225-leaf , Node0226-leaf , Node0227-leaf , Node0231 , Node0232 , Node0233 , Node0234-leaf , Node0235-leaf , Node0236 , Node0237 , Node0241-leaf , Node0242-leaf , Node0243 , Node0244-leaf , Node0245-leaf , Node0246-leaf , Node0247-leaf , Node0248-leaf .
The object with results only for a single top-value method and a single partitioning method can be extracted as:
res = res_rh["022"]
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, 7, 8.
#> On a matrix with 30000 rows and 239 columns.
#> Top rows (1000) are extracted by 'SD' method.
#> Subgroups are detected by 'skmeans' method.
#> Performed in total 350 partitions by row resampling.
#> Best k for subgroups seems to be 8.
#>
#> Following methods can be applied to this 'ConsensusPartition' object:
#> [1] "cola_report" "collect_classes" "collect_plots"
#> [4] "collect_stats" "colnames" "compare_partitions"
#> [7] "compare_signatures" "consensus_heatmap" "dimension_reduction"
#> [10] "functional_enrichment" "get_anno_col" "get_anno"
#> [13] "get_classes" "get_consensus" "get_matrix"
#> [16] "get_membership" "get_param" "get_signatures"
#> [19] "get_stats" "is_best_k" "is_stable_k"
#> [22] "membership_heatmap" "ncol" "nrow"
#> [25] "plot_ecdf" "predict_classes" "rownames"
#> [28] "select_partition_number" "show" "suggest_best_k"
#> [31] "test_to_known_factors" "top_rows_heatmap"
collect_plots() function collects all the plots made from res for all k (number of subgroups)
into one single page to provide an easy and fast comparison between different k.
collect_plots(res)
The plots are:
k and the heatmap of
predicted classes for each k.k.k.k.All the plots in panels can be made by individual functions and they are plotted later in this section.
select_partition_number() produces several plots showing different
statistics for choosing “optimized” k. There are following statistics:
k;k, the area increased is defined as \(A_k - A_{k-1}\).The detailed explanations of these statistics can be found in the cola vignette.
Generally speaking, higher 1-PAC score, higher mean silhouette score or higher
concordance corresponds to better partition. Rand index and Jaccard index
measure how similar the current partition is compared to partition with k-1.
If they are too similar, we won't accept k is better than k-1.
select_partition_number(res)
The numeric values for all these statistics can be obtained by get_stats().
get_stats(res)
#> k 1-PAC mean_silhouette concordance area_increased Rand Jaccard
#> 2 2 0.693 0.975 0.977 0.4449 0.535 0.535
#> 3 3 0.777 0.902 0.877 0.2479 0.927 0.864
#> 4 4 1.000 1.000 1.000 0.2180 0.844 0.672
#> 5 5 0.873 0.935 0.940 0.1292 0.917 0.743
#> 6 6 0.920 0.873 0.894 0.0574 0.930 0.708
#> 7 7 1.000 0.966 0.981 0.0456 0.962 0.790
#> 8 8 0.973 0.956 0.950 0.0159 0.977 0.850
suggest_best_k() suggests the best \(k\) based on these statistics. The rules are as follows:
suggest_best_k(res)
#> [1] 8
#> attr(,"optional")
#> [1] 4 6 7
There is also optional best \(k\) = 4 6 7 that is worth to check.
Following is 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 subgroup
label for an item is determined with the group with highest probability it
belongs to.
In get_classes() function, the entropy is calculated from the membership
matrix and the silhouette score is calculated from the consensus matrix.
cbind(get_classes(res, k = 2), get_membership(res, k = 2))
#> class entropy silhouette p1 p2
#> SAMPLE_1 2 0.000 0.999 0.00 1.00
#> SAMPLE_3 2 0.000 0.999 0.00 1.00
#> SAMPLE_5 2 0.000 0.999 0.00 1.00
#> SAMPLE_6 2 0.000 0.999 0.00 1.00
#> SAMPLE_7 2 0.000 0.999 0.00 1.00
#> SAMPLE_8 2 0.000 0.999 0.00 1.00
#> SAMPLE_9 2 0.000 0.999 0.00 1.00
#> SAMPLE_14 2 0.000 0.999 0.00 1.00
#> SAMPLE_23 2 0.000 0.999 0.00 1.00
#> SAMPLE_24 2 0.000 0.999 0.00 1.00
#> SAMPLE_25 2 0.000 0.999 0.00 1.00
#> SAMPLE_29 2 0.000 0.999 0.00 1.00
#> SAMPLE_30 2 0.000 0.999 0.00 1.00
#> SAMPLE_64 1 0.529 0.933 0.88 0.12
#> SAMPLE_146 1 0.529 0.933 0.88 0.12
#> SAMPLE_147 2 0.000 0.999 0.00 1.00
#> SAMPLE_148 1 0.529 0.933 0.88 0.12
#> SAMPLE_149 1 0.529 0.933 0.88 0.12
#> SAMPLE_175 1 0.529 0.933 0.88 0.12
#> SAMPLE_194 2 0.000 0.999 0.00 1.00
#> SAMPLE_195 1 0.529 0.933 0.88 0.12
#> SAMPLE_208 2 0.000 0.999 0.00 1.00
#> SAMPLE_209 1 0.529 0.933 0.88 0.12
#> SAMPLE_212 1 0.529 0.933 0.88 0.12
#> SAMPLE_213 1 0.529 0.933 0.88 0.12
#> SAMPLE_218 1 0.529 0.933 0.88 0.12
#> SAMPLE_221 1 0.529 0.933 0.88 0.12
#> SAMPLE_222 1 0.529 0.933 0.88 0.12
#> SAMPLE_237 2 0.000 0.999 0.00 1.00
#> SAMPLE_259 2 0.000 0.999 0.00 1.00
#> SAMPLE_260 2 0.000 0.999 0.00 1.00
#> SAMPLE_261 2 0.000 0.999 0.00 1.00
#> SAMPLE_263 2 0.000 0.999 0.00 1.00
#> SAMPLE_265 2 0.000 0.999 0.00 1.00
#> SAMPLE_471 1 0.529 0.933 0.88 0.12
#> SAMPLE_571 1 0.529 0.933 0.88 0.12
#> SAMPLE_572 2 0.000 0.999 0.00 1.00
#> SAMPLE_614 1 0.529 0.933 0.88 0.12
#> SAMPLE_620 2 0.000 0.999 0.00 1.00
#> SAMPLE_625 2 0.000 0.999 0.00 1.00
#> SAMPLE_627 2 0.000 0.999 0.00 1.00
#> SAMPLE_630 2 0.000 0.999 0.00 1.00
#> SAMPLE_634 2 0.000 0.999 0.00 1.00
#> SAMPLE_636 2 0.000 0.999 0.00 1.00
#> SAMPLE_645 1 0.529 0.933 0.88 0.12
#> SAMPLE_646 2 0.000 0.999 0.00 1.00
#> SAMPLE_648 2 0.000 0.999 0.00 1.00
#> SAMPLE_662 2 0.000 0.999 0.00 1.00
#> SAMPLE_664 1 0.529 0.933 0.88 0.12
#> SAMPLE_665 2 0.000 0.999 0.00 1.00
#> SAMPLE_667 1 0.529 0.933 0.88 0.12
#> SAMPLE_668 1 0.529 0.933 0.88 0.12
#> SAMPLE_669 1 0.529 0.933 0.88 0.12
#> SAMPLE_672 2 0.000 0.999 0.00 1.00
#> SAMPLE_673 2 0.000 0.999 0.00 1.00
#> SAMPLE_674 2 0.000 0.999 0.00 1.00
#> SAMPLE_675 1 0.529 0.933 0.88 0.12
#> SAMPLE_676 2 0.000 0.999 0.00 1.00
#> SAMPLE_744 2 0.000 0.999 0.00 1.00
#> SAMPLE_768 2 0.000 0.999 0.00 1.00
#> SAMPLE_791 2 0.000 0.999 0.00 1.00
#> SAMPLE_796 2 0.000 0.999 0.00 1.00
#> SAMPLE_807 2 0.000 0.999 0.00 1.00
#> SAMPLE_808 1 0.529 0.933 0.88 0.12
#> SAMPLE_809 1 0.529 0.933 0.88 0.12
#> SAMPLE_810 1 0.529 0.933 0.88 0.12
#> SAMPLE_811 1 0.529 0.933 0.88 0.12
#> SAMPLE_812 1 0.529 0.933 0.88 0.12
#> SAMPLE_813 1 0.529 0.933 0.88 0.12
#> SAMPLE_814 1 0.529 0.933 0.88 0.12
#> SAMPLE_838 2 0.000 0.999 0.00 1.00
#> SAMPLE_840 2 0.000 0.999 0.00 1.00
#> SAMPLE_842 1 0.529 0.933 0.88 0.12
#> SAMPLE_846 1 0.529 0.933 0.88 0.12
#> SAMPLE_865 1 0.529 0.933 0.88 0.12
#> SAMPLE_867 2 0.000 0.999 0.00 1.00
#> SAMPLE_887 2 0.000 0.999 0.00 1.00
#> SAMPLE_895 2 0.000 0.999 0.00 1.00
#> SAMPLE_909 2 0.000 0.999 0.00 1.00
#> SAMPLE_910 2 0.000 0.999 0.00 1.00
#> SAMPLE_911 2 0.000 0.999 0.00 1.00
#> SAMPLE_912 2 0.000 0.999 0.00 1.00
#> SAMPLE_973 2 0.000 0.999 0.00 1.00
#> SAMPLE_1041 2 0.000 0.999 0.00 1.00
#> SAMPLE_1042 2 0.000 0.999 0.00 1.00
#> SAMPLE_1088 1 0.529 0.933 0.88 0.12
#> SAMPLE_1089 1 0.529 0.933 0.88 0.12
#> SAMPLE_1172 2 0.000 0.999 0.00 1.00
#> SAMPLE_1203 2 0.000 0.999 0.00 1.00
#> SAMPLE_1216 1 0.529 0.933 0.88 0.12
#> SAMPLE_1217 1 0.529 0.933 0.88 0.12
#> SAMPLE_1218 1 0.529 0.933 0.88 0.12
#> SAMPLE_1226 1 0.529 0.933 0.88 0.12
#> SAMPLE_1259 1 0.529 0.933 0.88 0.12
#> SAMPLE_1260 1 0.000 0.934 1.00 0.00
#> SAMPLE_1261 1 0.000 0.934 1.00 0.00
#> SAMPLE_1262 1 0.529 0.933 0.88 0.12
#> SAMPLE_1276 2 0.000 0.999 0.00 1.00
#> SAMPLE_1277 2 0.000 0.999 0.00 1.00
#> SAMPLE_1278 2 0.000 0.999 0.00 1.00
#> SAMPLE_1284 2 0.000 0.999 0.00 1.00
#> SAMPLE_1286 1 0.000 0.934 1.00 0.00
#> SAMPLE_1338 1 0.529 0.933 0.88 0.12
#> SAMPLE_1348 1 0.000 0.934 1.00 0.00
#> SAMPLE_1352 2 0.000 0.999 0.00 1.00
#> SAMPLE_1355 2 0.000 0.999 0.00 1.00
#> SAMPLE_1388 2 0.000 0.999 0.00 1.00
#> SAMPLE_1389 2 0.242 0.955 0.04 0.96
#> SAMPLE_1403 1 0.000 0.934 1.00 0.00
#> SAMPLE_1412 2 0.000 0.999 0.00 1.00
#> SAMPLE_1495 1 0.000 0.934 1.00 0.00
#> SAMPLE_1499 1 0.000 0.934 1.00 0.00
#> SAMPLE_1501 1 0.000 0.934 1.00 0.00
#> SAMPLE_1502 1 0.000 0.934 1.00 0.00
#> SAMPLE_1503 1 0.000 0.934 1.00 0.00
#> SAMPLE_1505 1 0.000 0.934 1.00 0.00
#> SAMPLE_1506 1 0.000 0.934 1.00 0.00
#> SAMPLE_1513 2 0.000 0.999 0.00 1.00
#> SAMPLE_1515 2 0.000 0.999 0.00 1.00
#> SAMPLE_1516 1 0.000 0.934 1.00 0.00
#> SAMPLE_1518 1 0.000 0.934 1.00 0.00
#> SAMPLE_1519 1 0.000 0.934 1.00 0.00
#> SAMPLE_1520 1 0.000 0.934 1.00 0.00
#> SAMPLE_1553 1 0.000 0.934 1.00 0.00
#> SAMPLE_1568 1 0.000 0.934 1.00 0.00
#> SAMPLE_1569 1 0.000 0.934 1.00 0.00
#> SAMPLE_1570 1 0.000 0.934 1.00 0.00
#> SAMPLE_1572 1 0.000 0.934 1.00 0.00
#> SAMPLE_1573 1 0.000 0.934 1.00 0.00
#> SAMPLE_1581 2 0.242 0.955 0.04 0.96
#> SAMPLE_1602 1 0.000 0.934 1.00 0.00
#> SAMPLE_1625 1 0.000 0.934 1.00 0.00
#> SAMPLE_1627 2 0.000 0.999 0.00 1.00
#> SAMPLE_1628 2 0.000 0.999 0.00 1.00
#> SAMPLE_1635 2 0.000 0.999 0.00 1.00
#> SAMPLE_1638 2 0.000 0.999 0.00 1.00
#> SAMPLE_1643 2 0.000 0.999 0.00 1.00
#> SAMPLE_1646 2 0.000 0.999 0.00 1.00
#> SAMPLE_1654 2 0.000 0.999 0.00 1.00
#> SAMPLE_1665 2 0.000 0.999 0.00 1.00
#> SAMPLE_1718 2 0.000 0.999 0.00 1.00
#> SAMPLE_1727 2 0.000 0.999 0.00 1.00
#> SAMPLE_1732 2 0.000 0.999 0.00 1.00
#> SAMPLE_1762 2 0.000 0.999 0.00 1.00
#> SAMPLE_1764 2 0.000 0.999 0.00 1.00
#> SAMPLE_1765 2 0.000 0.999 0.00 1.00
#> SAMPLE_1778 2 0.000 0.999 0.00 1.00
#> SAMPLE_1779 2 0.000 0.999 0.00 1.00
#> SAMPLE_1796 1 0.000 0.934 1.00 0.00
#> SAMPLE_1799 2 0.000 0.999 0.00 1.00
#> SAMPLE_1800 2 0.000 0.999 0.00 1.00
#> SAMPLE_1801 2 0.000 0.999 0.00 1.00
#> SAMPLE_1803 2 0.000 0.999 0.00 1.00
#> SAMPLE_1808 2 0.000 0.999 0.00 1.00
#> SAMPLE_1809 2 0.000 0.999 0.00 1.00
#> SAMPLE_1814 2 0.000 0.999 0.00 1.00
#> SAMPLE_1815 2 0.000 0.999 0.00 1.00
#> SAMPLE_1821 2 0.000 0.999 0.00 1.00
#> SAMPLE_1824 2 0.000 0.999 0.00 1.00
#> SAMPLE_1842 2 0.000 0.999 0.00 1.00
#> SAMPLE_1843 2 0.000 0.999 0.00 1.00
#> SAMPLE_1855 2 0.000 0.999 0.00 1.00
#> SAMPLE_1862 2 0.000 0.999 0.00 1.00
#> SAMPLE_1864 2 0.000 0.999 0.00 1.00
#> SAMPLE_1886 1 0.529 0.933 0.88 0.12
#> SAMPLE_1887 1 0.529 0.933 0.88 0.12
#> SAMPLE_1935 2 0.000 0.999 0.00 1.00
#> SAMPLE_1957 2 0.000 0.999 0.00 1.00
#> SAMPLE_1959 2 0.000 0.999 0.00 1.00
#> SAMPLE_1961 2 0.000 0.999 0.00 1.00
#> SAMPLE_1995 2 0.000 0.999 0.00 1.00
#> SAMPLE_2016 2 0.000 0.999 0.00 1.00
#> SAMPLE_2065 2 0.000 0.999 0.00 1.00
#> SAMPLE_2067 2 0.000 0.999 0.00 1.00
#> SAMPLE_2144 2 0.000 0.999 0.00 1.00
#> SAMPLE_2149 2 0.000 0.999 0.00 1.00
#> SAMPLE_2152 2 0.000 0.999 0.00 1.00
#> SAMPLE_2180 2 0.000 0.999 0.00 1.00
#> SAMPLE_2186 2 0.000 0.999 0.00 1.00
#> SAMPLE_2199 2 0.000 0.999 0.00 1.00
#> SAMPLE_2202 2 0.000 0.999 0.00 1.00
#> SAMPLE_2215 1 0.529 0.933 0.88 0.12
#> SAMPLE_2218 2 0.000 0.999 0.00 1.00
#> SAMPLE_2232 2 0.000 0.999 0.00 1.00
#> SAMPLE_2237 1 0.000 0.934 1.00 0.00
#> SAMPLE_2255 2 0.000 0.999 0.00 1.00
#> SAMPLE_2257 1 0.000 0.934 1.00 0.00
#> SAMPLE_2259 2 0.000 0.999 0.00 1.00
#> SAMPLE_2275 2 0.000 0.999 0.00 1.00
#> SAMPLE_2279 2 0.000 0.999 0.00 1.00
#> SAMPLE_2287 2 0.000 0.999 0.00 1.00
#> SAMPLE_2292 2 0.000 0.999 0.00 1.00
#> SAMPLE_2295 2 0.000 0.999 0.00 1.00
#> SAMPLE_2300 1 0.000 0.934 1.00 0.00
#> SAMPLE_2309 2 0.000 0.999 0.00 1.00
#> SAMPLE_2311 2 0.000 0.999 0.00 1.00
#> SAMPLE_2328 1 0.000 0.934 1.00 0.00
#> SAMPLE_2329 1 0.000 0.934 1.00 0.00
#> SAMPLE_2333 2 0.000 0.999 0.00 1.00
#> SAMPLE_2338 2 0.000 0.999 0.00 1.00
#> SAMPLE_2344 2 0.000 0.999 0.00 1.00
#> SAMPLE_2346 1 0.529 0.933 0.88 0.12
#> SAMPLE_2357 2 0.000 0.999 0.00 1.00
#> SAMPLE_2361 2 0.000 0.999 0.00 1.00
#> SAMPLE_2425 2 0.000 0.999 0.00 1.00
#> SAMPLE_2475 2 0.000 0.999 0.00 1.00
#> SAMPLE_2477 2 0.000 0.999 0.00 1.00
#> SAMPLE_2524 2 0.000 0.999 0.00 1.00
#> SAMPLE_2553 2 0.000 0.999 0.00 1.00
#> SAMPLE_2556 2 0.000 0.999 0.00 1.00
#> SAMPLE_2557 2 0.000 0.999 0.00 1.00
#> SAMPLE_2559 2 0.000 0.999 0.00 1.00
#> SAMPLE_2560 2 0.000 0.999 0.00 1.00
#> SAMPLE_2562 2 0.000 0.999 0.00 1.00
#> SAMPLE_2567 2 0.000 0.999 0.00 1.00
#> SAMPLE_2581 2 0.000 0.999 0.00 1.00
#> SAMPLE_2590 2 0.000 0.999 0.00 1.00
#> SAMPLE_2667 2 0.000 0.999 0.00 1.00
#> SAMPLE_2668 2 0.000 0.999 0.00 1.00
#> SAMPLE_2669 2 0.000 0.999 0.00 1.00
#> SAMPLE_2679 2 0.000 0.999 0.00 1.00
#> SAMPLE_2696 1 0.000 0.934 1.00 0.00
#> SAMPLE_2699 1 0.000 0.934 1.00 0.00
#> SAMPLE_2700 1 0.000 0.934 1.00 0.00
#> SAMPLE_2701 1 0.000 0.934 1.00 0.00
#> SAMPLE_2713 1 0.000 0.934 1.00 0.00
#> SAMPLE_2724 2 0.000 0.999 0.00 1.00
#> SAMPLE_2725 2 0.000 0.999 0.00 1.00
#> SAMPLE_2726 2 0.000 0.999 0.00 1.00
#> SAMPLE_2728 2 0.000 0.999 0.00 1.00
#> SAMPLE_2734 2 0.000 0.999 0.00 1.00
#> SAMPLE_2761 1 0.000 0.934 1.00 0.00
#> SAMPLE_2762 1 0.000 0.934 1.00 0.00
#> SAMPLE_2764 1 0.000 0.934 1.00 0.00
#> SAMPLE_2765 1 0.000 0.934 1.00 0.00
#> SAMPLE_2766 1 0.000 0.934 1.00 0.00
#> SAMPLE_2767 1 0.000 0.934 1.00 0.00
#> SAMPLE_2770 1 0.000 0.934 1.00 0.00
#> SAMPLE_2784 1 0.529 0.933 0.88 0.12
cbind(get_classes(res, k = 3), get_membership(res, k = 3))
#> class entropy silhouette p1 p2 p3
#> SAMPLE_1 2 0.665 0.917 0.34 0.64 0.02
#> SAMPLE_3 2 0.665 0.917 0.34 0.64 0.02
#> SAMPLE_5 2 0.665 0.917 0.34 0.64 0.02
#> SAMPLE_6 2 0.665 0.917 0.34 0.64 0.02
#> SAMPLE_7 2 0.665 0.917 0.34 0.64 0.02
#> SAMPLE_8 2 0.665 0.917 0.34 0.64 0.02
#> SAMPLE_9 2 0.665 0.917 0.34 0.64 0.02
#> SAMPLE_14 2 0.665 0.917 0.34 0.64 0.02
#> SAMPLE_23 2 0.665 0.917 0.34 0.64 0.02
#> SAMPLE_24 2 0.665 0.917 0.34 0.64 0.02
#> SAMPLE_25 2 0.665 0.917 0.34 0.64 0.02
#> SAMPLE_29 2 0.665 0.917 0.34 0.64 0.02
#> SAMPLE_30 2 0.665 0.917 0.34 0.64 0.02
#> SAMPLE_64 3 0.000 1.000 0.00 0.00 1.00
#> SAMPLE_146 3 0.000 1.000 0.00 0.00 1.00
#> SAMPLE_147 2 0.000 0.700 0.00 1.00 0.00
#> SAMPLE_148 3 0.000 1.000 0.00 0.00 1.00
#> SAMPLE_149 3 0.000 1.000 0.00 0.00 1.00
#> SAMPLE_175 3 0.000 1.000 0.00 0.00 1.00
#> SAMPLE_194 2 0.000 0.700 0.00 1.00 0.00
#> SAMPLE_195 3 0.000 1.000 0.00 0.00 1.00
#> SAMPLE_208 2 0.000 0.700 0.00 1.00 0.00
#> SAMPLE_209 3 0.000 1.000 0.00 0.00 1.00
#> SAMPLE_212 3 0.000 1.000 0.00 0.00 1.00
#> SAMPLE_213 3 0.000 1.000 0.00 0.00 1.00
#> SAMPLE_218 3 0.000 1.000 0.00 0.00 1.00
#> SAMPLE_221 3 0.000 1.000 0.00 0.00 1.00
#> SAMPLE_222 3 0.000 1.000 0.00 0.00 1.00
#> SAMPLE_237 2 0.665 0.917 0.34 0.64 0.02
#> SAMPLE_259 2 0.665 0.917 0.34 0.64 0.02
#> SAMPLE_260 2 0.665 0.917 0.34 0.64 0.02
#> SAMPLE_261 2 0.665 0.917 0.34 0.64 0.02
#> SAMPLE_263 2 0.665 0.917 0.34 0.64 0.02
#> SAMPLE_265 2 0.665 0.917 0.34 0.64 0.02
#> SAMPLE_471 3 0.000 1.000 0.00 0.00 1.00
#> SAMPLE_571 3 0.000 1.000 0.00 0.00 1.00
#> SAMPLE_572 2 0.665 0.917 0.34 0.64 0.02
#> SAMPLE_614 3 0.000 1.000 0.00 0.00 1.00
#> SAMPLE_620 2 0.665 0.917 0.34 0.64 0.02
#> SAMPLE_625 2 0.665 0.917 0.34 0.64 0.02
#> SAMPLE_627 2 0.665 0.917 0.34 0.64 0.02
#> SAMPLE_630 2 0.665 0.917 0.34 0.64 0.02
#> SAMPLE_634 2 0.665 0.917 0.34 0.64 0.02
#> SAMPLE_636 2 0.665 0.917 0.34 0.64 0.02
#> SAMPLE_645 3 0.000 1.000 0.00 0.00 1.00
#> SAMPLE_646 2 0.000 0.700 0.00 1.00 0.00
#> SAMPLE_648 2 0.000 0.700 0.00 1.00 0.00
#> SAMPLE_662 2 0.000 0.700 0.00 1.00 0.00
#> SAMPLE_664 3 0.000 1.000 0.00 0.00 1.00
#> SAMPLE_665 2 0.000 0.700 0.00 1.00 0.00
#> SAMPLE_667 3 0.000 1.000 0.00 0.00 1.00
#> SAMPLE_668 3 0.000 1.000 0.00 0.00 1.00
#> SAMPLE_669 3 0.000 1.000 0.00 0.00 1.00
#> SAMPLE_672 2 0.000 0.700 0.00 1.00 0.00
#> SAMPLE_673 2 0.000 0.700 0.00 1.00 0.00
#> SAMPLE_674 2 0.000 0.700 0.00 1.00 0.00
#> SAMPLE_675 3 0.000 1.000 0.00 0.00 1.00
#> SAMPLE_676 2 0.665 0.917 0.34 0.64 0.02
#> SAMPLE_744 2 0.665 0.917 0.34 0.64 0.02
#> SAMPLE_768 2 0.000 0.700 0.00 1.00 0.00
#> SAMPLE_791 2 0.665 0.917 0.34 0.64 0.02
#> SAMPLE_796 2 0.665 0.917 0.34 0.64 0.02
#> SAMPLE_807 2 0.665 0.917 0.34 0.64 0.02
#> SAMPLE_808 3 0.000 1.000 0.00 0.00 1.00
#> SAMPLE_809 3 0.000 1.000 0.00 0.00 1.00
#> SAMPLE_810 3 0.000 1.000 0.00 0.00 1.00
#> SAMPLE_811 3 0.000 1.000 0.00 0.00 1.00
#> SAMPLE_812 3 0.000 1.000 0.00 0.00 1.00
#> SAMPLE_813 3 0.000 1.000 0.00 0.00 1.00
#> SAMPLE_814 3 0.000 1.000 0.00 0.00 1.00
#> SAMPLE_838 2 0.665 0.917 0.34 0.64 0.02
#> SAMPLE_840 2 0.665 0.917 0.34 0.64 0.02
#> SAMPLE_842 3 0.000 1.000 0.00 0.00 1.00
#> SAMPLE_846 3 0.000 1.000 0.00 0.00 1.00
#> SAMPLE_865 3 0.000 1.000 0.00 0.00 1.00
#> SAMPLE_867 2 0.000 0.700 0.00 1.00 0.00
#> SAMPLE_887 2 0.665 0.917 0.34 0.64 0.02
#> SAMPLE_895 2 0.665 0.917 0.34 0.64 0.02
#> SAMPLE_909 2 0.665 0.917 0.34 0.64 0.02
#> SAMPLE_910 2 0.665 0.917 0.34 0.64 0.02
#> SAMPLE_911 2 0.000 0.700 0.00 1.00 0.00
#> SAMPLE_912 2 0.000 0.700 0.00 1.00 0.00
#> SAMPLE_973 2 0.665 0.917 0.34 0.64 0.02
#> SAMPLE_1041 2 0.000 0.700 0.00 1.00 0.00
#> SAMPLE_1042 2 0.000 0.700 0.00 1.00 0.00
#> SAMPLE_1088 3 0.000 1.000 0.00 0.00 1.00
#> SAMPLE_1089 3 0.000 1.000 0.00 0.00 1.00
#> SAMPLE_1172 2 0.665 0.917 0.34 0.64 0.02
#> SAMPLE_1203 2 0.665 0.917 0.34 0.64 0.02
#> SAMPLE_1216 3 0.000 1.000 0.00 0.00 1.00
#> SAMPLE_1217 3 0.000 1.000 0.00 0.00 1.00
#> SAMPLE_1218 3 0.000 1.000 0.00 0.00 1.00
#> SAMPLE_1226 1 0.960 -0.303 0.40 0.40 0.20
#> SAMPLE_1259 3 0.000 1.000 0.00 0.00 1.00
#> SAMPLE_1260 1 0.583 0.970 0.66 0.00 0.34
#> SAMPLE_1261 1 0.583 0.970 0.66 0.00 0.34
#> SAMPLE_1262 3 0.000 1.000 0.00 0.00 1.00
#> SAMPLE_1276 2 0.000 0.700 0.00 1.00 0.00
#> SAMPLE_1277 2 0.000 0.700 0.00 1.00 0.00
#> SAMPLE_1278 2 0.665 0.917 0.34 0.64 0.02
#> SAMPLE_1284 2 0.665 0.917 0.34 0.64 0.02
#> SAMPLE_1286 1 0.583 0.970 0.66 0.00 0.34
#> SAMPLE_1338 2 0.803 0.833 0.24 0.64 0.12
#> SAMPLE_1348 1 0.583 0.970 0.66 0.00 0.34
#> SAMPLE_1352 2 0.665 0.917 0.34 0.64 0.02
#> SAMPLE_1355 2 0.665 0.917 0.34 0.64 0.02
#> SAMPLE_1388 2 0.665 0.917 0.34 0.64 0.02
#> SAMPLE_1389 2 0.665 0.917 0.34 0.64 0.02
#> SAMPLE_1403 1 0.583 0.970 0.66 0.00 0.34
#> SAMPLE_1412 2 0.000 0.700 0.00 1.00 0.00
#> SAMPLE_1495 1 0.583 0.970 0.66 0.00 0.34
#> SAMPLE_1499 1 0.583 0.970 0.66 0.00 0.34
#> SAMPLE_1501 1 0.583 0.970 0.66 0.00 0.34
#> SAMPLE_1502 1 0.583 0.970 0.66 0.00 0.34
#> SAMPLE_1503 1 0.583 0.970 0.66 0.00 0.34
#> SAMPLE_1505 1 0.583 0.970 0.66 0.00 0.34
#> SAMPLE_1506 1 0.583 0.970 0.66 0.00 0.34
#> SAMPLE_1513 2 0.665 0.917 0.34 0.64 0.02
#> SAMPLE_1515 2 0.665 0.917 0.34 0.64 0.02
#> SAMPLE_1516 1 0.583 0.970 0.66 0.00 0.34
#> SAMPLE_1518 1 0.583 0.970 0.66 0.00 0.34
#> SAMPLE_1519 1 0.583 0.970 0.66 0.00 0.34
#> SAMPLE_1520 1 0.583 0.970 0.66 0.00 0.34
#> SAMPLE_1553 1 0.583 0.970 0.66 0.00 0.34
#> SAMPLE_1568 1 0.583 0.970 0.66 0.00 0.34
#> SAMPLE_1569 1 0.583 0.970 0.66 0.00 0.34
#> SAMPLE_1570 1 0.583 0.970 0.66 0.00 0.34
#> SAMPLE_1572 1 0.583 0.970 0.66 0.00 0.34
#> SAMPLE_1573 1 0.583 0.970 0.66 0.00 0.34
#> SAMPLE_1581 2 0.665 0.917 0.34 0.64 0.02
#> SAMPLE_1602 1 0.583 0.970 0.66 0.00 0.34
#> SAMPLE_1625 1 0.583 0.970 0.66 0.00 0.34
#> SAMPLE_1627 2 0.665 0.917 0.34 0.64 0.02
#> SAMPLE_1628 2 0.665 0.917 0.34 0.64 0.02
#> SAMPLE_1635 2 0.665 0.917 0.34 0.64 0.02
#> SAMPLE_1638 2 0.665 0.917 0.34 0.64 0.02
#> SAMPLE_1643 2 0.665 0.917 0.34 0.64 0.02
#> SAMPLE_1646 2 0.665 0.917 0.34 0.64 0.02
#> SAMPLE_1654 2 0.665 0.917 0.34 0.64 0.02
#> SAMPLE_1665 2 0.665 0.917 0.34 0.64 0.02
#> SAMPLE_1718 2 0.665 0.917 0.34 0.64 0.02
#> SAMPLE_1727 2 0.665 0.917 0.34 0.64 0.02
#> SAMPLE_1732 2 0.000 0.700 0.00 1.00 0.00
#> SAMPLE_1762 2 0.665 0.917 0.34 0.64 0.02
#> SAMPLE_1764 2 0.665 0.917 0.34 0.64 0.02
#> SAMPLE_1765 2 0.665 0.917 0.34 0.64 0.02
#> SAMPLE_1778 2 0.665 0.917 0.34 0.64 0.02
#> SAMPLE_1779 2 0.665 0.917 0.34 0.64 0.02
#> SAMPLE_1796 1 0.583 0.970 0.66 0.00 0.34
#> SAMPLE_1799 2 0.665 0.917 0.34 0.64 0.02
#> SAMPLE_1800 2 0.665 0.917 0.34 0.64 0.02
#> SAMPLE_1801 2 0.665 0.917 0.34 0.64 0.02
#> SAMPLE_1803 2 0.665 0.917 0.34 0.64 0.02
#> SAMPLE_1808 2 0.665 0.917 0.34 0.64 0.02
#> SAMPLE_1809 2 0.665 0.917 0.34 0.64 0.02
#> SAMPLE_1814 2 0.665 0.917 0.34 0.64 0.02
#> SAMPLE_1815 2 0.665 0.917 0.34 0.64 0.02
#> SAMPLE_1821 2 0.665 0.917 0.34 0.64 0.02
#> SAMPLE_1824 2 0.665 0.917 0.34 0.64 0.02
#> SAMPLE_1842 2 0.000 0.700 0.00 1.00 0.00
#> SAMPLE_1843 2 0.000 0.700 0.00 1.00 0.00
#> SAMPLE_1855 2 0.665 0.917 0.34 0.64 0.02
#> SAMPLE_1862 2 0.665 0.917 0.34 0.64 0.02
#> SAMPLE_1864 2 0.000 0.700 0.00 1.00 0.00
#> SAMPLE_1886 3 0.000 1.000 0.00 0.00 1.00
#> SAMPLE_1887 3 0.000 1.000 0.00 0.00 1.00
#> SAMPLE_1935 2 0.665 0.917 0.34 0.64 0.02
#> SAMPLE_1957 2 0.000 0.700 0.00 1.00 0.00
#> SAMPLE_1959 2 0.665 0.917 0.34 0.64 0.02
#> SAMPLE_1961 2 0.665 0.917 0.34 0.64 0.02
#> SAMPLE_1995 2 0.665 0.917 0.34 0.64 0.02
#> SAMPLE_2016 2 0.665 0.917 0.34 0.64 0.02
#> SAMPLE_2065 2 0.665 0.917 0.34 0.64 0.02
#> SAMPLE_2067 2 0.665 0.917 0.34 0.64 0.02
#> SAMPLE_2144 2 0.665 0.917 0.34 0.64 0.02
#> SAMPLE_2149 2 0.665 0.917 0.34 0.64 0.02
#> SAMPLE_2152 2 0.665 0.917 0.34 0.64 0.02
#> SAMPLE_2180 2 0.665 0.917 0.34 0.64 0.02
#> SAMPLE_2186 2 0.000 0.700 0.00 1.00 0.00
#> SAMPLE_2199 2 0.665 0.917 0.34 0.64 0.02
#> SAMPLE_2202 2 0.665 0.917 0.34 0.64 0.02
#> SAMPLE_2215 3 0.000 1.000 0.00 0.00 1.00
#> SAMPLE_2218 2 0.665 0.917 0.34 0.64 0.02
#> SAMPLE_2232 2 0.665 0.917 0.34 0.64 0.02
#> SAMPLE_2237 1 0.583 0.970 0.66 0.00 0.34
#> SAMPLE_2255 2 0.665 0.917 0.34 0.64 0.02
#> SAMPLE_2257 1 0.583 0.970 0.66 0.00 0.34
#> SAMPLE_2259 2 0.665 0.917 0.34 0.64 0.02
#> SAMPLE_2275 2 0.665 0.917 0.34 0.64 0.02
#> SAMPLE_2279 2 0.665 0.917 0.34 0.64 0.02
#> SAMPLE_2287 2 0.665 0.917 0.34 0.64 0.02
#> SAMPLE_2292 2 0.665 0.917 0.34 0.64 0.02
#> SAMPLE_2295 2 0.665 0.917 0.34 0.64 0.02
#> SAMPLE_2300 1 0.583 0.970 0.66 0.00 0.34
#> SAMPLE_2309 2 0.665 0.917 0.34 0.64 0.02
#> SAMPLE_2311 2 0.665 0.917 0.34 0.64 0.02
#> SAMPLE_2328 1 0.583 0.970 0.66 0.00 0.34
#> SAMPLE_2329 1 0.583 0.970 0.66 0.00 0.34
#> SAMPLE_2333 2 0.665 0.917 0.34 0.64 0.02
#> SAMPLE_2338 2 0.665 0.917 0.34 0.64 0.02
#> SAMPLE_2344 2 0.665 0.917 0.34 0.64 0.02
#> SAMPLE_2346 3 0.000 1.000 0.00 0.00 1.00
#> SAMPLE_2357 2 0.665 0.917 0.34 0.64 0.02
#> SAMPLE_2361 2 0.665 0.917 0.34 0.64 0.02
#> SAMPLE_2425 2 0.665 0.917 0.34 0.64 0.02
#> SAMPLE_2475 2 0.665 0.917 0.34 0.64 0.02
#> SAMPLE_2477 2 0.665 0.917 0.34 0.64 0.02
#> SAMPLE_2524 2 0.665 0.917 0.34 0.64 0.02
#> SAMPLE_2553 2 0.000 0.700 0.00 1.00 0.00
#> SAMPLE_2556 2 0.000 0.700 0.00 1.00 0.00
#> SAMPLE_2557 2 0.000 0.700 0.00 1.00 0.00
#> SAMPLE_2559 2 0.000 0.700 0.00 1.00 0.00
#> SAMPLE_2560 2 0.000 0.700 0.00 1.00 0.00
#> SAMPLE_2562 2 0.000 0.700 0.00 1.00 0.00
#> SAMPLE_2567 2 0.000 0.700 0.00 1.00 0.00
#> SAMPLE_2581 2 0.665 0.917 0.34 0.64 0.02
#> SAMPLE_2590 2 0.665 0.917 0.34 0.64 0.02
#> SAMPLE_2667 2 0.000 0.700 0.00 1.00 0.00
#> SAMPLE_2668 2 0.000 0.700 0.00 1.00 0.00
#> SAMPLE_2669 2 0.000 0.700 0.00 1.00 0.00
#> SAMPLE_2679 2 0.000 0.700 0.00 1.00 0.00
#> SAMPLE_2696 1 0.583 0.970 0.66 0.00 0.34
#> SAMPLE_2699 1 0.583 0.970 0.66 0.00 0.34
#> SAMPLE_2700 1 0.583 0.970 0.66 0.00 0.34
#> SAMPLE_2701 1 0.583 0.970 0.66 0.00 0.34
#> SAMPLE_2713 1 0.583 0.970 0.66 0.00 0.34
#> SAMPLE_2724 2 0.665 0.917 0.34 0.64 0.02
#> SAMPLE_2725 2 0.665 0.917 0.34 0.64 0.02
#> SAMPLE_2726 2 0.665 0.917 0.34 0.64 0.02
#> SAMPLE_2728 2 0.665 0.917 0.34 0.64 0.02
#> SAMPLE_2734 2 0.000 0.700 0.00 1.00 0.00
#> SAMPLE_2761 1 0.583 0.970 0.66 0.00 0.34
#> SAMPLE_2762 1 0.583 0.970 0.66 0.00 0.34
#> SAMPLE_2764 1 0.583 0.970 0.66 0.00 0.34
#> SAMPLE_2765 1 0.583 0.970 0.66 0.00 0.34
#> SAMPLE_2766 1 0.583 0.970 0.66 0.00 0.34
#> SAMPLE_2767 1 0.583 0.970 0.66 0.00 0.34
#> SAMPLE_2770 1 0.583 0.970 0.66 0.00 0.34
#> SAMPLE_2784 3 0.000 1.000 0.00 0.00 1.00
cbind(get_classes(res, k = 4), get_membership(res, k = 4))
#> class entropy silhouette p1 p2 p3 p4
#> SAMPLE_1 2 0 1 0 1 0 0
#> SAMPLE_3 2 0 1 0 1 0 0
#> SAMPLE_5 2 0 1 0 1 0 0
#> SAMPLE_6 2 0 1 0 1 0 0
#> SAMPLE_7 2 0 1 0 1 0 0
#> SAMPLE_8 2 0 1 0 1 0 0
#> SAMPLE_9 2 0 1 0 1 0 0
#> SAMPLE_14 2 0 1 0 1 0 0
#> SAMPLE_23 2 0 1 0 1 0 0
#> SAMPLE_24 2 0 1 0 1 0 0
#> SAMPLE_25 2 0 1 0 1 0 0
#> SAMPLE_29 2 0 1 0 1 0 0
#> SAMPLE_30 2 0 1 0 1 0 0
#> SAMPLE_64 3 0 1 0 0 1 0
#> SAMPLE_146 3 0 1 0 0 1 0
#> SAMPLE_147 4 0 1 0 0 0 1
#> SAMPLE_148 3 0 1 0 0 1 0
#> SAMPLE_149 3 0 1 0 0 1 0
#> SAMPLE_175 3 0 1 0 0 1 0
#> SAMPLE_194 4 0 1 0 0 0 1
#> SAMPLE_195 3 0 1 0 0 1 0
#> SAMPLE_208 4 0 1 0 0 0 1
#> SAMPLE_209 3 0 1 0 0 1 0
#> SAMPLE_212 3 0 1 0 0 1 0
#> SAMPLE_213 3 0 1 0 0 1 0
#> SAMPLE_218 3 0 1 0 0 1 0
#> SAMPLE_221 3 0 1 0 0 1 0
#> SAMPLE_222 3 0 1 0 0 1 0
#> SAMPLE_237 2 0 1 0 1 0 0
#> SAMPLE_259 2 0 1 0 1 0 0
#> SAMPLE_260 2 0 1 0 1 0 0
#> SAMPLE_261 2 0 1 0 1 0 0
#> SAMPLE_263 2 0 1 0 1 0 0
#> SAMPLE_265 2 0 1 0 1 0 0
#> SAMPLE_471 3 0 1 0 0 1 0
#> SAMPLE_571 3 0 1 0 0 1 0
#> SAMPLE_572 2 0 1 0 1 0 0
#> SAMPLE_614 3 0 1 0 0 1 0
#> SAMPLE_620 2 0 1 0 1 0 0
#> SAMPLE_625 2 0 1 0 1 0 0
#> SAMPLE_627 2 0 1 0 1 0 0
#> SAMPLE_630 2 0 1 0 1 0 0
#> SAMPLE_634 2 0 1 0 1 0 0
#> SAMPLE_636 2 0 1 0 1 0 0
#> SAMPLE_645 3 0 1 0 0 1 0
#> SAMPLE_646 4 0 1 0 0 0 1
#> SAMPLE_648 4 0 1 0 0 0 1
#> SAMPLE_662 4 0 1 0 0 0 1
#> SAMPLE_664 3 0 1 0 0 1 0
#> SAMPLE_665 4 0 1 0 0 0 1
#> SAMPLE_667 3 0 1 0 0 1 0
#> SAMPLE_668 3 0 1 0 0 1 0
#> SAMPLE_669 3 0 1 0 0 1 0
#> SAMPLE_672 4 0 1 0 0 0 1
#> SAMPLE_673 4 0 1 0 0 0 1
#> SAMPLE_674 4 0 1 0 0 0 1
#> SAMPLE_675 3 0 1 0 0 1 0
#> SAMPLE_676 2 0 1 0 1 0 0
#> SAMPLE_744 2 0 1 0 1 0 0
#> SAMPLE_768 4 0 1 0 0 0 1
#> SAMPLE_791 2 0 1 0 1 0 0
#> SAMPLE_796 2 0 1 0 1 0 0
#> SAMPLE_807 2 0 1 0 1 0 0
#> SAMPLE_808 3 0 1 0 0 1 0
#> SAMPLE_809 3 0 1 0 0 1 0
#> SAMPLE_810 3 0 1 0 0 1 0
#> SAMPLE_811 3 0 1 0 0 1 0
#> SAMPLE_812 3 0 1 0 0 1 0
#> SAMPLE_813 3 0 1 0 0 1 0
#> SAMPLE_814 3 0 1 0 0 1 0
#> SAMPLE_838 2 0 1 0 1 0 0
#> SAMPLE_840 2 0 1 0 1 0 0
#> SAMPLE_842 3 0 1 0 0 1 0
#> SAMPLE_846 3 0 1 0 0 1 0
#> SAMPLE_865 3 0 1 0 0 1 0
#> SAMPLE_867 4 0 1 0 0 0 1
#> SAMPLE_887 2 0 1 0 1 0 0
#> SAMPLE_895 2 0 1 0 1 0 0
#> SAMPLE_909 2 0 1 0 1 0 0
#> SAMPLE_910 2 0 1 0 1 0 0
#> SAMPLE_911 4 0 1 0 0 0 1
#> SAMPLE_912 4 0 1 0 0 0 1
#> SAMPLE_973 2 0 1 0 1 0 0
#> SAMPLE_1041 4 0 1 0 0 0 1
#> SAMPLE_1042 4 0 1 0 0 0 1
#> SAMPLE_1088 3 0 1 0 0 1 0
#> SAMPLE_1089 3 0 1 0 0 1 0
#> SAMPLE_1172 2 0 1 0 1 0 0
#> SAMPLE_1203 2 0 1 0 1 0 0
#> SAMPLE_1216 3 0 1 0 0 1 0
#> SAMPLE_1217 3 0 1 0 0 1 0
#> SAMPLE_1218 3 0 1 0 0 1 0
#> SAMPLE_1226 2 0 1 0 1 0 0
#> SAMPLE_1259 3 0 1 0 0 1 0
#> SAMPLE_1260 1 0 1 1 0 0 0
#> SAMPLE_1261 1 0 1 1 0 0 0
#> SAMPLE_1262 3 0 1 0 0 1 0
#> SAMPLE_1276 4 0 1 0 0 0 1
#> SAMPLE_1277 4 0 1 0 0 0 1
#> SAMPLE_1278 2 0 1 0 1 0 0
#> SAMPLE_1284 2 0 1 0 1 0 0
#> SAMPLE_1286 1 0 1 1 0 0 0
#> SAMPLE_1338 2 0 1 0 1 0 0
#> SAMPLE_1348 1 0 1 1 0 0 0
#> SAMPLE_1352 2 0 1 0 1 0 0
#> SAMPLE_1355 2 0 1 0 1 0 0
#> SAMPLE_1388 2 0 1 0 1 0 0
#> SAMPLE_1389 2 0 1 0 1 0 0
#> SAMPLE_1403 1 0 1 1 0 0 0
#> SAMPLE_1412 4 0 1 0 0 0 1
#> SAMPLE_1495 1 0 1 1 0 0 0
#> SAMPLE_1499 1 0 1 1 0 0 0
#> SAMPLE_1501 1 0 1 1 0 0 0
#> SAMPLE_1502 1 0 1 1 0 0 0
#> SAMPLE_1503 1 0 1 1 0 0 0
#> SAMPLE_1505 1 0 1 1 0 0 0
#> SAMPLE_1506 1 0 1 1 0 0 0
#> SAMPLE_1513 2 0 1 0 1 0 0
#> SAMPLE_1515 2 0 1 0 1 0 0
#> SAMPLE_1516 1 0 1 1 0 0 0
#> SAMPLE_1518 1 0 1 1 0 0 0
#> SAMPLE_1519 1 0 1 1 0 0 0
#> SAMPLE_1520 1 0 1 1 0 0 0
#> SAMPLE_1553 1 0 1 1 0 0 0
#> SAMPLE_1568 1 0 1 1 0 0 0
#> SAMPLE_1569 1 0 1 1 0 0 0
#> SAMPLE_1570 1 0 1 1 0 0 0
#> SAMPLE_1572 1 0 1 1 0 0 0
#> SAMPLE_1573 1 0 1 1 0 0 0
#> SAMPLE_1581 2 0 1 0 1 0 0
#> SAMPLE_1602 1 0 1 1 0 0 0
#> SAMPLE_1625 1 0 1 1 0 0 0
#> SAMPLE_1627 2 0 1 0 1 0 0
#> SAMPLE_1628 2 0 1 0 1 0 0
#> SAMPLE_1635 2 0 1 0 1 0 0
#> SAMPLE_1638 2 0 1 0 1 0 0
#> SAMPLE_1643 2 0 1 0 1 0 0
#> SAMPLE_1646 2 0 1 0 1 0 0
#> SAMPLE_1654 2 0 1 0 1 0 0
#> SAMPLE_1665 2 0 1 0 1 0 0
#> SAMPLE_1718 2 0 1 0 1 0 0
#> SAMPLE_1727 2 0 1 0 1 0 0
#> SAMPLE_1732 4 0 1 0 0 0 1
#> SAMPLE_1762 2 0 1 0 1 0 0
#> SAMPLE_1764 2 0 1 0 1 0 0
#> SAMPLE_1765 2 0 1 0 1 0 0
#> SAMPLE_1778 2 0 1 0 1 0 0
#> SAMPLE_1779 2 0 1 0 1 0 0
#> SAMPLE_1796 1 0 1 1 0 0 0
#> SAMPLE_1799 2 0 1 0 1 0 0
#> SAMPLE_1800 2 0 1 0 1 0 0
#> SAMPLE_1801 2 0 1 0 1 0 0
#> SAMPLE_1803 2 0 1 0 1 0 0
#> SAMPLE_1808 2 0 1 0 1 0 0
#> SAMPLE_1809 2 0 1 0 1 0 0
#> SAMPLE_1814 2 0 1 0 1 0 0
#> SAMPLE_1815 2 0 1 0 1 0 0
#> SAMPLE_1821 2 0 1 0 1 0 0
#> SAMPLE_1824 2 0 1 0 1 0 0
#> SAMPLE_1842 4 0 1 0 0 0 1
#> SAMPLE_1843 4 0 1 0 0 0 1
#> SAMPLE_1855 2 0 1 0 1 0 0
#> SAMPLE_1862 2 0 1 0 1 0 0
#> SAMPLE_1864 4 0 1 0 0 0 1
#> SAMPLE_1886 3 0 1 0 0 1 0
#> SAMPLE_1887 3 0 1 0 0 1 0
#> SAMPLE_1935 2 0 1 0 1 0 0
#> SAMPLE_1957 4 0 1 0 0 0 1
#> SAMPLE_1959 2 0 1 0 1 0 0
#> SAMPLE_1961 2 0 1 0 1 0 0
#> SAMPLE_1995 2 0 1 0 1 0 0
#> SAMPLE_2016 2 0 1 0 1 0 0
#> SAMPLE_2065 2 0 1 0 1 0 0
#> SAMPLE_2067 2 0 1 0 1 0 0
#> SAMPLE_2144 2 0 1 0 1 0 0
#> SAMPLE_2149 2 0 1 0 1 0 0
#> SAMPLE_2152 2 0 1 0 1 0 0
#> SAMPLE_2180 2 0 1 0 1 0 0
#> SAMPLE_2186 4 0 1 0 0 0 1
#> SAMPLE_2199 2 0 1 0 1 0 0
#> SAMPLE_2202 2 0 1 0 1 0 0
#> SAMPLE_2215 3 0 1 0 0 1 0
#> SAMPLE_2218 2 0 1 0 1 0 0
#> SAMPLE_2232 2 0 1 0 1 0 0
#> SAMPLE_2237 1 0 1 1 0 0 0
#> SAMPLE_2255 2 0 1 0 1 0 0
#> SAMPLE_2257 1 0 1 1 0 0 0
#> SAMPLE_2259 2 0 1 0 1 0 0
#> SAMPLE_2275 2 0 1 0 1 0 0
#> SAMPLE_2279 2 0 1 0 1 0 0
#> SAMPLE_2287 2 0 1 0 1 0 0
#> SAMPLE_2292 2 0 1 0 1 0 0
#> SAMPLE_2295 2 0 1 0 1 0 0
#> SAMPLE_2300 1 0 1 1 0 0 0
#> SAMPLE_2309 2 0 1 0 1 0 0
#> SAMPLE_2311 2 0 1 0 1 0 0
#> SAMPLE_2328 1 0 1 1 0 0 0
#> SAMPLE_2329 1 0 1 1 0 0 0
#> SAMPLE_2333 2 0 1 0 1 0 0
#> SAMPLE_2338 2 0 1 0 1 0 0
#> SAMPLE_2344 2 0 1 0 1 0 0
#> SAMPLE_2346 3 0 1 0 0 1 0
#> SAMPLE_2357 2 0 1 0 1 0 0
#> SAMPLE_2361 2 0 1 0 1 0 0
#> SAMPLE_2425 2 0 1 0 1 0 0
#> SAMPLE_2475 2 0 1 0 1 0 0
#> SAMPLE_2477 2 0 1 0 1 0 0
#> SAMPLE_2524 2 0 1 0 1 0 0
#> SAMPLE_2553 4 0 1 0 0 0 1
#> SAMPLE_2556 4 0 1 0 0 0 1
#> SAMPLE_2557 4 0 1 0 0 0 1
#> SAMPLE_2559 4 0 1 0 0 0 1
#> SAMPLE_2560 4 0 1 0 0 0 1
#> SAMPLE_2562 4 0 1 0 0 0 1
#> SAMPLE_2567 4 0 1 0 0 0 1
#> SAMPLE_2581 2 0 1 0 1 0 0
#> SAMPLE_2590 2 0 1 0 1 0 0
#> SAMPLE_2667 4 0 1 0 0 0 1
#> SAMPLE_2668 4 0 1 0 0 0 1
#> SAMPLE_2669 4 0 1 0 0 0 1
#> SAMPLE_2679 4 0 1 0 0 0 1
#> SAMPLE_2696 1 0 1 1 0 0 0
#> SAMPLE_2699 1 0 1 1 0 0 0
#> SAMPLE_2700 1 0 1 1 0 0 0
#> SAMPLE_2701 1 0 1 1 0 0 0
#> SAMPLE_2713 1 0 1 1 0 0 0
#> SAMPLE_2724 2 0 1 0 1 0 0
#> SAMPLE_2725 2 0 1 0 1 0 0
#> SAMPLE_2726 2 0 1 0 1 0 0
#> SAMPLE_2728 2 0 1 0 1 0 0
#> SAMPLE_2734 4 0 1 0 0 0 1
#> SAMPLE_2761 1 0 1 1 0 0 0
#> SAMPLE_2762 1 0 1 1 0 0 0
#> SAMPLE_2764 1 0 1 1 0 0 0
#> SAMPLE_2765 1 0 1 1 0 0 0
#> SAMPLE_2766 1 0 1 1 0 0 0
#> SAMPLE_2767 1 0 1 1 0 0 0
#> SAMPLE_2770 1 0 1 1 0 0 0
#> SAMPLE_2784 3 0 1 0 0 1 0
cbind(get_classes(res, k = 5), get_membership(res, k = 5))
#> class entropy silhouette p1 p2 p3 p4 p5
#> SAMPLE_1 2 0.1732 0.818 0.00 0.92 0 0 0.08
#> SAMPLE_3 5 0.0000 0.975 0.00 0.00 0 0 1.00
#> SAMPLE_5 5 0.0000 0.975 0.00 0.00 0 0 1.00
#> SAMPLE_6 2 0.1732 0.818 0.00 0.92 0 0 0.08
#> SAMPLE_7 2 0.1732 0.818 0.00 0.92 0 0 0.08
#> SAMPLE_8 5 0.0000 0.975 0.00 0.00 0 0 1.00
#> SAMPLE_9 2 0.1732 0.818 0.00 0.92 0 0 0.08
#> SAMPLE_14 2 0.1732 0.818 0.00 0.92 0 0 0.08
#> SAMPLE_23 2 0.1732 0.818 0.00 0.92 0 0 0.08
#> SAMPLE_24 2 0.1732 0.818 0.00 0.92 0 0 0.08
#> SAMPLE_25 2 0.1732 0.818 0.00 0.92 0 0 0.08
#> SAMPLE_29 2 0.1732 0.818 0.00 0.92 0 0 0.08
#> SAMPLE_30 2 0.1732 0.818 0.00 0.92 0 0 0.08
#> SAMPLE_64 3 0.0000 1.000 0.00 0.00 1 0 0.00
#> SAMPLE_146 3 0.0000 1.000 0.00 0.00 1 0 0.00
#> SAMPLE_147 4 0.0000 1.000 0.00 0.00 0 1 0.00
#> SAMPLE_148 3 0.0000 1.000 0.00 0.00 1 0 0.00
#> SAMPLE_149 3 0.0000 1.000 0.00 0.00 1 0 0.00
#> SAMPLE_175 3 0.0000 1.000 0.00 0.00 1 0 0.00
#> SAMPLE_194 4 0.0000 1.000 0.00 0.00 0 1 0.00
#> SAMPLE_195 3 0.0000 1.000 0.00 0.00 1 0 0.00
#> SAMPLE_208 4 0.0000 1.000 0.00 0.00 0 1 0.00
#> SAMPLE_209 3 0.0000 1.000 0.00 0.00 1 0 0.00
#> SAMPLE_212 3 0.0000 1.000 0.00 0.00 1 0 0.00
#> SAMPLE_213 3 0.0000 1.000 0.00 0.00 1 0 0.00
#> SAMPLE_218 3 0.0000 1.000 0.00 0.00 1 0 0.00
#> SAMPLE_221 3 0.0000 1.000 0.00 0.00 1 0 0.00
#> SAMPLE_222 3 0.0000 1.000 0.00 0.00 1 0 0.00
#> SAMPLE_237 2 0.2929 0.878 0.00 0.82 0 0 0.18
#> SAMPLE_259 5 0.0000 0.975 0.00 0.00 0 0 1.00
#> SAMPLE_260 2 0.1732 0.818 0.00 0.92 0 0 0.08
#> SAMPLE_261 2 0.1732 0.818 0.00 0.92 0 0 0.08
#> SAMPLE_263 2 0.1732 0.818 0.00 0.92 0 0 0.08
#> SAMPLE_265 2 0.1732 0.818 0.00 0.92 0 0 0.08
#> SAMPLE_471 3 0.0000 1.000 0.00 0.00 1 0 0.00
#> SAMPLE_571 3 0.0000 1.000 0.00 0.00 1 0 0.00
#> SAMPLE_572 2 0.1732 0.818 0.00 0.92 0 0 0.08
#> SAMPLE_614 3 0.0000 1.000 0.00 0.00 1 0 0.00
#> SAMPLE_620 2 0.2929 0.878 0.00 0.82 0 0 0.18
#> SAMPLE_625 2 0.2929 0.878 0.00 0.82 0 0 0.18
#> SAMPLE_627 2 0.2929 0.878 0.00 0.82 0 0 0.18
#> SAMPLE_630 2 0.2929 0.878 0.00 0.82 0 0 0.18
#> SAMPLE_634 2 0.2929 0.878 0.00 0.82 0 0 0.18
#> SAMPLE_636 5 0.4287 -0.315 0.00 0.46 0 0 0.54
#> SAMPLE_645 3 0.0000 1.000 0.00 0.00 1 0 0.00
#> SAMPLE_646 4 0.0000 1.000 0.00 0.00 0 1 0.00
#> SAMPLE_648 4 0.0000 1.000 0.00 0.00 0 1 0.00
#> SAMPLE_662 4 0.0000 1.000 0.00 0.00 0 1 0.00
#> SAMPLE_664 3 0.0000 1.000 0.00 0.00 1 0 0.00
#> SAMPLE_665 4 0.0000 1.000 0.00 0.00 0 1 0.00
#> SAMPLE_667 3 0.0000 1.000 0.00 0.00 1 0 0.00
#> SAMPLE_668 3 0.0000 1.000 0.00 0.00 1 0 0.00
#> SAMPLE_669 3 0.0000 1.000 0.00 0.00 1 0 0.00
#> SAMPLE_672 4 0.0000 1.000 0.00 0.00 0 1 0.00
#> SAMPLE_673 4 0.0000 1.000 0.00 0.00 0 1 0.00
#> SAMPLE_674 4 0.0000 1.000 0.00 0.00 0 1 0.00
#> SAMPLE_675 3 0.0000 1.000 0.00 0.00 1 0 0.00
#> SAMPLE_676 5 0.0000 0.975 0.00 0.00 0 0 1.00
#> SAMPLE_744 2 0.2929 0.878 0.00 0.82 0 0 0.18
#> SAMPLE_768 4 0.0000 1.000 0.00 0.00 0 1 0.00
#> SAMPLE_791 2 0.2929 0.878 0.00 0.82 0 0 0.18
#> SAMPLE_796 2 0.2929 0.878 0.00 0.82 0 0 0.18
#> SAMPLE_807 2 0.2929 0.878 0.00 0.82 0 0 0.18
#> SAMPLE_808 3 0.0000 1.000 0.00 0.00 1 0 0.00
#> SAMPLE_809 3 0.0000 1.000 0.00 0.00 1 0 0.00
#> SAMPLE_810 3 0.0000 1.000 0.00 0.00 1 0 0.00
#> SAMPLE_811 3 0.0000 1.000 0.00 0.00 1 0 0.00
#> SAMPLE_812 3 0.0000 1.000 0.00 0.00 1 0 0.00
#> SAMPLE_813 3 0.0000 1.000 0.00 0.00 1 0 0.00
#> SAMPLE_814 3 0.0000 1.000 0.00 0.00 1 0 0.00
#> SAMPLE_838 2 0.2929 0.878 0.00 0.82 0 0 0.18
#> SAMPLE_840 2 0.2929 0.878 0.00 0.82 0 0 0.18
#> SAMPLE_842 3 0.0000 1.000 0.00 0.00 1 0 0.00
#> SAMPLE_846 3 0.0000 1.000 0.00 0.00 1 0 0.00
#> SAMPLE_865 3 0.0000 1.000 0.00 0.00 1 0 0.00
#> SAMPLE_867 4 0.0000 1.000 0.00 0.00 0 1 0.00
#> SAMPLE_887 2 0.1732 0.818 0.00 0.92 0 0 0.08
#> SAMPLE_895 2 0.1732 0.818 0.00 0.92 0 0 0.08
#> SAMPLE_909 5 0.0000 0.975 0.00 0.00 0 0 1.00
#> SAMPLE_910 5 0.0000 0.975 0.00 0.00 0 0 1.00
#> SAMPLE_911 4 0.0000 1.000 0.00 0.00 0 1 0.00
#> SAMPLE_912 4 0.0000 1.000 0.00 0.00 0 1 0.00
#> SAMPLE_973 5 0.0000 0.975 0.00 0.00 0 0 1.00
#> SAMPLE_1041 4 0.0000 1.000 0.00 0.00 0 1 0.00
#> SAMPLE_1042 4 0.0000 1.000 0.00 0.00 0 1 0.00
#> SAMPLE_1088 3 0.0000 1.000 0.00 0.00 1 0 0.00
#> SAMPLE_1089 3 0.0000 1.000 0.00 0.00 1 0 0.00
#> SAMPLE_1172 2 0.3561 0.851 0.00 0.74 0 0 0.26
#> SAMPLE_1203 2 0.2929 0.878 0.00 0.82 0 0 0.18
#> SAMPLE_1216 3 0.0000 1.000 0.00 0.00 1 0 0.00
#> SAMPLE_1217 3 0.0000 1.000 0.00 0.00 1 0 0.00
#> SAMPLE_1218 3 0.0000 1.000 0.00 0.00 1 0 0.00
#> SAMPLE_1226 2 0.2929 0.878 0.00 0.82 0 0 0.18
#> SAMPLE_1259 3 0.0000 1.000 0.00 0.00 1 0 0.00
#> SAMPLE_1260 1 0.0000 0.996 1.00 0.00 0 0 0.00
#> SAMPLE_1261 1 0.0000 0.996 1.00 0.00 0 0 0.00
#> SAMPLE_1262 3 0.0000 1.000 0.00 0.00 1 0 0.00
#> SAMPLE_1276 4 0.0000 1.000 0.00 0.00 0 1 0.00
#> SAMPLE_1277 4 0.0000 1.000 0.00 0.00 0 1 0.00
#> SAMPLE_1278 2 0.1732 0.818 0.00 0.92 0 0 0.08
#> SAMPLE_1284 2 0.1732 0.818 0.00 0.92 0 0 0.08
#> SAMPLE_1286 1 0.0000 0.996 1.00 0.00 0 0 0.00
#> SAMPLE_1338 2 0.3424 0.860 0.00 0.76 0 0 0.24
#> SAMPLE_1348 1 0.0000 0.996 1.00 0.00 0 0 0.00
#> SAMPLE_1352 5 0.0000 0.975 0.00 0.00 0 0 1.00
#> SAMPLE_1355 2 0.2929 0.878 0.00 0.82 0 0 0.18
#> SAMPLE_1388 2 0.3274 0.868 0.00 0.78 0 0 0.22
#> SAMPLE_1389 2 0.3274 0.868 0.00 0.78 0 0 0.22
#> SAMPLE_1403 1 0.0000 0.996 1.00 0.00 0 0 0.00
#> SAMPLE_1412 4 0.0000 1.000 0.00 0.00 0 1 0.00
#> SAMPLE_1495 1 0.0000 0.996 1.00 0.00 0 0 0.00
#> SAMPLE_1499 1 0.0000 0.996 1.00 0.00 0 0 0.00
#> SAMPLE_1501 1 0.0000 0.996 1.00 0.00 0 0 0.00
#> SAMPLE_1502 1 0.0000 0.996 1.00 0.00 0 0 0.00
#> SAMPLE_1503 1 0.0000 0.996 1.00 0.00 0 0 0.00
#> SAMPLE_1505 1 0.0000 0.996 1.00 0.00 0 0 0.00
#> SAMPLE_1506 1 0.0000 0.996 1.00 0.00 0 0 0.00
#> SAMPLE_1513 2 0.1732 0.818 0.00 0.92 0 0 0.08
#> SAMPLE_1515 2 0.2929 0.878 0.00 0.82 0 0 0.18
#> SAMPLE_1516 1 0.0000 0.996 1.00 0.00 0 0 0.00
#> SAMPLE_1518 1 0.0000 0.996 1.00 0.00 0 0 0.00
#> SAMPLE_1519 1 0.0000 0.996 1.00 0.00 0 0 0.00
#> SAMPLE_1520 1 0.0000 0.996 1.00 0.00 0 0 0.00
#> SAMPLE_1553 1 0.0000 0.996 1.00 0.00 0 0 0.00
#> SAMPLE_1568 1 0.0000 0.996 1.00 0.00 0 0 0.00
#> SAMPLE_1569 1 0.0000 0.996 1.00 0.00 0 0 0.00
#> SAMPLE_1570 1 0.0000 0.996 1.00 0.00 0 0 0.00
#> SAMPLE_1572 1 0.0000 0.996 1.00 0.00 0 0 0.00
#> SAMPLE_1573 1 0.0000 0.996 1.00 0.00 0 0 0.00
#> SAMPLE_1581 2 0.3274 0.868 0.00 0.78 0 0 0.22
#> SAMPLE_1602 1 0.0609 0.980 0.98 0.02 0 0 0.00
#> SAMPLE_1625 1 0.0000 0.996 1.00 0.00 0 0 0.00
#> SAMPLE_1627 2 0.1732 0.818 0.00 0.92 0 0 0.08
#> SAMPLE_1628 5 0.0000 0.975 0.00 0.00 0 0 1.00
#> SAMPLE_1635 2 0.1732 0.818 0.00 0.92 0 0 0.08
#> SAMPLE_1638 2 0.1732 0.818 0.00 0.92 0 0 0.08
#> SAMPLE_1643 5 0.0000 0.975 0.00 0.00 0 0 1.00
#> SAMPLE_1646 2 0.2732 0.841 0.00 0.84 0 0 0.16
#> SAMPLE_1654 5 0.0000 0.975 0.00 0.00 0 0 1.00
#> SAMPLE_1665 2 0.1732 0.818 0.00 0.92 0 0 0.08
#> SAMPLE_1718 2 0.2929 0.878 0.00 0.82 0 0 0.18
#> SAMPLE_1727 2 0.2929 0.878 0.00 0.82 0 0 0.18
#> SAMPLE_1732 4 0.0000 1.000 0.00 0.00 0 1 0.00
#> SAMPLE_1762 5 0.0000 0.975 0.00 0.00 0 0 1.00
#> SAMPLE_1764 2 0.2929 0.858 0.00 0.82 0 0 0.18
#> SAMPLE_1765 5 0.0000 0.975 0.00 0.00 0 0 1.00
#> SAMPLE_1778 2 0.2929 0.878 0.00 0.82 0 0 0.18
#> SAMPLE_1779 2 0.2929 0.878 0.00 0.82 0 0 0.18
#> SAMPLE_1796 1 0.0609 0.980 0.98 0.02 0 0 0.00
#> SAMPLE_1799 2 0.1732 0.818 0.00 0.92 0 0 0.08
#> SAMPLE_1800 5 0.0000 0.975 0.00 0.00 0 0 1.00
#> SAMPLE_1801 2 0.3561 0.851 0.00 0.74 0 0 0.26
#> SAMPLE_1803 5 0.0000 0.975 0.00 0.00 0 0 1.00
#> SAMPLE_1808 2 0.3109 0.849 0.00 0.80 0 0 0.20
#> SAMPLE_1809 2 0.1732 0.818 0.00 0.92 0 0 0.08
#> SAMPLE_1814 2 0.3424 0.853 0.00 0.76 0 0 0.24
#> SAMPLE_1815 5 0.0000 0.975 0.00 0.00 0 0 1.00
#> SAMPLE_1821 2 0.2929 0.878 0.00 0.82 0 0 0.18
#> SAMPLE_1824 5 0.0000 0.975 0.00 0.00 0 0 1.00
#> SAMPLE_1842 4 0.0000 1.000 0.00 0.00 0 1 0.00
#> SAMPLE_1843 4 0.0000 1.000 0.00 0.00 0 1 0.00
#> SAMPLE_1855 5 0.0000 0.975 0.00 0.00 0 0 1.00
#> SAMPLE_1862 2 0.2929 0.878 0.00 0.82 0 0 0.18
#> SAMPLE_1864 4 0.0000 1.000 0.00 0.00 0 1 0.00
#> SAMPLE_1886 3 0.0000 1.000 0.00 0.00 1 0 0.00
#> SAMPLE_1887 3 0.0000 1.000 0.00 0.00 1 0 0.00
#> SAMPLE_1935 5 0.0000 0.975 0.00 0.00 0 0 1.00
#> SAMPLE_1957 4 0.0000 1.000 0.00 0.00 0 1 0.00
#> SAMPLE_1959 5 0.0000 0.975 0.00 0.00 0 0 1.00
#> SAMPLE_1961 5 0.0000 0.975 0.00 0.00 0 0 1.00
#> SAMPLE_1995 2 0.3561 0.851 0.00 0.74 0 0 0.26
#> SAMPLE_2016 2 0.2929 0.878 0.00 0.82 0 0 0.18
#> SAMPLE_2065 5 0.0000 0.975 0.00 0.00 0 0 1.00
#> SAMPLE_2067 2 0.2929 0.878 0.00 0.82 0 0 0.18
#> SAMPLE_2144 2 0.2929 0.878 0.00 0.82 0 0 0.18
#> SAMPLE_2149 2 0.1732 0.818 0.00 0.92 0 0 0.08
#> SAMPLE_2152 5 0.0000 0.975 0.00 0.00 0 0 1.00
#> SAMPLE_2180 2 0.2929 0.878 0.00 0.82 0 0 0.18
#> SAMPLE_2186 4 0.0000 1.000 0.00 0.00 0 1 0.00
#> SAMPLE_2199 2 0.3109 0.874 0.00 0.80 0 0 0.20
#> SAMPLE_2202 2 0.2929 0.878 0.00 0.82 0 0 0.18
#> SAMPLE_2215 3 0.0000 1.000 0.00 0.00 1 0 0.00
#> SAMPLE_2218 2 0.2929 0.878 0.00 0.82 0 0 0.18
#> SAMPLE_2232 2 0.2929 0.878 0.00 0.82 0 0 0.18
#> SAMPLE_2237 1 0.0609 0.980 0.98 0.02 0 0 0.00
#> SAMPLE_2255 2 0.2929 0.878 0.00 0.82 0 0 0.18
#> SAMPLE_2257 1 0.0609 0.980 0.98 0.02 0 0 0.00
#> SAMPLE_2259 2 0.2929 0.878 0.00 0.82 0 0 0.18
#> SAMPLE_2275 2 0.2929 0.878 0.00 0.82 0 0 0.18
#> SAMPLE_2279 2 0.2929 0.878 0.00 0.82 0 0 0.18
#> SAMPLE_2287 2 0.2929 0.878 0.00 0.82 0 0 0.18
#> SAMPLE_2292 2 0.3109 0.874 0.00 0.80 0 0 0.20
#> SAMPLE_2295 2 0.2929 0.878 0.00 0.82 0 0 0.18
#> SAMPLE_2300 1 0.0609 0.980 0.98 0.02 0 0 0.00
#> SAMPLE_2309 2 0.2929 0.878 0.00 0.82 0 0 0.18
#> SAMPLE_2311 2 0.2929 0.878 0.00 0.82 0 0 0.18
#> SAMPLE_2328 1 0.0609 0.980 0.98 0.02 0 0 0.00
#> SAMPLE_2329 1 0.0609 0.980 0.98 0.02 0 0 0.00
#> SAMPLE_2333 2 0.2929 0.878 0.00 0.82 0 0 0.18
#> SAMPLE_2338 2 0.1732 0.818 0.00 0.92 0 0 0.08
#> SAMPLE_2344 2 0.2929 0.878 0.00 0.82 0 0 0.18
#> SAMPLE_2346 3 0.0000 1.000 0.00 0.00 1 0 0.00
#> SAMPLE_2357 2 0.3109 0.849 0.00 0.80 0 0 0.20
#> SAMPLE_2361 2 0.2929 0.878 0.00 0.82 0 0 0.18
#> SAMPLE_2425 2 0.2929 0.878 0.00 0.82 0 0 0.18
#> SAMPLE_2475 2 0.2929 0.878 0.00 0.82 0 0 0.18
#> SAMPLE_2477 5 0.0000 0.975 0.00 0.00 0 0 1.00
#> SAMPLE_2524 2 0.3561 0.851 0.00 0.74 0 0 0.26
#> SAMPLE_2553 4 0.0000 1.000 0.00 0.00 0 1 0.00
#> SAMPLE_2556 4 0.0000 1.000 0.00 0.00 0 1 0.00
#> SAMPLE_2557 4 0.0000 1.000 0.00 0.00 0 1 0.00
#> SAMPLE_2559 4 0.0000 1.000 0.00 0.00 0 1 0.00
#> SAMPLE_2560 4 0.0000 1.000 0.00 0.00 0 1 0.00
#> SAMPLE_2562 4 0.0000 1.000 0.00 0.00 0 1 0.00
#> SAMPLE_2567 4 0.0000 1.000 0.00 0.00 0 1 0.00
#> SAMPLE_2581 2 0.2929 0.878 0.00 0.82 0 0 0.18
#> SAMPLE_2590 2 0.2929 0.878 0.00 0.82 0 0 0.18
#> SAMPLE_2667 4 0.0000 1.000 0.00 0.00 0 1 0.00
#> SAMPLE_2668 4 0.0000 1.000 0.00 0.00 0 1 0.00
#> SAMPLE_2669 4 0.0000 1.000 0.00 0.00 0 1 0.00
#> SAMPLE_2679 4 0.0000 1.000 0.00 0.00 0 1 0.00
#> SAMPLE_2696 1 0.0000 0.996 1.00 0.00 0 0 0.00
#> SAMPLE_2699 1 0.0000 0.996 1.00 0.00 0 0 0.00
#> SAMPLE_2700 1 0.0000 0.996 1.00 0.00 0 0 0.00
#> SAMPLE_2701 1 0.0000 0.996 1.00 0.00 0 0 0.00
#> SAMPLE_2713 1 0.0000 0.996 1.00 0.00 0 0 0.00
#> SAMPLE_2724 2 0.1732 0.818 0.00 0.92 0 0 0.08
#> SAMPLE_2725 2 0.1732 0.818 0.00 0.92 0 0 0.08
#> SAMPLE_2726 2 0.1732 0.818 0.00 0.92 0 0 0.08
#> SAMPLE_2728 2 0.1732 0.818 0.00 0.92 0 0 0.08
#> SAMPLE_2734 4 0.0000 1.000 0.00 0.00 0 1 0.00
#> SAMPLE_2761 1 0.0000 0.996 1.00 0.00 0 0 0.00
#> SAMPLE_2762 1 0.0000 0.996 1.00 0.00 0 0 0.00
#> SAMPLE_2764 1 0.0000 0.996 1.00 0.00 0 0 0.00
#> SAMPLE_2765 1 0.0000 0.996 1.00 0.00 0 0 0.00
#> SAMPLE_2766 1 0.0000 0.996 1.00 0.00 0 0 0.00
#> SAMPLE_2767 1 0.0000 0.996 1.00 0.00 0 0 0.00
#> SAMPLE_2770 1 0.0000 0.996 1.00 0.00 0 0 0.00
#> SAMPLE_2784 3 0.0000 1.000 0.00 0.00 1 0 0.00
cbind(get_classes(res, k = 6), get_membership(res, k = 6))
#> class entropy silhouette p1 p2 p3 p4 p5 p6
#> SAMPLE_1 6 0.0000 0.860 0.00 0.00 0 0 0.00 1.00
#> SAMPLE_3 5 0.0000 0.979 0.00 0.00 0 0 1.00 0.00
#> SAMPLE_5 5 0.0000 0.979 0.00 0.00 0 0 1.00 0.00
#> SAMPLE_6 6 0.0000 0.860 0.00 0.00 0 0 0.00 1.00
#> SAMPLE_7 6 0.0000 0.860 0.00 0.00 0 0 0.00 1.00
#> SAMPLE_8 5 0.0000 0.979 0.00 0.00 0 0 1.00 0.00
#> SAMPLE_9 6 0.0000 0.860 0.00 0.00 0 0 0.00 1.00
#> SAMPLE_14 6 0.0000 0.860 0.00 0.00 0 0 0.00 1.00
#> SAMPLE_23 6 0.0000 0.860 0.00 0.00 0 0 0.00 1.00
#> SAMPLE_24 6 0.0000 0.860 0.00 0.00 0 0 0.00 1.00
#> SAMPLE_25 6 0.0000 0.860 0.00 0.00 0 0 0.00 1.00
#> SAMPLE_29 6 0.0000 0.860 0.00 0.00 0 0 0.00 1.00
#> SAMPLE_30 6 0.0000 0.860 0.00 0.00 0 0 0.00 1.00
#> SAMPLE_64 3 0.0000 1.000 0.00 0.00 1 0 0.00 0.00
#> SAMPLE_146 3 0.0000 1.000 0.00 0.00 1 0 0.00 0.00
#> SAMPLE_147 4 0.0000 1.000 0.00 0.00 0 1 0.00 0.00
#> SAMPLE_148 3 0.0000 1.000 0.00 0.00 1 0 0.00 0.00
#> SAMPLE_149 3 0.0000 1.000 0.00 0.00 1 0 0.00 0.00
#> SAMPLE_175 3 0.0000 1.000 0.00 0.00 1 0 0.00 0.00
#> SAMPLE_194 4 0.0000 1.000 0.00 0.00 0 1 0.00 0.00
#> SAMPLE_195 3 0.0000 1.000 0.00 0.00 1 0 0.00 0.00
#> SAMPLE_208 4 0.0000 1.000 0.00 0.00 0 1 0.00 0.00
#> SAMPLE_209 3 0.0000 1.000 0.00 0.00 1 0 0.00 0.00
#> SAMPLE_212 3 0.0000 1.000 0.00 0.00 1 0 0.00 0.00
#> SAMPLE_213 3 0.0000 1.000 0.00 0.00 1 0 0.00 0.00
#> SAMPLE_218 3 0.0000 1.000 0.00 0.00 1 0 0.00 0.00
#> SAMPLE_221 3 0.0000 1.000 0.00 0.00 1 0 0.00 0.00
#> SAMPLE_222 3 0.0000 1.000 0.00 0.00 1 0 0.00 0.00
#> SAMPLE_237 2 0.4282 0.885 0.00 0.56 0 0 0.02 0.42
#> SAMPLE_259 5 0.0000 0.979 0.00 0.00 0 0 1.00 0.00
#> SAMPLE_260 6 0.0000 0.860 0.00 0.00 0 0 0.00 1.00
#> SAMPLE_261 6 0.0000 0.860 0.00 0.00 0 0 0.00 1.00
#> SAMPLE_263 6 0.0000 0.860 0.00 0.00 0 0 0.00 1.00
#> SAMPLE_265 6 0.0000 0.860 0.00 0.00 0 0 0.00 1.00
#> SAMPLE_471 3 0.0000 1.000 0.00 0.00 1 0 0.00 0.00
#> SAMPLE_571 3 0.0000 1.000 0.00 0.00 1 0 0.00 0.00
#> SAMPLE_572 6 0.0000 0.860 0.00 0.00 0 0 0.00 1.00
#> SAMPLE_614 3 0.0000 1.000 0.00 0.00 1 0 0.00 0.00
#> SAMPLE_620 2 0.4282 0.885 0.00 0.56 0 0 0.02 0.42
#> SAMPLE_625 2 0.4282 0.885 0.00 0.56 0 0 0.02 0.42
#> SAMPLE_627 2 0.4282 0.885 0.00 0.56 0 0 0.02 0.42
#> SAMPLE_630 2 0.4282 0.885 0.00 0.56 0 0 0.02 0.42
#> SAMPLE_634 2 0.4282 0.885 0.00 0.56 0 0 0.02 0.42
#> SAMPLE_636 5 0.5292 0.285 0.00 0.22 0 0 0.60 0.18
#> SAMPLE_645 3 0.0000 1.000 0.00 0.00 1 0 0.00 0.00
#> SAMPLE_646 4 0.0000 1.000 0.00 0.00 0 1 0.00 0.00
#> SAMPLE_648 4 0.0000 1.000 0.00 0.00 0 1 0.00 0.00
#> SAMPLE_662 4 0.0000 1.000 0.00 0.00 0 1 0.00 0.00
#> SAMPLE_664 3 0.0000 1.000 0.00 0.00 1 0 0.00 0.00
#> SAMPLE_665 4 0.0000 1.000 0.00 0.00 0 1 0.00 0.00
#> SAMPLE_667 3 0.0000 1.000 0.00 0.00 1 0 0.00 0.00
#> SAMPLE_668 3 0.0000 1.000 0.00 0.00 1 0 0.00 0.00
#> SAMPLE_669 3 0.0000 1.000 0.00 0.00 1 0 0.00 0.00
#> SAMPLE_672 4 0.0000 1.000 0.00 0.00 0 1 0.00 0.00
#> SAMPLE_673 4 0.0000 1.000 0.00 0.00 0 1 0.00 0.00
#> SAMPLE_674 4 0.0000 1.000 0.00 0.00 0 1 0.00 0.00
#> SAMPLE_675 3 0.0000 1.000 0.00 0.00 1 0 0.00 0.00
#> SAMPLE_676 5 0.0000 0.979 0.00 0.00 0 0 1.00 0.00
#> SAMPLE_744 2 0.4282 0.885 0.00 0.56 0 0 0.02 0.42
#> SAMPLE_768 4 0.0000 1.000 0.00 0.00 0 1 0.00 0.00
#> SAMPLE_791 2 0.0000 0.351 0.00 1.00 0 0 0.00 0.00
#> SAMPLE_796 2 0.4282 0.885 0.00 0.56 0 0 0.02 0.42
#> SAMPLE_807 2 0.0000 0.351 0.00 1.00 0 0 0.00 0.00
#> SAMPLE_808 3 0.0000 1.000 0.00 0.00 1 0 0.00 0.00
#> SAMPLE_809 3 0.0000 1.000 0.00 0.00 1 0 0.00 0.00
#> SAMPLE_810 3 0.0000 1.000 0.00 0.00 1 0 0.00 0.00
#> SAMPLE_811 3 0.0000 1.000 0.00 0.00 1 0 0.00 0.00
#> SAMPLE_812 3 0.0000 1.000 0.00 0.00 1 0 0.00 0.00
#> SAMPLE_813 3 0.0000 1.000 0.00 0.00 1 0 0.00 0.00
#> SAMPLE_814 3 0.0000 1.000 0.00 0.00 1 0 0.00 0.00
#> SAMPLE_838 2 0.4282 0.885 0.00 0.56 0 0 0.02 0.42
#> SAMPLE_840 2 0.4282 0.885 0.00 0.56 0 0 0.02 0.42
#> SAMPLE_842 3 0.0000 1.000 0.00 0.00 1 0 0.00 0.00
#> SAMPLE_846 3 0.0000 1.000 0.00 0.00 1 0 0.00 0.00
#> SAMPLE_865 3 0.0000 1.000 0.00 0.00 1 0 0.00 0.00
#> SAMPLE_867 4 0.0000 1.000 0.00 0.00 0 1 0.00 0.00
#> SAMPLE_887 6 0.0000 0.860 0.00 0.00 0 0 0.00 1.00
#> SAMPLE_895 6 0.0000 0.860 0.00 0.00 0 0 0.00 1.00
#> SAMPLE_909 5 0.0000 0.979 0.00 0.00 0 0 1.00 0.00
#> SAMPLE_910 5 0.0000 0.979 0.00 0.00 0 0 1.00 0.00
#> SAMPLE_911 4 0.0000 1.000 0.00 0.00 0 1 0.00 0.00
#> SAMPLE_912 4 0.0000 1.000 0.00 0.00 0 1 0.00 0.00
#> SAMPLE_973 5 0.0000 0.979 0.00 0.00 0 0 1.00 0.00
#> SAMPLE_1041 4 0.0000 1.000 0.00 0.00 0 1 0.00 0.00
#> SAMPLE_1042 4 0.0000 1.000 0.00 0.00 0 1 0.00 0.00
#> SAMPLE_1088 3 0.0000 1.000 0.00 0.00 1 0 0.00 0.00
#> SAMPLE_1089 3 0.0000 1.000 0.00 0.00 1 0 0.00 0.00
#> SAMPLE_1172 2 0.4337 0.758 0.00 0.50 0 0 0.02 0.48
#> SAMPLE_1203 2 0.4282 0.885 0.00 0.56 0 0 0.02 0.42
#> SAMPLE_1216 3 0.0000 1.000 0.00 0.00 1 0 0.00 0.00
#> SAMPLE_1217 3 0.0000 1.000 0.00 0.00 1 0 0.00 0.00
#> SAMPLE_1218 3 0.0000 1.000 0.00 0.00 1 0 0.00 0.00
#> SAMPLE_1226 2 0.0000 0.351 0.00 1.00 0 0 0.00 0.00
#> SAMPLE_1259 3 0.0000 1.000 0.00 0.00 1 0 0.00 0.00
#> SAMPLE_1260 1 0.0000 0.934 1.00 0.00 0 0 0.00 0.00
#> SAMPLE_1261 1 0.0000 0.934 1.00 0.00 0 0 0.00 0.00
#> SAMPLE_1262 3 0.0000 1.000 0.00 0.00 1 0 0.00 0.00
#> SAMPLE_1276 4 0.0000 1.000 0.00 0.00 0 1 0.00 0.00
#> SAMPLE_1277 4 0.0000 1.000 0.00 0.00 0 1 0.00 0.00
#> SAMPLE_1278 6 0.3706 -0.344 0.00 0.38 0 0 0.00 0.62
#> SAMPLE_1284 6 0.0000 0.860 0.00 0.00 0 0 0.00 1.00
#> SAMPLE_1286 1 0.0000 0.934 1.00 0.00 0 0 0.00 0.00
#> SAMPLE_1338 2 0.3309 0.644 0.00 0.72 0 0 0.00 0.28
#> SAMPLE_1348 1 0.0000 0.934 1.00 0.00 0 0 0.00 0.00
#> SAMPLE_1352 5 0.0000 0.979 0.00 0.00 0 0 1.00 0.00
#> SAMPLE_1355 2 0.4282 0.885 0.00 0.56 0 0 0.02 0.42
#> SAMPLE_1388 2 0.0000 0.351 0.00 1.00 0 0 0.00 0.00
#> SAMPLE_1389 2 0.0000 0.351 0.00 1.00 0 0 0.00 0.00
#> SAMPLE_1403 1 0.0000 0.934 1.00 0.00 0 0 0.00 0.00
#> SAMPLE_1412 4 0.0000 1.000 0.00 0.00 0 1 0.00 0.00
#> SAMPLE_1495 1 0.0000 0.934 1.00 0.00 0 0 0.00 0.00
#> SAMPLE_1499 1 0.0000 0.934 1.00 0.00 0 0 0.00 0.00
#> SAMPLE_1501 1 0.0000 0.934 1.00 0.00 0 0 0.00 0.00
#> SAMPLE_1502 1 0.0000 0.934 1.00 0.00 0 0 0.00 0.00
#> SAMPLE_1503 1 0.0000 0.934 1.00 0.00 0 0 0.00 0.00
#> SAMPLE_1505 1 0.0000 0.934 1.00 0.00 0 0 0.00 0.00
#> SAMPLE_1506 1 0.0000 0.934 1.00 0.00 0 0 0.00 0.00
#> SAMPLE_1513 6 0.0000 0.860 0.00 0.00 0 0 0.00 1.00
#> SAMPLE_1515 2 0.4282 0.885 0.00 0.56 0 0 0.02 0.42
#> SAMPLE_1516 1 0.0000 0.934 1.00 0.00 0 0 0.00 0.00
#> SAMPLE_1518 1 0.0000 0.934 1.00 0.00 0 0 0.00 0.00
#> SAMPLE_1519 1 0.0000 0.934 1.00 0.00 0 0 0.00 0.00
#> SAMPLE_1520 1 0.0000 0.934 1.00 0.00 0 0 0.00 0.00
#> SAMPLE_1553 1 0.0000 0.934 1.00 0.00 0 0 0.00 0.00
#> SAMPLE_1568 1 0.0000 0.934 1.00 0.00 0 0 0.00 0.00
#> SAMPLE_1569 1 0.0000 0.934 1.00 0.00 0 0 0.00 0.00
#> SAMPLE_1570 1 0.0000 0.934 1.00 0.00 0 0 0.00 0.00
#> SAMPLE_1572 1 0.0000 0.934 1.00 0.00 0 0 0.00 0.00
#> SAMPLE_1573 1 0.0000 0.934 1.00 0.00 0 0 0.00 0.00
#> SAMPLE_1581 2 0.0000 0.351 0.00 1.00 0 0 0.00 0.00
#> SAMPLE_1602 1 0.3828 0.608 0.56 0.44 0 0 0.00 0.00
#> SAMPLE_1625 1 0.0000 0.934 1.00 0.00 0 0 0.00 0.00
#> SAMPLE_1627 6 0.0000 0.860 0.00 0.00 0 0 0.00 1.00
#> SAMPLE_1628 5 0.0000 0.979 0.00 0.00 0 0 1.00 0.00
#> SAMPLE_1635 6 0.0000 0.860 0.00 0.00 0 0 0.00 1.00
#> SAMPLE_1638 6 0.0000 0.860 0.00 0.00 0 0 0.00 1.00
#> SAMPLE_1643 5 0.0000 0.979 0.00 0.00 0 0 1.00 0.00
#> SAMPLE_1646 6 0.4328 -0.664 0.00 0.46 0 0 0.02 0.52
#> SAMPLE_1654 5 0.0000 0.979 0.00 0.00 0 0 1.00 0.00
#> SAMPLE_1665 6 0.0000 0.860 0.00 0.00 0 0 0.00 1.00
#> SAMPLE_1718 2 0.4282 0.885 0.00 0.56 0 0 0.02 0.42
#> SAMPLE_1727 2 0.4282 0.885 0.00 0.56 0 0 0.02 0.42
#> SAMPLE_1732 4 0.0000 1.000 0.00 0.00 0 1 0.00 0.00
#> SAMPLE_1762 5 0.0000 0.979 0.00 0.00 0 0 1.00 0.00
#> SAMPLE_1764 6 0.4337 -0.718 0.00 0.48 0 0 0.02 0.50
#> SAMPLE_1765 5 0.0000 0.979 0.00 0.00 0 0 1.00 0.00
#> SAMPLE_1778 2 0.4282 0.885 0.00 0.56 0 0 0.02 0.42
#> SAMPLE_1779 2 0.4282 0.885 0.00 0.56 0 0 0.02 0.42
#> SAMPLE_1796 1 0.3828 0.608 0.56 0.44 0 0 0.00 0.00
#> SAMPLE_1799 6 0.0000 0.860 0.00 0.00 0 0 0.00 1.00
#> SAMPLE_1800 5 0.0000 0.979 0.00 0.00 0 0 1.00 0.00
#> SAMPLE_1801 2 0.4282 0.885 0.00 0.56 0 0 0.02 0.42
#> SAMPLE_1803 5 0.0000 0.979 0.00 0.00 0 0 1.00 0.00
#> SAMPLE_1808 6 0.4310 -0.609 0.00 0.44 0 0 0.02 0.54
#> SAMPLE_1809 6 0.0000 0.860 0.00 0.00 0 0 0.00 1.00
#> SAMPLE_1814 6 0.4328 -0.664 0.00 0.46 0 0 0.02 0.52
#> SAMPLE_1815 5 0.0000 0.979 0.00 0.00 0 0 1.00 0.00
#> SAMPLE_1821 2 0.4282 0.885 0.00 0.56 0 0 0.02 0.42
#> SAMPLE_1824 5 0.0000 0.979 0.00 0.00 0 0 1.00 0.00
#> SAMPLE_1842 4 0.0000 1.000 0.00 0.00 0 1 0.00 0.00
#> SAMPLE_1843 4 0.0000 1.000 0.00 0.00 0 1 0.00 0.00
#> SAMPLE_1855 5 0.0000 0.979 0.00 0.00 0 0 1.00 0.00
#> SAMPLE_1862 2 0.4282 0.885 0.00 0.56 0 0 0.02 0.42
#> SAMPLE_1864 4 0.0000 1.000 0.00 0.00 0 1 0.00 0.00
#> SAMPLE_1886 3 0.0000 1.000 0.00 0.00 1 0 0.00 0.00
#> SAMPLE_1887 3 0.0000 1.000 0.00 0.00 1 0 0.00 0.00
#> SAMPLE_1935 5 0.0000 0.979 0.00 0.00 0 0 1.00 0.00
#> SAMPLE_1957 4 0.0000 1.000 0.00 0.00 0 1 0.00 0.00
#> SAMPLE_1959 5 0.0000 0.979 0.00 0.00 0 0 1.00 0.00
#> SAMPLE_1961 5 0.0000 0.979 0.00 0.00 0 0 1.00 0.00
#> SAMPLE_1995 2 0.4282 0.885 0.00 0.56 0 0 0.02 0.42
#> SAMPLE_2016 2 0.4282 0.885 0.00 0.56 0 0 0.02 0.42
#> SAMPLE_2065 5 0.0000 0.979 0.00 0.00 0 0 1.00 0.00
#> SAMPLE_2067 2 0.4282 0.885 0.00 0.56 0 0 0.02 0.42
#> SAMPLE_2144 2 0.4282 0.885 0.00 0.56 0 0 0.02 0.42
#> SAMPLE_2149 6 0.2048 0.657 0.00 0.12 0 0 0.00 0.88
#> SAMPLE_2152 5 0.0000 0.979 0.00 0.00 0 0 1.00 0.00
#> SAMPLE_2180 2 0.4282 0.885 0.00 0.56 0 0 0.02 0.42
#> SAMPLE_2186 4 0.0000 1.000 0.00 0.00 0 1 0.00 0.00
#> SAMPLE_2199 2 0.4282 0.885 0.00 0.56 0 0 0.02 0.42
#> SAMPLE_2202 2 0.4282 0.885 0.00 0.56 0 0 0.02 0.42
#> SAMPLE_2215 3 0.0000 1.000 0.00 0.00 1 0 0.00 0.00
#> SAMPLE_2218 2 0.4282 0.885 0.00 0.56 0 0 0.02 0.42
#> SAMPLE_2232 2 0.4282 0.885 0.00 0.56 0 0 0.02 0.42
#> SAMPLE_2237 1 0.3828 0.608 0.56 0.44 0 0 0.00 0.00
#> SAMPLE_2255 2 0.4282 0.885 0.00 0.56 0 0 0.02 0.42
#> SAMPLE_2257 1 0.3828 0.608 0.56 0.44 0 0 0.00 0.00
#> SAMPLE_2259 2 0.4282 0.885 0.00 0.56 0 0 0.02 0.42
#> SAMPLE_2275 2 0.4282 0.885 0.00 0.56 0 0 0.02 0.42
#> SAMPLE_2279 2 0.4282 0.885 0.00 0.56 0 0 0.02 0.42
#> SAMPLE_2287 2 0.4282 0.885 0.00 0.56 0 0 0.02 0.42
#> SAMPLE_2292 2 0.4282 0.885 0.00 0.56 0 0 0.02 0.42
#> SAMPLE_2295 2 0.4282 0.885 0.00 0.56 0 0 0.02 0.42
#> SAMPLE_2300 1 0.3828 0.608 0.56 0.44 0 0 0.00 0.00
#> SAMPLE_2309 2 0.4282 0.885 0.00 0.56 0 0 0.02 0.42
#> SAMPLE_2311 2 0.4282 0.885 0.00 0.56 0 0 0.02 0.42
#> SAMPLE_2328 1 0.3828 0.608 0.56 0.44 0 0 0.00 0.00
#> SAMPLE_2329 1 0.3828 0.608 0.56 0.44 0 0 0.00 0.00
#> SAMPLE_2333 2 0.4282 0.885 0.00 0.56 0 0 0.02 0.42
#> SAMPLE_2338 6 0.0000 0.860 0.00 0.00 0 0 0.00 1.00
#> SAMPLE_2344 2 0.4282 0.885 0.00 0.56 0 0 0.02 0.42
#> SAMPLE_2346 3 0.0000 1.000 0.00 0.00 1 0 0.00 0.00
#> SAMPLE_2357 6 0.4328 -0.664 0.00 0.46 0 0 0.02 0.52
#> SAMPLE_2361 2 0.4282 0.885 0.00 0.56 0 0 0.02 0.42
#> SAMPLE_2425 2 0.4282 0.885 0.00 0.56 0 0 0.02 0.42
#> SAMPLE_2475 2 0.4282 0.885 0.00 0.56 0 0 0.02 0.42
#> SAMPLE_2477 5 0.0937 0.935 0.00 0.04 0 0 0.96 0.00
#> SAMPLE_2524 2 0.4337 0.758 0.00 0.50 0 0 0.02 0.48
#> SAMPLE_2553 4 0.0000 1.000 0.00 0.00 0 1 0.00 0.00
#> SAMPLE_2556 4 0.0000 1.000 0.00 0.00 0 1 0.00 0.00
#> SAMPLE_2557 4 0.0000 1.000 0.00 0.00 0 1 0.00 0.00
#> SAMPLE_2559 4 0.0000 1.000 0.00 0.00 0 1 0.00 0.00
#> SAMPLE_2560 4 0.0000 1.000 0.00 0.00 0 1 0.00 0.00
#> SAMPLE_2562 4 0.0000 1.000 0.00 0.00 0 1 0.00 0.00
#> SAMPLE_2567 4 0.0000 1.000 0.00 0.00 0 1 0.00 0.00
#> SAMPLE_2581 2 0.4282 0.885 0.00 0.56 0 0 0.02 0.42
#> SAMPLE_2590 2 0.4282 0.885 0.00 0.56 0 0 0.02 0.42
#> SAMPLE_2667 4 0.0000 1.000 0.00 0.00 0 1 0.00 0.00
#> SAMPLE_2668 4 0.0000 1.000 0.00 0.00 0 1 0.00 0.00
#> SAMPLE_2669 4 0.0000 1.000 0.00 0.00 0 1 0.00 0.00
#> SAMPLE_2679 4 0.0000 1.000 0.00 0.00 0 1 0.00 0.00
#> SAMPLE_2696 1 0.0000 0.934 1.00 0.00 0 0 0.00 0.00
#> SAMPLE_2699 1 0.0000 0.934 1.00 0.00 0 0 0.00 0.00
#> SAMPLE_2700 1 0.0000 0.934 1.00 0.00 0 0 0.00 0.00
#> SAMPLE_2701 1 0.0000 0.934 1.00 0.00 0 0 0.00 0.00
#> SAMPLE_2713 1 0.0000 0.934 1.00 0.00 0 0 0.00 0.00
#> SAMPLE_2724 6 0.0000 0.860 0.00 0.00 0 0 0.00 1.00
#> SAMPLE_2725 6 0.0000 0.860 0.00 0.00 0 0 0.00 1.00
#> SAMPLE_2726 6 0.0000 0.860 0.00 0.00 0 0 0.00 1.00
#> SAMPLE_2728 6 0.0000 0.860 0.00 0.00 0 0 0.00 1.00
#> SAMPLE_2734 4 0.0000 1.000 0.00 0.00 0 1 0.00 0.00
#> SAMPLE_2761 1 0.0000 0.934 1.00 0.00 0 0 0.00 0.00
#> SAMPLE_2762 1 0.0000 0.934 1.00 0.00 0 0 0.00 0.00
#> SAMPLE_2764 1 0.0000 0.934 1.00 0.00 0 0 0.00 0.00
#> SAMPLE_2765 1 0.0000 0.934 1.00 0.00 0 0 0.00 0.00
#> SAMPLE_2766 1 0.0000 0.934 1.00 0.00 0 0 0.00 0.00
#> SAMPLE_2767 1 0.0000 0.934 1.00 0.00 0 0 0.00 0.00
#> SAMPLE_2770 1 0.0000 0.934 1.00 0.00 0 0 0.00 0.00
#> SAMPLE_2784 3 0.0000 1.000 0.00 0.00 1 0 0.00 0.00
cbind(get_classes(res, k = 7), get_membership(res, k = 7))
#> class entropy silhouette p1 p2 p3 p4 p5 p6 p7
#> SAMPLE_1 6 0.0504 0.984 0.00 0.02 0 0 0.00 0.98 0.00
#> SAMPLE_3 5 0.0000 0.975 0.00 0.00 0 0 1.00 0.00 0.00
#> SAMPLE_5 5 0.0000 0.975 0.00 0.00 0 0 1.00 0.00 0.00
#> SAMPLE_6 6 0.0504 0.984 0.00 0.02 0 0 0.00 0.98 0.00
#> SAMPLE_7 6 0.0504 0.984 0.00 0.02 0 0 0.00 0.98 0.00
#> SAMPLE_8 5 0.0000 0.975 0.00 0.00 0 0 1.00 0.00 0.00
#> SAMPLE_9 6 0.0504 0.984 0.00 0.02 0 0 0.00 0.98 0.00
#> SAMPLE_14 6 0.0504 0.984 0.00 0.02 0 0 0.00 0.98 0.00
#> SAMPLE_23 6 0.0504 0.984 0.00 0.02 0 0 0.00 0.98 0.00
#> SAMPLE_24 6 0.0504 0.984 0.00 0.02 0 0 0.00 0.98 0.00
#> SAMPLE_25 6 0.0504 0.984 0.00 0.02 0 0 0.00 0.98 0.00
#> SAMPLE_29 6 0.0504 0.984 0.00 0.02 0 0 0.00 0.98 0.00
#> SAMPLE_30 6 0.0504 0.984 0.00 0.02 0 0 0.00 0.98 0.00
#> SAMPLE_64 3 0.0000 1.000 0.00 0.00 1 0 0.00 0.00 0.00
#> SAMPLE_146 3 0.0000 1.000 0.00 0.00 1 0 0.00 0.00 0.00
#> SAMPLE_147 4 0.0000 1.000 0.00 0.00 0 1 0.00 0.00 0.00
#> SAMPLE_148 3 0.0000 1.000 0.00 0.00 1 0 0.00 0.00 0.00
#> SAMPLE_149 3 0.0000 1.000 0.00 0.00 1 0 0.00 0.00 0.00
#> SAMPLE_175 3 0.0000 1.000 0.00 0.00 1 0 0.00 0.00 0.00
#> SAMPLE_194 4 0.0000 1.000 0.00 0.00 0 1 0.00 0.00 0.00
#> SAMPLE_195 3 0.0000 1.000 0.00 0.00 1 0 0.00 0.00 0.00
#> SAMPLE_208 4 0.0000 1.000 0.00 0.00 0 1 0.00 0.00 0.00
#> SAMPLE_209 3 0.0000 1.000 0.00 0.00 1 0 0.00 0.00 0.00
#> SAMPLE_212 3 0.0000 1.000 0.00 0.00 1 0 0.00 0.00 0.00
#> SAMPLE_213 3 0.0000 1.000 0.00 0.00 1 0 0.00 0.00 0.00
#> SAMPLE_218 3 0.0000 1.000 0.00 0.00 1 0 0.00 0.00 0.00
#> SAMPLE_221 3 0.0000 1.000 0.00 0.00 1 0 0.00 0.00 0.00
#> SAMPLE_222 3 0.0000 1.000 0.00 0.00 1 0 0.00 0.00 0.00
#> SAMPLE_237 2 0.0000 0.948 0.00 1.00 0 0 0.00 0.00 0.00
#> SAMPLE_259 5 0.0000 0.975 0.00 0.00 0 0 1.00 0.00 0.00
#> SAMPLE_260 6 0.0504 0.984 0.00 0.02 0 0 0.00 0.98 0.00
#> SAMPLE_261 6 0.0504 0.984 0.00 0.02 0 0 0.00 0.98 0.00
#> SAMPLE_263 6 0.0504 0.984 0.00 0.02 0 0 0.00 0.98 0.00
#> SAMPLE_265 6 0.0504 0.984 0.00 0.02 0 0 0.00 0.98 0.00
#> SAMPLE_471 3 0.0000 1.000 0.00 0.00 1 0 0.00 0.00 0.00
#> SAMPLE_571 3 0.0000 1.000 0.00 0.00 1 0 0.00 0.00 0.00
#> SAMPLE_572 6 0.0504 0.984 0.00 0.02 0 0 0.00 0.98 0.00
#> SAMPLE_614 3 0.0000 1.000 0.00 0.00 1 0 0.00 0.00 0.00
#> SAMPLE_620 2 0.0000 0.948 0.00 1.00 0 0 0.00 0.00 0.00
#> SAMPLE_625 2 0.0000 0.948 0.00 1.00 0 0 0.00 0.00 0.00
#> SAMPLE_627 2 0.0000 0.948 0.00 1.00 0 0 0.00 0.00 0.00
#> SAMPLE_630 2 0.0000 0.948 0.00 1.00 0 0 0.00 0.00 0.00
#> SAMPLE_634 2 0.0000 0.948 0.00 1.00 0 0 0.00 0.00 0.00
#> SAMPLE_636 5 0.4003 0.453 0.00 0.32 0 0 0.64 0.00 0.04
#> SAMPLE_645 3 0.0000 1.000 0.00 0.00 1 0 0.00 0.00 0.00
#> SAMPLE_646 4 0.0000 1.000 0.00 0.00 0 1 0.00 0.00 0.00
#> SAMPLE_648 4 0.0000 1.000 0.00 0.00 0 1 0.00 0.00 0.00
#> SAMPLE_662 4 0.0000 1.000 0.00 0.00 0 1 0.00 0.00 0.00
#> SAMPLE_664 3 0.0000 1.000 0.00 0.00 1 0 0.00 0.00 0.00
#> SAMPLE_665 4 0.0000 1.000 0.00 0.00 0 1 0.00 0.00 0.00
#> SAMPLE_667 3 0.0000 1.000 0.00 0.00 1 0 0.00 0.00 0.00
#> SAMPLE_668 3 0.0000 1.000 0.00 0.00 1 0 0.00 0.00 0.00
#> SAMPLE_669 3 0.0000 1.000 0.00 0.00 1 0 0.00 0.00 0.00
#> SAMPLE_672 4 0.0000 1.000 0.00 0.00 0 1 0.00 0.00 0.00
#> SAMPLE_673 4 0.0000 1.000 0.00 0.00 0 1 0.00 0.00 0.00
#> SAMPLE_674 4 0.0000 1.000 0.00 0.00 0 1 0.00 0.00 0.00
#> SAMPLE_675 3 0.0000 1.000 0.00 0.00 1 0 0.00 0.00 0.00
#> SAMPLE_676 5 0.0000 0.975 0.00 0.00 0 0 1.00 0.00 0.00
#> SAMPLE_744 2 0.0000 0.948 0.00 1.00 0 0 0.00 0.00 0.00
#> SAMPLE_768 4 0.0000 1.000 0.00 0.00 0 1 0.00 0.00 0.00
#> SAMPLE_791 7 0.1006 0.956 0.00 0.02 0 0 0.00 0.02 0.96
#> SAMPLE_796 2 0.0000 0.948 0.00 1.00 0 0 0.00 0.00 0.00
#> SAMPLE_807 7 0.1006 0.956 0.00 0.02 0 0 0.00 0.02 0.96
#> SAMPLE_808 3 0.0000 1.000 0.00 0.00 1 0 0.00 0.00 0.00
#> SAMPLE_809 3 0.0000 1.000 0.00 0.00 1 0 0.00 0.00 0.00
#> SAMPLE_810 3 0.0000 1.000 0.00 0.00 1 0 0.00 0.00 0.00
#> SAMPLE_811 3 0.0000 1.000 0.00 0.00 1 0 0.00 0.00 0.00
#> SAMPLE_812 3 0.0000 1.000 0.00 0.00 1 0 0.00 0.00 0.00
#> SAMPLE_813 3 0.0000 1.000 0.00 0.00 1 0 0.00 0.00 0.00
#> SAMPLE_814 3 0.0000 1.000 0.00 0.00 1 0 0.00 0.00 0.00
#> SAMPLE_838 2 0.0000 0.948 0.00 1.00 0 0 0.00 0.00 0.00
#> SAMPLE_840 2 0.0000 0.948 0.00 1.00 0 0 0.00 0.00 0.00
#> SAMPLE_842 3 0.0000 1.000 0.00 0.00 1 0 0.00 0.00 0.00
#> SAMPLE_846 3 0.0000 1.000 0.00 0.00 1 0 0.00 0.00 0.00
#> SAMPLE_865 3 0.0000 1.000 0.00 0.00 1 0 0.00 0.00 0.00
#> SAMPLE_867 4 0.0000 1.000 0.00 0.00 0 1 0.00 0.00 0.00
#> SAMPLE_887 6 0.0504 0.984 0.00 0.02 0 0 0.00 0.98 0.00
#> SAMPLE_895 6 0.0504 0.984 0.00 0.02 0 0 0.00 0.98 0.00
#> SAMPLE_909 5 0.0000 0.975 0.00 0.00 0 0 1.00 0.00 0.00
#> SAMPLE_910 5 0.0000 0.975 0.00 0.00 0 0 1.00 0.00 0.00
#> SAMPLE_911 4 0.0000 1.000 0.00 0.00 0 1 0.00 0.00 0.00
#> SAMPLE_912 4 0.0000 1.000 0.00 0.00 0 1 0.00 0.00 0.00
#> SAMPLE_973 5 0.0000 0.975 0.00 0.00 0 0 1.00 0.00 0.00
#> SAMPLE_1041 4 0.0000 1.000 0.00 0.00 0 1 0.00 0.00 0.00
#> SAMPLE_1042 4 0.0000 1.000 0.00 0.00 0 1 0.00 0.00 0.00
#> SAMPLE_1088 3 0.0000 1.000 0.00 0.00 1 0 0.00 0.00 0.00
#> SAMPLE_1089 3 0.0000 1.000 0.00 0.00 1 0 0.00 0.00 0.00
#> SAMPLE_1172 2 0.3244 0.766 0.00 0.78 0 0 0.00 0.18 0.04
#> SAMPLE_1203 2 0.0000 0.948 0.00 1.00 0 0 0.00 0.00 0.00
#> SAMPLE_1216 3 0.0000 1.000 0.00 0.00 1 0 0.00 0.00 0.00
#> SAMPLE_1217 3 0.0000 1.000 0.00 0.00 1 0 0.00 0.00 0.00
#> SAMPLE_1218 3 0.0000 1.000 0.00 0.00 1 0 0.00 0.00 0.00
#> SAMPLE_1226 7 0.0504 0.959 0.00 0.00 0 0 0.00 0.02 0.98
#> SAMPLE_1259 3 0.0000 1.000 0.00 0.00 1 0 0.00 0.00 0.00
#> SAMPLE_1260 1 0.0000 1.000 1.00 0.00 0 0 0.00 0.00 0.00
#> SAMPLE_1261 1 0.0000 1.000 1.00 0.00 0 0 0.00 0.00 0.00
#> SAMPLE_1262 3 0.0000 1.000 0.00 0.00 1 0 0.00 0.00 0.00
#> SAMPLE_1276 4 0.0000 1.000 0.00 0.00 0 1 0.00 0.00 0.00
#> SAMPLE_1277 4 0.0000 1.000 0.00 0.00 0 1 0.00 0.00 0.00
#> SAMPLE_1278 2 0.3745 0.652 0.00 0.70 0 0 0.00 0.26 0.04
#> SAMPLE_1284 6 0.0504 0.984 0.00 0.02 0 0 0.00 0.98 0.00
#> SAMPLE_1286 1 0.0000 1.000 1.00 0.00 0 0 0.00 0.00 0.00
#> SAMPLE_1338 7 0.1433 0.914 0.00 0.00 0 0 0.00 0.08 0.92
#> SAMPLE_1348 1 0.0000 1.000 1.00 0.00 0 0 0.00 0.00 0.00
#> SAMPLE_1352 5 0.0000 0.975 0.00 0.00 0 0 1.00 0.00 0.00
#> SAMPLE_1355 2 0.0000 0.948 0.00 1.00 0 0 0.00 0.00 0.00
#> SAMPLE_1388 7 0.0504 0.959 0.00 0.00 0 0 0.00 0.02 0.98
#> SAMPLE_1389 7 0.0504 0.959 0.00 0.00 0 0 0.00 0.02 0.98
#> SAMPLE_1403 1 0.0000 1.000 1.00 0.00 0 0 0.00 0.00 0.00
#> SAMPLE_1412 4 0.0000 1.000 0.00 0.00 0 1 0.00 0.00 0.00
#> SAMPLE_1495 1 0.0000 1.000 1.00 0.00 0 0 0.00 0.00 0.00
#> SAMPLE_1499 1 0.0000 1.000 1.00 0.00 0 0 0.00 0.00 0.00
#> SAMPLE_1501 1 0.0000 1.000 1.00 0.00 0 0 0.00 0.00 0.00
#> SAMPLE_1502 1 0.0000 1.000 1.00 0.00 0 0 0.00 0.00 0.00
#> SAMPLE_1503 1 0.0000 1.000 1.00 0.00 0 0 0.00 0.00 0.00
#> SAMPLE_1505 1 0.0000 1.000 1.00 0.00 0 0 0.00 0.00 0.00
#> SAMPLE_1506 1 0.0000 1.000 1.00 0.00 0 0 0.00 0.00 0.00
#> SAMPLE_1513 6 0.0504 0.984 0.00 0.02 0 0 0.00 0.98 0.00
#> SAMPLE_1515 2 0.0000 0.948 0.00 1.00 0 0 0.00 0.00 0.00
#> SAMPLE_1516 1 0.0000 1.000 1.00 0.00 0 0 0.00 0.00 0.00
#> SAMPLE_1518 1 0.0000 1.000 1.00 0.00 0 0 0.00 0.00 0.00
#> SAMPLE_1519 1 0.0000 1.000 1.00 0.00 0 0 0.00 0.00 0.00
#> SAMPLE_1520 1 0.0000 1.000 1.00 0.00 0 0 0.00 0.00 0.00
#> SAMPLE_1553 1 0.0000 1.000 1.00 0.00 0 0 0.00 0.00 0.00
#> SAMPLE_1568 1 0.0000 1.000 1.00 0.00 0 0 0.00 0.00 0.00
#> SAMPLE_1569 1 0.0000 1.000 1.00 0.00 0 0 0.00 0.00 0.00
#> SAMPLE_1570 1 0.0000 1.000 1.00 0.00 0 0 0.00 0.00 0.00
#> SAMPLE_1572 1 0.0000 1.000 1.00 0.00 0 0 0.00 0.00 0.00
#> SAMPLE_1573 1 0.0000 1.000 1.00 0.00 0 0 0.00 0.00 0.00
#> SAMPLE_1581 7 0.0504 0.959 0.00 0.00 0 0 0.00 0.02 0.98
#> SAMPLE_1602 7 0.0863 0.966 0.04 0.00 0 0 0.00 0.00 0.96
#> SAMPLE_1625 1 0.0000 1.000 1.00 0.00 0 0 0.00 0.00 0.00
#> SAMPLE_1627 6 0.0504 0.984 0.00 0.02 0 0 0.00 0.98 0.00
#> SAMPLE_1628 5 0.0000 0.975 0.00 0.00 0 0 1.00 0.00 0.00
#> SAMPLE_1635 6 0.0504 0.984 0.00 0.02 0 0 0.00 0.98 0.00
#> SAMPLE_1638 6 0.0504 0.984 0.00 0.02 0 0 0.00 0.98 0.00
#> SAMPLE_1643 5 0.0000 0.975 0.00 0.00 0 0 1.00 0.00 0.00
#> SAMPLE_1646 2 0.3745 0.652 0.00 0.70 0 0 0.00 0.26 0.04
#> SAMPLE_1654 5 0.0000 0.975 0.00 0.00 0 0 1.00 0.00 0.00
#> SAMPLE_1665 6 0.0504 0.984 0.00 0.02 0 0 0.00 0.98 0.00
#> SAMPLE_1718 2 0.0000 0.948 0.00 1.00 0 0 0.00 0.00 0.00
#> SAMPLE_1727 2 0.0000 0.948 0.00 1.00 0 0 0.00 0.00 0.00
#> SAMPLE_1732 4 0.0000 1.000 0.00 0.00 0 1 0.00 0.00 0.00
#> SAMPLE_1762 5 0.0000 0.975 0.00 0.00 0 0 1.00 0.00 0.00
#> SAMPLE_1764 2 0.3388 0.741 0.00 0.76 0 0 0.00 0.20 0.04
#> SAMPLE_1765 5 0.0000 0.975 0.00 0.00 0 0 1.00 0.00 0.00
#> SAMPLE_1778 2 0.0000 0.948 0.00 1.00 0 0 0.00 0.00 0.00
#> SAMPLE_1779 2 0.0000 0.948 0.00 1.00 0 0 0.00 0.00 0.00
#> SAMPLE_1796 7 0.0863 0.966 0.04 0.00 0 0 0.00 0.00 0.96
#> SAMPLE_1799 6 0.0504 0.984 0.00 0.02 0 0 0.00 0.98 0.00
#> SAMPLE_1800 5 0.0000 0.975 0.00 0.00 0 0 1.00 0.00 0.00
#> SAMPLE_1801 2 0.3086 0.775 0.00 0.80 0 0 0.16 0.00 0.04
#> SAMPLE_1803 5 0.0000 0.975 0.00 0.00 0 0 1.00 0.00 0.00
#> SAMPLE_1808 2 0.3637 0.684 0.00 0.72 0 0 0.00 0.24 0.04
#> SAMPLE_1809 6 0.0504 0.984 0.00 0.02 0 0 0.00 0.98 0.00
#> SAMPLE_1814 2 0.3519 0.713 0.00 0.74 0 0 0.00 0.22 0.04
#> SAMPLE_1815 5 0.0000 0.975 0.00 0.00 0 0 1.00 0.00 0.00
#> SAMPLE_1821 2 0.0863 0.925 0.00 0.96 0 0 0.00 0.00 0.04
#> SAMPLE_1824 5 0.0000 0.975 0.00 0.00 0 0 1.00 0.00 0.00
#> SAMPLE_1842 4 0.0000 1.000 0.00 0.00 0 1 0.00 0.00 0.00
#> SAMPLE_1843 4 0.0000 1.000 0.00 0.00 0 1 0.00 0.00 0.00
#> SAMPLE_1855 5 0.0000 0.975 0.00 0.00 0 0 1.00 0.00 0.00
#> SAMPLE_1862 2 0.0000 0.948 0.00 1.00 0 0 0.00 0.00 0.00
#> SAMPLE_1864 4 0.0000 1.000 0.00 0.00 0 1 0.00 0.00 0.00
#> SAMPLE_1886 3 0.0000 1.000 0.00 0.00 1 0 0.00 0.00 0.00
#> SAMPLE_1887 3 0.0000 1.000 0.00 0.00 1 0 0.00 0.00 0.00
#> SAMPLE_1935 5 0.0000 0.975 0.00 0.00 0 0 1.00 0.00 0.00
#> SAMPLE_1957 4 0.0000 1.000 0.00 0.00 0 1 0.00 0.00 0.00
#> SAMPLE_1959 5 0.0000 0.975 0.00 0.00 0 0 1.00 0.00 0.00
#> SAMPLE_1961 5 0.0000 0.975 0.00 0.00 0 0 1.00 0.00 0.00
#> SAMPLE_1995 2 0.1718 0.897 0.00 0.92 0 0 0.04 0.00 0.04
#> SAMPLE_2016 2 0.0000 0.948 0.00 1.00 0 0 0.00 0.00 0.00
#> SAMPLE_2065 5 0.0000 0.975 0.00 0.00 0 0 1.00 0.00 0.00
#> SAMPLE_2067 2 0.0000 0.948 0.00 1.00 0 0 0.00 0.00 0.00
#> SAMPLE_2144 2 0.0000 0.948 0.00 1.00 0 0 0.00 0.00 0.00
#> SAMPLE_2149 6 0.4070 0.399 0.00 0.34 0 0 0.00 0.62 0.04
#> SAMPLE_2152 5 0.0000 0.975 0.00 0.00 0 0 1.00 0.00 0.00
#> SAMPLE_2180 2 0.0000 0.948 0.00 1.00 0 0 0.00 0.00 0.00
#> SAMPLE_2186 4 0.0000 1.000 0.00 0.00 0 1 0.00 0.00 0.00
#> SAMPLE_2199 2 0.0863 0.925 0.00 0.96 0 0 0.00 0.00 0.04
#> SAMPLE_2202 2 0.0000 0.948 0.00 1.00 0 0 0.00 0.00 0.00
#> SAMPLE_2215 3 0.0000 1.000 0.00 0.00 1 0 0.00 0.00 0.00
#> SAMPLE_2218 2 0.0000 0.948 0.00 1.00 0 0 0.00 0.00 0.00
#> SAMPLE_2232 2 0.0000 0.948 0.00 1.00 0 0 0.00 0.00 0.00
#> SAMPLE_2237 7 0.0863 0.966 0.04 0.00 0 0 0.00 0.00 0.96
#> SAMPLE_2255 2 0.0504 0.937 0.00 0.98 0 0 0.00 0.00 0.02
#> SAMPLE_2257 7 0.0863 0.966 0.04 0.00 0 0 0.00 0.00 0.96
#> SAMPLE_2259 2 0.0000 0.948 0.00 1.00 0 0 0.00 0.00 0.00
#> SAMPLE_2275 2 0.0000 0.948 0.00 1.00 0 0 0.00 0.00 0.00
#> SAMPLE_2279 2 0.0000 0.948 0.00 1.00 0 0 0.00 0.00 0.00
#> SAMPLE_2287 2 0.0000 0.948 0.00 1.00 0 0 0.00 0.00 0.00
#> SAMPLE_2292 2 0.0863 0.925 0.00 0.96 0 0 0.00 0.00 0.04
#> SAMPLE_2295 2 0.0000 0.948 0.00 1.00 0 0 0.00 0.00 0.00
#> SAMPLE_2300 7 0.0863 0.966 0.04 0.00 0 0 0.00 0.00 0.96
#> SAMPLE_2309 2 0.0000 0.948 0.00 1.00 0 0 0.00 0.00 0.00
#> SAMPLE_2311 2 0.0000 0.948 0.00 1.00 0 0 0.00 0.00 0.00
#> SAMPLE_2328 7 0.0863 0.966 0.04 0.00 0 0 0.00 0.00 0.96
#> SAMPLE_2329 7 0.0863 0.966 0.04 0.00 0 0 0.00 0.00 0.96
#> SAMPLE_2333 2 0.0000 0.948 0.00 1.00 0 0 0.00 0.00 0.00
#> SAMPLE_2338 6 0.0504 0.984 0.00 0.02 0 0 0.00 0.98 0.00
#> SAMPLE_2344 2 0.0000 0.948 0.00 1.00 0 0 0.00 0.00 0.00
#> SAMPLE_2346 3 0.0000 1.000 0.00 0.00 1 0 0.00 0.00 0.00
#> SAMPLE_2357 2 0.3745 0.652 0.00 0.70 0 0 0.00 0.26 0.04
#> SAMPLE_2361 2 0.0000 0.948 0.00 1.00 0 0 0.00 0.00 0.00
#> SAMPLE_2425 2 0.0000 0.948 0.00 1.00 0 0 0.00 0.00 0.00
#> SAMPLE_2475 2 0.0000 0.948 0.00 1.00 0 0 0.00 0.00 0.00
#> SAMPLE_2477 5 0.2278 0.832 0.00 0.08 0 0 0.88 0.00 0.04
#> SAMPLE_2524 2 0.3244 0.766 0.00 0.78 0 0 0.00 0.18 0.04
#> SAMPLE_2553 4 0.0000 1.000 0.00 0.00 0 1 0.00 0.00 0.00
#> SAMPLE_2556 4 0.0000 1.000 0.00 0.00 0 1 0.00 0.00 0.00
#> SAMPLE_2557 4 0.0000 1.000 0.00 0.00 0 1 0.00 0.00 0.00
#> SAMPLE_2559 4 0.0000 1.000 0.00 0.00 0 1 0.00 0.00 0.00
#> SAMPLE_2560 4 0.0000 1.000 0.00 0.00 0 1 0.00 0.00 0.00
#> SAMPLE_2562 4 0.0000 1.000 0.00 0.00 0 1 0.00 0.00 0.00
#> SAMPLE_2567 4 0.0000 1.000 0.00 0.00 0 1 0.00 0.00 0.00
#> SAMPLE_2581 2 0.0504 0.937 0.00 0.98 0 0 0.00 0.00 0.02
#> SAMPLE_2590 2 0.0000 0.948 0.00 1.00 0 0 0.00 0.00 0.00
#> SAMPLE_2667 4 0.0000 1.000 0.00 0.00 0 1 0.00 0.00 0.00
#> SAMPLE_2668 4 0.0000 1.000 0.00 0.00 0 1 0.00 0.00 0.00
#> SAMPLE_2669 4 0.0000 1.000 0.00 0.00 0 1 0.00 0.00 0.00
#> SAMPLE_2679 4 0.0000 1.000 0.00 0.00 0 1 0.00 0.00 0.00
#> SAMPLE_2696 1 0.0000 1.000 1.00 0.00 0 0 0.00 0.00 0.00
#> SAMPLE_2699 1 0.0000 1.000 1.00 0.00 0 0 0.00 0.00 0.00
#> SAMPLE_2700 1 0.0000 1.000 1.00 0.00 0 0 0.00 0.00 0.00
#> SAMPLE_2701 1 0.0000 1.000 1.00 0.00 0 0 0.00 0.00 0.00
#> SAMPLE_2713 1 0.0000 1.000 1.00 0.00 0 0 0.00 0.00 0.00
#> SAMPLE_2724 6 0.0504 0.984 0.00 0.02 0 0 0.00 0.98 0.00
#> SAMPLE_2725 6 0.0504 0.984 0.00 0.02 0 0 0.00 0.98 0.00
#> SAMPLE_2726 6 0.0504 0.984 0.00 0.02 0 0 0.00 0.98 0.00
#> SAMPLE_2728 6 0.0504 0.984 0.00 0.02 0 0 0.00 0.98 0.00
#> SAMPLE_2734 4 0.0000 1.000 0.00 0.00 0 1 0.00 0.00 0.00
#> SAMPLE_2761 1 0.0000 1.000 1.00 0.00 0 0 0.00 0.00 0.00
#> SAMPLE_2762 1 0.0000 1.000 1.00 0.00 0 0 0.00 0.00 0.00
#> SAMPLE_2764 1 0.0000 1.000 1.00 0.00 0 0 0.00 0.00 0.00
#> SAMPLE_2765 1 0.0000 1.000 1.00 0.00 0 0 0.00 0.00 0.00
#> SAMPLE_2766 1 0.0000 1.000 1.00 0.00 0 0 0.00 0.00 0.00
#> SAMPLE_2767 1 0.0000 1.000 1.00 0.00 0 0 0.00 0.00 0.00
#> SAMPLE_2770 1 0.0000 1.000 1.00 0.00 0 0 0.00 0.00 0.00
#> SAMPLE_2784 3 0.0000 1.000 0.00 0.00 1 0 0.00 0.00 0.00
cbind(get_classes(res, k = 8), get_membership(res, k = 8))
#> class entropy silhouette p1 p2 p3 p4 p5 p6 p7 p8
#> SAMPLE_1 6 0.0000 1.0000 0.0 0.00 0.00 0.00 0.00 1.00 0.00 0.00
#> SAMPLE_3 5 0.0000 0.9824 0.0 0.00 0.00 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_5 5 0.0471 0.9753 0.0 0.00 0.00 0.00 0.98 0.00 0.00 0.02
#> SAMPLE_6 6 0.0000 1.0000 0.0 0.00 0.00 0.00 0.00 1.00 0.00 0.00
#> SAMPLE_7 6 0.0000 1.0000 0.0 0.00 0.00 0.00 0.00 1.00 0.00 0.00
#> SAMPLE_8 5 0.0000 0.9824 0.0 0.00 0.00 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_9 6 0.0000 1.0000 0.0 0.00 0.00 0.00 0.00 1.00 0.00 0.00
#> SAMPLE_14 6 0.0000 1.0000 0.0 0.00 0.00 0.00 0.00 1.00 0.00 0.00
#> SAMPLE_23 6 0.0000 1.0000 0.0 0.00 0.00 0.00 0.00 1.00 0.00 0.00
#> SAMPLE_24 6 0.0000 1.0000 0.0 0.00 0.00 0.00 0.00 1.00 0.00 0.00
#> SAMPLE_25 6 0.0000 1.0000 0.0 0.00 0.00 0.00 0.00 1.00 0.00 0.00
#> SAMPLE_29 6 0.0000 1.0000 0.0 0.00 0.00 0.00 0.00 1.00 0.00 0.00
#> SAMPLE_30 6 0.0000 1.0000 0.0 0.00 0.00 0.00 0.00 1.00 0.00 0.00
#> SAMPLE_64 3 0.0808 0.9604 0.0 0.00 0.96 0.00 0.00 0.00 0.00 0.04
#> SAMPLE_146 3 0.0000 0.9991 0.0 0.00 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_147 4 0.0471 0.9853 0.0 0.00 0.00 0.98 0.00 0.00 0.00 0.02
#> SAMPLE_148 3 0.0000 0.9991 0.0 0.00 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_149 3 0.0000 0.9991 0.0 0.00 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_175 3 0.0000 0.9991 0.0 0.00 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_194 4 0.0471 0.9831 0.0 0.00 0.00 0.98 0.00 0.00 0.00 0.02
#> SAMPLE_195 3 0.0000 0.9991 0.0 0.00 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_208 4 0.0808 0.9828 0.0 0.00 0.00 0.96 0.00 0.00 0.00 0.04
#> SAMPLE_209 3 0.0000 0.9991 0.0 0.00 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_212 3 0.0000 0.9991 0.0 0.00 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_213 3 0.0000 0.9991 0.0 0.00 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_218 3 0.0000 0.9991 0.0 0.00 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_221 3 0.0000 0.9991 0.0 0.00 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_222 3 0.0000 0.9991 0.0 0.00 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_237 2 0.0000 0.9846 0.0 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_259 5 0.0471 0.9753 0.0 0.00 0.00 0.00 0.98 0.00 0.00 0.02
#> SAMPLE_260 6 0.0000 1.0000 0.0 0.00 0.00 0.00 0.00 1.00 0.00 0.00
#> SAMPLE_261 6 0.0000 1.0000 0.0 0.00 0.00 0.00 0.00 1.00 0.00 0.00
#> SAMPLE_263 6 0.0000 1.0000 0.0 0.00 0.00 0.00 0.00 1.00 0.00 0.00
#> SAMPLE_265 6 0.0000 1.0000 0.0 0.00 0.00 0.00 0.00 1.00 0.00 0.00
#> SAMPLE_471 3 0.0000 0.9991 0.0 0.00 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_571 3 0.0000 0.9991 0.0 0.00 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_572 6 0.0000 1.0000 0.0 0.00 0.00 0.00 0.00 1.00 0.00 0.00
#> SAMPLE_614 3 0.0000 0.9991 0.0 0.00 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_620 2 0.0000 0.9846 0.0 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_625 2 0.0000 0.9846 0.0 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_627 2 0.0000 0.9846 0.0 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_630 2 0.0000 0.9846 0.0 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_634 2 0.0000 0.9846 0.0 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_636 8 0.4686 0.5049 0.0 0.16 0.00 0.00 0.28 0.00 0.00 0.56
#> SAMPLE_645 3 0.0000 0.9991 0.0 0.00 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_646 4 0.0471 0.9853 0.0 0.00 0.00 0.98 0.00 0.00 0.00 0.02
#> SAMPLE_648 4 0.0000 0.9856 0.0 0.00 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_662 4 0.0471 0.9831 0.0 0.00 0.00 0.98 0.00 0.00 0.00 0.02
#> SAMPLE_664 3 0.0000 0.9991 0.0 0.00 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_665 4 0.0000 0.9856 0.0 0.00 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_667 3 0.0000 0.9991 0.0 0.00 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_668 3 0.0000 0.9991 0.0 0.00 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_669 3 0.0000 0.9991 0.0 0.00 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_672 4 0.0000 0.9856 0.0 0.00 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_673 4 0.0000 0.9856 0.0 0.00 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_674 4 0.0471 0.9853 0.0 0.00 0.00 0.98 0.00 0.00 0.00 0.02
#> SAMPLE_675 3 0.0000 0.9991 0.0 0.00 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_676 5 0.0471 0.9753 0.0 0.00 0.00 0.00 0.98 0.00 0.00 0.02
#> SAMPLE_744 2 0.0000 0.9846 0.0 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_768 4 0.0471 0.9831 0.0 0.00 0.00 0.98 0.00 0.00 0.00 0.02
#> SAMPLE_791 7 0.2650 0.8871 0.0 0.00 0.00 0.00 0.00 0.00 0.76 0.24
#> SAMPLE_796 2 0.0000 0.9846 0.0 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_807 7 0.2650 0.8871 0.0 0.00 0.00 0.00 0.00 0.00 0.76 0.24
#> SAMPLE_808 3 0.0000 0.9991 0.0 0.00 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_809 3 0.0000 0.9991 0.0 0.00 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_810 3 0.0000 0.9991 0.0 0.00 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_811 3 0.0000 0.9991 0.0 0.00 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_812 3 0.0000 0.9991 0.0 0.00 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_813 3 0.0000 0.9991 0.0 0.00 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_814 3 0.0000 0.9991 0.0 0.00 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_838 2 0.0000 0.9846 0.0 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_840 2 0.0000 0.9846 0.0 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_842 3 0.0000 0.9991 0.0 0.00 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_846 3 0.0000 0.9991 0.0 0.00 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_865 3 0.0000 0.9991 0.0 0.00 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_867 4 0.0808 0.9828 0.0 0.00 0.00 0.96 0.00 0.00 0.00 0.04
#> SAMPLE_887 6 0.0000 1.0000 0.0 0.00 0.00 0.00 0.00 1.00 0.00 0.00
#> SAMPLE_895 6 0.0000 1.0000 0.0 0.00 0.00 0.00 0.00 1.00 0.00 0.00
#> SAMPLE_909 5 0.0000 0.9824 0.0 0.00 0.00 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_910 5 0.0000 0.9824 0.0 0.00 0.00 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_911 4 0.0471 0.9853 0.0 0.00 0.00 0.98 0.00 0.00 0.00 0.02
#> SAMPLE_912 4 0.0471 0.9853 0.0 0.00 0.00 0.98 0.00 0.00 0.00 0.02
#> SAMPLE_973 5 0.0000 0.9824 0.0 0.00 0.00 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_1041 4 0.0808 0.9828 0.0 0.00 0.00 0.96 0.00 0.00 0.00 0.04
#> SAMPLE_1042 4 0.0808 0.9828 0.0 0.00 0.00 0.96 0.00 0.00 0.00 0.04
#> SAMPLE_1088 3 0.0000 0.9991 0.0 0.00 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1089 3 0.0000 0.9991 0.0 0.00 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1172 8 0.4370 0.7902 0.0 0.40 0.00 0.00 0.00 0.08 0.00 0.52
#> SAMPLE_1203 2 0.0000 0.9846 0.0 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1216 3 0.0000 0.9991 0.0 0.00 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1217 3 0.0000 0.9991 0.0 0.00 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1218 3 0.0000 0.9991 0.0 0.00 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1226 7 0.2852 0.8801 0.0 0.00 0.00 0.00 0.00 0.00 0.72 0.28
#> SAMPLE_1259 3 0.0000 0.9991 0.0 0.00 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1260 1 0.1563 0.9169 0.9 0.00 0.00 0.00 0.00 0.00 0.00 0.10
#> SAMPLE_1261 1 0.0000 0.9869 1.0 0.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1262 3 0.0000 0.9991 0.0 0.00 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1276 4 0.0808 0.9828 0.0 0.00 0.00 0.96 0.00 0.00 0.00 0.04
#> SAMPLE_1277 4 0.0808 0.9828 0.0 0.00 0.00 0.96 0.00 0.00 0.00 0.04
#> SAMPLE_1278 8 0.4723 0.7722 0.0 0.34 0.00 0.00 0.00 0.14 0.00 0.52
#> SAMPLE_1284 6 0.0000 1.0000 0.0 0.00 0.00 0.00 0.00 1.00 0.00 0.00
#> SAMPLE_1286 1 0.0000 0.9869 1.0 0.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1338 7 0.3272 0.7840 0.0 0.00 0.00 0.00 0.00 0.00 0.58 0.42
#> SAMPLE_1348 1 0.0000 0.9869 1.0 0.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1352 5 0.0471 0.9753 0.0 0.00 0.00 0.00 0.98 0.00 0.00 0.02
#> SAMPLE_1355 2 0.0000 0.9846 0.0 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1388 7 0.2938 0.8755 0.0 0.00 0.00 0.00 0.00 0.00 0.70 0.30
#> SAMPLE_1389 7 0.2938 0.8755 0.0 0.00 0.00 0.00 0.00 0.00 0.70 0.30
#> SAMPLE_1403 1 0.0000 0.9869 1.0 0.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1412 4 0.0471 0.9853 0.0 0.00 0.00 0.98 0.00 0.00 0.00 0.02
#> SAMPLE_1495 1 0.0000 0.9869 1.0 0.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1499 1 0.0000 0.9869 1.0 0.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1501 1 0.0000 0.9869 1.0 0.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1502 1 0.0000 0.9869 1.0 0.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1503 1 0.0000 0.9869 1.0 0.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1505 1 0.0000 0.9869 1.0 0.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1506 1 0.0000 0.9869 1.0 0.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1513 6 0.0000 1.0000 0.0 0.00 0.00 0.00 0.00 1.00 0.00 0.00
#> SAMPLE_1515 2 0.0000 0.9846 0.0 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1516 1 0.0000 0.9869 1.0 0.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1518 1 0.0000 0.9869 1.0 0.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1519 1 0.0000 0.9869 1.0 0.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1520 1 0.0000 0.9869 1.0 0.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1553 1 0.0000 0.9869 1.0 0.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1568 1 0.0000 0.9869 1.0 0.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1569 1 0.0000 0.9869 1.0 0.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1570 1 0.0000 0.9869 1.0 0.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1572 1 0.0000 0.9869 1.0 0.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1573 1 0.0000 0.9869 1.0 0.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1581 7 0.2938 0.8755 0.0 0.00 0.00 0.00 0.00 0.00 0.70 0.30
#> SAMPLE_1602 7 0.0000 0.8954 0.0 0.00 0.00 0.00 0.00 0.00 1.00 0.00
#> SAMPLE_1625 1 0.0000 0.9869 1.0 0.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1627 6 0.0000 1.0000 0.0 0.00 0.00 0.00 0.00 1.00 0.00 0.00
#> SAMPLE_1628 5 0.0000 0.9824 0.0 0.00 0.00 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_1635 6 0.0000 1.0000 0.0 0.00 0.00 0.00 0.00 1.00 0.00 0.00
#> SAMPLE_1638 6 0.0000 1.0000 0.0 0.00 0.00 0.00 0.00 1.00 0.00 0.00
#> SAMPLE_1643 5 0.0000 0.9824 0.0 0.00 0.00 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_1646 8 0.4511 0.7992 0.0 0.38 0.00 0.00 0.00 0.10 0.00 0.52
#> SAMPLE_1654 5 0.0000 0.9824 0.0 0.00 0.00 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_1665 6 0.0000 1.0000 0.0 0.00 0.00 0.00 0.00 1.00 0.00 0.00
#> SAMPLE_1718 2 0.0000 0.9846 0.0 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1727 2 0.0000 0.9846 0.0 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1732 4 0.0000 0.9856 0.0 0.00 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_1762 5 0.0000 0.9824 0.0 0.00 0.00 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_1764 8 0.4511 0.7992 0.0 0.38 0.00 0.00 0.00 0.10 0.00 0.52
#> SAMPLE_1765 5 0.0000 0.9824 0.0 0.00 0.00 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_1778 2 0.0000 0.9846 0.0 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1779 2 0.0000 0.9846 0.0 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1796 7 0.0000 0.8954 0.0 0.00 0.00 0.00 0.00 0.00 1.00 0.00
#> SAMPLE_1799 6 0.0000 1.0000 0.0 0.00 0.00 0.00 0.00 1.00 0.00 0.00
#> SAMPLE_1800 5 0.0471 0.9753 0.0 0.00 0.00 0.00 0.98 0.00 0.00 0.02
#> SAMPLE_1801 8 0.4302 0.7479 0.0 0.36 0.00 0.00 0.08 0.00 0.00 0.56
#> SAMPLE_1803 5 0.0471 0.9753 0.0 0.00 0.00 0.00 0.98 0.00 0.00 0.02
#> SAMPLE_1808 8 0.4628 0.7892 0.0 0.36 0.00 0.00 0.00 0.12 0.00 0.52
#> SAMPLE_1809 6 0.0000 1.0000 0.0 0.00 0.00 0.00 0.00 1.00 0.00 0.00
#> SAMPLE_1814 8 0.4476 0.7993 0.0 0.36 0.00 0.00 0.00 0.10 0.00 0.54
#> SAMPLE_1815 5 0.0000 0.9824 0.0 0.00 0.00 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_1821 8 0.3329 0.6892 0.0 0.48 0.00 0.00 0.00 0.00 0.00 0.52
#> SAMPLE_1824 5 0.0471 0.9753 0.0 0.00 0.00 0.00 0.98 0.00 0.00 0.02
#> SAMPLE_1842 4 0.0471 0.9853 0.0 0.00 0.00 0.98 0.00 0.00 0.00 0.02
#> SAMPLE_1843 4 0.0471 0.9831 0.0 0.00 0.00 0.98 0.00 0.00 0.00 0.02
#> SAMPLE_1855 5 0.0000 0.9824 0.0 0.00 0.00 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_1862 2 0.0000 0.9846 0.0 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1864 4 0.0000 0.9856 0.0 0.00 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_1886 3 0.0000 0.9991 0.0 0.00 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1887 3 0.0000 0.9991 0.0 0.00 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1935 5 0.0000 0.9824 0.0 0.00 0.00 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_1957 4 0.0000 0.9856 0.0 0.00 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_1959 5 0.0000 0.9824 0.0 0.00 0.00 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_1961 5 0.0000 0.9824 0.0 0.00 0.00 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_1995 8 0.3943 0.7484 0.0 0.40 0.00 0.00 0.04 0.00 0.00 0.56
#> SAMPLE_2016 2 0.0000 0.9846 0.0 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2065 5 0.0000 0.9824 0.0 0.00 0.00 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_2067 2 0.0000 0.9846 0.0 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2144 2 0.0000 0.9846 0.0 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2149 8 0.4723 0.4646 0.0 0.14 0.00 0.00 0.00 0.34 0.00 0.52
#> SAMPLE_2152 5 0.2756 0.6663 0.0 0.00 0.00 0.00 0.74 0.00 0.00 0.26
#> SAMPLE_2180 2 0.0000 0.9846 0.0 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2186 4 0.0471 0.9853 0.0 0.00 0.00 0.98 0.00 0.00 0.00 0.02
#> SAMPLE_2199 8 0.3318 0.7155 0.0 0.46 0.00 0.00 0.00 0.00 0.00 0.54
#> SAMPLE_2202 2 0.0000 0.9846 0.0 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2215 3 0.0000 0.9991 0.0 0.00 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2218 2 0.0000 0.9846 0.0 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2232 2 0.0000 0.9846 0.0 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2237 7 0.0000 0.8954 0.0 0.00 0.00 0.00 0.00 0.00 1.00 0.00
#> SAMPLE_2255 8 0.3329 0.6892 0.0 0.48 0.00 0.00 0.00 0.00 0.00 0.52
#> SAMPLE_2257 7 0.0000 0.8954 0.0 0.00 0.00 0.00 0.00 0.00 1.00 0.00
#> SAMPLE_2259 2 0.0000 0.9846 0.0 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2275 2 0.0000 0.9846 0.0 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2279 2 0.0000 0.9846 0.0 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2287 2 0.0000 0.9846 0.0 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2292 8 0.3318 0.7155 0.0 0.46 0.00 0.00 0.00 0.00 0.00 0.54
#> SAMPLE_2295 2 0.0000 0.9846 0.0 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2300 7 0.0000 0.8954 0.0 0.00 0.00 0.00 0.00 0.00 1.00 0.00
#> SAMPLE_2309 2 0.0000 0.9846 0.0 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2311 2 0.0000 0.9846 0.0 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2328 7 0.0000 0.8954 0.0 0.00 0.00 0.00 0.00 0.00 1.00 0.00
#> SAMPLE_2329 7 0.0000 0.8954 0.0 0.00 0.00 0.00 0.00 0.00 1.00 0.00
#> SAMPLE_2333 2 0.0000 0.9846 0.0 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2338 6 0.0000 1.0000 0.0 0.00 0.00 0.00 0.00 1.00 0.00 0.00
#> SAMPLE_2344 2 0.0000 0.9846 0.0 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2346 3 0.0000 0.9991 0.0 0.00 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2357 8 0.4511 0.7992 0.0 0.38 0.00 0.00 0.00 0.10 0.00 0.52
#> SAMPLE_2361 2 0.0000 0.9846 0.0 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2425 2 0.0000 0.9846 0.0 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2475 2 0.2114 0.6640 0.0 0.84 0.00 0.00 0.00 0.00 0.00 0.16
#> SAMPLE_2477 8 0.3690 0.0418 0.0 0.02 0.00 0.00 0.42 0.00 0.00 0.56
#> SAMPLE_2524 8 0.4340 0.7997 0.0 0.38 0.00 0.00 0.00 0.08 0.00 0.54
#> SAMPLE_2553 4 0.0471 0.9853 0.0 0.00 0.00 0.98 0.00 0.00 0.00 0.02
#> SAMPLE_2556 4 0.0000 0.9856 0.0 0.00 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_2557 4 0.0000 0.9856 0.0 0.00 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_2559 4 0.0471 0.9831 0.0 0.00 0.00 0.98 0.00 0.00 0.00 0.02
#> SAMPLE_2560 4 0.0471 0.9853 0.0 0.00 0.00 0.98 0.00 0.00 0.00 0.02
#> SAMPLE_2562 4 0.0471 0.9853 0.0 0.00 0.00 0.98 0.00 0.00 0.00 0.02
#> SAMPLE_2567 4 0.0808 0.9828 0.0 0.00 0.00 0.96 0.00 0.00 0.00 0.04
#> SAMPLE_2581 2 0.2406 0.5443 0.0 0.80 0.00 0.00 0.00 0.00 0.00 0.20
#> SAMPLE_2590 2 0.0000 0.9846 0.0 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2667 4 0.0471 0.9831 0.0 0.00 0.00 0.98 0.00 0.00 0.00 0.02
#> SAMPLE_2668 4 0.0471 0.9831 0.0 0.00 0.00 0.98 0.00 0.00 0.00 0.02
#> SAMPLE_2669 4 0.0000 0.9856 0.0 0.00 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_2679 4 0.0000 0.9856 0.0 0.00 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_2696 1 0.1563 0.9169 0.9 0.00 0.00 0.00 0.00 0.00 0.00 0.10
#> SAMPLE_2699 1 0.1563 0.9169 0.9 0.00 0.00 0.00 0.00 0.00 0.00 0.10
#> SAMPLE_2700 1 0.1563 0.9169 0.9 0.00 0.00 0.00 0.00 0.00 0.00 0.10
#> SAMPLE_2701 1 0.1563 0.9169 0.9 0.00 0.00 0.00 0.00 0.00 0.00 0.10
#> SAMPLE_2713 1 0.0000 0.9869 1.0 0.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2724 6 0.0000 1.0000 0.0 0.00 0.00 0.00 0.00 1.00 0.00 0.00
#> SAMPLE_2725 6 0.0000 1.0000 0.0 0.00 0.00 0.00 0.00 1.00 0.00 0.00
#> SAMPLE_2726 6 0.0000 1.0000 0.0 0.00 0.00 0.00 0.00 1.00 0.00 0.00
#> SAMPLE_2728 6 0.0000 1.0000 0.0 0.00 0.00 0.00 0.00 1.00 0.00 0.00
#> SAMPLE_2734 4 0.0471 0.9831 0.0 0.00 0.00 0.98 0.00 0.00 0.00 0.02
#> SAMPLE_2761 1 0.0000 0.9869 1.0 0.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2762 1 0.0000 0.9869 1.0 0.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2764 1 0.0000 0.9869 1.0 0.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2765 1 0.0000 0.9869 1.0 0.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2766 1 0.0000 0.9869 1.0 0.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2767 1 0.0000 0.9869 1.0 0.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2770 1 0.0000 0.9869 1.0 0.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2784 3 0.0000 0.9991 0.0 0.00 1.00 0.00 0.00 0.00 0.00 0.00
Heatmaps for the consensus matrix. It visualizes the probability of two samples to be in a same group.
consensus_heatmap(res, k = 2)
consensus_heatmap(res, k = 3)
consensus_heatmap(res, k = 4)
consensus_heatmap(res, k = 5)
consensus_heatmap(res, k = 6)
consensus_heatmap(res, k = 7)
consensus_heatmap(res, k = 8)
Heatmaps for the membership of samples in all partitions to see how consistent they are:
membership_heatmap(res, k = 2)
membership_heatmap(res, k = 3)
membership_heatmap(res, k = 4)
membership_heatmap(res, k = 5)
membership_heatmap(res, k = 6)
membership_heatmap(res, k = 7)
membership_heatmap(res, k = 8)
As soon as the classes for columns are determined, the signatures that are significantly different between subgroups can be looked for. Following are the heatmaps for signatures.
get_signatures(res, k = 2)
get_signatures(res, k = 3)
get_signatures(res, k = 4)
get_signatures(res, k = 5)
get_signatures(res, k = 6)
get_signatures(res, k = 7)
get_signatures(res, k = 8)
Compare the overlap of signatures from different k:
compare_signatures(res)
get_signature() returns a data frame invisibly. To get the list of signatures, the function
call should be assigned to a variable explicitly. In following code, if plot argument is set
to FALSE, no heatmap is plotted while only the differential analysis is performed.
# code only for demonstration
tb = get_signature(res, k = ..., plot = FALSE)
An example of the output of tb is:
#> which_row fdr mean_1 mean_2 scaled_mean_1 scaled_mean_2 km
#> 1 38 0.042760348 8.373488 9.131774 -0.5533452 0.5164555 1
#> 2 40 0.018707592 7.106213 8.469186 -0.6173731 0.5762149 1
#> 3 55 0.019134737 10.221463 11.207825 -0.6159697 0.5749050 1
#> 4 59 0.006059896 5.921854 7.869574 -0.6899429 0.6439467 1
#> 5 60 0.018055526 8.928898 10.211722 -0.6204761 0.5791110 1
#> 6 98 0.009384629 15.714769 14.887706 0.6635654 -0.6193277 2
...
The columns in tb are:
which_row: row indices corresponding to the input matrix.fdr: FDR for the differential test. mean_x: The mean value in group x.scaled_mean_x: The mean value in group x after rows are scaled.km: Row groups if k-means clustering is applied to rows (which is done by automatically selecting number of clusters).If there are too many signatures, top_signatures = ... can be set to only show the
signatures with the highest FDRs:
# code only for demonstration
# e.g. to show the top 500 most significant rows
tb = get_signature(res, k = ..., top_signatures = 500)
If the signatures are defined as these which are uniquely high in current group, diff_method argument
can be set to "uniquely_high_in_one_group":
# code only for demonstration
tb = get_signature(res, k = ..., diff_method = "uniquely_high_in_one_group")
UMAP plot which shows how samples are separated.
dimension_reduction(res, k = 2, method = "UMAP")
dimension_reduction(res, k = 3, method = "UMAP")
dimension_reduction(res, k = 4, method = "UMAP")
dimension_reduction(res, k = 5, method = "UMAP")
dimension_reduction(res, k = 6, method = "UMAP")
dimension_reduction(res, k = 7, method = "UMAP")
dimension_reduction(res, k = 8, method = "UMAP")
Following heatmap shows how subgroups are split when increasing k:
collect_classes(res)
Test correlation between subgroups and known annotations. If the known annotation is numeric, one-way ANOVA test is applied, and if the known annotation is discrete, chi-squared contingency table test is applied.
test_to_known_factors(res)
#> n_sample meth_class(p-value) tumor_type(p-value) k
#> SD:skmeans 239 1.40e-40 4.51e-29 2
#> SD:skmeans 238 2.36e-79 1.46e-63 3
#> SD:skmeans 239 1.41e-116 1.46e-87 4
#> SD:skmeans 238 4.69e-150 9.95e-84 5
#> SD:skmeans 226 5.77e-182 9.13e-84 6
#> SD:skmeans 237 9.38e-224 2.77e-126 7
#> SD:skmeans 237 6.53e-258 1.84e-122 8
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.
Parent node: Node02. Child nodes: Node0111-leaf , Node0112-leaf , Node0113-leaf , Node0114-leaf , Node0121-leaf , Node0122-leaf , Node0123-leaf , Node0131-leaf , Node0132-leaf , Node0133-leaf , Node0134-leaf , Node0141-leaf , Node0142-leaf , Node0143-leaf , Node0144-leaf , Node0145-leaf , Node0161-leaf , Node0162-leaf , Node0163-leaf , Node0164-leaf , Node0165-leaf , Node0211 , Node0212 , Node0213 , Node0214 , Node0215-leaf , Node0216 , Node0217 , Node0221-leaf , Node0222-leaf , Node0223-leaf , Node0224-leaf , Node0225-leaf , Node0226-leaf , Node0227-leaf , Node0231 , Node0232 , Node0233 , Node0234-leaf , Node0235-leaf , Node0236 , Node0237 , Node0241-leaf , Node0242-leaf , Node0243 , Node0244-leaf , Node0245-leaf , Node0246-leaf , Node0247-leaf , Node0248-leaf .
The object with results only for a single top-value method and a single partitioning method can be extracted as:
res = res_rh["023"]
A summary of res and all the functions that can be applied to it:
res
#> A 'DownSamplingConsensusPartition' object with k = 2, 3, 4, 5, 6, 7, 8.
#> On a matrix with 99317 rows and 500 columns, randomly sampled from 638 columns.
#> Top rows (1000) are extracted by 'ATC' method.
#> Subgroups are detected by 'skmeans' method.
#> Performed in total 350 partitions by row resampling.
#> Best k for subgroups seems to be 7.
#>
#> Following methods can be applied to this 'DownSamplingConsensusPartition' object:
#> [1] "cola_report" "collect_classes" "collect_plots"
#> [4] "collect_stats" "colnames" "compare_partitions"
#> [7] "compare_signatures" "consensus_heatmap" "dimension_reduction"
#> [10] "functional_enrichment" "get_anno_col" "get_anno"
#> [13] "get_classes" "get_consensus" "get_matrix"
#> [16] "get_membership" "get_param" "get_signatures"
#> [19] "get_stats" "is_best_k" "is_stable_k"
#> [22] "membership_heatmap" "ncol" "nrow"
#> [25] "plot_ecdf" "predict_classes" "rownames"
#> [28] "select_partition_number" "show" "suggest_best_k"
#> [31] "test_to_known_factors" "top_rows_heatmap"
collect_plots() function collects all the plots made from res for all k (number of subgroups)
into one single page to provide an easy and fast comparison between different k.
collect_plots(res)
The plots are:
k and the heatmap of
predicted classes for each k.k.k.k.All the plots in panels can be made by individual functions and they are plotted later in this section.
select_partition_number() produces several plots showing different
statistics for choosing “optimized” k. There are following statistics:
k;k, the area increased is defined as \(A_k - A_{k-1}\).The detailed explanations of these statistics can be found in the cola vignette.
Generally speaking, higher 1-PAC score, higher mean silhouette score or higher
concordance corresponds to better partition. Rand index and Jaccard index
measure how similar the current partition is compared to partition with k-1.
If they are too similar, we won't accept k is better than k-1.
select_partition_number(res)
The numeric values for all these statistics can be obtained by get_stats().
get_stats(res)
#> k 1-PAC mean_silhouette concordance area_increased Rand Jaccard
#> 2 2 1.000 0.985 0.993 0.4499 0.548 0.548
#> 3 3 0.957 0.909 0.965 0.4729 0.755 0.565
#> 4 4 1.000 0.975 0.989 0.0877 0.898 0.715
#> 5 5 0.875 0.910 0.937 0.0371 0.985 0.945
#> 6 6 0.891 0.894 0.902 0.0673 0.917 0.695
#> 7 7 0.994 0.967 0.978 0.0419 0.956 0.785
#> 8 8 0.947 0.922 0.954 0.0119 0.997 0.984
suggest_best_k() suggests the best \(k\) based on these statistics. The rules are as follows:
suggest_best_k(res)
#> [1] 7
#> attr(,"optional")
#> [1] 2 3 4
There is also optional best \(k\) = 2 3 4 that is worth to check.
Following is 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 subgroup
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.
get_classes(res, k = 2)
#> class p
#> SAMPLE_13 2 0.000
#> SAMPLE_31 2 0.000
#> SAMPLE_32 2 0.000
#> SAMPLE_34 2 0.000
#> SAMPLE_37 2 0.000
#> SAMPLE_38 2 0.000
#> SAMPLE_40 2 0.000
#> SAMPLE_41 2 0.000
#> SAMPLE_42 2 0.000
#> SAMPLE_46 2 0.000
#> SAMPLE_47 2 0.000
#> SAMPLE_48 2 0.000
#> SAMPLE_49 2 0.000
#> SAMPLE_50 2 0.000
#> SAMPLE_51 2 0.000
#> SAMPLE_52 2 0.000
#> SAMPLE_53 2 0.000
#> SAMPLE_54 2 0.000
#> SAMPLE_55 2 0.000
#> SAMPLE_56 2 0.000
#> SAMPLE_63 2 0.000
#> SAMPLE_70 2 0.000
#> SAMPLE_71 2 0.000
#> SAMPLE_73 2 0.000
#> SAMPLE_74 2 0.000
#> SAMPLE_76 2 0.000
#> SAMPLE_77 2 0.000
#> SAMPLE_78 2 0.000
#> SAMPLE_79 2 0.000
#> SAMPLE_104 2 0.000
#> SAMPLE_106 2 0.000
#> SAMPLE_114 2 0.000
#> SAMPLE_115 2 0.000
#> SAMPLE_116 2 0.000
#> SAMPLE_117 2 0.000
#> SAMPLE_119 2 0.000
#> SAMPLE_127 1 0.000
#> SAMPLE_139 1 0.000
#> SAMPLE_140 1 0.000
#> SAMPLE_142 1 0.000
#> SAMPLE_145 1 0.000
#> SAMPLE_174 2 0.000
#> SAMPLE_176 2 0.000
#> SAMPLE_177 2 0.000
#> SAMPLE_178 2 0.000
#> SAMPLE_210 2 0.000
#> SAMPLE_231 2 0.000
#> SAMPLE_233 2 0.000
#> SAMPLE_240 2 0.000
#> SAMPLE_243 2 0.000
#> SAMPLE_244 2 0.000
#> SAMPLE_249 2 0.000
#> SAMPLE_252 2 0.000
#> SAMPLE_267 1 0.000
#> SAMPLE_268 1 0.000
#> SAMPLE_269 1 0.000
#> SAMPLE_272 1 0.000
#> SAMPLE_288 2 0.000
#> SAMPLE_289 2 0.000
#> SAMPLE_296 2 0.000
#> SAMPLE_297 2 0.000
#> SAMPLE_298 2 0.000
#> SAMPLE_299 2 0.000
#> SAMPLE_300 2 0.000
#> SAMPLE_301 2 0.000
#> SAMPLE_303 2 0.000
#> SAMPLE_304 2 0.000
#> SAMPLE_305 2 0.000
#> SAMPLE_306 2 0.000
#> SAMPLE_307 2 0.000
#> SAMPLE_308 2 0.000
#> SAMPLE_309 2 0.000
#> SAMPLE_311 2 0.000
#> SAMPLE_313 2 0.000
#> SAMPLE_314 2 0.000
#> SAMPLE_315 2 0.000
#> SAMPLE_316 2 0.000
#> SAMPLE_317 2 0.000
#> SAMPLE_318 2 0.000
#> SAMPLE_319 2 0.000
#> SAMPLE_320 2 0.000
#> SAMPLE_321 2 0.000
#> SAMPLE_323 2 0.000
#> SAMPLE_324 2 0.000
#> SAMPLE_325 2 0.000
#> SAMPLE_326 2 0.000
#> SAMPLE_327 2 0.000
#> SAMPLE_328 2 0.000
#> SAMPLE_330 1 0.000
#> SAMPLE_333 1 0.000
#> SAMPLE_339 1 0.000
#> SAMPLE_346 2 0.000
#> SAMPLE_347 1 0.000
#> SAMPLE_348 1 0.000
#> SAMPLE_355 1 0.000
#> SAMPLE_361 1 0.000
#> SAMPLE_363 1 0.000
#> SAMPLE_367 2 0.000
#> SAMPLE_368 2 0.000
#> SAMPLE_369 2 0.000
#> SAMPLE_371 2 0.000
#> SAMPLE_372 2 0.000
#> SAMPLE_375 1 0.000
#> SAMPLE_378 1 0.000
#> SAMPLE_470 1 0.000
#> SAMPLE_568 2 0.000
#> SAMPLE_569 2 0.000
#> SAMPLE_570 2 0.000
#> SAMPLE_591 2 0.000
#> SAMPLE_593 2 0.000
#> SAMPLE_598 2 0.000
#> SAMPLE_599 2 0.000
#> SAMPLE_600 2 0.000
#> SAMPLE_601 2 0.000
#> SAMPLE_603 2 0.000
#> SAMPLE_605 2 0.000
#> SAMPLE_607 2 0.000
#> SAMPLE_608 2 0.000
#> SAMPLE_621 2 0.000
#> SAMPLE_629 2 0.000
#> SAMPLE_638 2 0.000
#> SAMPLE_639 2 0.000
#> SAMPLE_640 2 0.000
#> SAMPLE_643 2 0.000
#> SAMPLE_644 1 0.000
#> SAMPLE_657 2 0.000
#> SAMPLE_695 2 0.000
#> SAMPLE_714 2 0.000
#> SAMPLE_715 2 0.000
#> SAMPLE_720 1 0.000
#> SAMPLE_722 1 0.000
#> SAMPLE_725 1 0.000
#> SAMPLE_730 2 0.000
#> SAMPLE_739 2 0.000
#> SAMPLE_746 1 0.000
#> SAMPLE_747 1 0.000
#> SAMPLE_748 1 0.000
#> SAMPLE_751 2 0.000
#> SAMPLE_774 1 0.000
#> SAMPLE_776 1 0.000
#> SAMPLE_779 1 0.000
#> SAMPLE_780 1 0.000
#> SAMPLE_781 1 0.000
#> SAMPLE_782 1 0.000
#> SAMPLE_783 1 0.000
#> SAMPLE_784 1 0.000
#> SAMPLE_797 2 0.000
#> SAMPLE_798 2 0.000
#> SAMPLE_801 2 0.000
#> SAMPLE_802 2 0.000
#> SAMPLE_804 2 0.000
#> SAMPLE_805 2 0.000
#> SAMPLE_806 2 0.000
#> SAMPLE_815 2 0.000
#> SAMPLE_818 1 0.000
#> SAMPLE_822 1 0.000
#> SAMPLE_826 1 0.000
#> SAMPLE_834 2 0.000
#> SAMPLE_844 2 0.000
#> SAMPLE_848 2 0.000
#> SAMPLE_849 1 0.000
#> SAMPLE_861 2 0.000
#> SAMPLE_862 2 0.000
#> SAMPLE_868 2 0.000
#> SAMPLE_880 2 0.000
#> SAMPLE_885 2 0.000
#> SAMPLE_886 2 0.000
#> SAMPLE_898 2 0.000
#> SAMPLE_899 2 0.751
#> SAMPLE_904 2 0.000
#> SAMPLE_905 2 0.000
#> SAMPLE_915 1 0.000
#> SAMPLE_916 1 0.000
#> SAMPLE_917 1 0.000
#> SAMPLE_918 1 0.000
#> SAMPLE_919 1 0.000
#> SAMPLE_920 1 0.000
#> SAMPLE_921 1 0.000
#> SAMPLE_922 1 0.000
#> SAMPLE_925 2 0.000
#> SAMPLE_929 1 0.000
#> SAMPLE_930 1 0.000
#> SAMPLE_934 2 0.000
#> SAMPLE_940 1 0.000
#> SAMPLE_941 1 0.000
#> SAMPLE_943 1 0.000
#> SAMPLE_945 1 0.000
#> SAMPLE_946 1 0.000
#> SAMPLE_948 1 0.000
#> SAMPLE_949 1 0.000
#> SAMPLE_950 1 0.000
#> SAMPLE_953 1 0.000
#> SAMPLE_954 1 0.000
#> SAMPLE_955 1 0.000
#> SAMPLE_956 1 0.000
#> SAMPLE_957 1 0.000
#> SAMPLE_958 1 0.000
#> SAMPLE_959 1 0.000
#> SAMPLE_960 1 0.000
#> SAMPLE_963 1 0.000
#> SAMPLE_964 1 0.000
#> SAMPLE_966 1 0.000
#> SAMPLE_967 1 0.000
#> SAMPLE_969 1 0.000
#> SAMPLE_970 1 0.000
#> SAMPLE_972 1 0.000
#> SAMPLE_995 2 0.000
#> SAMPLE_996 2 0.000
#> SAMPLE_1000 1 0.000
#> SAMPLE_1002 1 0.000
#> SAMPLE_1003 1 0.000
#> SAMPLE_1004 1 0.000
#> SAMPLE_1005 1 0.000
#> SAMPLE_1006 1 0.000
#> SAMPLE_1007 1 0.000
#> SAMPLE_1009 1 0.000
#> SAMPLE_1010 1 0.000
#> SAMPLE_1011 1 0.000
#> SAMPLE_1013 1 0.000
#> SAMPLE_1016 1 0.000
#> SAMPLE_1018 1 0.000
#> SAMPLE_1019 1 0.000
#> SAMPLE_1020 1 0.000
#> SAMPLE_1021 1 0.000
#> SAMPLE_1022 1 0.000
#> SAMPLE_1023 1 0.000
#> SAMPLE_1025 1 0.000
#> SAMPLE_1026 1 0.000
#> SAMPLE_1027 1 0.000
#> SAMPLE_1028 1 0.000
#> SAMPLE_1029 1 0.000
#> SAMPLE_1030 1 0.000
#> SAMPLE_1031 1 0.000
#> SAMPLE_1032 1 0.000
#> SAMPLE_1033 1 0.000
#> SAMPLE_1034 1 0.000
#> SAMPLE_1035 1 0.000
#> SAMPLE_1036 1 0.000
#> SAMPLE_1037 1 0.000
#> SAMPLE_1043 1 0.000
#> SAMPLE_1047 2 0.000
#> SAMPLE_1050 2 0.000
#> SAMPLE_1052 2 0.000
#> SAMPLE_1053 2 0.000
#> SAMPLE_1055 2 0.000
#> SAMPLE_1060 2 0.000
#> SAMPLE_1070 1 0.000
#> SAMPLE_1078 2 0.000
#> SAMPLE_1082 2 0.000
#> SAMPLE_1083 2 0.000
#> SAMPLE_1085 2 0.000
#> SAMPLE_1087 1 0.000
#> SAMPLE_1093 2 0.000
#> SAMPLE_1094 1 0.000
#> SAMPLE_1097 2 0.000
#> SAMPLE_1112 2 0.000
#> SAMPLE_1115 2 0.000
#> SAMPLE_1117 1 0.000
#> SAMPLE_1119 1 0.000
#> SAMPLE_1121 1 0.000
#> SAMPLE_1122 1 0.000
#> SAMPLE_1125 1 0.000
#> SAMPLE_1131 1 0.000
#> SAMPLE_1132 1 0.000
#> SAMPLE_1133 1 0.000
#> SAMPLE_1134 1 0.000
#> SAMPLE_1135 1 0.000
#> SAMPLE_1136 2 0.000
#> SAMPLE_1137 2 0.000
#> SAMPLE_1138 2 0.000
#> SAMPLE_1139 2 0.000
#> SAMPLE_1140 2 0.000
#> SAMPLE_1141 2 0.000
#> SAMPLE_1142 2 0.000
#> SAMPLE_1147 2 0.000
#> SAMPLE_1150 2 0.000
#> SAMPLE_1152 2 0.000
#> SAMPLE_1153 2 0.000
#> SAMPLE_1154 2 0.000
#> SAMPLE_1155 2 0.000
#> SAMPLE_1156 2 0.000
#> SAMPLE_1157 2 0.000
#> SAMPLE_1163 2 0.000
#> SAMPLE_1165 1 1.000
#> SAMPLE_1166 2 0.000
#> SAMPLE_1167 1 0.000
#> SAMPLE_1173 2 0.000
#> SAMPLE_1174 2 0.000
#> SAMPLE_1175 2 0.000
#> SAMPLE_1176 2 0.000
#> SAMPLE_1177 2 0.000
#> SAMPLE_1182 1 0.000
#> SAMPLE_1183 2 0.000
#> SAMPLE_1184 2 0.000
#> SAMPLE_1195 1 0.000
#> SAMPLE_1197 1 0.000
#> SAMPLE_1198 1 0.000
#> SAMPLE_1210 1 0.000
#> SAMPLE_1219 1 0.000
#> SAMPLE_1222 2 0.000
#> SAMPLE_1227 2 0.000
#> SAMPLE_1229 2 0.000
#> SAMPLE_1233 2 0.000
#> SAMPLE_1239 2 0.000
#> SAMPLE_1248 1 0.000
#> SAMPLE_1257 2 0.000
#> SAMPLE_1265 2 0.000
#> SAMPLE_1266 2 0.000
#> SAMPLE_1267 2 0.000
#> SAMPLE_1270 2 0.000
#> SAMPLE_1271 2 0.000
#> SAMPLE_1272 2 0.000
#> SAMPLE_1273 2 0.000
#> SAMPLE_1280 2 0.000
#> SAMPLE_1288 2 0.000
#> SAMPLE_1290 2 0.000
#> SAMPLE_1295 2 0.000
#> SAMPLE_1298 2 0.000
#> SAMPLE_1302 2 0.000
#> SAMPLE_1303 2 0.000
#> SAMPLE_1304 2 0.000
#> SAMPLE_1306 2 0.000
#> SAMPLE_1308 2 0.000
#> SAMPLE_1309 2 0.000
#> SAMPLE_1313 2 0.000
#> SAMPLE_1314 2 0.000
#> SAMPLE_1315 2 0.000
#> SAMPLE_1319 2 0.000
#> SAMPLE_1320 2 0.000
#> SAMPLE_1322 2 0.000
#> SAMPLE_1325 1 0.000
#> SAMPLE_1328 1 0.000
#> SAMPLE_1337 2 0.000
#> SAMPLE_1339 2 0.000
#> SAMPLE_1342 2 0.000
#> SAMPLE_1347 1 0.000
#> SAMPLE_1350 2 0.000
#> SAMPLE_1354 1 0.000
#> SAMPLE_1387 2 0.000
#> SAMPLE_1397 2 0.000
#> SAMPLE_1399 2 0.000
#> SAMPLE_1401 2 0.000
#> SAMPLE_1402 1 0.000
#> SAMPLE_1409 2 0.000
#> SAMPLE_1419 2 0.000
#> SAMPLE_1420 2 0.000
#> SAMPLE_1428 2 0.000
#> SAMPLE_1429 2 0.000
#> SAMPLE_1431 2 0.000
#> SAMPLE_1434 2 0.000
#> SAMPLE_1442 2 0.000
#> SAMPLE_1443 2 0.000
#> SAMPLE_1446 2 0.000
#> SAMPLE_1453 2 0.000
#> SAMPLE_1455 1 0.000
#> SAMPLE_1456 1 0.000
#> SAMPLE_1457 1 0.000
#> SAMPLE_1458 1 0.000
#> SAMPLE_1459 1 0.000
#> SAMPLE_1460 1 0.000
#> SAMPLE_1476 1 0.000
#> SAMPLE_1480 2 0.000
#> SAMPLE_1491 2 0.000
#> SAMPLE_1524 2 0.000
#> SAMPLE_1526 2 0.000
#> SAMPLE_1534 2 0.000
#> SAMPLE_1536 1 0.000
#> SAMPLE_1541 1 0.000
#> SAMPLE_1544 1 0.000
#> SAMPLE_1546 1 0.000
#> SAMPLE_1548 1 0.000
#> SAMPLE_1550 1 0.000
#> SAMPLE_1554 2 0.000
#> SAMPLE_1556 2 0.000
#> SAMPLE_1557 2 0.000
#> SAMPLE_1558 2 0.000
#> SAMPLE_1560 2 0.000
#> SAMPLE_1563 2 0.000
#> SAMPLE_1565 2 0.000
#> SAMPLE_1566 2 0.000
#> SAMPLE_1575 2 0.000
#> SAMPLE_1577 2 0.000
#> SAMPLE_1578 1 0.000
#> SAMPLE_1586 2 0.000
#> SAMPLE_1595 2 0.000
#> SAMPLE_1599 2 0.000
#> SAMPLE_1600 2 0.000
#> SAMPLE_1601 2 0.000
#> SAMPLE_1608 1 0.000
#> SAMPLE_1611 1 0.000
#> SAMPLE_1629 2 0.000
#> SAMPLE_1633 1 0.000
#> SAMPLE_1637 1 0.000
#> SAMPLE_1639 2 0.000
#> SAMPLE_1650 2 0.000
#> SAMPLE_1653 2 0.000
#> SAMPLE_1657 2 0.000
#> SAMPLE_1660 2 0.000
#> SAMPLE_1663 2 0.000
#> SAMPLE_1666 2 0.000
#> SAMPLE_1668 1 0.000
#> SAMPLE_1684 2 0.000
#> SAMPLE_1695 2 0.000
#> SAMPLE_1696 2 0.000
#> SAMPLE_1697 2 0.000
#> SAMPLE_1701 1 0.000
#> SAMPLE_1702 2 0.000
#> SAMPLE_1713 2 0.000
#> SAMPLE_1714 2 0.000
#> SAMPLE_1717 2 0.000
#> SAMPLE_1739 1 0.000
#> SAMPLE_1744 1 1.000
#> SAMPLE_1757 2 0.000
#> SAMPLE_1768 1 0.751
#> SAMPLE_1769 2 0.000
#> SAMPLE_1770 2 0.751
#> SAMPLE_1771 2 0.000
#> SAMPLE_1773 1 0.751
#> SAMPLE_1774 1 0.000
#> SAMPLE_1781 1 0.498
#> SAMPLE_1783 2 0.000
#> SAMPLE_1791 2 0.000
#> SAMPLE_1792 2 0.000
#> SAMPLE_1798 2 0.000
#> SAMPLE_1813 1 0.000
#> SAMPLE_1833 1 0.000
#> SAMPLE_1840 2 0.000
#> SAMPLE_1841 2 0.000
#> SAMPLE_1858 2 0.000
#> SAMPLE_1866 2 0.000
#> SAMPLE_1867 2 0.000
#> SAMPLE_1868 1 0.249
#> SAMPLE_1869 2 0.000
#> SAMPLE_1874 2 0.000
#> SAMPLE_1878 2 0.000
#> SAMPLE_1879 2 0.000
#> SAMPLE_1883 1 0.000
#> SAMPLE_1905 2 0.000
#> SAMPLE_1915 2 0.000
#> SAMPLE_1920 1 0.000
#> SAMPLE_1923 2 0.000
#> SAMPLE_1924 2 0.000
#> SAMPLE_1929 1 0.000
#> SAMPLE_1931 1 0.000
#> SAMPLE_1933 2 0.000
#> SAMPLE_1934 2 0.000
#> SAMPLE_1938 2 0.000
#> SAMPLE_1962 1 0.000
#> SAMPLE_1968 2 0.000
#> SAMPLE_1976 1 0.000
#> SAMPLE_1978 2 0.000
#> SAMPLE_1981 2 0.000
#> SAMPLE_1982 2 0.000
#> SAMPLE_1983 2 0.000
#> SAMPLE_1984 2 0.000
#> SAMPLE_1985 2 0.000
#> SAMPLE_1986 2 0.000
#> SAMPLE_1990 2 0.000
#> SAMPLE_1991 2 0.000
#> SAMPLE_1994 2 0.000
#> SAMPLE_2001 2 0.000
#> SAMPLE_2015 1 0.000
#> SAMPLE_2017 1 0.000
#> SAMPLE_2024 2 0.000
#> SAMPLE_2027 2 0.000
#> SAMPLE_2040 1 0.000
#> SAMPLE_2050 2 0.000
#> SAMPLE_2055 1 0.000
#> SAMPLE_2056 2 0.000
#> SAMPLE_2060 2 0.000
#> SAMPLE_2062 1 0.747
#> SAMPLE_2068 1 0.000
#> SAMPLE_2069 2 0.000
#> SAMPLE_2071 2 0.000
#> SAMPLE_2077 2 0.000
#> SAMPLE_2078 2 0.000
#> SAMPLE_2079 2 0.000
#> SAMPLE_2080 2 0.000
#> SAMPLE_2087 2 0.000
#> SAMPLE_2091 2 0.000
#> SAMPLE_2092 2 0.000
#> SAMPLE_2097 2 0.000
#> SAMPLE_2099 2 0.000
#> SAMPLE_2100 2 0.000
#> SAMPLE_2101 2 0.000
#> SAMPLE_2102 2 0.000
#> SAMPLE_2108 2 0.000
#> SAMPLE_2112 2 0.000
#> SAMPLE_2113 2 0.000
#> SAMPLE_2114 2 0.000
#> SAMPLE_2116 2 0.000
#> SAMPLE_2117 2 0.000
#> SAMPLE_2118 2 0.000
#> SAMPLE_2121 2 0.000
#> SAMPLE_2122 2 0.000
#> SAMPLE_2124 2 0.000
#> SAMPLE_2128 2 0.000
#> SAMPLE_2130 2 0.000
#> SAMPLE_2132 2 0.000
#> SAMPLE_2133 2 0.000
#> SAMPLE_2137 2 0.000
#> SAMPLE_2147 2 0.000
#> SAMPLE_2148 2 0.000
#> SAMPLE_2151 1 0.000
#> SAMPLE_2154 2 0.000
#> SAMPLE_2157 2 0.000
#> SAMPLE_2160 2 0.000
#> SAMPLE_2162 1 1.000
#> SAMPLE_2169 2 0.000
#> SAMPLE_2175 2 0.000
#> SAMPLE_2177 2 0.000
#> SAMPLE_2178 2 0.000
#> SAMPLE_2181 1 0.000
#> SAMPLE_2187 2 0.000
#> SAMPLE_2204 2 0.000
#> SAMPLE_2207 1 0.000
#> SAMPLE_2209 1 0.000
#> SAMPLE_2211 1 0.000
#> SAMPLE_2213 1 0.000
#> SAMPLE_2221 2 0.000
#> SAMPLE_2222 1 0.000
#> SAMPLE_2224 1 0.000
#> SAMPLE_2234 2 0.000
#> SAMPLE_2238 2 0.000
#> SAMPLE_2239 2 0.000
#> SAMPLE_2263 2 0.000
#> SAMPLE_2265 1 0.000
#> SAMPLE_2266 2 0.000
#> SAMPLE_2270 2 0.000
#> SAMPLE_2271 2 0.000
#> SAMPLE_2272 2 0.000
#> SAMPLE_2280 2 0.000
#> SAMPLE_2282 2 0.000
#> SAMPLE_2285 2 0.000
#> SAMPLE_2298 2 0.000
#> SAMPLE_2307 2 0.000
#> SAMPLE_2313 2 0.000
#> SAMPLE_2326 2 0.000
#> SAMPLE_2327 2 0.000
#> SAMPLE_2334 2 0.000
#> SAMPLE_2347 2 0.000
#> SAMPLE_2354 2 0.000
#> SAMPLE_2360 2 0.000
#> SAMPLE_2362 2 0.000
#> SAMPLE_2364 2 0.000
#> SAMPLE_2365 2 0.000
#> SAMPLE_2366 1 0.000
#> SAMPLE_2371 2 0.000
#> SAMPLE_2384 2 0.000
#> SAMPLE_2385 2 0.000
#> SAMPLE_2387 2 0.000
#> SAMPLE_2388 2 0.000
#> SAMPLE_2395 2 0.000
#> SAMPLE_2405 2 0.000
#> SAMPLE_2406 2 0.000
#> SAMPLE_2407 2 0.000
#> SAMPLE_2408 2 0.000
#> SAMPLE_2409 1 0.000
#> SAMPLE_2412 2 0.000
#> SAMPLE_2414 2 0.000
#> SAMPLE_2415 1 0.000
#> SAMPLE_2418 2 0.000
#> SAMPLE_2419 2 0.000
#> SAMPLE_2439 1 0.000
#> SAMPLE_2440 1 0.000
#> SAMPLE_2445 2 0.000
#> SAMPLE_2450 1 0.000
#> SAMPLE_2452 1 0.249
#> SAMPLE_2456 2 1.000
#> SAMPLE_2461 2 0.000
#> SAMPLE_2466 2 0.000
#> SAMPLE_2468 2 0.000
#> SAMPLE_2472 1 0.498
#> SAMPLE_2476 2 0.000
#> SAMPLE_2480 1 0.000
#> SAMPLE_2481 1 0.000
#> SAMPLE_2482 1 0.000
#> SAMPLE_2512 2 0.000
#> SAMPLE_2513 2 0.000
#> SAMPLE_2514 2 0.000
#> SAMPLE_2534 2 0.000
#> SAMPLE_2552 2 0.000
#> SAMPLE_2570 2 0.000
#> SAMPLE_2571 1 0.000
#> SAMPLE_2579 2 0.000
#> SAMPLE_2582 2 0.000
#> SAMPLE_2583 1 0.000
#> SAMPLE_2585 2 0.000
#> SAMPLE_2589 1 0.000
#> SAMPLE_2593 2 0.000
#> SAMPLE_2594 2 0.000
#> SAMPLE_2595 2 0.000
#> SAMPLE_2598 2 0.000
#> SAMPLE_2600 1 1.000
#> SAMPLE_2601 1 0.000
#> SAMPLE_2604 2 0.000
#> SAMPLE_2609 2 0.000
#> SAMPLE_2611 2 0.000
#> SAMPLE_2612 1 0.000
#> SAMPLE_2622 2 0.000
#> SAMPLE_2625 2 0.000
#> SAMPLE_2626 2 0.000
#> SAMPLE_2627 2 0.000
#> SAMPLE_2628 2 0.000
#> SAMPLE_2630 2 0.000
#> SAMPLE_2631 1 0.000
#> SAMPLE_2632 1 0.000
#> SAMPLE_2643 1 0.000
#> SAMPLE_2644 2 0.000
#> SAMPLE_2648 1 0.000
#> SAMPLE_2651 2 0.000
#> SAMPLE_2660 2 0.000
#> SAMPLE_2665 2 0.000
#> SAMPLE_2680 1 0.000
#> SAMPLE_2681 1 0.000
#> SAMPLE_2682 2 0.000
#> SAMPLE_2683 2 0.000
#> SAMPLE_2684 2 0.000
#> SAMPLE_2688 1 0.000
#> SAMPLE_2695 2 0.000
#> SAMPLE_2698 2 0.000
#> SAMPLE_2702 2 0.000
#> SAMPLE_2705 2 0.000
#> SAMPLE_2712 2 0.000
#> SAMPLE_2718 2 0.000
#> SAMPLE_2719 2 0.000
#> SAMPLE_2720 2 0.000
#> SAMPLE_2729 2 0.000
#> SAMPLE_2730 2 0.000
#> SAMPLE_2731 2 0.000
#> SAMPLE_2732 2 0.000
#> SAMPLE_2733 2 0.000
#> SAMPLE_2773 1 0.000
#> SAMPLE_2778 1 0.000
#> SAMPLE_2781 2 0.000
#> SAMPLE_2796 2 0.000
#> SAMPLE_2797 2 0.000
#> SAMPLE_2801 2 0.000
get_classes(res, k = 3)
#> class p
#> SAMPLE_13 2 0.000
#> SAMPLE_31 3 0.000
#> SAMPLE_32 3 0.000
#> SAMPLE_34 3 0.000
#> SAMPLE_37 3 0.000
#> SAMPLE_38 3 0.000
#> SAMPLE_40 3 0.000
#> SAMPLE_41 3 0.000
#> SAMPLE_42 3 0.000
#> SAMPLE_46 3 0.000
#> SAMPLE_47 3 0.000
#> SAMPLE_48 3 0.000
#> SAMPLE_49 3 0.000
#> SAMPLE_50 3 0.000
#> SAMPLE_51 3 0.000
#> SAMPLE_52 3 0.000
#> SAMPLE_53 3 0.000
#> SAMPLE_54 3 0.000
#> SAMPLE_55 3 0.000
#> SAMPLE_56 3 0.000
#> SAMPLE_63 2 0.000
#> SAMPLE_70 3 0.000
#> SAMPLE_71 3 0.000
#> SAMPLE_73 3 0.000
#> SAMPLE_74 3 0.000
#> SAMPLE_76 3 0.000
#> SAMPLE_77 3 0.000
#> SAMPLE_78 3 0.000
#> SAMPLE_79 3 0.000
#> SAMPLE_104 2 0.000
#> SAMPLE_106 2 0.000
#> SAMPLE_114 3 0.000
#> SAMPLE_115 3 0.000
#> SAMPLE_116 3 0.000
#> SAMPLE_117 3 0.000
#> SAMPLE_119 3 0.000
#> SAMPLE_127 1 0.000
#> SAMPLE_139 1 0.000
#> SAMPLE_140 1 0.000
#> SAMPLE_142 1 0.000
#> SAMPLE_145 1 0.000
#> SAMPLE_174 2 0.000
#> SAMPLE_176 3 0.000
#> SAMPLE_177 3 0.000
#> SAMPLE_178 3 0.000
#> SAMPLE_210 2 0.000
#> SAMPLE_231 3 0.000
#> SAMPLE_233 3 0.000
#> SAMPLE_240 3 0.000
#> SAMPLE_243 3 0.000
#> SAMPLE_244 3 0.000
#> SAMPLE_249 3 1.000
#> SAMPLE_252 3 0.000
#> SAMPLE_267 1 0.000
#> SAMPLE_268 1 0.000
#> SAMPLE_269 1 0.000
#> SAMPLE_272 1 0.751
#> SAMPLE_288 3 0.000
#> SAMPLE_289 3 0.000
#> SAMPLE_296 3 0.000
#> SAMPLE_297 3 0.000
#> SAMPLE_298 3 0.000
#> SAMPLE_299 3 0.000
#> SAMPLE_300 3 0.000
#> SAMPLE_301 3 0.000
#> SAMPLE_303 3 0.000
#> SAMPLE_304 3 0.000
#> SAMPLE_305 3 0.000
#> SAMPLE_306 3 0.000
#> SAMPLE_307 3 0.000
#> SAMPLE_308 3 0.000
#> SAMPLE_309 3 0.000
#> SAMPLE_311 3 0.000
#> SAMPLE_313 3 0.000
#> SAMPLE_314 3 0.000
#> SAMPLE_315 3 0.000
#> SAMPLE_316 3 0.000
#> SAMPLE_317 3 0.000
#> SAMPLE_318 3 0.000
#> SAMPLE_319 3 0.000
#> SAMPLE_320 3 0.000
#> SAMPLE_321 3 0.000
#> SAMPLE_323 3 0.000
#> SAMPLE_324 3 0.000
#> SAMPLE_325 3 0.000
#> SAMPLE_326 3 0.000
#> SAMPLE_327 3 0.000
#> SAMPLE_328 3 0.000
#> SAMPLE_330 1 0.000
#> SAMPLE_333 1 0.000
#> SAMPLE_339 1 0.000
#> SAMPLE_346 2 0.000
#> SAMPLE_347 1 0.000
#> SAMPLE_348 1 0.000
#> SAMPLE_355 1 0.000
#> SAMPLE_361 1 0.000
#> SAMPLE_363 1 0.000
#> SAMPLE_367 3 0.000
#> SAMPLE_368 3 0.000
#> SAMPLE_369 3 0.000
#> SAMPLE_371 3 0.000
#> SAMPLE_372 3 0.000
#> SAMPLE_375 1 0.000
#> SAMPLE_378 1 0.000
#> SAMPLE_470 1 0.000
#> SAMPLE_568 3 0.000
#> SAMPLE_569 3 0.000
#> SAMPLE_570 3 0.000
#> SAMPLE_591 3 0.000
#> SAMPLE_593 3 0.000
#> SAMPLE_598 3 0.000
#> SAMPLE_599 3 0.000
#> SAMPLE_600 3 0.000
#> SAMPLE_601 3 0.000
#> SAMPLE_603 3 0.000
#> SAMPLE_605 3 0.000
#> SAMPLE_607 3 0.000
#> SAMPLE_608 3 0.000
#> SAMPLE_621 3 0.249
#> SAMPLE_629 3 0.000
#> SAMPLE_638 3 0.000
#> SAMPLE_639 3 0.000
#> SAMPLE_640 3 0.000
#> SAMPLE_643 2 0.000
#> SAMPLE_644 1 0.000
#> SAMPLE_657 3 0.000
#> SAMPLE_695 2 0.000
#> SAMPLE_714 2 0.000
#> SAMPLE_715 3 0.000
#> SAMPLE_720 1 0.000
#> SAMPLE_722 1 0.000
#> SAMPLE_725 1 1.000
#> SAMPLE_730 3 0.000
#> SAMPLE_739 2 0.000
#> SAMPLE_746 1 0.000
#> SAMPLE_747 1 0.000
#> SAMPLE_748 1 0.000
#> SAMPLE_751 3 0.000
#> SAMPLE_774 1 0.000
#> SAMPLE_776 1 0.000
#> SAMPLE_779 1 0.000
#> SAMPLE_780 1 0.000
#> SAMPLE_781 1 0.000
#> SAMPLE_782 1 0.000
#> SAMPLE_783 1 0.000
#> SAMPLE_784 1 0.000
#> SAMPLE_797 3 1.000
#> SAMPLE_798 2 0.253
#> SAMPLE_801 3 0.000
#> SAMPLE_802 3 0.000
#> SAMPLE_804 3 0.000
#> SAMPLE_805 3 0.000
#> SAMPLE_806 3 1.000
#> SAMPLE_815 3 0.249
#> SAMPLE_818 3 1.000
#> SAMPLE_822 3 0.000
#> SAMPLE_826 1 0.000
#> SAMPLE_834 2 0.000
#> SAMPLE_844 3 0.000
#> SAMPLE_848 2 0.000
#> SAMPLE_849 1 0.000
#> SAMPLE_861 2 0.000
#> SAMPLE_862 2 0.000
#> SAMPLE_868 2 0.000
#> SAMPLE_880 2 0.000
#> SAMPLE_885 3 0.000
#> SAMPLE_886 2 0.000
#> SAMPLE_898 2 0.000
#> SAMPLE_899 1 0.000
#> SAMPLE_904 3 0.000
#> SAMPLE_905 3 0.000
#> SAMPLE_915 1 0.000
#> SAMPLE_916 1 0.000
#> SAMPLE_917 1 0.000
#> SAMPLE_918 1 0.000
#> SAMPLE_919 1 0.000
#> SAMPLE_920 1 0.000
#> SAMPLE_921 1 0.000
#> SAMPLE_922 1 0.000
#> SAMPLE_925 2 0.000
#> SAMPLE_929 1 0.000
#> SAMPLE_930 1 0.000
#> SAMPLE_934 2 0.000
#> SAMPLE_940 1 0.000
#> SAMPLE_941 1 0.000
#> SAMPLE_943 1 0.000
#> SAMPLE_945 1 1.000
#> SAMPLE_946 1 0.000
#> SAMPLE_948 1 0.000
#> SAMPLE_949 1 0.000
#> SAMPLE_950 1 0.000
#> SAMPLE_953 1 0.000
#> SAMPLE_954 1 0.000
#> SAMPLE_955 1 0.000
#> SAMPLE_956 1 0.000
#> SAMPLE_957 1 0.000
#> SAMPLE_958 1 0.000
#> SAMPLE_959 1 0.000
#> SAMPLE_960 1 0.000
#> SAMPLE_963 1 0.000
#> SAMPLE_964 1 0.000
#> SAMPLE_966 1 0.000
#> SAMPLE_967 1 0.000
#> SAMPLE_969 1 0.000
#> SAMPLE_970 1 0.000
#> SAMPLE_972 1 0.000
#> SAMPLE_995 2 0.000
#> SAMPLE_996 2 0.000
#> SAMPLE_1000 1 0.000
#> SAMPLE_1002 1 0.000
#> SAMPLE_1003 1 0.000
#> SAMPLE_1004 1 0.000
#> SAMPLE_1005 1 0.000
#> SAMPLE_1006 1 0.000
#> SAMPLE_1007 1 0.000
#> SAMPLE_1009 1 0.000
#> SAMPLE_1010 1 0.000
#> SAMPLE_1011 1 0.000
#> SAMPLE_1013 1 0.000
#> SAMPLE_1016 1 0.000
#> SAMPLE_1018 1 0.000
#> SAMPLE_1019 1 0.000
#> SAMPLE_1020 1 0.000
#> SAMPLE_1021 1 0.000
#> SAMPLE_1022 1 0.000
#> SAMPLE_1023 1 0.000
#> SAMPLE_1025 1 0.000
#> SAMPLE_1026 1 0.000
#> SAMPLE_1027 1 0.000
#> SAMPLE_1028 1 0.000
#> SAMPLE_1029 1 0.000
#> SAMPLE_1030 1 0.000
#> SAMPLE_1031 1 0.000
#> SAMPLE_1032 1 0.000
#> SAMPLE_1033 1 0.000
#> SAMPLE_1034 1 0.000
#> SAMPLE_1035 1 0.000
#> SAMPLE_1036 1 0.000
#> SAMPLE_1037 1 0.000
#> SAMPLE_1043 3 0.000
#> SAMPLE_1047 2 0.000
#> SAMPLE_1050 2 0.000
#> SAMPLE_1052 2 0.000
#> SAMPLE_1053 2 0.000
#> SAMPLE_1055 2 0.000
#> SAMPLE_1060 2 0.000
#> SAMPLE_1070 1 0.000
#> SAMPLE_1078 2 0.000
#> SAMPLE_1082 2 0.000
#> SAMPLE_1083 3 0.000
#> SAMPLE_1085 3 0.000
#> SAMPLE_1087 1 0.000
#> SAMPLE_1093 2 0.000
#> SAMPLE_1094 3 1.000
#> SAMPLE_1097 2 0.000
#> SAMPLE_1112 2 0.000
#> SAMPLE_1115 3 0.000
#> SAMPLE_1117 1 0.000
#> SAMPLE_1119 1 0.000
#> SAMPLE_1121 1 0.000
#> SAMPLE_1122 1 0.000
#> SAMPLE_1125 1 0.000
#> SAMPLE_1131 1 0.000
#> SAMPLE_1132 1 0.000
#> SAMPLE_1133 1 0.000
#> SAMPLE_1134 1 0.000
#> SAMPLE_1135 1 0.000
#> SAMPLE_1136 2 0.000
#> SAMPLE_1137 2 0.000
#> SAMPLE_1138 2 0.000
#> SAMPLE_1139 2 0.000
#> SAMPLE_1140 2 0.000
#> SAMPLE_1141 2 0.000
#> SAMPLE_1142 2 0.000
#> SAMPLE_1147 3 0.000
#> SAMPLE_1150 2 0.000
#> SAMPLE_1152 2 0.000
#> SAMPLE_1153 2 0.000
#> SAMPLE_1154 2 0.000
#> SAMPLE_1155 2 0.000
#> SAMPLE_1156 2 0.000
#> SAMPLE_1157 2 0.000
#> SAMPLE_1163 2 0.000
#> SAMPLE_1165 2 0.000
#> SAMPLE_1166 2 0.000
#> SAMPLE_1167 1 0.000
#> SAMPLE_1173 3 1.000
#> SAMPLE_1174 3 0.000
#> SAMPLE_1175 2 0.000
#> SAMPLE_1176 3 0.000
#> SAMPLE_1177 2 0.000
#> SAMPLE_1182 1 0.000
#> SAMPLE_1183 3 0.000
#> SAMPLE_1184 3 0.000
#> SAMPLE_1195 1 0.000
#> SAMPLE_1197 1 0.000
#> SAMPLE_1198 1 0.000
#> SAMPLE_1210 1 0.000
#> SAMPLE_1219 1 0.000
#> SAMPLE_1222 2 0.000
#> SAMPLE_1227 2 0.000
#> SAMPLE_1229 2 0.000
#> SAMPLE_1233 2 0.000
#> SAMPLE_1239 2 0.000
#> SAMPLE_1248 1 0.000
#> SAMPLE_1257 2 0.000
#> SAMPLE_1265 2 0.000
#> SAMPLE_1266 2 0.000
#> SAMPLE_1267 2 0.000
#> SAMPLE_1270 2 0.000
#> SAMPLE_1271 2 0.000
#> SAMPLE_1272 2 0.000
#> SAMPLE_1273 2 0.000
#> SAMPLE_1280 2 0.000
#> SAMPLE_1288 2 0.000
#> SAMPLE_1290 2 0.000
#> SAMPLE_1295 2 0.000
#> SAMPLE_1298 2 0.000
#> SAMPLE_1302 2 0.000
#> SAMPLE_1303 2 0.000
#> SAMPLE_1304 2 0.000
#> SAMPLE_1306 2 0.000
#> SAMPLE_1308 2 0.000
#> SAMPLE_1309 2 0.000
#> SAMPLE_1313 2 0.000
#> SAMPLE_1314 2 0.000
#> SAMPLE_1315 2 0.000
#> SAMPLE_1319 2 0.000
#> SAMPLE_1320 2 0.000
#> SAMPLE_1322 2 0.000
#> SAMPLE_1325 1 0.000
#> SAMPLE_1328 1 0.000
#> SAMPLE_1337 3 0.000
#> SAMPLE_1339 2 0.000
#> SAMPLE_1342 2 0.000
#> SAMPLE_1347 1 0.498
#> SAMPLE_1350 2 0.000
#> SAMPLE_1354 1 0.000
#> SAMPLE_1387 2 0.000
#> SAMPLE_1397 2 0.253
#> SAMPLE_1399 3 0.000
#> SAMPLE_1401 2 0.000
#> SAMPLE_1402 1 0.000
#> SAMPLE_1409 2 0.000
#> SAMPLE_1419 2 0.000
#> SAMPLE_1420 2 0.000
#> SAMPLE_1428 2 0.000
#> SAMPLE_1429 2 0.000
#> SAMPLE_1431 2 0.000
#> SAMPLE_1434 3 0.000
#> SAMPLE_1442 2 0.000
#> SAMPLE_1443 2 0.000
#> SAMPLE_1446 3 0.000
#> SAMPLE_1453 2 1.000
#> SAMPLE_1455 1 0.000
#> SAMPLE_1456 1 0.000
#> SAMPLE_1457 1 0.000
#> SAMPLE_1458 1 0.000
#> SAMPLE_1459 1 0.000
#> SAMPLE_1460 1 0.000
#> SAMPLE_1476 1 1.000
#> SAMPLE_1480 3 0.000
#> SAMPLE_1491 2 0.751
#> SAMPLE_1524 3 0.000
#> SAMPLE_1526 2 0.000
#> SAMPLE_1534 2 0.000
#> SAMPLE_1536 1 0.000
#> SAMPLE_1541 1 0.000
#> SAMPLE_1544 1 0.000
#> SAMPLE_1546 1 0.000
#> SAMPLE_1548 1 0.000
#> SAMPLE_1550 1 0.000
#> SAMPLE_1554 2 0.000
#> SAMPLE_1556 2 0.000
#> SAMPLE_1557 2 0.000
#> SAMPLE_1558 2 0.000
#> SAMPLE_1560 2 0.000
#> SAMPLE_1563 2 0.000
#> SAMPLE_1565 2 0.000
#> SAMPLE_1566 2 0.000
#> SAMPLE_1575 2 0.000
#> SAMPLE_1577 2 0.000
#> SAMPLE_1578 1 0.000
#> SAMPLE_1586 3 0.000
#> SAMPLE_1595 3 0.000
#> SAMPLE_1599 2 0.000
#> SAMPLE_1600 2 0.000
#> SAMPLE_1601 2 0.000
#> SAMPLE_1608 1 0.000
#> SAMPLE_1611 1 0.000
#> SAMPLE_1629 3 0.000
#> SAMPLE_1633 1 0.000
#> SAMPLE_1637 1 0.000
#> SAMPLE_1639 2 0.751
#> SAMPLE_1650 2 0.000
#> SAMPLE_1653 3 0.000
#> SAMPLE_1657 2 0.000
#> SAMPLE_1660 2 0.000
#> SAMPLE_1663 3 0.000
#> SAMPLE_1666 2 0.000
#> SAMPLE_1668 3 0.249
#> SAMPLE_1684 2 0.000
#> SAMPLE_1695 2 0.000
#> SAMPLE_1696 3 0.000
#> SAMPLE_1697 3 0.000
#> SAMPLE_1701 1 0.000
#> SAMPLE_1702 2 0.000
#> SAMPLE_1713 2 0.000
#> SAMPLE_1714 3 0.000
#> SAMPLE_1717 3 0.000
#> SAMPLE_1739 3 0.249
#> SAMPLE_1744 3 0.000
#> SAMPLE_1757 2 0.000
#> SAMPLE_1768 2 0.000
#> SAMPLE_1769 2 0.000
#> SAMPLE_1770 2 0.000
#> SAMPLE_1771 2 0.000
#> SAMPLE_1773 2 0.000
#> SAMPLE_1774 1 0.000
#> SAMPLE_1781 3 0.000
#> SAMPLE_1783 3 0.751
#> SAMPLE_1791 2 0.000
#> SAMPLE_1792 3 0.000
#> SAMPLE_1798 2 0.000
#> SAMPLE_1813 1 0.000
#> SAMPLE_1833 1 0.000
#> SAMPLE_1840 2 0.000
#> SAMPLE_1841 2 0.000
#> SAMPLE_1858 3 0.000
#> SAMPLE_1866 2 0.000
#> SAMPLE_1867 2 0.000
#> SAMPLE_1868 3 0.000
#> SAMPLE_1869 2 0.000
#> SAMPLE_1874 2 0.000
#> SAMPLE_1878 2 0.000
#> SAMPLE_1879 2 0.000
#> SAMPLE_1883 1 0.000
#> SAMPLE_1905 2 0.000
#> SAMPLE_1915 3 0.000
#> SAMPLE_1920 1 0.000
#> SAMPLE_1923 2 0.000
#> SAMPLE_1924 2 0.000
#> SAMPLE_1929 1 0.000
#> SAMPLE_1931 1 0.000
#> SAMPLE_1933 3 0.000
#> SAMPLE_1934 3 0.000
#> SAMPLE_1938 3 0.000
#> SAMPLE_1962 1 0.000
#> SAMPLE_1968 2 0.000
#> SAMPLE_1976 1 1.000
#> SAMPLE_1978 3 0.000
#> SAMPLE_1981 2 0.000
#> SAMPLE_1982 2 0.000
#> SAMPLE_1983 2 0.000
#> SAMPLE_1984 2 0.000
#> SAMPLE_1985 2 0.000
#> SAMPLE_1986 2 0.000
#> SAMPLE_1990 2 0.000
#> SAMPLE_1991 2 0.000
#> SAMPLE_1994 3 0.000
#> SAMPLE_2001 2 0.000
#> SAMPLE_2015 1 0.000
#> SAMPLE_2017 3 1.000
#> SAMPLE_2024 3 0.000
#> SAMPLE_2027 2 0.000
#> SAMPLE_2040 1 0.000
#> SAMPLE_2050 3 0.249
#> SAMPLE_2055 1 0.000
#> SAMPLE_2056 3 0.000
#> SAMPLE_2060 3 0.000
#> SAMPLE_2062 3 0.249
#> SAMPLE_2068 1 0.000
#> SAMPLE_2069 2 0.000
#> SAMPLE_2071 2 0.000
#> SAMPLE_2077 2 0.000
#> SAMPLE_2078 2 0.000
#> SAMPLE_2079 2 0.000
#> SAMPLE_2080 2 0.000
#> SAMPLE_2087 2 0.000
#> SAMPLE_2091 2 0.000
#> SAMPLE_2092 2 0.000
#> SAMPLE_2097 2 0.000
#> SAMPLE_2099 2 0.000
#> SAMPLE_2100 2 0.000
#> SAMPLE_2101 2 0.000
#> SAMPLE_2102 2 0.000
#> SAMPLE_2108 2 0.000
#> SAMPLE_2112 2 0.000
#> SAMPLE_2113 2 0.000
#> SAMPLE_2114 2 0.000
#> SAMPLE_2116 2 0.000
#> SAMPLE_2117 2 0.000
#> SAMPLE_2118 2 0.000
#> SAMPLE_2121 2 0.000
#> SAMPLE_2122 2 0.000
#> SAMPLE_2124 2 0.000
#> SAMPLE_2128 2 0.000
#> SAMPLE_2130 2 0.000
#> SAMPLE_2132 2 0.000
#> SAMPLE_2133 2 0.000
#> SAMPLE_2137 2 0.000
#> SAMPLE_2147 3 1.000
#> SAMPLE_2148 3 0.000
#> SAMPLE_2151 1 0.000
#> SAMPLE_2154 2 0.000
#> SAMPLE_2157 2 0.000
#> SAMPLE_2160 2 0.000
#> SAMPLE_2162 2 0.000
#> SAMPLE_2169 3 0.751
#> SAMPLE_2175 3 0.000
#> SAMPLE_2177 3 0.000
#> SAMPLE_2178 2 1.000
#> SAMPLE_2181 1 1.000
#> SAMPLE_2187 2 0.000
#> SAMPLE_2204 3 0.000
#> SAMPLE_2207 1 0.000
#> SAMPLE_2209 1 0.000
#> SAMPLE_2211 1 0.000
#> SAMPLE_2213 1 0.000
#> SAMPLE_2221 3 0.000
#> SAMPLE_2222 1 0.000
#> SAMPLE_2224 1 0.000
#> SAMPLE_2234 2 0.000
#> SAMPLE_2238 2 0.000
#> SAMPLE_2239 3 0.000
#> SAMPLE_2263 3 0.000
#> SAMPLE_2265 1 0.000
#> SAMPLE_2266 3 0.751
#> SAMPLE_2270 2 0.000
#> SAMPLE_2271 2 0.000
#> SAMPLE_2272 2 0.000
#> SAMPLE_2280 3 0.000
#> SAMPLE_2282 3 1.000
#> SAMPLE_2285 2 0.000
#> SAMPLE_2298 3 0.000
#> SAMPLE_2307 3 1.000
#> SAMPLE_2313 3 0.000
#> SAMPLE_2326 2 0.000
#> SAMPLE_2327 2 0.000
#> SAMPLE_2334 3 1.000
#> SAMPLE_2347 2 0.000
#> SAMPLE_2354 2 0.000
#> SAMPLE_2360 3 0.000
#> SAMPLE_2362 2 0.000
#> SAMPLE_2364 3 0.000
#> SAMPLE_2365 2 0.502
#> SAMPLE_2366 1 1.000
#> SAMPLE_2371 3 0.000
#> SAMPLE_2384 3 0.000
#> SAMPLE_2385 3 0.000
#> SAMPLE_2387 2 0.000
#> SAMPLE_2388 2 0.000
#> SAMPLE_2395 2 0.000
#> SAMPLE_2405 2 0.000
#> SAMPLE_2406 2 0.000
#> SAMPLE_2407 2 0.000
#> SAMPLE_2408 2 0.000
#> SAMPLE_2409 1 0.000
#> SAMPLE_2412 3 0.000
#> SAMPLE_2414 3 0.000
#> SAMPLE_2415 1 0.000
#> SAMPLE_2418 3 1.000
#> SAMPLE_2419 2 1.000
#> SAMPLE_2439 1 0.000
#> SAMPLE_2440 1 0.000
#> SAMPLE_2445 3 0.000
#> SAMPLE_2450 1 1.000
#> SAMPLE_2452 3 1.000
#> SAMPLE_2456 3 0.000
#> SAMPLE_2461 3 0.000
#> SAMPLE_2466 2 0.000
#> SAMPLE_2468 3 0.249
#> SAMPLE_2472 3 0.249
#> SAMPLE_2476 3 0.000
#> SAMPLE_2480 3 0.249
#> SAMPLE_2481 3 0.000
#> SAMPLE_2482 1 0.000
#> SAMPLE_2512 3 0.000
#> SAMPLE_2513 3 0.000
#> SAMPLE_2514 2 0.000
#> SAMPLE_2534 2 0.000
#> SAMPLE_2552 2 0.000
#> SAMPLE_2570 3 0.000
#> SAMPLE_2571 3 1.000
#> SAMPLE_2579 3 0.000
#> SAMPLE_2582 2 0.000
#> SAMPLE_2583 1 1.000
#> SAMPLE_2585 2 0.000
#> SAMPLE_2589 3 0.249
#> SAMPLE_2593 2 0.000
#> SAMPLE_2594 2 0.000
#> SAMPLE_2595 3 0.000
#> SAMPLE_2598 3 0.000
#> SAMPLE_2600 3 0.000
#> SAMPLE_2601 1 0.498
#> SAMPLE_2604 3 0.000
#> SAMPLE_2609 3 1.000
#> SAMPLE_2611 2 0.000
#> SAMPLE_2612 1 0.249
#> SAMPLE_2622 3 1.000
#> SAMPLE_2625 2 1.000
#> SAMPLE_2626 3 0.000
#> SAMPLE_2627 3 0.000
#> SAMPLE_2628 3 0.000
#> SAMPLE_2630 3 0.000
#> SAMPLE_2631 1 0.000
#> SAMPLE_2632 1 0.000
#> SAMPLE_2643 3 0.249
#> SAMPLE_2644 3 0.000
#> SAMPLE_2648 1 0.000
#> SAMPLE_2651 3 0.000
#> SAMPLE_2660 3 0.000
#> SAMPLE_2665 2 0.000
#> SAMPLE_2680 1 0.000
#> SAMPLE_2681 1 0.000
#> SAMPLE_2682 2 0.000
#> SAMPLE_2683 3 0.000
#> SAMPLE_2684 3 0.000
#> SAMPLE_2688 1 0.000
#> SAMPLE_2695 2 0.000
#> SAMPLE_2698 2 0.000
#> SAMPLE_2702 2 0.000
#> SAMPLE_2705 3 0.000
#> SAMPLE_2712 2 0.000
#> SAMPLE_2718 3 0.000
#> SAMPLE_2719 3 0.000
#> SAMPLE_2720 3 0.000
#> SAMPLE_2729 2 0.000
#> SAMPLE_2730 2 0.000
#> SAMPLE_2731 2 0.000
#> SAMPLE_2732 2 0.000
#> SAMPLE_2733 2 0.000
#> SAMPLE_2773 3 0.249
#> SAMPLE_2778 1 0.000
#> SAMPLE_2781 3 0.000
#> SAMPLE_2796 2 0.000
#> SAMPLE_2797 2 0.000
#> SAMPLE_2801 3 0.000
get_classes(res, k = 4)
#> class p
#> SAMPLE_13 2 0.000
#> SAMPLE_31 3 0.000
#> SAMPLE_32 3 0.000
#> SAMPLE_34 3 0.000
#> SAMPLE_37 3 0.000
#> SAMPLE_38 3 0.000
#> SAMPLE_40 3 0.000
#> SAMPLE_41 3 0.000
#> SAMPLE_42 3 0.000
#> SAMPLE_46 3 0.000
#> SAMPLE_47 3 0.000
#> SAMPLE_48 3 0.000
#> SAMPLE_49 3 0.000
#> SAMPLE_50 3 0.000
#> SAMPLE_51 3 0.000
#> SAMPLE_52 3 0.000
#> SAMPLE_53 3 0.000
#> SAMPLE_54 3 0.000
#> SAMPLE_55 3 0.000
#> SAMPLE_56 3 0.000
#> SAMPLE_63 2 0.000
#> SAMPLE_70 3 0.000
#> SAMPLE_71 3 0.000
#> SAMPLE_73 3 0.000
#> SAMPLE_74 3 0.000
#> SAMPLE_76 3 0.000
#> SAMPLE_77 3 0.000
#> SAMPLE_78 3 0.000
#> SAMPLE_79 3 0.000
#> SAMPLE_104 2 0.000
#> SAMPLE_106 2 0.000
#> SAMPLE_114 3 0.000
#> SAMPLE_115 3 0.000
#> SAMPLE_116 3 0.000
#> SAMPLE_117 3 0.000
#> SAMPLE_119 3 0.000
#> SAMPLE_127 1 0.000
#> SAMPLE_139 1 0.000
#> SAMPLE_140 4 0.000
#> SAMPLE_142 4 0.000
#> SAMPLE_145 1 0.000
#> SAMPLE_174 2 0.000
#> SAMPLE_176 3 0.000
#> SAMPLE_177 3 0.000
#> SAMPLE_178 3 0.000
#> SAMPLE_210 2 0.000
#> SAMPLE_231 3 0.000
#> SAMPLE_233 3 0.000
#> SAMPLE_240 3 1.000
#> SAMPLE_243 1 1.000
#> SAMPLE_244 1 0.000
#> SAMPLE_249 1 0.000
#> SAMPLE_252 1 1.000
#> SAMPLE_267 1 0.000
#> SAMPLE_268 1 0.000
#> SAMPLE_269 1 0.000
#> SAMPLE_272 1 0.000
#> SAMPLE_288 3 0.000
#> SAMPLE_289 3 0.000
#> SAMPLE_296 3 0.000
#> SAMPLE_297 3 0.000
#> SAMPLE_298 3 0.000
#> SAMPLE_299 3 0.000
#> SAMPLE_300 3 0.000
#> SAMPLE_301 3 0.000
#> SAMPLE_303 3 0.000
#> SAMPLE_304 3 0.000
#> SAMPLE_305 3 0.000
#> SAMPLE_306 3 0.000
#> SAMPLE_307 3 0.000
#> SAMPLE_308 3 0.000
#> SAMPLE_309 3 0.000
#> SAMPLE_311 3 0.000
#> SAMPLE_313 3 0.000
#> SAMPLE_314 3 0.000
#> SAMPLE_315 3 0.000
#> SAMPLE_316 3 0.000
#> SAMPLE_317 3 0.000
#> SAMPLE_318 3 0.000
#> SAMPLE_319 3 0.000
#> SAMPLE_320 3 0.000
#> SAMPLE_321 3 0.000
#> SAMPLE_323 3 0.000
#> SAMPLE_324 3 0.000
#> SAMPLE_325 3 0.000
#> SAMPLE_326 3 0.000
#> SAMPLE_327 3 0.000
#> SAMPLE_328 3 0.000
#> SAMPLE_330 1 0.000
#> SAMPLE_333 4 0.000
#> SAMPLE_339 1 0.000
#> SAMPLE_346 2 0.000
#> SAMPLE_347 1 0.000
#> SAMPLE_348 1 0.000
#> SAMPLE_355 1 0.000
#> SAMPLE_361 1 0.000
#> SAMPLE_363 1 0.000
#> SAMPLE_367 3 0.000
#> SAMPLE_368 3 0.000
#> SAMPLE_369 3 0.000
#> SAMPLE_371 3 0.000
#> SAMPLE_372 3 0.000
#> SAMPLE_375 1 0.000
#> SAMPLE_378 1 0.000
#> SAMPLE_470 1 1.000
#> SAMPLE_568 3 0.000
#> SAMPLE_569 3 0.000
#> SAMPLE_570 3 0.000
#> SAMPLE_591 3 0.000
#> SAMPLE_593 3 0.000
#> SAMPLE_598 3 0.000
#> SAMPLE_599 3 0.000
#> SAMPLE_600 3 0.000
#> SAMPLE_601 3 0.000
#> SAMPLE_603 3 0.000
#> SAMPLE_605 3 0.000
#> SAMPLE_607 3 0.000
#> SAMPLE_608 3 0.000
#> SAMPLE_621 1 0.000
#> SAMPLE_629 1 1.000
#> SAMPLE_638 3 0.000
#> SAMPLE_639 3 0.000
#> SAMPLE_640 3 0.000
#> SAMPLE_643 2 0.000
#> SAMPLE_644 1 0.000
#> SAMPLE_657 3 0.000
#> SAMPLE_695 2 0.000
#> SAMPLE_714 2 0.000
#> SAMPLE_715 3 0.000
#> SAMPLE_720 1 0.000
#> SAMPLE_722 1 0.000
#> SAMPLE_725 1 0.000
#> SAMPLE_730 3 0.000
#> SAMPLE_739 2 0.000
#> SAMPLE_746 4 0.000
#> SAMPLE_747 4 0.000
#> SAMPLE_748 1 0.000
#> SAMPLE_751 1 1.000
#> SAMPLE_774 1 0.000
#> SAMPLE_776 1 0.000
#> SAMPLE_779 1 0.000
#> SAMPLE_780 1 0.000
#> SAMPLE_781 1 0.000
#> SAMPLE_782 1 0.000
#> SAMPLE_783 1 0.000
#> SAMPLE_784 1 0.000
#> SAMPLE_797 1 0.000
#> SAMPLE_798 2 0.000
#> SAMPLE_801 3 1.000
#> SAMPLE_802 3 1.000
#> SAMPLE_804 3 0.000
#> SAMPLE_805 3 0.000
#> SAMPLE_806 2 1.000
#> SAMPLE_815 1 0.000
#> SAMPLE_818 1 0.000
#> SAMPLE_822 1 0.000
#> SAMPLE_826 1 0.000
#> SAMPLE_834 2 0.000
#> SAMPLE_844 1 0.000
#> SAMPLE_848 2 0.000
#> SAMPLE_849 1 0.000
#> SAMPLE_861 2 0.000
#> SAMPLE_862 2 0.000
#> SAMPLE_868 2 0.000
#> SAMPLE_880 2 0.000
#> SAMPLE_885 1 1.000
#> SAMPLE_886 2 0.000
#> SAMPLE_898 2 1.000
#> SAMPLE_899 1 0.000
#> SAMPLE_904 3 0.000
#> SAMPLE_905 3 0.000
#> SAMPLE_915 1 0.000
#> SAMPLE_916 1 0.000
#> SAMPLE_917 1 0.000
#> SAMPLE_918 1 0.000
#> SAMPLE_919 1 0.000
#> SAMPLE_920 1 0.000
#> SAMPLE_921 1 0.000
#> SAMPLE_922 1 0.000
#> SAMPLE_925 2 0.000
#> SAMPLE_929 4 0.000
#> SAMPLE_930 4 0.000
#> SAMPLE_934 2 0.000
#> SAMPLE_940 1 0.000
#> SAMPLE_941 1 0.000
#> SAMPLE_943 1 0.000
#> SAMPLE_945 1 0.000
#> SAMPLE_946 1 0.000
#> SAMPLE_948 1 0.000
#> SAMPLE_949 1 0.000
#> SAMPLE_950 1 0.000
#> SAMPLE_953 4 0.000
#> SAMPLE_954 1 0.000
#> SAMPLE_955 1 0.000
#> SAMPLE_956 1 0.000
#> SAMPLE_957 1 0.000
#> SAMPLE_958 1 0.000
#> SAMPLE_959 1 0.000
#> SAMPLE_960 1 0.000
#> SAMPLE_963 4 0.000
#> SAMPLE_964 4 0.000
#> SAMPLE_966 4 0.000
#> SAMPLE_967 4 0.000
#> SAMPLE_969 4 0.000
#> SAMPLE_970 4 0.000
#> SAMPLE_972 4 0.000
#> SAMPLE_995 2 0.000
#> SAMPLE_996 2 0.000
#> SAMPLE_1000 1 0.000
#> SAMPLE_1002 4 0.000
#> SAMPLE_1003 1 0.000
#> SAMPLE_1004 4 0.000
#> SAMPLE_1005 1 0.000
#> SAMPLE_1006 4 0.000
#> SAMPLE_1007 4 0.000
#> SAMPLE_1009 4 0.000
#> SAMPLE_1010 1 0.249
#> SAMPLE_1011 4 0.000
#> SAMPLE_1013 4 0.000
#> SAMPLE_1016 1 0.000
#> SAMPLE_1018 4 0.000
#> SAMPLE_1019 4 0.000
#> SAMPLE_1020 4 0.000
#> SAMPLE_1021 4 0.000
#> SAMPLE_1022 4 0.000
#> SAMPLE_1023 4 0.000
#> SAMPLE_1025 4 0.000
#> SAMPLE_1026 4 0.000
#> SAMPLE_1027 4 0.000
#> SAMPLE_1028 4 0.000
#> SAMPLE_1029 4 0.000
#> SAMPLE_1030 4 0.000
#> SAMPLE_1031 4 0.000
#> SAMPLE_1032 4 0.000
#> SAMPLE_1033 4 0.000
#> SAMPLE_1034 4 0.000
#> SAMPLE_1035 4 0.000
#> SAMPLE_1036 4 0.000
#> SAMPLE_1037 4 0.000
#> SAMPLE_1043 1 0.000
#> SAMPLE_1047 2 0.000
#> SAMPLE_1050 2 0.000
#> SAMPLE_1052 2 0.000
#> SAMPLE_1053 2 1.000
#> SAMPLE_1055 2 0.000
#> SAMPLE_1060 2 0.000
#> SAMPLE_1070 1 0.000
#> SAMPLE_1078 2 1.000
#> SAMPLE_1082 2 0.000
#> SAMPLE_1083 1 1.000
#> SAMPLE_1085 1 1.000
#> SAMPLE_1087 1 0.000
#> SAMPLE_1093 2 0.000
#> SAMPLE_1094 1 0.000
#> SAMPLE_1097 2 0.000
#> SAMPLE_1112 2 0.000
#> SAMPLE_1115 3 0.000
#> SAMPLE_1117 1 0.000
#> SAMPLE_1119 4 0.000
#> SAMPLE_1121 4 0.000
#> SAMPLE_1122 4 0.000
#> SAMPLE_1125 4 0.000
#> SAMPLE_1131 4 0.000
#> SAMPLE_1132 4 0.000
#> SAMPLE_1133 4 0.000
#> SAMPLE_1134 4 0.000
#> SAMPLE_1135 4 0.000
#> SAMPLE_1136 2 0.000
#> SAMPLE_1137 2 0.000
#> SAMPLE_1138 2 0.000
#> SAMPLE_1139 2 0.000
#> SAMPLE_1140 2 0.000
#> SAMPLE_1141 2 0.000
#> SAMPLE_1142 2 0.000
#> SAMPLE_1147 3 0.000
#> SAMPLE_1150 2 0.000
#> SAMPLE_1152 2 0.000
#> SAMPLE_1153 2 0.000
#> SAMPLE_1154 2 0.000
#> SAMPLE_1155 2 0.000
#> SAMPLE_1156 2 0.000
#> SAMPLE_1157 2 0.000
#> SAMPLE_1163 2 0.000
#> SAMPLE_1165 2 0.502
#> SAMPLE_1166 2 0.000
#> SAMPLE_1167 1 0.000
#> SAMPLE_1173 1 0.000
#> SAMPLE_1174 1 0.000
#> SAMPLE_1175 2 0.000
#> SAMPLE_1176 1 1.000
#> SAMPLE_1177 2 0.000
#> SAMPLE_1182 1 0.000
#> SAMPLE_1183 3 0.000
#> SAMPLE_1184 3 0.000
#> SAMPLE_1195 1 0.000
#> SAMPLE_1197 1 0.000
#> SAMPLE_1198 1 0.000
#> SAMPLE_1210 4 0.000
#> SAMPLE_1219 4 0.000
#> SAMPLE_1222 2 0.000
#> SAMPLE_1227 2 0.000
#> SAMPLE_1229 2 0.000
#> SAMPLE_1233 2 0.000
#> SAMPLE_1239 2 0.000
#> SAMPLE_1248 1 0.000
#> SAMPLE_1257 2 0.000
#> SAMPLE_1265 2 0.000
#> SAMPLE_1266 2 0.000
#> SAMPLE_1267 2 0.000
#> SAMPLE_1270 2 0.000
#> SAMPLE_1271 2 0.000
#> SAMPLE_1272 2 0.000
#> SAMPLE_1273 2 0.000
#> SAMPLE_1280 2 0.000
#> SAMPLE_1288 2 0.000
#> SAMPLE_1290 2 0.000
#> SAMPLE_1295 2 0.000
#> SAMPLE_1298 2 0.000
#> SAMPLE_1302 2 0.000
#> SAMPLE_1303 2 0.000
#> SAMPLE_1304 2 0.000
#> SAMPLE_1306 2 0.000
#> SAMPLE_1308 2 0.000
#> SAMPLE_1309 2 0.000
#> SAMPLE_1313 2 0.000
#> SAMPLE_1314 2 0.000
#> SAMPLE_1315 2 0.000
#> SAMPLE_1319 2 0.000
#> SAMPLE_1320 2 0.000
#> SAMPLE_1322 2 0.000
#> SAMPLE_1325 4 0.000
#> SAMPLE_1328 4 0.000
#> SAMPLE_1337 3 0.000
#> SAMPLE_1339 2 0.000
#> SAMPLE_1342 2 0.000
#> SAMPLE_1347 1 0.000
#> SAMPLE_1350 2 0.000
#> SAMPLE_1354 4 0.000
#> SAMPLE_1387 2 0.000
#> SAMPLE_1397 2 0.000
#> SAMPLE_1399 2 1.000
#> SAMPLE_1401 2 0.000
#> SAMPLE_1402 4 0.000
#> SAMPLE_1409 2 0.000
#> SAMPLE_1419 2 0.000
#> SAMPLE_1420 2 0.000
#> SAMPLE_1428 2 0.000
#> SAMPLE_1429 2 0.000
#> SAMPLE_1431 2 0.000
#> SAMPLE_1434 1 0.000
#> SAMPLE_1442 2 0.000
#> SAMPLE_1443 2 0.000
#> SAMPLE_1446 3 0.000
#> SAMPLE_1453 2 1.000
#> SAMPLE_1455 4 0.000
#> SAMPLE_1456 4 0.000
#> SAMPLE_1457 4 0.000
#> SAMPLE_1458 4 0.000
#> SAMPLE_1459 4 0.000
#> SAMPLE_1460 4 0.000
#> SAMPLE_1476 1 0.000
#> SAMPLE_1480 3 0.000
#> SAMPLE_1491 2 1.000
#> SAMPLE_1524 3 0.000
#> SAMPLE_1526 2 0.000
#> SAMPLE_1534 2 0.498
#> SAMPLE_1536 4 0.000
#> SAMPLE_1541 4 0.000
#> SAMPLE_1544 4 0.000
#> SAMPLE_1546 4 0.000
#> SAMPLE_1548 4 0.000
#> SAMPLE_1550 4 0.000
#> SAMPLE_1554 2 0.000
#> SAMPLE_1556 2 0.000
#> SAMPLE_1557 2 0.000
#> SAMPLE_1558 2 0.000
#> SAMPLE_1560 2 0.000
#> SAMPLE_1563 2 0.000
#> SAMPLE_1565 2 0.000
#> SAMPLE_1566 2 0.000
#> SAMPLE_1575 2 0.000
#> SAMPLE_1577 2 0.000
#> SAMPLE_1578 1 0.000
#> SAMPLE_1586 3 0.000
#> SAMPLE_1595 3 1.000
#> SAMPLE_1599 2 0.000
#> SAMPLE_1600 2 0.000
#> SAMPLE_1601 2 0.000
#> SAMPLE_1608 4 0.000
#> SAMPLE_1611 4 0.000
#> SAMPLE_1629 3 0.000
#> SAMPLE_1633 1 0.000
#> SAMPLE_1637 1 0.000
#> SAMPLE_1639 2 1.000
#> SAMPLE_1650 2 0.000
#> SAMPLE_1653 3 0.000
#> SAMPLE_1657 2 0.000
#> SAMPLE_1660 2 0.000
#> SAMPLE_1663 3 0.000
#> SAMPLE_1666 2 0.000
#> SAMPLE_1668 1 0.000
#> SAMPLE_1684 2 0.000
#> SAMPLE_1695 2 0.000
#> SAMPLE_1696 3 0.000
#> SAMPLE_1697 3 0.000
#> SAMPLE_1701 4 0.000
#> SAMPLE_1702 2 0.000
#> SAMPLE_1713 2 0.000
#> SAMPLE_1714 3 0.000
#> SAMPLE_1717 1 0.502
#> SAMPLE_1739 1 0.000
#> SAMPLE_1744 1 0.000
#> SAMPLE_1757 2 0.000
#> SAMPLE_1768 2 1.000
#> SAMPLE_1769 2 0.000
#> SAMPLE_1770 2 1.000
#> SAMPLE_1771 2 0.000
#> SAMPLE_1773 2 1.000
#> SAMPLE_1774 1 0.000
#> SAMPLE_1781 1 0.000
#> SAMPLE_1783 3 1.000
#> SAMPLE_1791 2 0.000
#> SAMPLE_1792 1 0.000
#> SAMPLE_1798 2 0.000
#> SAMPLE_1813 1 0.000
#> SAMPLE_1833 1 0.000
#> SAMPLE_1840 2 0.000
#> SAMPLE_1841 2 0.000
#> SAMPLE_1858 1 1.000
#> SAMPLE_1866 2 0.000
#> SAMPLE_1867 2 0.000
#> SAMPLE_1868 3 0.000
#> SAMPLE_1869 2 0.000
#> SAMPLE_1874 2 0.000
#> SAMPLE_1878 2 0.000
#> SAMPLE_1879 2 0.000
#> SAMPLE_1883 1 0.000
#> SAMPLE_1905 2 0.000
#> SAMPLE_1915 3 0.000
#> SAMPLE_1920 1 0.000
#> SAMPLE_1923 2 0.000
#> SAMPLE_1924 2 0.000
#> SAMPLE_1929 1 0.000
#> SAMPLE_1931 1 0.000
#> SAMPLE_1933 3 0.000
#> SAMPLE_1934 3 0.000
#> SAMPLE_1938 3 0.000
#> SAMPLE_1962 1 0.000
#> SAMPLE_1968 2 0.000
#> SAMPLE_1976 1 0.000
#> SAMPLE_1978 3 0.000
#> SAMPLE_1981 2 0.000
#> SAMPLE_1982 2 0.000
#> SAMPLE_1983 2 0.000
#> SAMPLE_1984 2 0.000
#> SAMPLE_1985 2 0.000
#> SAMPLE_1986 2 0.000
#> SAMPLE_1990 2 0.000
#> SAMPLE_1991 2 0.000
#> SAMPLE_1994 3 0.000
#> SAMPLE_2001 2 0.000
#> SAMPLE_2015 1 0.000
#> SAMPLE_2017 1 0.000
#> SAMPLE_2024 3 0.000
#> SAMPLE_2027 2 0.000
#> SAMPLE_2040 1 0.000
#> SAMPLE_2050 1 0.000
#> SAMPLE_2055 1 0.000
#> SAMPLE_2056 3 1.000
#> SAMPLE_2060 3 0.000
#> SAMPLE_2062 1 0.000
#> SAMPLE_2068 1 0.000
#> SAMPLE_2069 2 0.000
#> SAMPLE_2071 2 0.000
#> SAMPLE_2077 2 0.000
#> SAMPLE_2078 2 0.000
#> SAMPLE_2079 2 0.000
#> SAMPLE_2080 2 0.000
#> SAMPLE_2087 2 0.000
#> SAMPLE_2091 2 0.000
#> SAMPLE_2092 2 0.000
#> SAMPLE_2097 2 0.000
#> SAMPLE_2099 2 0.000
#> SAMPLE_2100 2 0.000
#> SAMPLE_2101 2 0.000
#> SAMPLE_2102 2 0.000
#> SAMPLE_2108 2 0.000
#> SAMPLE_2112 2 0.000
#> SAMPLE_2113 2 0.000
#> SAMPLE_2114 2 0.000
#> SAMPLE_2116 2 0.000
#> SAMPLE_2117 2 0.000
#> SAMPLE_2118 2 0.000
#> SAMPLE_2121 2 0.000
#> SAMPLE_2122 2 0.000
#> SAMPLE_2124 2 0.000
#> SAMPLE_2128 2 0.000
#> SAMPLE_2130 2 0.000
#> SAMPLE_2132 2 0.000
#> SAMPLE_2133 2 0.000
#> SAMPLE_2137 2 0.000
#> SAMPLE_2147 1 0.000
#> SAMPLE_2148 3 0.000
#> SAMPLE_2151 1 0.000
#> SAMPLE_2154 2 0.000
#> SAMPLE_2157 2 0.000
#> SAMPLE_2160 2 0.000
#> SAMPLE_2162 2 1.000
#> SAMPLE_2169 3 1.000
#> SAMPLE_2175 3 1.000
#> SAMPLE_2177 3 1.000
#> SAMPLE_2178 2 1.000
#> SAMPLE_2181 1 0.000
#> SAMPLE_2187 2 0.000
#> SAMPLE_2204 1 0.000
#> SAMPLE_2207 1 0.253
#> SAMPLE_2209 1 0.000
#> SAMPLE_2211 1 0.000
#> SAMPLE_2213 1 0.000
#> SAMPLE_2221 3 1.000
#> SAMPLE_2222 4 0.000
#> SAMPLE_2224 1 0.000
#> SAMPLE_2234 2 0.000
#> SAMPLE_2238 2 0.000
#> SAMPLE_2239 3 0.000
#> SAMPLE_2263 3 0.000
#> SAMPLE_2265 1 0.000
#> SAMPLE_2266 2 1.000
#> SAMPLE_2270 2 0.000
#> SAMPLE_2271 2 0.000
#> SAMPLE_2272 2 0.000
#> SAMPLE_2280 3 1.000
#> SAMPLE_2282 1 0.000
#> SAMPLE_2285 2 0.000
#> SAMPLE_2298 3 0.000
#> SAMPLE_2307 1 0.000
#> SAMPLE_2313 1 1.000
#> SAMPLE_2326 2 0.000
#> SAMPLE_2327 2 0.000
#> SAMPLE_2334 1 0.000
#> SAMPLE_2347 2 0.000
#> SAMPLE_2354 2 0.000
#> SAMPLE_2360 3 0.000
#> SAMPLE_2362 2 0.000
#> SAMPLE_2364 3 1.000
#> SAMPLE_2365 2 1.000
#> SAMPLE_2366 1 0.000
#> SAMPLE_2371 1 1.000
#> SAMPLE_2384 3 0.000
#> SAMPLE_2385 3 0.000
#> SAMPLE_2387 2 0.000
#> SAMPLE_2388 2 0.000
#> SAMPLE_2395 2 0.000
#> SAMPLE_2405 2 0.000
#> SAMPLE_2406 2 0.000
#> SAMPLE_2407 2 0.000
#> SAMPLE_2408 2 0.000
#> SAMPLE_2409 1 0.000
#> SAMPLE_2412 3 0.000
#> SAMPLE_2414 1 0.000
#> SAMPLE_2415 1 0.000
#> SAMPLE_2418 3 1.000
#> SAMPLE_2419 2 1.000
#> SAMPLE_2439 1 0.000
#> SAMPLE_2440 1 0.000
#> SAMPLE_2445 3 0.000
#> SAMPLE_2450 1 0.000
#> SAMPLE_2452 1 0.000
#> SAMPLE_2456 3 1.000
#> SAMPLE_2461 1 0.000
#> SAMPLE_2466 2 0.000
#> SAMPLE_2468 1 0.000
#> SAMPLE_2472 1 0.000
#> SAMPLE_2476 3 0.000
#> SAMPLE_2480 1 0.000
#> SAMPLE_2481 1 0.000
#> SAMPLE_2482 1 0.000
#> SAMPLE_2512 3 0.000
#> SAMPLE_2513 3 0.000
#> SAMPLE_2514 2 0.000
#> SAMPLE_2534 2 0.000
#> SAMPLE_2552 2 0.000
#> SAMPLE_2570 3 0.000
#> SAMPLE_2571 1 0.000
#> SAMPLE_2579 3 1.000
#> SAMPLE_2582 2 0.000
#> SAMPLE_2583 1 0.000
#> SAMPLE_2585 2 0.000
#> SAMPLE_2589 1 0.000
#> SAMPLE_2593 2 0.000
#> SAMPLE_2594 2 0.000
#> SAMPLE_2595 3 1.000
#> SAMPLE_2598 3 0.000
#> SAMPLE_2600 3 1.000
#> SAMPLE_2601 1 0.000
#> SAMPLE_2604 3 0.000
#> SAMPLE_2609 1 0.000
#> SAMPLE_2611 2 0.000
#> SAMPLE_2612 1 0.000
#> SAMPLE_2622 3 1.000
#> SAMPLE_2625 2 1.000
#> SAMPLE_2626 1 0.751
#> SAMPLE_2627 3 0.751
#> SAMPLE_2628 3 0.000
#> SAMPLE_2630 3 0.000
#> SAMPLE_2631 1 0.000
#> SAMPLE_2632 1 0.000
#> SAMPLE_2643 1 0.000
#> SAMPLE_2644 1 1.000
#> SAMPLE_2648 1 0.000
#> SAMPLE_2651 3 0.000
#> SAMPLE_2660 3 0.000
#> SAMPLE_2665 2 0.000
#> SAMPLE_2680 1 0.000
#> SAMPLE_2681 1 0.000
#> SAMPLE_2682 2 0.000
#> SAMPLE_2683 3 0.000
#> SAMPLE_2684 3 0.000
#> SAMPLE_2688 1 0.000
#> SAMPLE_2695 2 0.000
#> SAMPLE_2698 2 0.000
#> SAMPLE_2702 2 0.000
#> SAMPLE_2705 3 1.000
#> SAMPLE_2712 2 0.000
#> SAMPLE_2718 3 0.000
#> SAMPLE_2719 3 0.000
#> SAMPLE_2720 3 0.000
#> SAMPLE_2729 2 0.000
#> SAMPLE_2730 2 0.000
#> SAMPLE_2731 2 0.000
#> SAMPLE_2732 2 0.000
#> SAMPLE_2733 2 0.000
#> SAMPLE_2773 1 0.000
#> SAMPLE_2778 1 0.000
#> SAMPLE_2781 3 0.000
#> SAMPLE_2796 2 0.000
#> SAMPLE_2797 2 0.000
#> SAMPLE_2801 3 0.000
get_classes(res, k = 5)
#> class p
#> SAMPLE_13 2 0.000
#> SAMPLE_31 3 0.000
#> SAMPLE_32 3 0.000
#> SAMPLE_34 3 0.000
#> SAMPLE_37 3 0.000
#> SAMPLE_38 3 0.000
#> SAMPLE_40 3 0.000
#> SAMPLE_41 3 0.000
#> SAMPLE_42 3 0.000
#> SAMPLE_46 3 0.000
#> SAMPLE_47 3 0.000
#> SAMPLE_48 3 0.000
#> SAMPLE_49 3 0.000
#> SAMPLE_50 3 0.000
#> SAMPLE_51 3 0.000
#> SAMPLE_52 3 0.000
#> SAMPLE_53 3 0.000
#> SAMPLE_54 3 0.000
#> SAMPLE_55 3 0.000
#> SAMPLE_56 3 0.000
#> SAMPLE_63 2 0.000
#> SAMPLE_70 3 0.000
#> SAMPLE_71 3 0.000
#> SAMPLE_73 3 0.000
#> SAMPLE_74 3 0.000
#> SAMPLE_76 3 0.000
#> SAMPLE_77 3 0.000
#> SAMPLE_78 3 0.000
#> SAMPLE_79 3 0.000
#> SAMPLE_104 2 0.000
#> SAMPLE_106 2 0.000
#> SAMPLE_114 3 0.000
#> SAMPLE_115 3 0.000
#> SAMPLE_116 3 0.000
#> SAMPLE_117 3 0.000
#> SAMPLE_119 3 0.000
#> SAMPLE_127 1 0.000
#> SAMPLE_139 1 0.000
#> SAMPLE_140 4 0.000
#> SAMPLE_142 4 0.000
#> SAMPLE_145 1 0.000
#> SAMPLE_174 2 0.000
#> SAMPLE_176 3 0.000
#> SAMPLE_177 3 0.000
#> SAMPLE_178 3 0.000
#> SAMPLE_210 2 0.000
#> SAMPLE_231 3 0.000
#> SAMPLE_233 3 0.000
#> SAMPLE_240 3 1.000
#> SAMPLE_243 1 0.751
#> SAMPLE_244 1 0.751
#> SAMPLE_249 1 0.000
#> SAMPLE_252 1 1.000
#> SAMPLE_267 1 0.000
#> SAMPLE_268 1 0.000
#> SAMPLE_269 1 0.000
#> SAMPLE_272 1 0.000
#> SAMPLE_288 3 0.000
#> SAMPLE_289 3 0.000
#> SAMPLE_296 3 0.000
#> SAMPLE_297 3 0.000
#> SAMPLE_298 3 0.000
#> SAMPLE_299 3 0.000
#> SAMPLE_300 3 0.000
#> SAMPLE_301 3 0.000
#> SAMPLE_303 3 0.000
#> SAMPLE_304 3 0.000
#> SAMPLE_305 3 0.000
#> SAMPLE_306 3 0.000
#> SAMPLE_307 3 0.000
#> SAMPLE_308 3 0.000
#> SAMPLE_309 3 0.000
#> SAMPLE_311 3 0.000
#> SAMPLE_313 3 0.000
#> SAMPLE_314 3 0.000
#> SAMPLE_315 3 0.000
#> SAMPLE_316 3 0.000
#> SAMPLE_317 3 0.000
#> SAMPLE_318 3 0.000
#> SAMPLE_319 3 0.000
#> SAMPLE_320 3 0.000
#> SAMPLE_321 3 0.000
#> SAMPLE_323 3 0.000
#> SAMPLE_324 3 0.000
#> SAMPLE_325 3 0.000
#> SAMPLE_326 3 0.000
#> SAMPLE_327 3 0.000
#> SAMPLE_328 3 0.000
#> SAMPLE_330 1 0.000
#> SAMPLE_333 4 0.000
#> SAMPLE_339 1 0.000
#> SAMPLE_346 2 0.000
#> SAMPLE_347 1 0.000
#> SAMPLE_348 1 1.000
#> SAMPLE_355 1 0.000
#> SAMPLE_361 1 0.000
#> SAMPLE_363 1 0.000
#> SAMPLE_367 3 0.000
#> SAMPLE_368 3 0.000
#> SAMPLE_369 3 0.000
#> SAMPLE_371 3 0.000
#> SAMPLE_372 3 0.000
#> SAMPLE_375 1 0.000
#> SAMPLE_378 1 0.000
#> SAMPLE_470 1 1.000
#> SAMPLE_568 3 0.000
#> SAMPLE_569 3 0.000
#> SAMPLE_570 3 0.000
#> SAMPLE_591 3 0.000
#> SAMPLE_593 3 0.000
#> SAMPLE_598 3 0.000
#> SAMPLE_599 3 0.000
#> SAMPLE_600 3 0.000
#> SAMPLE_601 3 0.000
#> SAMPLE_603 3 0.000
#> SAMPLE_605 3 0.000
#> SAMPLE_607 3 0.000
#> SAMPLE_608 3 0.000
#> SAMPLE_621 1 0.000
#> SAMPLE_629 1 0.751
#> SAMPLE_638 3 0.000
#> SAMPLE_639 3 0.000
#> SAMPLE_640 3 0.000
#> SAMPLE_643 2 0.000
#> SAMPLE_644 1 0.000
#> SAMPLE_657 3 0.000
#> SAMPLE_695 2 0.000
#> SAMPLE_714 2 0.000
#> SAMPLE_715 3 0.000
#> SAMPLE_720 1 0.000
#> SAMPLE_722 1 0.000
#> SAMPLE_725 1 0.000
#> SAMPLE_730 3 0.000
#> SAMPLE_739 2 0.000
#> SAMPLE_746 4 0.000
#> SAMPLE_747 4 0.000
#> SAMPLE_748 1 0.000
#> SAMPLE_751 1 1.000
#> SAMPLE_774 5 0.000
#> SAMPLE_776 5 0.000
#> SAMPLE_779 5 0.000
#> SAMPLE_780 5 0.000
#> SAMPLE_781 5 0.000
#> SAMPLE_782 5 0.000
#> SAMPLE_783 5 0.000
#> SAMPLE_784 5 0.000
#> SAMPLE_797 1 0.000
#> SAMPLE_798 2 1.000
#> SAMPLE_801 3 1.000
#> SAMPLE_802 1 1.000
#> SAMPLE_804 3 0.000
#> SAMPLE_805 3 0.000
#> SAMPLE_806 2 1.000
#> SAMPLE_815 1 0.000
#> SAMPLE_818 1 0.000
#> SAMPLE_822 1 0.000
#> SAMPLE_826 1 0.000
#> SAMPLE_834 2 0.000
#> SAMPLE_844 1 1.000
#> SAMPLE_848 2 0.000
#> SAMPLE_849 1 0.000
#> SAMPLE_861 2 0.000
#> SAMPLE_862 2 0.000
#> SAMPLE_868 2 0.000
#> SAMPLE_880 2 0.000
#> SAMPLE_885 1 0.000
#> SAMPLE_886 2 0.000
#> SAMPLE_898 2 1.000
#> SAMPLE_899 1 0.751
#> SAMPLE_904 3 0.000
#> SAMPLE_905 3 0.000
#> SAMPLE_915 5 0.000
#> SAMPLE_916 5 0.000
#> SAMPLE_917 5 0.000
#> SAMPLE_918 5 0.000
#> SAMPLE_919 5 0.000
#> SAMPLE_920 5 0.000
#> SAMPLE_921 5 0.000
#> SAMPLE_922 5 0.000
#> SAMPLE_925 2 0.000
#> SAMPLE_929 4 0.000
#> SAMPLE_930 4 0.000
#> SAMPLE_934 2 0.000
#> SAMPLE_940 1 0.000
#> SAMPLE_941 1 0.000
#> SAMPLE_943 1 0.000
#> SAMPLE_945 1 0.000
#> SAMPLE_946 1 0.000
#> SAMPLE_948 1 0.000
#> SAMPLE_949 1 0.000
#> SAMPLE_950 1 0.000
#> SAMPLE_953 4 0.000
#> SAMPLE_954 1 0.000
#> SAMPLE_955 1 0.000
#> SAMPLE_956 1 0.000
#> SAMPLE_957 1 0.000
#> SAMPLE_958 1 0.000
#> SAMPLE_959 1 0.000
#> SAMPLE_960 1 0.000
#> SAMPLE_963 4 0.000
#> SAMPLE_964 4 0.000
#> SAMPLE_966 4 0.000
#> SAMPLE_967 4 0.000
#> SAMPLE_969 4 0.000
#> SAMPLE_970 4 0.000
#> SAMPLE_972 4 0.000
#> SAMPLE_995 2 0.000
#> SAMPLE_996 2 0.000
#> SAMPLE_1000 1 0.000
#> SAMPLE_1002 4 0.000
#> SAMPLE_1003 1 0.000
#> SAMPLE_1004 4 0.000
#> SAMPLE_1005 1 0.000
#> SAMPLE_1006 4 0.000
#> SAMPLE_1007 4 0.000
#> SAMPLE_1009 4 0.000
#> SAMPLE_1010 1 1.000
#> SAMPLE_1011 4 0.000
#> SAMPLE_1013 4 0.000
#> SAMPLE_1016 1 0.000
#> SAMPLE_1018 4 0.000
#> SAMPLE_1019 4 0.000
#> SAMPLE_1020 4 0.000
#> SAMPLE_1021 4 0.000
#> SAMPLE_1022 4 0.000
#> SAMPLE_1023 4 0.000
#> SAMPLE_1025 4 0.000
#> SAMPLE_1026 4 0.000
#> SAMPLE_1027 4 0.000
#> SAMPLE_1028 4 0.000
#> SAMPLE_1029 4 0.000
#> SAMPLE_1030 4 0.000
#> SAMPLE_1031 4 0.000
#> SAMPLE_1032 4 0.000
#> SAMPLE_1033 4 0.000
#> SAMPLE_1034 4 0.000
#> SAMPLE_1035 4 0.000
#> SAMPLE_1036 4 0.000
#> SAMPLE_1037 4 0.000
#> SAMPLE_1043 1 0.000
#> SAMPLE_1047 2 0.000
#> SAMPLE_1050 2 0.000
#> SAMPLE_1052 2 0.000
#> SAMPLE_1053 2 1.000
#> SAMPLE_1055 2 0.000
#> SAMPLE_1060 2 0.000
#> SAMPLE_1070 1 0.000
#> SAMPLE_1078 2 1.000
#> SAMPLE_1082 2 0.000
#> SAMPLE_1083 1 0.000
#> SAMPLE_1085 1 0.498
#> SAMPLE_1087 1 0.000
#> SAMPLE_1093 2 0.000
#> SAMPLE_1094 1 0.000
#> SAMPLE_1097 2 0.000
#> SAMPLE_1112 2 0.000
#> SAMPLE_1115 3 0.000
#> SAMPLE_1117 1 0.000
#> SAMPLE_1119 4 0.000
#> SAMPLE_1121 4 0.000
#> SAMPLE_1122 4 0.000
#> SAMPLE_1125 4 0.000
#> SAMPLE_1131 4 0.000
#> SAMPLE_1132 4 0.000
#> SAMPLE_1133 4 0.000
#> SAMPLE_1134 4 0.000
#> SAMPLE_1135 4 0.000
#> SAMPLE_1136 2 0.000
#> SAMPLE_1137 2 0.000
#> SAMPLE_1138 2 0.000
#> SAMPLE_1139 2 0.000
#> SAMPLE_1140 2 0.000
#> SAMPLE_1141 2 0.000
#> SAMPLE_1142 2 0.000
#> SAMPLE_1147 3 0.000
#> SAMPLE_1150 2 0.000
#> SAMPLE_1152 2 0.000
#> SAMPLE_1153 2 0.000
#> SAMPLE_1154 2 0.000
#> SAMPLE_1155 2 0.000
#> SAMPLE_1156 2 0.000
#> SAMPLE_1157 2 0.000
#> SAMPLE_1163 2 0.000
#> SAMPLE_1165 2 1.000
#> SAMPLE_1166 2 0.000
#> SAMPLE_1167 1 0.000
#> SAMPLE_1173 1 0.000
#> SAMPLE_1174 1 0.000
#> SAMPLE_1175 2 0.000
#> SAMPLE_1176 1 1.000
#> SAMPLE_1177 2 0.000
#> SAMPLE_1182 1 0.000
#> SAMPLE_1183 3 0.000
#> SAMPLE_1184 3 0.000
#> SAMPLE_1195 1 0.000
#> SAMPLE_1197 1 0.000
#> SAMPLE_1198 1 0.000
#> SAMPLE_1210 4 0.000
#> SAMPLE_1219 4 0.000
#> SAMPLE_1222 2 0.000
#> SAMPLE_1227 2 0.000
#> SAMPLE_1229 2 0.000
#> SAMPLE_1233 2 0.000
#> SAMPLE_1239 2 0.000
#> SAMPLE_1248 1 0.000
#> SAMPLE_1257 2 0.000
#> SAMPLE_1265 2 0.000
#> SAMPLE_1266 2 0.000
#> SAMPLE_1267 2 0.000
#> SAMPLE_1270 2 1.000
#> SAMPLE_1271 2 0.000
#> SAMPLE_1272 2 0.000
#> SAMPLE_1273 2 0.000
#> SAMPLE_1280 2 0.000
#> SAMPLE_1288 2 0.000
#> SAMPLE_1290 2 0.000
#> SAMPLE_1295 2 0.000
#> SAMPLE_1298 2 0.000
#> SAMPLE_1302 2 0.000
#> SAMPLE_1303 2 0.000
#> SAMPLE_1304 2 0.000
#> SAMPLE_1306 2 0.000
#> SAMPLE_1308 2 0.000
#> SAMPLE_1309 2 0.000
#> SAMPLE_1313 2 0.000
#> SAMPLE_1314 2 0.000
#> SAMPLE_1315 2 0.000
#> SAMPLE_1319 2 0.000
#> SAMPLE_1320 2 0.000
#> SAMPLE_1322 2 0.000
#> SAMPLE_1325 4 0.000
#> SAMPLE_1328 4 0.000
#> SAMPLE_1337 3 0.000
#> SAMPLE_1339 2 0.000
#> SAMPLE_1342 2 0.000
#> SAMPLE_1347 1 0.000
#> SAMPLE_1350 2 0.000
#> SAMPLE_1354 4 0.000
#> SAMPLE_1387 2 0.000
#> SAMPLE_1397 2 1.000
#> SAMPLE_1399 2 1.000
#> SAMPLE_1401 2 0.000
#> SAMPLE_1402 4 0.000
#> SAMPLE_1409 2 0.000
#> SAMPLE_1419 2 0.000
#> SAMPLE_1420 2 0.000
#> SAMPLE_1428 2 0.000
#> SAMPLE_1429 2 0.000
#> SAMPLE_1431 2 0.000
#> SAMPLE_1434 1 0.000
#> SAMPLE_1442 2 0.000
#> SAMPLE_1443 2 0.000
#> SAMPLE_1446 3 0.000
#> SAMPLE_1453 2 1.000
#> SAMPLE_1455 4 0.000
#> SAMPLE_1456 4 0.000
#> SAMPLE_1457 4 0.000
#> SAMPLE_1458 4 0.000
#> SAMPLE_1459 4 0.000
#> SAMPLE_1460 4 0.000
#> SAMPLE_1476 1 0.000
#> SAMPLE_1480 3 0.000
#> SAMPLE_1491 2 1.000
#> SAMPLE_1524 3 0.000
#> SAMPLE_1526 2 0.000
#> SAMPLE_1534 2 1.000
#> SAMPLE_1536 4 0.000
#> SAMPLE_1541 4 0.000
#> SAMPLE_1544 4 0.000
#> SAMPLE_1546 4 0.000
#> SAMPLE_1548 4 0.000
#> SAMPLE_1550 4 0.000
#> SAMPLE_1554 2 0.000
#> SAMPLE_1556 2 0.000
#> SAMPLE_1557 2 0.000
#> SAMPLE_1558 2 0.000
#> SAMPLE_1560 2 0.000
#> SAMPLE_1563 2 0.000
#> SAMPLE_1565 2 0.000
#> SAMPLE_1566 2 0.000
#> SAMPLE_1575 2 0.000
#> SAMPLE_1577 2 0.000
#> SAMPLE_1578 1 0.000
#> SAMPLE_1586 3 0.000
#> SAMPLE_1595 3 1.000
#> SAMPLE_1599 2 0.000
#> SAMPLE_1600 2 0.000
#> SAMPLE_1601 2 0.000
#> SAMPLE_1608 4 0.000
#> SAMPLE_1611 4 0.000
#> SAMPLE_1629 3 0.000
#> SAMPLE_1633 1 0.000
#> SAMPLE_1637 1 0.000
#> SAMPLE_1639 2 1.000
#> SAMPLE_1650 2 0.751
#> SAMPLE_1653 3 0.000
#> SAMPLE_1657 2 0.000
#> SAMPLE_1660 2 0.000
#> SAMPLE_1663 3 0.000
#> SAMPLE_1666 2 0.000
#> SAMPLE_1668 1 0.000
#> SAMPLE_1684 2 0.000
#> SAMPLE_1695 2 0.000
#> SAMPLE_1696 3 0.000
#> SAMPLE_1697 3 0.000
#> SAMPLE_1701 4 1.000
#> SAMPLE_1702 2 0.000
#> SAMPLE_1713 2 0.000
#> SAMPLE_1714 3 0.000
#> SAMPLE_1717 1 0.000
#> SAMPLE_1739 1 0.000
#> SAMPLE_1744 1 0.000
#> SAMPLE_1757 2 0.000
#> SAMPLE_1768 2 1.000
#> SAMPLE_1769 2 0.498
#> SAMPLE_1770 2 1.000
#> SAMPLE_1771 2 0.000
#> SAMPLE_1773 2 1.000
#> SAMPLE_1774 1 0.000
#> SAMPLE_1781 1 0.000
#> SAMPLE_1783 2 1.000
#> SAMPLE_1791 2 0.000
#> SAMPLE_1792 1 0.000
#> SAMPLE_1798 2 0.000
#> SAMPLE_1813 1 0.000
#> SAMPLE_1833 1 0.000
#> SAMPLE_1840 2 0.000
#> SAMPLE_1841 2 0.000
#> SAMPLE_1858 1 1.000
#> SAMPLE_1866 2 0.000
#> SAMPLE_1867 2 0.000
#> SAMPLE_1868 3 0.000
#> SAMPLE_1869 2 0.000
#> SAMPLE_1874 2 0.000
#> SAMPLE_1878 2 0.000
#> SAMPLE_1879 2 0.000
#> SAMPLE_1883 1 0.000
#> SAMPLE_1905 2 0.000
#> SAMPLE_1915 3 0.000
#> SAMPLE_1920 5 0.000
#> SAMPLE_1923 2 0.000
#> SAMPLE_1924 2 0.000
#> SAMPLE_1929 5 0.000
#> SAMPLE_1931 5 0.000
#> SAMPLE_1933 3 0.000
#> SAMPLE_1934 3 0.000
#> SAMPLE_1938 3 0.000
#> SAMPLE_1962 1 0.000
#> SAMPLE_1968 2 0.000
#> SAMPLE_1976 1 0.000
#> SAMPLE_1978 3 0.000
#> SAMPLE_1981 2 0.000
#> SAMPLE_1982 2 0.000
#> SAMPLE_1983 2 0.000
#> SAMPLE_1984 2 0.000
#> SAMPLE_1985 2 0.000
#> SAMPLE_1986 2 0.000
#> SAMPLE_1990 2 0.000
#> SAMPLE_1991 2 0.000
#> SAMPLE_1994 3 0.000
#> SAMPLE_2001 2 0.000
#> SAMPLE_2015 1 0.000
#> SAMPLE_2017 1 0.000
#> SAMPLE_2024 3 0.000
#> SAMPLE_2027 2 0.000
#> SAMPLE_2040 1 0.000
#> SAMPLE_2050 1 0.000
#> SAMPLE_2055 1 0.000
#> SAMPLE_2056 3 1.000
#> SAMPLE_2060 3 0.000
#> SAMPLE_2062 1 0.000
#> SAMPLE_2068 1 0.000
#> SAMPLE_2069 2 0.000
#> SAMPLE_2071 2 0.000
#> SAMPLE_2077 2 0.000
#> SAMPLE_2078 2 0.000
#> SAMPLE_2079 2 0.000
#> SAMPLE_2080 2 0.000
#> SAMPLE_2087 2 0.000
#> SAMPLE_2091 2 0.000
#> SAMPLE_2092 2 0.000
#> SAMPLE_2097 2 0.000
#> SAMPLE_2099 2 0.000
#> SAMPLE_2100 2 0.000
#> SAMPLE_2101 2 0.000
#> SAMPLE_2102 2 0.000
#> SAMPLE_2108 2 0.000
#> SAMPLE_2112 2 0.000
#> SAMPLE_2113 2 0.000
#> SAMPLE_2114 2 0.000
#> SAMPLE_2116 2 0.000
#> SAMPLE_2117 2 0.000
#> SAMPLE_2118 2 0.000
#> SAMPLE_2121 2 0.000
#> SAMPLE_2122 2 0.000
#> SAMPLE_2124 2 0.000
#> SAMPLE_2128 2 0.000
#> SAMPLE_2130 2 0.000
#> SAMPLE_2132 2 0.000
#> SAMPLE_2133 2 0.000
#> SAMPLE_2137 2 0.000
#> SAMPLE_2147 1 0.000
#> SAMPLE_2148 3 0.000
#> SAMPLE_2151 1 0.000
#> SAMPLE_2154 2 0.000
#> SAMPLE_2157 2 0.000
#> SAMPLE_2160 2 0.000
#> SAMPLE_2162 2 1.000
#> SAMPLE_2169 3 1.000
#> SAMPLE_2175 1 1.000
#> SAMPLE_2177 3 1.000
#> SAMPLE_2178 2 1.000
#> SAMPLE_2181 1 0.000
#> SAMPLE_2187 2 1.000
#> SAMPLE_2204 1 0.000
#> SAMPLE_2207 1 1.000
#> SAMPLE_2209 1 0.000
#> SAMPLE_2211 1 0.000
#> SAMPLE_2213 1 0.000
#> SAMPLE_2221 1 1.000
#> SAMPLE_2222 4 0.000
#> SAMPLE_2224 1 0.000
#> SAMPLE_2234 2 0.000
#> SAMPLE_2238 2 0.000
#> SAMPLE_2239 3 0.000
#> SAMPLE_2263 3 0.000
#> SAMPLE_2265 1 0.000
#> SAMPLE_2266 2 1.000
#> SAMPLE_2270 2 0.000
#> SAMPLE_2271 2 0.000
#> SAMPLE_2272 2 0.000
#> SAMPLE_2280 1 1.000
#> SAMPLE_2282 1 0.000
#> SAMPLE_2285 2 0.000
#> SAMPLE_2298 3 0.000
#> SAMPLE_2307 1 0.000
#> SAMPLE_2313 1 1.000
#> SAMPLE_2326 2 0.000
#> SAMPLE_2327 2 0.000
#> SAMPLE_2334 1 0.000
#> SAMPLE_2347 2 0.000
#> SAMPLE_2354 2 0.000
#> SAMPLE_2360 3 0.000
#> SAMPLE_2362 2 0.000
#> SAMPLE_2364 1 1.000
#> SAMPLE_2365 2 1.000
#> SAMPLE_2366 1 0.000
#> SAMPLE_2371 1 0.751
#> SAMPLE_2384 3 0.000
#> SAMPLE_2385 3 0.000
#> SAMPLE_2387 2 0.000
#> SAMPLE_2388 2 0.000
#> SAMPLE_2395 2 0.000
#> SAMPLE_2405 2 0.000
#> SAMPLE_2406 2 0.000
#> SAMPLE_2407 2 0.000
#> SAMPLE_2408 2 0.000
#> SAMPLE_2409 1 0.000
#> SAMPLE_2412 3 0.000
#> SAMPLE_2414 1 0.000
#> SAMPLE_2415 5 0.000
#> SAMPLE_2418 3 1.000
#> SAMPLE_2419 2 1.000
#> SAMPLE_2439 1 1.000
#> SAMPLE_2440 1 0.000
#> SAMPLE_2445 3 0.000
#> SAMPLE_2450 1 0.000
#> SAMPLE_2452 1 0.000
#> SAMPLE_2456 3 1.000
#> SAMPLE_2461 1 0.000
#> SAMPLE_2466 2 0.000
#> SAMPLE_2468 1 0.000
#> SAMPLE_2472 1 0.000
#> SAMPLE_2476 3 0.000
#> SAMPLE_2480 1 0.000
#> SAMPLE_2481 1 0.000
#> SAMPLE_2482 1 0.000
#> SAMPLE_2512 3 0.000
#> SAMPLE_2513 3 0.000
#> SAMPLE_2514 2 0.000
#> SAMPLE_2534 2 0.000
#> SAMPLE_2552 2 0.000
#> SAMPLE_2570 3 0.000
#> SAMPLE_2571 1 0.000
#> SAMPLE_2579 3 1.000
#> SAMPLE_2582 2 0.000
#> SAMPLE_2583 1 0.000
#> SAMPLE_2585 2 0.000
#> SAMPLE_2589 1 0.000
#> SAMPLE_2593 2 0.000
#> SAMPLE_2594 2 0.000
#> SAMPLE_2595 3 1.000
#> SAMPLE_2598 3 0.000
#> SAMPLE_2600 1 0.249
#> SAMPLE_2601 1 0.000
#> SAMPLE_2604 3 0.000
#> SAMPLE_2609 1 0.000
#> SAMPLE_2611 2 0.000
#> SAMPLE_2612 1 0.000
#> SAMPLE_2622 2 1.000
#> SAMPLE_2625 2 1.000
#> SAMPLE_2626 1 0.751
#> SAMPLE_2627 3 1.000
#> SAMPLE_2628 3 0.000
#> SAMPLE_2630 3 0.000
#> SAMPLE_2631 1 0.000
#> SAMPLE_2632 1 0.000
#> SAMPLE_2643 1 0.000
#> SAMPLE_2644 1 1.000
#> SAMPLE_2648 1 0.000
#> SAMPLE_2651 3 0.000
#> SAMPLE_2660 3 0.000
#> SAMPLE_2665 2 0.000
#> SAMPLE_2680 1 0.000
#> SAMPLE_2681 1 0.000
#> SAMPLE_2682 2 0.000
#> SAMPLE_2683 3 0.000
#> SAMPLE_2684 3 0.000
#> SAMPLE_2688 1 0.000
#> SAMPLE_2695 2 0.000
#> SAMPLE_2698 2 0.000
#> SAMPLE_2702 2 0.000
#> SAMPLE_2705 1 1.000
#> SAMPLE_2712 2 0.000
#> SAMPLE_2718 3 0.751
#> SAMPLE_2719 3 0.000
#> SAMPLE_2720 3 0.000
#> SAMPLE_2729 2 0.000
#> SAMPLE_2730 2 0.000
#> SAMPLE_2731 2 0.000
#> SAMPLE_2732 2 0.000
#> SAMPLE_2733 2 0.000
#> SAMPLE_2773 1 0.000
#> SAMPLE_2778 1 0.000
#> SAMPLE_2781 3 0.000
#> SAMPLE_2796 2 0.000
#> SAMPLE_2797 2 0.000
#> SAMPLE_2801 3 0.000
get_classes(res, k = 6)
#> class p
#> SAMPLE_13 2 0.000
#> SAMPLE_31 3 0.000
#> SAMPLE_32 3 0.000
#> SAMPLE_34 3 0.000
#> SAMPLE_37 3 0.000
#> SAMPLE_38 3 0.000
#> SAMPLE_40 3 0.000
#> SAMPLE_41 3 0.000
#> SAMPLE_42 3 0.000
#> SAMPLE_46 3 0.000
#> SAMPLE_47 3 0.000
#> SAMPLE_48 3 0.000
#> SAMPLE_49 3 0.000
#> SAMPLE_50 3 0.000
#> SAMPLE_51 3 0.000
#> SAMPLE_52 3 0.000
#> SAMPLE_53 3 0.000
#> SAMPLE_54 3 0.000
#> SAMPLE_55 3 0.000
#> SAMPLE_56 3 0.000
#> SAMPLE_63 2 0.000
#> SAMPLE_70 3 0.000
#> SAMPLE_71 3 0.000
#> SAMPLE_73 3 0.000
#> SAMPLE_74 3 0.000
#> SAMPLE_76 3 0.000
#> SAMPLE_77 3 0.000
#> SAMPLE_78 3 0.000
#> SAMPLE_79 3 0.000
#> SAMPLE_104 2 0.000
#> SAMPLE_106 2 0.000
#> SAMPLE_114 3 0.000
#> SAMPLE_115 3 0.000
#> SAMPLE_116 3 0.000
#> SAMPLE_117 3 0.000
#> SAMPLE_119 3 0.000
#> SAMPLE_127 1 0.000
#> SAMPLE_139 1 0.000
#> SAMPLE_140 4 0.000
#> SAMPLE_142 4 0.000
#> SAMPLE_145 1 0.000
#> SAMPLE_174 2 0.000
#> SAMPLE_176 3 0.000
#> SAMPLE_177 3 0.000
#> SAMPLE_178 3 0.000
#> SAMPLE_210 2 0.000
#> SAMPLE_231 3 0.000
#> SAMPLE_233 3 0.000
#> SAMPLE_240 6 0.747
#> SAMPLE_243 1 0.000
#> SAMPLE_244 1 0.000
#> SAMPLE_249 1 0.000
#> SAMPLE_252 1 0.000
#> SAMPLE_267 1 0.000
#> SAMPLE_268 1 0.000
#> SAMPLE_269 1 0.000
#> SAMPLE_272 1 0.000
#> SAMPLE_288 3 0.000
#> SAMPLE_289 3 0.000
#> SAMPLE_296 3 0.000
#> SAMPLE_297 3 0.000
#> SAMPLE_298 3 0.000
#> SAMPLE_299 3 0.000
#> SAMPLE_300 3 0.000
#> SAMPLE_301 3 0.000
#> SAMPLE_303 3 0.000
#> SAMPLE_304 3 0.000
#> SAMPLE_305 3 0.000
#> SAMPLE_306 3 0.000
#> SAMPLE_307 3 0.000
#> SAMPLE_308 3 0.000
#> SAMPLE_309 3 0.000
#> SAMPLE_311 3 0.000
#> SAMPLE_313 3 0.000
#> SAMPLE_314 3 0.000
#> SAMPLE_315 3 0.000
#> SAMPLE_316 3 0.000
#> SAMPLE_317 3 0.000
#> SAMPLE_318 3 0.000
#> SAMPLE_319 3 0.000
#> SAMPLE_320 3 0.000
#> SAMPLE_321 3 0.000
#> SAMPLE_323 3 0.000
#> SAMPLE_324 3 0.000
#> SAMPLE_325 3 0.000
#> SAMPLE_326 3 0.000
#> SAMPLE_327 3 0.000
#> SAMPLE_328 3 0.000
#> SAMPLE_330 1 0.000
#> SAMPLE_333 4 0.000
#> SAMPLE_339 1 0.000
#> SAMPLE_346 6 0.000
#> SAMPLE_347 1 0.000
#> SAMPLE_348 1 0.000
#> SAMPLE_355 1 0.000
#> SAMPLE_361 1 0.000
#> SAMPLE_363 1 0.000
#> SAMPLE_367 3 0.000
#> SAMPLE_368 3 0.000
#> SAMPLE_369 3 0.000
#> SAMPLE_371 3 0.000
#> SAMPLE_372 3 0.000
#> SAMPLE_375 1 0.000
#> SAMPLE_378 1 0.000
#> SAMPLE_470 1 0.498
#> SAMPLE_568 3 0.000
#> SAMPLE_569 3 0.000
#> SAMPLE_570 3 0.000
#> SAMPLE_591 3 0.000
#> SAMPLE_593 3 0.000
#> SAMPLE_598 3 0.000
#> SAMPLE_599 3 0.000
#> SAMPLE_600 3 0.000
#> SAMPLE_601 3 0.000
#> SAMPLE_603 3 0.000
#> SAMPLE_605 3 0.000
#> SAMPLE_607 3 0.000
#> SAMPLE_608 3 0.000
#> SAMPLE_621 1 0.000
#> SAMPLE_629 1 0.000
#> SAMPLE_638 3 0.000
#> SAMPLE_639 3 0.000
#> SAMPLE_640 3 0.000
#> SAMPLE_643 2 0.000
#> SAMPLE_644 1 0.000
#> SAMPLE_657 3 0.000
#> SAMPLE_695 2 1.000
#> SAMPLE_714 2 1.000
#> SAMPLE_715 3 0.000
#> SAMPLE_720 1 0.000
#> SAMPLE_722 1 1.000
#> SAMPLE_725 1 0.000
#> SAMPLE_730 3 0.000
#> SAMPLE_739 2 1.000
#> SAMPLE_746 4 0.000
#> SAMPLE_747 4 0.000
#> SAMPLE_748 1 0.000
#> SAMPLE_751 1 0.000
#> SAMPLE_774 5 0.000
#> SAMPLE_776 5 0.000
#> SAMPLE_779 5 0.000
#> SAMPLE_780 5 0.000
#> SAMPLE_781 5 0.000
#> SAMPLE_782 5 0.000
#> SAMPLE_783 5 0.000
#> SAMPLE_784 5 0.000
#> SAMPLE_797 1 0.000
#> SAMPLE_798 6 0.000
#> SAMPLE_801 1 1.000
#> SAMPLE_802 1 0.000
#> SAMPLE_804 3 0.000
#> SAMPLE_805 3 0.000
#> SAMPLE_806 6 0.000
#> SAMPLE_815 1 0.000
#> SAMPLE_818 1 0.000
#> SAMPLE_822 1 0.000
#> SAMPLE_826 1 0.000
#> SAMPLE_834 6 0.000
#> SAMPLE_844 1 0.000
#> SAMPLE_848 6 1.000
#> SAMPLE_849 1 0.000
#> SAMPLE_861 6 0.000
#> SAMPLE_862 6 0.000
#> SAMPLE_868 6 0.000
#> SAMPLE_880 6 0.000
#> SAMPLE_885 1 0.000
#> SAMPLE_886 6 0.000
#> SAMPLE_898 6 0.000
#> SAMPLE_899 1 0.000
#> SAMPLE_904 3 0.000
#> SAMPLE_905 3 0.000
#> SAMPLE_915 5 0.000
#> SAMPLE_916 5 0.000
#> SAMPLE_917 5 0.000
#> SAMPLE_918 5 0.000
#> SAMPLE_919 5 0.000
#> SAMPLE_920 5 0.000
#> SAMPLE_921 5 0.000
#> SAMPLE_922 5 0.000
#> SAMPLE_925 6 0.000
#> SAMPLE_929 4 0.000
#> SAMPLE_930 4 0.000
#> SAMPLE_934 6 0.000
#> SAMPLE_940 1 0.000
#> SAMPLE_941 1 0.000
#> SAMPLE_943 1 0.000
#> SAMPLE_945 1 0.000
#> SAMPLE_946 1 0.000
#> SAMPLE_948 1 0.000
#> SAMPLE_949 1 0.000
#> SAMPLE_950 1 0.000
#> SAMPLE_953 4 0.000
#> SAMPLE_954 1 1.000
#> SAMPLE_955 1 0.000
#> SAMPLE_956 1 0.000
#> SAMPLE_957 1 0.000
#> SAMPLE_958 1 0.000
#> SAMPLE_959 1 0.000
#> SAMPLE_960 1 0.000
#> SAMPLE_963 4 0.000
#> SAMPLE_964 4 0.000
#> SAMPLE_966 4 0.000
#> SAMPLE_967 4 0.000
#> SAMPLE_969 4 0.000
#> SAMPLE_970 4 0.000
#> SAMPLE_972 4 0.000
#> SAMPLE_995 6 0.000
#> SAMPLE_996 6 0.000
#> SAMPLE_1000 1 0.000
#> SAMPLE_1002 4 0.000
#> SAMPLE_1003 1 0.000
#> SAMPLE_1004 4 0.000
#> SAMPLE_1005 4 1.000
#> SAMPLE_1006 4 0.000
#> SAMPLE_1007 4 0.000
#> SAMPLE_1009 4 0.000
#> SAMPLE_1010 4 1.000
#> SAMPLE_1011 4 0.000
#> SAMPLE_1013 4 0.000
#> SAMPLE_1016 1 0.000
#> SAMPLE_1018 4 0.000
#> SAMPLE_1019 4 0.000
#> SAMPLE_1020 4 0.000
#> SAMPLE_1021 4 0.000
#> SAMPLE_1022 4 0.000
#> SAMPLE_1023 4 0.000
#> SAMPLE_1025 4 0.000
#> SAMPLE_1026 4 0.000
#> SAMPLE_1027 4 0.000
#> SAMPLE_1028 4 0.000
#> SAMPLE_1029 4 0.000
#> SAMPLE_1030 4 0.000
#> SAMPLE_1031 4 0.000
#> SAMPLE_1032 4 0.000
#> SAMPLE_1033 4 0.000
#> SAMPLE_1034 4 0.000
#> SAMPLE_1035 4 0.000
#> SAMPLE_1036 4 0.000
#> SAMPLE_1037 4 0.000
#> SAMPLE_1043 1 0.000
#> SAMPLE_1047 6 0.000
#> SAMPLE_1050 6 0.000
#> SAMPLE_1052 6 0.000
#> SAMPLE_1053 6 0.000
#> SAMPLE_1055 6 0.000
#> SAMPLE_1060 6 0.000
#> SAMPLE_1070 1 0.000
#> SAMPLE_1078 6 0.747
#> SAMPLE_1082 6 0.000
#> SAMPLE_1083 1 1.000
#> SAMPLE_1085 6 0.000
#> SAMPLE_1087 1 0.000
#> SAMPLE_1093 6 0.000
#> SAMPLE_1094 1 0.000
#> SAMPLE_1097 6 0.000
#> SAMPLE_1112 6 0.000
#> SAMPLE_1115 3 0.000
#> SAMPLE_1117 1 1.000
#> SAMPLE_1119 4 0.000
#> SAMPLE_1121 4 0.000
#> SAMPLE_1122 4 0.000
#> SAMPLE_1125 4 0.000
#> SAMPLE_1131 4 0.000
#> SAMPLE_1132 4 0.000
#> SAMPLE_1133 4 0.000
#> SAMPLE_1134 4 0.000
#> SAMPLE_1135 4 0.000
#> SAMPLE_1136 6 0.000
#> SAMPLE_1137 6 0.000
#> SAMPLE_1138 6 0.000
#> SAMPLE_1139 6 0.000
#> SAMPLE_1140 6 0.000
#> SAMPLE_1141 6 0.000
#> SAMPLE_1142 6 0.000
#> SAMPLE_1147 3 0.000
#> SAMPLE_1150 6 0.000
#> SAMPLE_1152 6 0.000
#> SAMPLE_1153 6 0.000
#> SAMPLE_1154 6 0.000
#> SAMPLE_1155 6 0.000
#> SAMPLE_1156 6 0.000
#> SAMPLE_1157 6 0.000
#> SAMPLE_1163 6 0.000
#> SAMPLE_1165 6 0.000
#> SAMPLE_1166 6 0.000
#> SAMPLE_1167 1 0.000
#> SAMPLE_1173 1 0.000
#> SAMPLE_1174 1 0.000
#> SAMPLE_1175 6 0.000
#> SAMPLE_1176 1 0.000
#> SAMPLE_1177 6 0.000
#> SAMPLE_1182 1 0.000
#> SAMPLE_1183 3 0.000
#> SAMPLE_1184 3 0.000
#> SAMPLE_1195 1 0.000
#> SAMPLE_1197 1 0.000
#> SAMPLE_1198 1 0.000
#> SAMPLE_1210 4 0.000
#> SAMPLE_1219 4 0.000
#> SAMPLE_1222 2 0.000
#> SAMPLE_1227 6 0.000
#> SAMPLE_1229 2 1.000
#> SAMPLE_1233 2 1.000
#> SAMPLE_1239 6 0.000
#> SAMPLE_1248 1 0.000
#> SAMPLE_1257 6 0.000
#> SAMPLE_1265 6 0.000
#> SAMPLE_1266 2 0.000
#> SAMPLE_1267 2 0.000
#> SAMPLE_1270 2 1.000
#> SAMPLE_1271 2 0.000
#> SAMPLE_1272 2 0.000
#> SAMPLE_1273 2 0.000
#> SAMPLE_1280 6 0.000
#> SAMPLE_1288 6 0.000
#> SAMPLE_1290 2 0.000
#> SAMPLE_1295 2 0.000
#> SAMPLE_1298 2 0.000
#> SAMPLE_1302 2 0.000
#> SAMPLE_1303 2 0.000
#> SAMPLE_1304 2 0.000
#> SAMPLE_1306 2 1.000
#> SAMPLE_1308 2 0.000
#> SAMPLE_1309 2 0.498
#> SAMPLE_1313 2 0.000
#> SAMPLE_1314 2 0.000
#> SAMPLE_1315 2 0.000
#> SAMPLE_1319 6 0.000
#> SAMPLE_1320 6 0.000
#> SAMPLE_1322 6 0.000
#> SAMPLE_1325 4 0.000
#> SAMPLE_1328 4 0.000
#> SAMPLE_1337 3 0.000
#> SAMPLE_1339 2 0.000
#> SAMPLE_1342 6 0.000
#> SAMPLE_1347 1 0.000
#> SAMPLE_1350 2 0.000
#> SAMPLE_1354 4 0.000
#> SAMPLE_1387 2 1.000
#> SAMPLE_1397 6 1.000
#> SAMPLE_1399 6 0.000
#> SAMPLE_1401 6 1.000
#> SAMPLE_1402 4 0.000
#> SAMPLE_1409 6 0.000
#> SAMPLE_1419 6 0.000
#> SAMPLE_1420 6 0.000
#> SAMPLE_1428 6 0.747
#> SAMPLE_1429 2 1.000
#> SAMPLE_1431 6 0.000
#> SAMPLE_1434 1 0.000
#> SAMPLE_1442 6 0.000
#> SAMPLE_1443 6 1.000
#> SAMPLE_1446 3 0.000
#> SAMPLE_1453 6 0.000
#> SAMPLE_1455 4 0.000
#> SAMPLE_1456 4 0.000
#> SAMPLE_1457 4 0.000
#> SAMPLE_1458 4 0.000
#> SAMPLE_1459 4 0.000
#> SAMPLE_1460 4 0.000
#> SAMPLE_1476 1 0.000
#> SAMPLE_1480 3 0.000
#> SAMPLE_1491 6 0.000
#> SAMPLE_1524 3 0.000
#> SAMPLE_1526 2 0.000
#> SAMPLE_1534 6 0.000
#> SAMPLE_1536 4 0.000
#> SAMPLE_1541 4 0.000
#> SAMPLE_1544 4 0.000
#> SAMPLE_1546 4 0.000
#> SAMPLE_1548 4 0.000
#> SAMPLE_1550 4 0.000
#> SAMPLE_1554 2 0.000
#> SAMPLE_1556 2 0.000
#> SAMPLE_1557 2 0.000
#> SAMPLE_1558 2 0.000
#> SAMPLE_1560 2 0.000
#> SAMPLE_1563 2 0.000
#> SAMPLE_1565 2 0.000
#> SAMPLE_1566 2 0.000
#> SAMPLE_1575 2 0.000
#> SAMPLE_1577 6 0.000
#> SAMPLE_1578 1 0.000
#> SAMPLE_1586 3 0.000
#> SAMPLE_1595 1 0.000
#> SAMPLE_1599 6 0.000
#> SAMPLE_1600 6 0.000
#> SAMPLE_1601 6 0.000
#> SAMPLE_1608 4 0.000
#> SAMPLE_1611 4 0.000
#> SAMPLE_1629 3 0.000
#> SAMPLE_1633 1 0.000
#> SAMPLE_1637 1 0.000
#> SAMPLE_1639 6 0.000
#> SAMPLE_1650 6 0.000
#> SAMPLE_1653 3 0.000
#> SAMPLE_1657 2 0.000
#> SAMPLE_1660 6 0.000
#> SAMPLE_1663 3 0.000
#> SAMPLE_1666 2 0.000
#> SAMPLE_1668 1 0.249
#> SAMPLE_1684 6 0.000
#> SAMPLE_1695 6 0.000
#> SAMPLE_1696 3 0.000
#> SAMPLE_1697 3 0.000
#> SAMPLE_1701 4 1.000
#> SAMPLE_1702 6 1.000
#> SAMPLE_1713 6 0.000
#> SAMPLE_1714 3 0.000
#> SAMPLE_1717 1 0.000
#> SAMPLE_1739 1 0.000
#> SAMPLE_1744 1 0.000
#> SAMPLE_1757 6 0.000
#> SAMPLE_1768 6 0.000
#> SAMPLE_1769 6 0.000
#> SAMPLE_1770 6 0.000
#> SAMPLE_1771 2 0.000
#> SAMPLE_1773 6 0.000
#> SAMPLE_1774 1 0.000
#> SAMPLE_1781 1 0.000
#> SAMPLE_1783 6 0.000
#> SAMPLE_1791 6 0.000
#> SAMPLE_1792 1 0.000
#> SAMPLE_1798 6 0.000
#> SAMPLE_1813 1 0.000
#> SAMPLE_1833 1 0.000
#> SAMPLE_1840 6 1.000
#> SAMPLE_1841 6 0.249
#> SAMPLE_1858 1 0.000
#> SAMPLE_1866 6 1.000
#> SAMPLE_1867 2 1.000
#> SAMPLE_1868 3 0.000
#> SAMPLE_1869 2 0.000
#> SAMPLE_1874 6 1.000
#> SAMPLE_1878 2 1.000
#> SAMPLE_1879 6 0.000
#> SAMPLE_1883 1 0.000
#> SAMPLE_1905 2 1.000
#> SAMPLE_1915 3 0.000
#> SAMPLE_1920 5 0.000
#> SAMPLE_1923 2 0.000
#> SAMPLE_1924 6 0.000
#> SAMPLE_1929 5 0.000
#> SAMPLE_1931 5 0.000
#> SAMPLE_1933 3 0.000
#> SAMPLE_1934 3 1.000
#> SAMPLE_1938 3 0.000
#> SAMPLE_1962 1 0.000
#> SAMPLE_1968 6 0.000
#> SAMPLE_1976 1 0.000
#> SAMPLE_1978 3 0.000
#> SAMPLE_1981 2 0.000
#> SAMPLE_1982 2 0.000
#> SAMPLE_1983 2 0.000
#> SAMPLE_1984 2 0.000
#> SAMPLE_1985 2 0.000
#> SAMPLE_1986 2 0.000
#> SAMPLE_1990 2 0.000
#> SAMPLE_1991 2 0.000
#> SAMPLE_1994 3 0.000
#> SAMPLE_2001 2 0.000
#> SAMPLE_2015 1 0.000
#> SAMPLE_2017 1 0.000
#> SAMPLE_2024 3 0.000
#> SAMPLE_2027 2 0.000
#> SAMPLE_2040 1 0.000
#> SAMPLE_2050 1 0.000
#> SAMPLE_2055 1 0.000
#> SAMPLE_2056 6 0.000
#> SAMPLE_2060 3 0.000
#> SAMPLE_2062 1 0.000
#> SAMPLE_2068 1 0.000
#> SAMPLE_2069 6 0.000
#> SAMPLE_2071 2 0.000
#> SAMPLE_2077 2 0.000
#> SAMPLE_2078 2 0.747
#> SAMPLE_2079 2 0.000
#> SAMPLE_2080 2 1.000
#> SAMPLE_2087 2 0.000
#> SAMPLE_2091 2 1.000
#> SAMPLE_2092 2 0.000
#> SAMPLE_2097 2 0.498
#> SAMPLE_2099 2 1.000
#> SAMPLE_2100 2 0.000
#> SAMPLE_2101 2 0.000
#> SAMPLE_2102 2 0.000
#> SAMPLE_2108 2 0.000
#> SAMPLE_2112 2 0.000
#> SAMPLE_2113 2 0.747
#> SAMPLE_2114 2 0.000
#> SAMPLE_2116 2 1.000
#> SAMPLE_2117 2 0.000
#> SAMPLE_2118 2 0.000
#> SAMPLE_2121 2 0.000
#> SAMPLE_2122 2 0.000
#> SAMPLE_2124 2 1.000
#> SAMPLE_2128 2 0.000
#> SAMPLE_2130 2 0.000
#> SAMPLE_2132 2 1.000
#> SAMPLE_2133 2 0.000
#> SAMPLE_2137 2 0.000
#> SAMPLE_2147 1 0.000
#> SAMPLE_2148 3 0.000
#> SAMPLE_2151 1 0.000
#> SAMPLE_2154 2 0.000
#> SAMPLE_2157 2 0.000
#> SAMPLE_2160 2 0.000
#> SAMPLE_2162 6 0.000
#> SAMPLE_2169 6 0.000
#> SAMPLE_2175 1 0.000
#> SAMPLE_2177 1 0.000
#> SAMPLE_2178 6 0.000
#> SAMPLE_2181 1 0.000
#> SAMPLE_2187 2 1.000
#> SAMPLE_2204 1 0.000
#> SAMPLE_2207 3 1.000
#> SAMPLE_2209 1 0.000
#> SAMPLE_2211 1 0.000
#> SAMPLE_2213 1 0.000
#> SAMPLE_2221 1 0.253
#> SAMPLE_2222 4 0.000
#> SAMPLE_2224 1 0.000
#> SAMPLE_2234 6 0.000
#> SAMPLE_2238 6 0.000
#> SAMPLE_2239 3 0.000
#> SAMPLE_2263 3 0.000
#> SAMPLE_2265 1 0.000
#> SAMPLE_2266 6 0.000
#> SAMPLE_2270 6 0.000
#> SAMPLE_2271 6 0.000
#> SAMPLE_2272 6 1.000
#> SAMPLE_2280 6 0.249
#> SAMPLE_2282 1 0.000
#> SAMPLE_2285 2 0.000
#> SAMPLE_2298 3 0.000
#> SAMPLE_2307 1 0.000
#> SAMPLE_2313 1 0.000
#> SAMPLE_2326 2 1.000
#> SAMPLE_2327 6 0.000
#> SAMPLE_2334 1 0.000
#> SAMPLE_2347 6 0.000
#> SAMPLE_2354 2 0.000
#> SAMPLE_2360 3 0.000
#> SAMPLE_2362 6 0.000
#> SAMPLE_2364 1 0.000
#> SAMPLE_2365 6 1.000
#> SAMPLE_2366 1 0.000
#> SAMPLE_2371 1 0.000
#> SAMPLE_2384 3 0.000
#> SAMPLE_2385 3 0.000
#> SAMPLE_2387 2 1.000
#> SAMPLE_2388 2 0.000
#> SAMPLE_2395 2 0.000
#> SAMPLE_2405 2 0.249
#> SAMPLE_2406 2 0.000
#> SAMPLE_2407 2 0.000
#> SAMPLE_2408 2 0.000
#> SAMPLE_2409 1 0.000
#> SAMPLE_2412 3 0.000
#> SAMPLE_2414 1 0.000
#> SAMPLE_2415 5 0.000
#> SAMPLE_2418 6 0.000
#> SAMPLE_2419 6 0.000
#> SAMPLE_2439 4 1.000
#> SAMPLE_2440 1 0.000
#> SAMPLE_2445 3 0.000
#> SAMPLE_2450 1 0.000
#> SAMPLE_2452 1 0.000
#> SAMPLE_2456 1 0.000
#> SAMPLE_2461 1 0.000
#> SAMPLE_2466 6 0.000
#> SAMPLE_2468 1 0.000
#> SAMPLE_2472 1 0.000
#> SAMPLE_2476 3 0.000
#> SAMPLE_2480 1 0.000
#> SAMPLE_2481 1 0.000
#> SAMPLE_2482 1 0.000
#> SAMPLE_2512 3 0.000
#> SAMPLE_2513 3 0.000
#> SAMPLE_2514 6 0.000
#> SAMPLE_2534 6 1.000
#> SAMPLE_2552 6 0.249
#> SAMPLE_2570 3 0.000
#> SAMPLE_2571 1 0.000
#> SAMPLE_2579 1 0.000
#> SAMPLE_2582 2 0.000
#> SAMPLE_2583 1 0.000
#> SAMPLE_2585 6 0.000
#> SAMPLE_2589 1 0.000
#> SAMPLE_2593 2 0.000
#> SAMPLE_2594 2 1.000
#> SAMPLE_2595 3 0.747
#> SAMPLE_2598 3 0.000
#> SAMPLE_2600 1 1.000
#> SAMPLE_2601 1 0.000
#> SAMPLE_2604 3 0.000
#> SAMPLE_2609 1 0.000
#> SAMPLE_2611 6 0.000
#> SAMPLE_2612 1 0.000
#> SAMPLE_2622 6 0.000
#> SAMPLE_2625 6 0.000
#> SAMPLE_2626 1 0.000
#> SAMPLE_2627 1 0.000
#> SAMPLE_2628 3 0.000
#> SAMPLE_2630 3 0.000
#> SAMPLE_2631 1 0.000
#> SAMPLE_2632 1 0.000
#> SAMPLE_2643 1 0.000
#> SAMPLE_2644 1 0.000
#> SAMPLE_2648 1 0.000
#> SAMPLE_2651 3 0.000
#> SAMPLE_2660 3 0.000
#> SAMPLE_2665 2 0.000
#> SAMPLE_2680 1 0.000
#> SAMPLE_2681 1 0.000
#> SAMPLE_2682 6 0.000
#> SAMPLE_2683 3 0.000
#> SAMPLE_2684 3 0.000
#> SAMPLE_2688 1 0.000
#> SAMPLE_2695 2 0.000
#> SAMPLE_2698 2 0.000
#> SAMPLE_2702 6 0.000
#> SAMPLE_2705 1 0.000
#> SAMPLE_2712 2 0.000
#> SAMPLE_2718 3 0.000
#> SAMPLE_2719 3 0.000
#> SAMPLE_2720 3 0.000
#> SAMPLE_2729 2 0.000
#> SAMPLE_2730 2 0.000
#> SAMPLE_2731 2 0.000
#> SAMPLE_2732 2 0.000
#> SAMPLE_2733 2 0.000
#> SAMPLE_2773 1 0.000
#> SAMPLE_2778 1 0.000
#> SAMPLE_2781 3 0.000
#> SAMPLE_2796 6 0.000
#> SAMPLE_2797 2 0.000
#> SAMPLE_2801 3 0.000
get_classes(res, k = 7)
#> class p
#> SAMPLE_13 2 0.000
#> SAMPLE_31 3 0.000
#> SAMPLE_32 3 0.000
#> SAMPLE_34 3 0.000
#> SAMPLE_37 3 0.000
#> SAMPLE_38 3 0.000
#> SAMPLE_40 3 0.000
#> SAMPLE_41 3 0.000
#> SAMPLE_42 3 0.000
#> SAMPLE_46 3 0.000
#> SAMPLE_47 3 0.000
#> SAMPLE_48 3 0.000
#> SAMPLE_49 3 0.000
#> SAMPLE_50 3 0.000
#> SAMPLE_51 3 0.000
#> SAMPLE_52 3 0.000
#> SAMPLE_53 3 0.000
#> SAMPLE_54 3 0.000
#> SAMPLE_55 3 0.000
#> SAMPLE_56 3 0.000
#> SAMPLE_63 2 0.000
#> SAMPLE_70 3 0.000
#> SAMPLE_71 3 0.000
#> SAMPLE_73 3 0.000
#> SAMPLE_74 3 0.000
#> SAMPLE_76 3 0.000
#> SAMPLE_77 3 0.000
#> SAMPLE_78 3 0.000
#> SAMPLE_79 3 0.000
#> SAMPLE_104 2 0.000
#> SAMPLE_106 2 0.000
#> SAMPLE_114 3 0.000
#> SAMPLE_115 3 0.000
#> SAMPLE_116 3 0.000
#> SAMPLE_117 3 0.000
#> SAMPLE_119 3 0.000
#> SAMPLE_127 7 0.000
#> SAMPLE_139 7 0.000
#> SAMPLE_140 4 0.000
#> SAMPLE_142 4 0.000
#> SAMPLE_145 7 0.000
#> SAMPLE_174 2 0.000
#> SAMPLE_176 3 0.000
#> SAMPLE_177 3 0.000
#> SAMPLE_178 3 0.000
#> SAMPLE_210 2 0.000
#> SAMPLE_231 3 0.000
#> SAMPLE_233 3 0.000
#> SAMPLE_240 1 0.000
#> SAMPLE_243 1 0.000
#> SAMPLE_244 1 0.000
#> SAMPLE_249 1 0.000
#> SAMPLE_252 1 0.000
#> SAMPLE_267 1 0.751
#> SAMPLE_268 1 0.000
#> SAMPLE_269 1 0.000
#> SAMPLE_272 1 0.000
#> SAMPLE_288 3 0.000
#> SAMPLE_289 3 0.000
#> SAMPLE_296 3 0.000
#> SAMPLE_297 3 0.000
#> SAMPLE_298 3 0.000
#> SAMPLE_299 3 0.000
#> SAMPLE_300 3 0.000
#> SAMPLE_301 3 0.000
#> SAMPLE_303 3 0.000
#> SAMPLE_304 3 0.000
#> SAMPLE_305 3 0.000
#> SAMPLE_306 3 0.000
#> SAMPLE_307 3 0.000
#> SAMPLE_308 3 0.000
#> SAMPLE_309 3 0.000
#> SAMPLE_311 3 0.000
#> SAMPLE_313 3 0.000
#> SAMPLE_314 3 0.000
#> SAMPLE_315 3 0.000
#> SAMPLE_316 3 0.000
#> SAMPLE_317 3 0.000
#> SAMPLE_318 3 0.000
#> SAMPLE_319 3 0.000
#> SAMPLE_320 3 0.000
#> SAMPLE_321 3 0.000
#> SAMPLE_323 3 0.000
#> SAMPLE_324 3 0.000
#> SAMPLE_325 3 0.000
#> SAMPLE_326 3 0.000
#> SAMPLE_327 3 0.000
#> SAMPLE_328 3 0.000
#> SAMPLE_330 7 0.000
#> SAMPLE_333 4 0.000
#> SAMPLE_339 7 0.000
#> SAMPLE_346 6 0.000
#> SAMPLE_347 7 0.000
#> SAMPLE_348 7 0.000
#> SAMPLE_355 7 0.000
#> SAMPLE_361 7 0.000
#> SAMPLE_363 7 0.000
#> SAMPLE_367 3 0.000
#> SAMPLE_368 3 0.000
#> SAMPLE_369 3 0.000
#> SAMPLE_371 3 0.000
#> SAMPLE_372 3 0.000
#> SAMPLE_375 7 0.000
#> SAMPLE_378 7 0.000
#> SAMPLE_470 7 0.000
#> SAMPLE_568 3 0.000
#> SAMPLE_569 3 0.000
#> SAMPLE_570 3 0.000
#> SAMPLE_591 3 0.000
#> SAMPLE_593 3 0.000
#> SAMPLE_598 3 0.000
#> SAMPLE_599 3 0.000
#> SAMPLE_600 3 0.000
#> SAMPLE_601 3 0.000
#> SAMPLE_603 3 0.000
#> SAMPLE_605 3 0.000
#> SAMPLE_607 3 0.000
#> SAMPLE_608 3 0.000
#> SAMPLE_621 1 0.000
#> SAMPLE_629 1 0.000
#> SAMPLE_638 3 0.000
#> SAMPLE_639 3 0.000
#> SAMPLE_640 3 0.000
#> SAMPLE_643 2 0.000
#> SAMPLE_644 7 0.000
#> SAMPLE_657 3 0.000
#> SAMPLE_695 2 1.000
#> SAMPLE_714 2 1.000
#> SAMPLE_715 3 0.000
#> SAMPLE_720 1 0.000
#> SAMPLE_722 1 0.000
#> SAMPLE_725 1 0.000
#> SAMPLE_730 3 0.000
#> SAMPLE_739 2 1.000
#> SAMPLE_746 4 0.000
#> SAMPLE_747 4 0.000
#> SAMPLE_748 7 0.000
#> SAMPLE_751 1 0.000
#> SAMPLE_774 5 0.000
#> SAMPLE_776 5 0.000
#> SAMPLE_779 5 0.000
#> SAMPLE_780 5 0.000
#> SAMPLE_781 5 0.000
#> SAMPLE_782 5 0.000
#> SAMPLE_783 5 0.000
#> SAMPLE_784 5 0.000
#> SAMPLE_797 1 0.000
#> SAMPLE_798 6 0.000
#> SAMPLE_801 1 0.000
#> SAMPLE_802 1 0.000
#> SAMPLE_804 3 0.000
#> SAMPLE_805 3 0.000
#> SAMPLE_806 6 0.249
#> SAMPLE_815 1 0.000
#> SAMPLE_818 1 0.000
#> SAMPLE_822 1 0.000
#> SAMPLE_826 1 0.000
#> SAMPLE_834 6 0.000
#> SAMPLE_844 1 0.000
#> SAMPLE_848 6 1.000
#> SAMPLE_849 7 0.000
#> SAMPLE_861 6 0.000
#> SAMPLE_862 6 0.000
#> SAMPLE_868 6 0.000
#> SAMPLE_880 6 0.000
#> SAMPLE_885 1 0.000
#> SAMPLE_886 6 0.000
#> SAMPLE_898 6 0.000
#> SAMPLE_899 7 0.249
#> SAMPLE_904 3 0.000
#> SAMPLE_905 3 0.000
#> SAMPLE_915 5 0.000
#> SAMPLE_916 5 0.000
#> SAMPLE_917 5 0.000
#> SAMPLE_918 5 0.000
#> SAMPLE_919 5 0.000
#> SAMPLE_920 5 0.000
#> SAMPLE_921 5 0.000
#> SAMPLE_922 5 0.000
#> SAMPLE_925 6 0.000
#> SAMPLE_929 4 0.000
#> SAMPLE_930 4 0.000
#> SAMPLE_934 6 0.000
#> SAMPLE_940 7 0.000
#> SAMPLE_941 7 0.000
#> SAMPLE_943 7 0.000
#> SAMPLE_945 7 0.000
#> SAMPLE_946 7 0.000
#> SAMPLE_948 7 0.000
#> SAMPLE_949 7 0.000
#> SAMPLE_950 7 0.000
#> SAMPLE_953 4 0.000
#> SAMPLE_954 7 0.000
#> SAMPLE_955 7 0.000
#> SAMPLE_956 7 0.000
#> SAMPLE_957 7 0.000
#> SAMPLE_958 7 0.000
#> SAMPLE_959 7 0.000
#> SAMPLE_960 7 0.000
#> SAMPLE_963 4 0.000
#> SAMPLE_964 4 0.000
#> SAMPLE_966 4 0.000
#> SAMPLE_967 4 0.000
#> SAMPLE_969 4 0.000
#> SAMPLE_970 4 0.000
#> SAMPLE_972 4 0.000
#> SAMPLE_995 6 0.000
#> SAMPLE_996 6 0.000
#> SAMPLE_1000 7 0.000
#> SAMPLE_1002 4 0.000
#> SAMPLE_1003 7 0.000
#> SAMPLE_1004 4 0.000
#> SAMPLE_1005 7 0.000
#> SAMPLE_1006 4 0.000
#> SAMPLE_1007 4 0.000
#> SAMPLE_1009 4 0.000
#> SAMPLE_1010 7 0.000
#> SAMPLE_1011 4 0.000
#> SAMPLE_1013 4 0.000
#> SAMPLE_1016 7 0.000
#> SAMPLE_1018 4 0.000
#> SAMPLE_1019 4 0.000
#> SAMPLE_1020 4 0.000
#> SAMPLE_1021 4 0.000
#> SAMPLE_1022 4 0.000
#> SAMPLE_1023 4 0.000
#> SAMPLE_1025 4 0.000
#> SAMPLE_1026 4 0.000
#> SAMPLE_1027 4 0.000
#> SAMPLE_1028 4 0.000
#> SAMPLE_1029 4 0.000
#> SAMPLE_1030 4 0.000
#> SAMPLE_1031 4 0.000
#> SAMPLE_1032 4 0.000
#> SAMPLE_1033 4 0.000
#> SAMPLE_1034 4 0.000
#> SAMPLE_1035 4 0.000
#> SAMPLE_1036 4 0.000
#> SAMPLE_1037 4 0.000
#> SAMPLE_1043 1 0.000
#> SAMPLE_1047 6 0.000
#> SAMPLE_1050 6 0.000
#> SAMPLE_1052 6 0.000
#> SAMPLE_1053 6 0.000
#> SAMPLE_1055 6 0.000
#> SAMPLE_1060 6 0.000
#> SAMPLE_1070 7 0.000
#> SAMPLE_1078 6 1.000
#> SAMPLE_1082 6 0.000
#> SAMPLE_1083 1 0.502
#> SAMPLE_1085 6 1.000
#> SAMPLE_1087 7 0.000
#> SAMPLE_1093 6 0.000
#> SAMPLE_1094 1 0.000
#> SAMPLE_1097 6 0.000
#> SAMPLE_1112 6 0.000
#> SAMPLE_1115 3 0.000
#> SAMPLE_1117 7 0.000
#> SAMPLE_1119 4 0.000
#> SAMPLE_1121 4 0.000
#> SAMPLE_1122 4 0.000
#> SAMPLE_1125 4 0.000
#> SAMPLE_1131 4 0.000
#> SAMPLE_1132 4 0.000
#> SAMPLE_1133 4 0.000
#> SAMPLE_1134 4 0.000
#> SAMPLE_1135 4 0.000
#> SAMPLE_1136 6 0.000
#> SAMPLE_1137 6 0.000
#> SAMPLE_1138 6 0.000
#> SAMPLE_1139 6 0.000
#> SAMPLE_1140 6 0.000
#> SAMPLE_1141 6 0.000
#> SAMPLE_1142 6 0.000
#> SAMPLE_1147 3 0.000
#> SAMPLE_1150 6 0.000
#> SAMPLE_1152 6 0.000
#> SAMPLE_1153 6 0.000
#> SAMPLE_1154 6 0.000
#> SAMPLE_1155 6 0.000
#> SAMPLE_1156 6 0.000
#> SAMPLE_1157 6 0.000
#> SAMPLE_1163 6 0.000
#> SAMPLE_1165 6 0.000
#> SAMPLE_1166 6 0.000
#> SAMPLE_1167 7 0.000
#> SAMPLE_1173 1 0.000
#> SAMPLE_1174 1 0.000
#> SAMPLE_1175 6 0.000
#> SAMPLE_1176 1 0.000
#> SAMPLE_1177 6 0.000
#> SAMPLE_1182 7 0.000
#> SAMPLE_1183 3 0.000
#> SAMPLE_1184 3 0.000
#> SAMPLE_1195 7 0.000
#> SAMPLE_1197 7 0.000
#> SAMPLE_1198 7 0.000
#> SAMPLE_1210 4 0.000
#> SAMPLE_1219 4 0.000
#> SAMPLE_1222 2 0.751
#> SAMPLE_1227 6 0.000
#> SAMPLE_1229 2 1.000
#> SAMPLE_1233 2 1.000
#> SAMPLE_1239 6 0.000
#> SAMPLE_1248 7 0.502
#> SAMPLE_1257 6 0.000
#> SAMPLE_1265 6 0.000
#> SAMPLE_1266 2 0.000
#> SAMPLE_1267 2 0.000
#> SAMPLE_1270 2 1.000
#> SAMPLE_1271 2 0.000
#> SAMPLE_1272 2 0.000
#> SAMPLE_1273 2 0.000
#> SAMPLE_1280 6 0.000
#> SAMPLE_1288 6 0.000
#> SAMPLE_1290 2 0.000
#> SAMPLE_1295 2 0.000
#> SAMPLE_1298 2 0.000
#> SAMPLE_1302 2 0.000
#> SAMPLE_1303 2 0.000
#> SAMPLE_1304 2 0.000
#> SAMPLE_1306 2 1.000
#> SAMPLE_1308 2 0.000
#> SAMPLE_1309 2 1.000
#> SAMPLE_1313 2 0.000
#> SAMPLE_1314 2 0.000
#> SAMPLE_1315 2 0.000
#> SAMPLE_1319 6 0.000
#> SAMPLE_1320 6 0.000
#> SAMPLE_1322 6 0.000
#> SAMPLE_1325 4 0.000
#> SAMPLE_1328 4 0.000
#> SAMPLE_1337 3 0.000
#> SAMPLE_1339 2 0.000
#> SAMPLE_1342 6 1.000
#> SAMPLE_1347 1 0.000
#> SAMPLE_1350 2 0.000
#> SAMPLE_1354 4 0.000
#> SAMPLE_1387 6 1.000
#> SAMPLE_1397 6 0.000
#> SAMPLE_1399 6 0.000
#> SAMPLE_1401 6 0.000
#> SAMPLE_1402 4 0.000
#> SAMPLE_1409 6 0.000
#> SAMPLE_1419 6 0.000
#> SAMPLE_1420 6 0.000
#> SAMPLE_1428 6 1.000
#> SAMPLE_1429 2 1.000
#> SAMPLE_1431 6 0.000
#> SAMPLE_1434 1 0.000
#> SAMPLE_1442 6 0.249
#> SAMPLE_1443 6 1.000
#> SAMPLE_1446 3 0.000
#> SAMPLE_1453 6 0.000
#> SAMPLE_1455 4 0.000
#> SAMPLE_1456 4 0.000
#> SAMPLE_1457 4 0.000
#> SAMPLE_1458 4 0.000
#> SAMPLE_1459 4 0.000
#> SAMPLE_1460 4 0.000
#> SAMPLE_1476 1 0.000
#> SAMPLE_1480 3 0.000
#> SAMPLE_1491 6 0.000
#> SAMPLE_1524 3 0.000
#> SAMPLE_1526 2 0.000
#> SAMPLE_1534 6 0.000
#> SAMPLE_1536 4 0.000
#> SAMPLE_1541 4 0.000
#> SAMPLE_1544 4 0.000
#> SAMPLE_1546 4 0.000
#> SAMPLE_1548 4 0.000
#> SAMPLE_1550 4 0.000
#> SAMPLE_1554 2 0.000
#> SAMPLE_1556 2 0.000
#> SAMPLE_1557 2 0.000
#> SAMPLE_1558 2 0.000
#> SAMPLE_1560 2 0.000
#> SAMPLE_1563 2 0.000
#> SAMPLE_1565 2 0.000
#> SAMPLE_1566 2 0.000
#> SAMPLE_1575 2 0.000
#> SAMPLE_1577 6 0.000
#> SAMPLE_1578 7 0.000
#> SAMPLE_1586 3 0.000
#> SAMPLE_1595 1 0.000
#> SAMPLE_1599 6 0.000
#> SAMPLE_1600 6 0.000
#> SAMPLE_1601 6 0.000
#> SAMPLE_1608 4 0.000
#> SAMPLE_1611 4 0.000
#> SAMPLE_1629 3 0.000
#> SAMPLE_1633 1 0.000
#> SAMPLE_1637 7 0.000
#> SAMPLE_1639 6 0.000
#> SAMPLE_1650 6 0.000
#> SAMPLE_1653 3 0.000
#> SAMPLE_1657 2 0.000
#> SAMPLE_1660 6 0.000
#> SAMPLE_1663 3 0.000
#> SAMPLE_1666 2 0.000
#> SAMPLE_1668 1 0.000
#> SAMPLE_1684 6 0.000
#> SAMPLE_1695 6 0.000
#> SAMPLE_1696 3 0.000
#> SAMPLE_1697 3 0.000
#> SAMPLE_1701 4 1.000
#> SAMPLE_1702 6 1.000
#> SAMPLE_1713 6 0.000
#> SAMPLE_1714 3 0.000
#> SAMPLE_1717 1 0.000
#> SAMPLE_1739 1 0.000
#> SAMPLE_1744 1 0.000
#> SAMPLE_1757 6 0.000
#> SAMPLE_1768 6 0.000
#> SAMPLE_1769 6 0.000
#> SAMPLE_1770 6 0.000
#> SAMPLE_1771 2 0.000
#> SAMPLE_1773 6 0.000
#> SAMPLE_1774 7 0.000
#> SAMPLE_1781 1 0.000
#> SAMPLE_1783 1 0.000
#> SAMPLE_1791 6 0.000
#> SAMPLE_1792 1 0.000
#> SAMPLE_1798 6 0.000
#> SAMPLE_1813 7 0.000
#> SAMPLE_1833 1 0.000
#> SAMPLE_1840 6 1.000
#> SAMPLE_1841 6 0.000
#> SAMPLE_1858 1 0.000
#> SAMPLE_1866 6 1.000
#> SAMPLE_1867 2 1.000
#> SAMPLE_1868 3 0.000
#> SAMPLE_1869 2 0.000
#> SAMPLE_1874 6 1.000
#> SAMPLE_1878 2 1.000
#> SAMPLE_1879 6 0.000
#> SAMPLE_1883 1 0.000
#> SAMPLE_1905 2 1.000
#> SAMPLE_1915 3 0.000
#> SAMPLE_1920 5 0.000
#> SAMPLE_1923 2 0.000
#> SAMPLE_1924 6 0.000
#> SAMPLE_1929 5 0.000
#> SAMPLE_1931 5 0.000
#> SAMPLE_1933 3 0.000
#> SAMPLE_1934 1 0.000
#> SAMPLE_1938 3 0.000
#> SAMPLE_1962 1 0.000
#> SAMPLE_1968 6 1.000
#> SAMPLE_1976 1 0.000
#> SAMPLE_1978 3 0.000
#> SAMPLE_1981 2 0.000
#> SAMPLE_1982 2 0.000
#> SAMPLE_1983 2 0.000
#> SAMPLE_1984 2 0.000
#> SAMPLE_1985 2 0.000
#> SAMPLE_1986 2 0.000
#> SAMPLE_1990 2 0.000
#> SAMPLE_1991 2 0.000
#> SAMPLE_1994 3 0.000
#> SAMPLE_2001 2 0.000
#> SAMPLE_2015 1 0.000
#> SAMPLE_2017 1 0.000
#> SAMPLE_2024 3 0.000
#> SAMPLE_2027 2 0.000
#> SAMPLE_2040 7 0.000
#> SAMPLE_2050 1 0.000
#> SAMPLE_2055 7 0.000
#> SAMPLE_2056 1 0.000
#> SAMPLE_2060 3 0.000
#> SAMPLE_2062 1 0.000
#> SAMPLE_2068 7 0.000
#> SAMPLE_2069 6 0.000
#> SAMPLE_2071 2 0.000
#> SAMPLE_2077 2 0.000
#> SAMPLE_2078 2 1.000
#> SAMPLE_2079 2 0.000
#> SAMPLE_2080 2 1.000
#> SAMPLE_2087 2 0.000
#> SAMPLE_2091 2 1.000
#> SAMPLE_2092 2 0.000
#> SAMPLE_2097 2 1.000
#> SAMPLE_2099 2 1.000
#> SAMPLE_2100 2 0.000
#> SAMPLE_2101 2 0.000
#> SAMPLE_2102 2 0.000
#> SAMPLE_2108 2 0.000
#> SAMPLE_2112 2 0.000
#> SAMPLE_2113 2 1.000
#> SAMPLE_2114 2 0.000
#> SAMPLE_2116 2 1.000
#> SAMPLE_2117 2 0.000
#> SAMPLE_2118 2 0.000
#> SAMPLE_2121 2 0.000
#> SAMPLE_2122 2 0.000
#> SAMPLE_2124 2 1.000
#> SAMPLE_2128 2 0.000
#> SAMPLE_2130 2 0.000
#> SAMPLE_2132 2 1.000
#> SAMPLE_2133 2 0.000
#> SAMPLE_2137 2 0.000
#> SAMPLE_2147 1 0.000
#> SAMPLE_2148 3 0.000
#> SAMPLE_2151 7 0.000
#> SAMPLE_2154 2 0.000
#> SAMPLE_2157 2 0.000
#> SAMPLE_2160 2 0.000
#> SAMPLE_2162 6 0.000
#> SAMPLE_2169 1 1.000
#> SAMPLE_2175 1 0.000
#> SAMPLE_2177 1 0.000
#> SAMPLE_2178 6 0.000
#> SAMPLE_2181 1 0.000
#> SAMPLE_2187 2 1.000
#> SAMPLE_2204 1 0.000
#> SAMPLE_2207 1 1.000
#> SAMPLE_2209 7 0.000
#> SAMPLE_2211 1 0.000
#> SAMPLE_2213 7 0.000
#> SAMPLE_2221 1 0.000
#> SAMPLE_2222 4 0.000
#> SAMPLE_2224 7 0.000
#> SAMPLE_2234 6 0.000
#> SAMPLE_2238 6 0.000
#> SAMPLE_2239 3 0.000
#> SAMPLE_2263 3 0.000
#> SAMPLE_2265 7 0.000
#> SAMPLE_2266 6 0.000
#> SAMPLE_2270 6 0.000
#> SAMPLE_2271 6 0.751
#> SAMPLE_2272 6 1.000
#> SAMPLE_2280 1 0.000
#> SAMPLE_2282 1 0.000
#> SAMPLE_2285 2 1.000
#> SAMPLE_2298 3 0.000
#> SAMPLE_2307 1 0.000
#> SAMPLE_2313 1 0.000
#> SAMPLE_2326 2 1.000
#> SAMPLE_2327 6 0.000
#> SAMPLE_2334 1 0.000
#> SAMPLE_2347 6 0.000
#> SAMPLE_2354 2 0.000
#> SAMPLE_2360 3 0.000
#> SAMPLE_2362 6 0.000
#> SAMPLE_2364 1 0.000
#> SAMPLE_2365 6 0.000
#> SAMPLE_2366 1 0.000
#> SAMPLE_2371 1 0.000
#> SAMPLE_2384 3 0.000
#> SAMPLE_2385 3 0.000
#> SAMPLE_2387 2 1.000
#> SAMPLE_2388 2 0.000
#> SAMPLE_2395 2 0.000
#> SAMPLE_2405 2 0.498
#> SAMPLE_2406 2 0.000
#> SAMPLE_2407 2 0.000
#> SAMPLE_2408 2 0.000
#> SAMPLE_2409 1 0.000
#> SAMPLE_2412 3 0.000
#> SAMPLE_2414 1 0.000
#> SAMPLE_2415 5 0.000
#> SAMPLE_2418 6 0.751
#> SAMPLE_2419 6 0.000
#> SAMPLE_2439 7 0.000
#> SAMPLE_2440 1 0.000
#> SAMPLE_2445 3 0.000
#> SAMPLE_2450 1 0.000
#> SAMPLE_2452 1 0.000
#> SAMPLE_2456 1 0.000
#> SAMPLE_2461 1 0.000
#> SAMPLE_2466 6 0.751
#> SAMPLE_2468 1 0.000
#> SAMPLE_2472 1 0.000
#> SAMPLE_2476 3 0.000
#> SAMPLE_2480 1 0.000
#> SAMPLE_2481 1 0.000
#> SAMPLE_2482 7 0.000
#> SAMPLE_2512 3 0.000
#> SAMPLE_2513 3 0.000
#> SAMPLE_2514 6 0.000
#> SAMPLE_2534 6 1.000
#> SAMPLE_2552 6 1.000
#> SAMPLE_2570 3 0.000
#> SAMPLE_2571 1 0.000
#> SAMPLE_2579 1 0.000
#> SAMPLE_2582 2 0.751
#> SAMPLE_2583 1 0.000
#> SAMPLE_2585 6 0.000
#> SAMPLE_2589 1 0.000
#> SAMPLE_2593 2 0.000
#> SAMPLE_2594 2 0.751
#> SAMPLE_2595 3 0.000
#> SAMPLE_2598 3 0.000
#> SAMPLE_2600 1 0.000
#> SAMPLE_2601 1 0.000
#> SAMPLE_2604 3 0.000
#> SAMPLE_2609 1 0.000
#> SAMPLE_2611 6 0.000
#> SAMPLE_2612 1 0.000
#> SAMPLE_2622 1 0.000
#> SAMPLE_2625 6 0.000
#> SAMPLE_2626 1 0.000
#> SAMPLE_2627 1 0.000
#> SAMPLE_2628 3 0.000
#> SAMPLE_2630 3 0.000
#> SAMPLE_2631 7 0.000
#> SAMPLE_2632 7 0.000
#> SAMPLE_2643 1 0.000
#> SAMPLE_2644 1 0.000
#> SAMPLE_2648 7 0.000
#> SAMPLE_2651 3 0.000
#> SAMPLE_2660 3 0.000
#> SAMPLE_2665 2 0.751
#> SAMPLE_2680 7 0.000
#> SAMPLE_2681 7 0.000
#> SAMPLE_2682 6 0.000
#> SAMPLE_2683 3 0.000
#> SAMPLE_2684 3 0.000
#> SAMPLE_2688 7 0.000
#> SAMPLE_2695 2 0.000
#> SAMPLE_2698 2 0.000
#> SAMPLE_2702 6 0.000
#> SAMPLE_2705 1 0.000
#> SAMPLE_2712 2 0.000
#> SAMPLE_2718 3 0.000
#> SAMPLE_2719 3 0.000
#> SAMPLE_2720 3 0.000
#> SAMPLE_2729 2 0.000
#> SAMPLE_2730 2 0.000
#> SAMPLE_2731 2 0.000
#> SAMPLE_2732 2 0.000
#> SAMPLE_2733 2 0.000
#> SAMPLE_2773 1 0.000
#> SAMPLE_2778 7 0.000
#> SAMPLE_2781 3 0.000
#> SAMPLE_2796 6 0.000
#> SAMPLE_2797 2 0.000
#> SAMPLE_2801 3 0.249
get_classes(res, k = 8)
#> class p
#> SAMPLE_13 2 0.000
#> SAMPLE_31 3 0.000
#> SAMPLE_32 3 0.000
#> SAMPLE_34 3 0.000
#> SAMPLE_37 3 0.000
#> SAMPLE_38 3 0.000
#> SAMPLE_40 3 0.000
#> SAMPLE_41 3 0.000
#> SAMPLE_42 3 0.000
#> SAMPLE_46 3 0.000
#> SAMPLE_47 3 0.000
#> SAMPLE_48 3 0.000
#> SAMPLE_49 3 0.000
#> SAMPLE_50 3 0.000
#> SAMPLE_51 3 0.000
#> SAMPLE_52 3 0.000
#> SAMPLE_53 3 0.000
#> SAMPLE_54 3 0.000
#> SAMPLE_55 3 0.000
#> SAMPLE_56 3 0.000
#> SAMPLE_63 2 0.000
#> SAMPLE_70 3 0.000
#> SAMPLE_71 3 0.000
#> SAMPLE_73 3 0.000
#> SAMPLE_74 3 0.000
#> SAMPLE_76 3 0.000
#> SAMPLE_77 3 0.000
#> SAMPLE_78 3 0.000
#> SAMPLE_79 3 0.000
#> SAMPLE_104 2 0.000
#> SAMPLE_106 2 0.000
#> SAMPLE_114 3 0.000
#> SAMPLE_115 3 0.000
#> SAMPLE_116 3 0.000
#> SAMPLE_117 3 0.000
#> SAMPLE_119 3 0.000
#> SAMPLE_127 7 0.000
#> SAMPLE_139 8 0.000
#> SAMPLE_140 4 0.000
#> SAMPLE_142 4 0.000
#> SAMPLE_145 7 0.000
#> SAMPLE_174 2 0.000
#> SAMPLE_176 3 0.000
#> SAMPLE_177 3 0.000
#> SAMPLE_178 3 0.000
#> SAMPLE_210 2 0.000
#> SAMPLE_231 3 0.000
#> SAMPLE_233 3 0.000
#> SAMPLE_240 1 0.000
#> SAMPLE_243 1 0.000
#> SAMPLE_244 1 0.000
#> SAMPLE_249 1 0.000
#> SAMPLE_252 1 0.000
#> SAMPLE_267 1 0.000
#> SAMPLE_268 1 0.000
#> SAMPLE_269 1 0.000
#> SAMPLE_272 1 0.000
#> SAMPLE_288 3 0.000
#> SAMPLE_289 3 0.000
#> SAMPLE_296 3 0.000
#> SAMPLE_297 3 0.000
#> SAMPLE_298 3 0.000
#> SAMPLE_299 3 0.000
#> SAMPLE_300 3 0.000
#> SAMPLE_301 3 0.000
#> SAMPLE_303 3 0.000
#> SAMPLE_304 3 0.000
#> SAMPLE_305 3 0.000
#> SAMPLE_306 3 0.000
#> SAMPLE_307 3 0.000
#> SAMPLE_308 3 0.000
#> SAMPLE_309 3 0.000
#> SAMPLE_311 3 0.000
#> SAMPLE_313 3 0.000
#> SAMPLE_314 3 0.000
#> SAMPLE_315 3 0.000
#> SAMPLE_316 3 0.000
#> SAMPLE_317 3 0.000
#> SAMPLE_318 3 0.000
#> SAMPLE_319 3 0.000
#> SAMPLE_320 3 0.000
#> SAMPLE_321 3 0.000
#> SAMPLE_323 3 0.000
#> SAMPLE_324 3 0.000
#> SAMPLE_325 3 0.000
#> SAMPLE_326 3 0.000
#> SAMPLE_327 3 0.000
#> SAMPLE_328 3 0.000
#> SAMPLE_330 7 0.000
#> SAMPLE_333 4 0.000
#> SAMPLE_339 7 0.000
#> SAMPLE_346 6 0.000
#> SAMPLE_347 7 0.000
#> SAMPLE_348 7 0.000
#> SAMPLE_355 7 0.000
#> SAMPLE_361 7 0.000
#> SAMPLE_363 7 0.000
#> SAMPLE_367 3 0.000
#> SAMPLE_368 3 0.000
#> SAMPLE_369 3 0.000
#> SAMPLE_371 3 0.000
#> SAMPLE_372 3 0.000
#> SAMPLE_375 7 0.000
#> SAMPLE_378 7 0.000
#> SAMPLE_470 6 0.000
#> SAMPLE_568 3 0.000
#> SAMPLE_569 3 0.000
#> SAMPLE_570 3 0.000
#> SAMPLE_591 3 0.000
#> SAMPLE_593 3 0.000
#> SAMPLE_598 3 0.000
#> SAMPLE_599 3 0.000
#> SAMPLE_600 3 0.000
#> SAMPLE_601 3 0.000
#> SAMPLE_603 3 0.000
#> SAMPLE_605 3 0.000
#> SAMPLE_607 3 0.000
#> SAMPLE_608 3 0.000
#> SAMPLE_621 1 0.000
#> SAMPLE_629 1 0.000
#> SAMPLE_638 3 0.000
#> SAMPLE_639 3 0.000
#> SAMPLE_640 3 0.000
#> SAMPLE_643 2 0.000
#> SAMPLE_644 7 0.000
#> SAMPLE_657 3 0.000
#> SAMPLE_695 2 1.000
#> SAMPLE_714 2 1.000
#> SAMPLE_715 3 0.000
#> SAMPLE_720 1 0.000
#> SAMPLE_722 1 0.000
#> SAMPLE_725 1 0.000
#> SAMPLE_730 3 0.000
#> SAMPLE_739 2 1.000
#> SAMPLE_746 4 0.000
#> SAMPLE_747 4 0.000
#> SAMPLE_748 7 0.000
#> SAMPLE_751 1 0.000
#> SAMPLE_774 5 0.000
#> SAMPLE_776 5 0.000
#> SAMPLE_779 5 0.000
#> SAMPLE_780 5 0.000
#> SAMPLE_781 5 0.000
#> SAMPLE_782 5 0.000
#> SAMPLE_783 5 0.000
#> SAMPLE_784 5 0.000
#> SAMPLE_797 1 0.000
#> SAMPLE_798 6 0.000
#> SAMPLE_801 1 0.000
#> SAMPLE_802 1 0.000
#> SAMPLE_804 3 0.000
#> SAMPLE_805 3 0.000
#> SAMPLE_806 6 0.751
#> SAMPLE_815 1 0.000
#> SAMPLE_818 1 0.000
#> SAMPLE_822 1 0.000
#> SAMPLE_826 1 0.000
#> SAMPLE_834 6 0.000
#> SAMPLE_844 1 0.000
#> SAMPLE_848 6 1.000
#> SAMPLE_849 7 0.000
#> SAMPLE_861 6 0.000
#> SAMPLE_862 6 0.000
#> SAMPLE_868 6 0.000
#> SAMPLE_880 6 0.000
#> SAMPLE_885 1 0.000
#> SAMPLE_886 6 0.000
#> SAMPLE_898 6 0.000
#> SAMPLE_899 7 0.000
#> SAMPLE_904 3 0.000
#> SAMPLE_905 3 0.000
#> SAMPLE_915 5 0.000
#> SAMPLE_916 5 0.000
#> SAMPLE_917 5 0.000
#> SAMPLE_918 5 0.000
#> SAMPLE_919 5 0.000
#> SAMPLE_920 5 0.000
#> SAMPLE_921 5 0.000
#> SAMPLE_922 5 0.000
#> SAMPLE_925 6 0.000
#> SAMPLE_929 4 0.000
#> SAMPLE_930 4 0.000
#> SAMPLE_934 6 0.000
#> SAMPLE_940 7 0.000
#> SAMPLE_941 7 0.000
#> SAMPLE_943 7 0.000
#> SAMPLE_945 1 0.000
#> SAMPLE_946 7 0.000
#> SAMPLE_948 7 0.000
#> SAMPLE_949 7 0.000
#> SAMPLE_950 7 0.000
#> SAMPLE_953 4 0.000
#> SAMPLE_954 8 0.000
#> SAMPLE_955 7 0.000
#> SAMPLE_956 7 0.000
#> SAMPLE_957 7 0.000
#> SAMPLE_958 7 0.000
#> SAMPLE_959 7 0.000
#> SAMPLE_960 7 0.000
#> SAMPLE_963 4 0.000
#> SAMPLE_964 4 0.000
#> SAMPLE_966 4 0.000
#> SAMPLE_967 4 0.000
#> SAMPLE_969 4 0.000
#> SAMPLE_970 4 0.000
#> SAMPLE_972 4 0.000
#> SAMPLE_995 6 0.000
#> SAMPLE_996 6 0.000
#> SAMPLE_1000 7 0.000
#> SAMPLE_1002 4 0.000
#> SAMPLE_1003 7 0.000
#> SAMPLE_1004 4 0.000
#> SAMPLE_1005 8 0.000
#> SAMPLE_1006 4 0.000
#> SAMPLE_1007 4 0.000
#> SAMPLE_1009 4 0.000
#> SAMPLE_1010 8 0.000
#> SAMPLE_1011 4 0.000
#> SAMPLE_1013 4 0.000
#> SAMPLE_1016 7 0.000
#> SAMPLE_1018 4 0.000
#> SAMPLE_1019 4 0.000
#> SAMPLE_1020 4 0.000
#> SAMPLE_1021 4 0.000
#> SAMPLE_1022 4 0.000
#> SAMPLE_1023 4 0.000
#> SAMPLE_1025 4 0.000
#> SAMPLE_1026 4 0.000
#> SAMPLE_1027 4 0.000
#> SAMPLE_1028 4 0.000
#> SAMPLE_1029 4 0.000
#> SAMPLE_1030 4 0.000
#> SAMPLE_1031 4 0.000
#> SAMPLE_1032 4 0.000
#> SAMPLE_1033 4 0.000
#> SAMPLE_1034 4 0.000
#> SAMPLE_1035 4 0.000
#> SAMPLE_1036 4 0.000
#> SAMPLE_1037 4 0.000
#> SAMPLE_1043 1 0.000
#> SAMPLE_1047 6 0.000
#> SAMPLE_1050 6 0.000
#> SAMPLE_1052 6 0.000
#> SAMPLE_1053 6 0.000
#> SAMPLE_1055 6 0.000
#> SAMPLE_1060 6 0.000
#> SAMPLE_1070 7 0.000
#> SAMPLE_1078 6 1.000
#> SAMPLE_1082 6 0.000
#> SAMPLE_1083 1 0.747
#> SAMPLE_1085 6 1.000
#> SAMPLE_1087 7 0.000
#> SAMPLE_1093 6 0.000
#> SAMPLE_1094 1 0.000
#> SAMPLE_1097 6 0.000
#> SAMPLE_1112 6 0.000
#> SAMPLE_1115 3 0.000
#> SAMPLE_1117 8 0.000
#> SAMPLE_1119 4 0.000
#> SAMPLE_1121 4 0.000
#> SAMPLE_1122 4 0.000
#> SAMPLE_1125 4 0.000
#> SAMPLE_1131 4 0.000
#> SAMPLE_1132 4 0.000
#> SAMPLE_1133 4 0.000
#> SAMPLE_1134 4 0.000
#> SAMPLE_1135 4 0.000
#> SAMPLE_1136 6 0.000
#> SAMPLE_1137 6 0.000
#> SAMPLE_1138 6 0.000
#> SAMPLE_1139 6 0.000
#> SAMPLE_1140 6 0.000
#> SAMPLE_1141 6 0.000
#> SAMPLE_1142 6 0.000
#> SAMPLE_1147 3 0.000
#> SAMPLE_1150 6 0.000
#> SAMPLE_1152 6 0.000
#> SAMPLE_1153 6 0.000
#> SAMPLE_1154 6 0.000
#> SAMPLE_1155 6 0.000
#> SAMPLE_1156 6 0.000
#> SAMPLE_1157 6 0.000
#> SAMPLE_1163 6 0.000
#> SAMPLE_1165 6 0.000
#> SAMPLE_1166 6 0.000
#> SAMPLE_1167 7 0.498
#> SAMPLE_1173 1 0.000
#> SAMPLE_1174 1 0.000
#> SAMPLE_1175 6 0.000
#> SAMPLE_1176 1 0.000
#> SAMPLE_1177 6 0.000
#> SAMPLE_1182 7 0.000
#> SAMPLE_1183 3 0.000
#> SAMPLE_1184 3 0.000
#> SAMPLE_1195 8 0.000
#> SAMPLE_1197 8 0.000
#> SAMPLE_1198 7 0.000
#> SAMPLE_1210 4 0.000
#> SAMPLE_1219 4 0.000
#> SAMPLE_1222 2 0.249
#> SAMPLE_1227 6 0.000
#> SAMPLE_1229 2 1.000
#> SAMPLE_1233 2 1.000
#> SAMPLE_1239 6 0.000
#> SAMPLE_1248 8 1.000
#> SAMPLE_1257 6 0.000
#> SAMPLE_1265 6 0.000
#> SAMPLE_1266 2 0.000
#> SAMPLE_1267 2 0.000
#> SAMPLE_1270 2 1.000
#> SAMPLE_1271 2 0.000
#> SAMPLE_1272 2 0.000
#> SAMPLE_1273 2 0.000
#> SAMPLE_1280 6 0.000
#> SAMPLE_1288 6 0.000
#> SAMPLE_1290 2 0.000
#> SAMPLE_1295 2 0.000
#> SAMPLE_1298 2 0.000
#> SAMPLE_1302 2 0.000
#> SAMPLE_1303 2 0.000
#> SAMPLE_1304 2 0.000
#> SAMPLE_1306 2 0.751
#> SAMPLE_1308 2 0.000
#> SAMPLE_1309 2 1.000
#> SAMPLE_1313 2 0.000
#> SAMPLE_1314 2 0.249
#> SAMPLE_1315 2 0.000
#> SAMPLE_1319 6 0.000
#> SAMPLE_1320 6 0.000
#> SAMPLE_1322 6 0.000
#> SAMPLE_1325 4 0.000
#> SAMPLE_1328 4 0.000
#> SAMPLE_1337 3 0.000
#> SAMPLE_1339 2 0.000
#> SAMPLE_1342 6 1.000
#> SAMPLE_1347 1 0.000
#> SAMPLE_1350 2 0.000
#> SAMPLE_1354 4 0.000
#> SAMPLE_1387 6 1.000
#> SAMPLE_1397 6 0.000
#> SAMPLE_1399 6 0.000
#> SAMPLE_1401 6 0.000
#> SAMPLE_1402 4 0.000
#> SAMPLE_1409 6 0.000
#> SAMPLE_1419 6 0.000
#> SAMPLE_1420 6 0.000
#> SAMPLE_1428 6 1.000
#> SAMPLE_1429 2 1.000
#> SAMPLE_1431 6 0.000
#> SAMPLE_1434 1 0.000
#> SAMPLE_1442 6 0.498
#> SAMPLE_1443 6 1.000
#> SAMPLE_1446 3 0.000
#> SAMPLE_1453 6 0.000
#> SAMPLE_1455 4 0.000
#> SAMPLE_1456 4 0.000
#> SAMPLE_1457 4 0.000
#> SAMPLE_1458 4 0.000
#> SAMPLE_1459 4 0.000
#> SAMPLE_1460 4 0.000
#> SAMPLE_1476 1 0.000
#> SAMPLE_1480 3 0.000
#> SAMPLE_1491 6 0.000
#> SAMPLE_1524 3 0.000
#> SAMPLE_1526 2 0.000
#> SAMPLE_1534 6 0.000
#> SAMPLE_1536 4 0.000
#> SAMPLE_1541 4 0.000
#> SAMPLE_1544 4 0.000
#> SAMPLE_1546 4 0.000
#> SAMPLE_1548 4 0.000
#> SAMPLE_1550 4 0.000
#> SAMPLE_1554 2 0.000
#> SAMPLE_1556 2 0.000
#> SAMPLE_1557 2 0.000
#> SAMPLE_1558 2 0.000
#> SAMPLE_1560 2 0.000
#> SAMPLE_1563 2 0.000
#> SAMPLE_1565 2 0.000
#> SAMPLE_1566 2 0.000
#> SAMPLE_1575 2 0.000
#> SAMPLE_1577 6 0.000
#> SAMPLE_1578 7 0.000
#> SAMPLE_1586 3 0.000
#> SAMPLE_1595 1 0.000
#> SAMPLE_1599 6 0.000
#> SAMPLE_1600 6 0.000
#> SAMPLE_1601 6 0.000
#> SAMPLE_1608 4 0.000
#> SAMPLE_1611 4 0.000
#> SAMPLE_1629 3 0.000
#> SAMPLE_1633 1 0.000
#> SAMPLE_1637 7 0.000
#> SAMPLE_1639 6 0.000
#> SAMPLE_1650 6 0.000
#> SAMPLE_1653 3 0.249
#> SAMPLE_1657 2 0.000
#> SAMPLE_1660 6 0.000
#> SAMPLE_1663 3 0.000
#> SAMPLE_1666 2 0.000
#> SAMPLE_1668 1 0.000
#> SAMPLE_1684 6 0.000
#> SAMPLE_1695 6 0.249
#> SAMPLE_1696 3 0.000
#> SAMPLE_1697 3 0.000
#> SAMPLE_1701 4 1.000
#> SAMPLE_1702 6 1.000
#> SAMPLE_1713 6 0.000
#> SAMPLE_1714 3 0.000
#> SAMPLE_1717 1 0.000
#> SAMPLE_1739 1 0.000
#> SAMPLE_1744 1 0.000
#> SAMPLE_1757 6 0.000
#> SAMPLE_1768 6 0.000
#> SAMPLE_1769 6 0.000
#> SAMPLE_1770 6 0.000
#> SAMPLE_1771 2 0.000
#> SAMPLE_1773 6 0.000
#> SAMPLE_1774 7 0.000
#> SAMPLE_1781 1 0.000
#> SAMPLE_1783 1 0.000
#> SAMPLE_1791 6 0.000
#> SAMPLE_1792 1 0.000
#> SAMPLE_1798 6 0.000
#> SAMPLE_1813 7 0.000
#> SAMPLE_1833 1 0.000
#> SAMPLE_1840 6 1.000
#> SAMPLE_1841 6 1.000
#> SAMPLE_1858 1 0.000
#> SAMPLE_1866 6 1.000
#> SAMPLE_1867 2 1.000
#> SAMPLE_1868 3 1.000
#> SAMPLE_1869 2 0.000
#> SAMPLE_1874 6 1.000
#> SAMPLE_1878 2 1.000
#> SAMPLE_1879 6 0.000
#> SAMPLE_1883 1 0.000
#> SAMPLE_1905 2 1.000
#> SAMPLE_1915 3 0.000
#> SAMPLE_1920 5 0.000
#> SAMPLE_1923 2 0.000
#> SAMPLE_1924 6 0.000
#> SAMPLE_1929 5 0.000
#> SAMPLE_1931 5 0.000
#> SAMPLE_1933 3 0.000
#> SAMPLE_1934 1 0.000
#> SAMPLE_1938 3 0.000
#> SAMPLE_1962 1 0.000
#> SAMPLE_1968 6 1.000
#> SAMPLE_1976 1 0.000
#> SAMPLE_1978 3 0.000
#> SAMPLE_1981 2 0.000
#> SAMPLE_1982 2 0.000
#> SAMPLE_1983 2 0.000
#> SAMPLE_1984 2 0.000
#> SAMPLE_1985 2 0.000
#> SAMPLE_1986 2 0.000
#> SAMPLE_1990 2 0.000
#> SAMPLE_1991 2 0.000
#> SAMPLE_1994 3 0.000
#> SAMPLE_2001 2 0.000
#> SAMPLE_2015 1 0.000
#> SAMPLE_2017 1 0.000
#> SAMPLE_2024 3 0.000
#> SAMPLE_2027 2 0.000
#> SAMPLE_2040 8 0.000
#> SAMPLE_2050 1 0.000
#> SAMPLE_2055 8 0.751
#> SAMPLE_2056 1 0.000
#> SAMPLE_2060 3 0.000
#> SAMPLE_2062 1 0.000
#> SAMPLE_2068 8 0.000
#> SAMPLE_2069 6 0.000
#> SAMPLE_2071 2 0.000
#> SAMPLE_2077 2 0.000
#> SAMPLE_2078 2 0.000
#> SAMPLE_2079 2 0.000
#> SAMPLE_2080 2 1.000
#> SAMPLE_2087 2 0.000
#> SAMPLE_2091 2 1.000
#> SAMPLE_2092 2 0.000
#> SAMPLE_2097 2 0.000
#> SAMPLE_2099 2 1.000
#> SAMPLE_2100 2 0.000
#> SAMPLE_2101 2 0.000
#> SAMPLE_2102 2 0.000
#> SAMPLE_2108 2 0.000
#> SAMPLE_2112 2 0.000
#> SAMPLE_2113 2 0.751
#> SAMPLE_2114 2 0.000
#> SAMPLE_2116 2 1.000
#> SAMPLE_2117 2 0.000
#> SAMPLE_2118 2 0.000
#> SAMPLE_2121 2 0.000
#> SAMPLE_2122 2 0.000
#> SAMPLE_2124 2 1.000
#> SAMPLE_2128 2 0.000
#> SAMPLE_2130 2 0.000
#> SAMPLE_2132 2 1.000
#> SAMPLE_2133 2 0.000
#> SAMPLE_2137 2 0.000
#> SAMPLE_2147 1 0.000
#> SAMPLE_2148 3 0.000
#> SAMPLE_2151 7 0.000
#> SAMPLE_2154 2 0.000
#> SAMPLE_2157 2 0.000
#> SAMPLE_2160 2 0.000
#> SAMPLE_2162 6 0.000
#> SAMPLE_2169 6 0.000
#> SAMPLE_2175 1 0.000
#> SAMPLE_2177 1 0.000
#> SAMPLE_2178 6 0.000
#> SAMPLE_2181 1 0.000
#> SAMPLE_2187 2 1.000
#> SAMPLE_2204 1 0.000
#> SAMPLE_2207 1 0.751
#> SAMPLE_2209 7 0.000
#> SAMPLE_2211 1 0.000
#> SAMPLE_2213 7 0.502
#> SAMPLE_2221 1 0.000
#> SAMPLE_2222 4 0.000
#> SAMPLE_2224 7 0.000
#> SAMPLE_2234 6 0.000
#> SAMPLE_2238 6 0.000
#> SAMPLE_2239 3 0.000
#> SAMPLE_2263 3 0.000
#> SAMPLE_2265 7 0.000
#> SAMPLE_2266 6 0.000
#> SAMPLE_2270 6 0.000
#> SAMPLE_2271 6 1.000
#> SAMPLE_2272 6 1.000
#> SAMPLE_2280 1 0.000
#> SAMPLE_2282 1 0.000
#> SAMPLE_2285 2 0.498
#> SAMPLE_2298 3 0.000
#> SAMPLE_2307 1 0.000
#> SAMPLE_2313 1 0.000
#> SAMPLE_2326 2 1.000
#> SAMPLE_2327 6 0.000
#> SAMPLE_2334 1 0.000
#> SAMPLE_2347 6 0.000
#> SAMPLE_2354 2 0.000
#> SAMPLE_2360 3 0.000
#> SAMPLE_2362 6 0.000
#> SAMPLE_2364 1 0.000
#> SAMPLE_2365 6 0.000
#> SAMPLE_2366 1 0.000
#> SAMPLE_2371 1 0.000
#> SAMPLE_2384 3 0.000
#> SAMPLE_2385 3 0.000
#> SAMPLE_2387 2 1.000
#> SAMPLE_2388 2 0.000
#> SAMPLE_2395 2 0.000
#> SAMPLE_2405 2 0.751
#> SAMPLE_2406 2 0.000
#> SAMPLE_2407 2 0.000
#> SAMPLE_2408 2 0.000
#> SAMPLE_2409 1 0.000
#> SAMPLE_2412 3 0.000
#> SAMPLE_2414 1 0.000
#> SAMPLE_2415 5 0.000
#> SAMPLE_2418 6 0.249
#> SAMPLE_2419 6 0.000
#> SAMPLE_2439 8 1.000
#> SAMPLE_2440 1 0.000
#> SAMPLE_2445 3 0.000
#> SAMPLE_2450 1 0.000
#> SAMPLE_2452 1 0.000
#> SAMPLE_2456 1 0.000
#> SAMPLE_2461 1 0.000
#> SAMPLE_2466 6 0.751
#> SAMPLE_2468 1 0.000
#> SAMPLE_2472 1 0.000
#> SAMPLE_2476 3 0.000
#> SAMPLE_2480 1 0.000
#> SAMPLE_2481 1 0.000
#> SAMPLE_2482 7 0.000
#> SAMPLE_2512 3 0.000
#> SAMPLE_2513 3 0.000
#> SAMPLE_2514 6 0.000
#> SAMPLE_2534 6 1.000
#> SAMPLE_2552 6 1.000
#> SAMPLE_2570 3 0.000
#> SAMPLE_2571 1 0.000
#> SAMPLE_2579 1 0.000
#> SAMPLE_2582 2 1.000
#> SAMPLE_2583 1 0.000
#> SAMPLE_2585 6 0.000
#> SAMPLE_2589 1 0.000
#> SAMPLE_2593 2 0.000
#> SAMPLE_2594 2 0.498
#> SAMPLE_2595 3 0.000
#> SAMPLE_2598 3 0.000
#> SAMPLE_2600 1 0.000
#> SAMPLE_2601 1 0.000
#> SAMPLE_2604 3 0.000
#> SAMPLE_2609 1 0.000
#> SAMPLE_2611 6 0.000
#> SAMPLE_2612 1 0.000
#> SAMPLE_2622 1 0.000
#> SAMPLE_2625 6 0.000
#> SAMPLE_2626 1 0.000
#> SAMPLE_2627 1 0.000
#> SAMPLE_2628 3 0.000
#> SAMPLE_2630 3 0.000
#> SAMPLE_2631 7 0.000
#> SAMPLE_2632 7 0.000
#> SAMPLE_2643 1 0.000
#> SAMPLE_2644 1 0.000
#> SAMPLE_2648 7 0.000
#> SAMPLE_2651 3 0.000
#> SAMPLE_2660 3 0.000
#> SAMPLE_2665 2 1.000
#> SAMPLE_2680 7 0.000
#> SAMPLE_2681 8 0.253
#> SAMPLE_2682 6 0.000
#> SAMPLE_2683 3 0.000
#> SAMPLE_2684 3 0.000
#> SAMPLE_2688 7 0.000
#> SAMPLE_2695 2 0.000
#> SAMPLE_2698 2 0.000
#> SAMPLE_2702 6 0.000
#> SAMPLE_2705 1 0.000
#> SAMPLE_2712 2 0.000
#> SAMPLE_2718 3 0.000
#> SAMPLE_2719 3 0.000
#> SAMPLE_2720 3 0.000
#> SAMPLE_2729 2 0.000
#> SAMPLE_2730 2 0.000
#> SAMPLE_2731 2 0.000
#> SAMPLE_2732 2 0.000
#> SAMPLE_2733 2 0.000
#> SAMPLE_2773 1 0.000
#> SAMPLE_2778 7 0.000
#> SAMPLE_2781 3 0.000
#> SAMPLE_2796 6 0.000
#> SAMPLE_2797 2 0.000
#> SAMPLE_2801 3 1.000
Heatmaps for the consensus matrix. It visualizes the probability of two samples to be in a same group.
consensus_heatmap(res, k = 2)
consensus_heatmap(res, k = 3)
consensus_heatmap(res, k = 4)
consensus_heatmap(res, k = 5)
consensus_heatmap(res, k = 6)
consensus_heatmap(res, k = 7)
consensus_heatmap(res, k = 8)
Heatmaps for the membership of samples in all partitions to see how consistent they are:
membership_heatmap(res, k = 2)
membership_heatmap(res, k = 3)
membership_heatmap(res, k = 4)
membership_heatmap(res, k = 5)
membership_heatmap(res, k = 6)
membership_heatmap(res, k = 7)
membership_heatmap(res, k = 8)
As soon as the classes for columns are determined, the signatures that are significantly different between subgroups can be looked for. Following are the heatmaps for signatures.
get_signatures(res, k = 2)
get_signatures(res, k = 3)
get_signatures(res, k = 4)
get_signatures(res, k = 5)
get_signatures(res, k = 6)
get_signatures(res, k = 7)
get_signatures(res, k = 8)
Compare the overlap of signatures from different k:
compare_signatures(res)
get_signature() returns a data frame invisibly. To get the list of signatures, the function
call should be assigned to a variable explicitly. In following code, if plot argument is set
to FALSE, no heatmap is plotted while only the differential analysis is performed.
# code only for demonstration
tb = get_signature(res, k = ..., plot = FALSE)
An example of the output of tb is:
#> which_row fdr mean_1 mean_2 scaled_mean_1 scaled_mean_2 km
#> 1 38 0.042760348 8.373488 9.131774 -0.5533452 0.5164555 1
#> 2 40 0.018707592 7.106213 8.469186 -0.6173731 0.5762149 1
#> 3 55 0.019134737 10.221463 11.207825 -0.6159697 0.5749050 1
#> 4 59 0.006059896 5.921854 7.869574 -0.6899429 0.6439467 1
#> 5 60 0.018055526 8.928898 10.211722 -0.6204761 0.5791110 1
#> 6 98 0.009384629 15.714769 14.887706 0.6635654 -0.6193277 2
...
The columns in tb are:
which_row: row indices corresponding to the input matrix.fdr: FDR for the differential test. mean_x: The mean value in group x.scaled_mean_x: The mean value in group x after rows are scaled.km: Row groups if k-means clustering is applied to rows (which is done by automatically selecting number of clusters).If there are too many signatures, top_signatures = ... can be set to only show the
signatures with the highest FDRs:
# code only for demonstration
# e.g. to show the top 500 most significant rows
tb = get_signature(res, k = ..., top_signatures = 500)
If the signatures are defined as these which are uniquely high in current group, diff_method argument
can be set to "uniquely_high_in_one_group":
# code only for demonstration
tb = get_signature(res, k = ..., diff_method = "uniquely_high_in_one_group")
UMAP plot which shows how samples are separated.
dimension_reduction(res, k = 2, method = "UMAP")
dimension_reduction(res, k = 3, method = "UMAP")
dimension_reduction(res, k = 4, method = "UMAP")
dimension_reduction(res, k = 5, method = "UMAP")
dimension_reduction(res, k = 6, method = "UMAP")
dimension_reduction(res, k = 7, method = "UMAP")
dimension_reduction(res, k = 8, method = "UMAP")
Following heatmap shows how subgroups are split when increasing k:
collect_classes(res)
Test correlation between subgroups and known annotations. If the known annotation is numeric, one-way ANOVA test is applied, and if the known annotation is discrete, chi-squared contingency table test is applied.
test_to_known_factors(res)
#> n_sample meth_class(p-value) tumor_type(p-value) k
#> ATC:skmeans 624 1.30e-80 2.02e-69 2
#> ATC:skmeans 586 2.54e-165 1.40e-157 3
#> ATC:skmeans 582 3.95e-262 2.49e-197 4
#> ATC:skmeans 572 0.00e+00 2.28e-227 5
#> ATC:skmeans 578 0.00e+00 6.90e-261 6
#> ATC:skmeans 580 0.00e+00 1.30e-301 7
#> ATC:skmeans 575 0.00e+00 1.47e-297 8
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.
Parent node: Node023. Child nodes: Node02111-leaf , Node02112-leaf , Node02113-leaf , Node02114-leaf , Node02115-leaf , Node02116-leaf , Node02117-leaf , Node02121-leaf , Node02122-leaf , Node02123-leaf , Node02124-leaf , Node02131-leaf , Node02132-leaf , Node02133-leaf , Node02134-leaf , Node02135-leaf , Node02136-leaf , Node02137-leaf , Node02141-leaf , Node02142-leaf , Node02143-leaf , Node02144-leaf , Node02145-leaf , Node02161-leaf , Node02162-leaf , Node02163-leaf , Node02164-leaf , Node02165-leaf , Node02166-leaf , Node02171-leaf , Node02172-leaf , Node02173-leaf , Node02174-leaf , Node02311-leaf , Node02312-leaf , Node02313-leaf , Node02314-leaf , Node02321-leaf , Node02322-leaf , Node02323-leaf , Node02324-leaf , Node02325-leaf , Node02326-leaf , Node02331-leaf , Node02332-leaf , Node02333-leaf , Node02361-leaf , Node02362 , Node02363-leaf , Node02364-leaf , Node02371-leaf , Node02372-leaf , Node02373-leaf , Node02374-leaf , Node02375-leaf , Node02431-leaf , Node02432-leaf , Node02433-leaf .
The object with results only for a single top-value method and a single partitioning method can be extracted as:
res = res_rh["0231"]
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, 7, 8.
#> On a matrix with 30000 rows and 96 columns.
#> Top rows (1000) are extracted by 'SD' method.
#> Subgroups are detected by 'kmeans' method.
#> Performed in total 350 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_partitions"
#> [7] "compare_signatures" "consensus_heatmap" "dimension_reduction"
#> [10] "functional_enrichment" "get_anno_col" "get_anno"
#> [13] "get_classes" "get_consensus" "get_matrix"
#> [16] "get_membership" "get_param" "get_signatures"
#> [19] "get_stats" "is_best_k" "is_stable_k"
#> [22] "membership_heatmap" "ncol" "nrow"
#> [25] "plot_ecdf" "predict_classes" "rownames"
#> [28] "select_partition_number" "show" "suggest_best_k"
#> [31] "test_to_known_factors" "top_rows_heatmap"
collect_plots() function collects all the plots made from res for all k (number of subgroups)
into one single page to provide an easy and fast comparison between different k.
collect_plots(res)
The plots are:
k and the heatmap of
predicted classes for each k.k.k.k.All the plots in panels can be made by individual functions and they are plotted later in this section.
select_partition_number() produces several plots showing different
statistics for choosing “optimized” k. There are following statistics:
k;k, the area increased is defined as \(A_k - A_{k-1}\).The detailed explanations of these statistics can be found in the cola vignette.
Generally speaking, higher 1-PAC score, higher mean silhouette score or higher
concordance corresponds to better partition. Rand index and Jaccard index
measure how similar the current partition is compared to partition with k-1.
If they are too similar, we won't accept k is better than k-1.
select_partition_number(res)
The numeric values for all these statistics can be obtained by get_stats().
get_stats(res)
#> k 1-PAC mean_silhouette concordance area_increased Rand Jaccard
#> 2 2 1.000 0.998 0.999 0.4691 0.532 0.532
#> 3 3 0.817 0.836 0.929 0.3904 0.760 0.567
#> 4 4 0.951 0.962 0.966 0.1006 0.907 0.740
#> 5 5 0.853 0.912 0.928 0.0794 0.929 0.758
#> 6 6 0.765 0.638 0.773 0.0464 0.959 0.821
#> 7 7 0.789 0.627 0.798 0.0312 0.922 0.642
#> 8 8 0.791 0.634 0.763 0.0153 0.959 0.778
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 is 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 subgroup
label for an item is determined with the group with highest probability it
belongs to.
In get_classes() function, the entropy is calculated from the membership
matrix and the silhouette score is calculated from the consensus matrix.
cbind(get_classes(res, k = 2), get_membership(res, k = 2))
#> class entropy silhouette p1 p2
#> SAMPLE_240 2 0.000 0.999 0.00 1.00
#> SAMPLE_243 2 0.000 0.999 0.00 1.00
#> SAMPLE_244 2 0.000 0.999 0.00 1.00
#> SAMPLE_249 2 0.000 0.999 0.00 1.00
#> SAMPLE_252 2 0.000 0.999 0.00 1.00
#> SAMPLE_267 2 0.000 0.999 0.00 1.00
#> SAMPLE_268 2 0.000 0.999 0.00 1.00
#> SAMPLE_269 2 0.000 0.999 0.00 1.00
#> SAMPLE_272 2 0.000 0.999 0.00 1.00
#> SAMPLE_621 2 0.000 0.999 0.00 1.00
#> SAMPLE_629 2 0.000 0.999 0.00 1.00
#> SAMPLE_720 1 0.000 1.000 1.00 0.00
#> SAMPLE_722 1 0.000 1.000 1.00 0.00
#> SAMPLE_725 1 0.000 1.000 1.00 0.00
#> SAMPLE_751 2 0.000 0.999 0.00 1.00
#> SAMPLE_797 2 0.000 0.999 0.00 1.00
#> SAMPLE_801 1 0.000 1.000 1.00 0.00
#> SAMPLE_802 1 0.000 1.000 1.00 0.00
#> SAMPLE_815 2 0.000 0.999 0.00 1.00
#> SAMPLE_818 2 0.000 0.999 0.00 1.00
#> SAMPLE_822 2 0.000 0.999 0.00 1.00
#> SAMPLE_826 2 0.000 0.999 0.00 1.00
#> SAMPLE_844 2 0.000 0.999 0.00 1.00
#> SAMPLE_885 2 0.000 0.999 0.00 1.00
#> SAMPLE_1043 1 0.000 1.000 1.00 0.00
#> SAMPLE_1083 1 0.000 1.000 1.00 0.00
#> SAMPLE_1094 1 0.000 1.000 1.00 0.00
#> SAMPLE_1173 1 0.000 1.000 1.00 0.00
#> SAMPLE_1174 1 0.000 1.000 1.00 0.00
#> SAMPLE_1176 1 0.000 1.000 1.00 0.00
#> SAMPLE_1347 2 0.000 0.999 0.00 1.00
#> SAMPLE_1434 2 0.000 0.999 0.00 1.00
#> SAMPLE_1476 1 0.000 1.000 1.00 0.00
#> SAMPLE_1595 1 0.000 1.000 1.00 0.00
#> SAMPLE_1633 1 0.000 1.000 1.00 0.00
#> SAMPLE_1668 1 0.000 1.000 1.00 0.00
#> SAMPLE_1717 2 0.141 0.981 0.02 0.98
#> SAMPLE_1739 2 0.000 0.999 0.00 1.00
#> SAMPLE_1744 2 0.000 0.999 0.00 1.00
#> SAMPLE_1781 2 0.000 0.999 0.00 1.00
#> SAMPLE_1783 2 0.000 0.999 0.00 1.00
#> SAMPLE_1792 2 0.000 0.999 0.00 1.00
#> SAMPLE_1833 2 0.000 0.999 0.00 1.00
#> SAMPLE_1858 1 0.000 1.000 1.00 0.00
#> SAMPLE_1883 2 0.000 0.999 0.00 1.00
#> SAMPLE_1934 1 0.000 1.000 1.00 0.00
#> SAMPLE_1962 1 0.000 1.000 1.00 0.00
#> SAMPLE_1976 2 0.000 0.999 0.00 1.00
#> SAMPLE_2015 2 0.000 0.999 0.00 1.00
#> SAMPLE_2017 2 0.000 0.999 0.00 1.00
#> SAMPLE_2050 2 0.000 0.999 0.00 1.00
#> SAMPLE_2056 2 0.141 0.981 0.02 0.98
#> SAMPLE_2062 1 0.000 1.000 1.00 0.00
#> SAMPLE_2147 2 0.141 0.981 0.02 0.98
#> SAMPLE_2169 2 0.141 0.981 0.02 0.98
#> SAMPLE_2175 1 0.000 1.000 1.00 0.00
#> SAMPLE_2177 1 0.000 1.000 1.00 0.00
#> SAMPLE_2181 2 0.000 0.999 0.00 1.00
#> SAMPLE_2204 2 0.000 0.999 0.00 1.00
#> SAMPLE_2207 1 0.000 1.000 1.00 0.00
#> SAMPLE_2211 2 0.000 0.999 0.00 1.00
#> SAMPLE_2221 1 0.000 1.000 1.00 0.00
#> SAMPLE_2280 2 0.000 0.999 0.00 1.00
#> SAMPLE_2282 2 0.000 0.999 0.00 1.00
#> SAMPLE_2307 2 0.000 0.999 0.00 1.00
#> SAMPLE_2313 2 0.000 0.999 0.00 1.00
#> SAMPLE_2334 2 0.000 0.999 0.00 1.00
#> SAMPLE_2364 1 0.000 1.000 1.00 0.00
#> SAMPLE_2366 2 0.000 0.999 0.00 1.00
#> SAMPLE_2371 1 0.000 1.000 1.00 0.00
#> SAMPLE_2409 2 0.000 0.999 0.00 1.00
#> SAMPLE_2414 2 0.000 0.999 0.00 1.00
#> SAMPLE_2440 2 0.000 0.999 0.00 1.00
#> SAMPLE_2450 2 0.000 0.999 0.00 1.00
#> SAMPLE_2452 1 0.000 1.000 1.00 0.00
#> SAMPLE_2456 1 0.000 1.000 1.00 0.00
#> SAMPLE_2461 2 0.000 0.999 0.00 1.00
#> SAMPLE_2468 2 0.000 0.999 0.00 1.00
#> SAMPLE_2472 2 0.000 0.999 0.00 1.00
#> SAMPLE_2480 1 0.000 1.000 1.00 0.00
#> SAMPLE_2481 1 0.000 1.000 1.00 0.00
#> SAMPLE_2571 2 0.000 0.999 0.00 1.00
#> SAMPLE_2579 1 0.000 1.000 1.00 0.00
#> SAMPLE_2583 2 0.000 0.999 0.00 1.00
#> SAMPLE_2589 2 0.000 0.999 0.00 1.00
#> SAMPLE_2600 1 0.000 1.000 1.00 0.00
#> SAMPLE_2601 2 0.000 0.999 0.00 1.00
#> SAMPLE_2609 2 0.000 0.999 0.00 1.00
#> SAMPLE_2612 1 0.000 1.000 1.00 0.00
#> SAMPLE_2622 2 0.000 0.999 0.00 1.00
#> SAMPLE_2626 1 0.000 1.000 1.00 0.00
#> SAMPLE_2627 1 0.000 1.000 1.00 0.00
#> SAMPLE_2643 2 0.000 0.999 0.00 1.00
#> SAMPLE_2644 2 0.000 0.999 0.00 1.00
#> SAMPLE_2705 2 0.000 0.999 0.00 1.00
#> SAMPLE_2773 1 0.000 1.000 1.00 0.00
cbind(get_classes(res, k = 3), get_membership(res, k = 3))
#> class entropy silhouette p1 p2 p3
#> SAMPLE_240 2 0.631 -0.2221 0.00 0.50 0.50
#> SAMPLE_243 3 0.595 0.5571 0.00 0.36 0.64
#> SAMPLE_244 2 0.000 0.9577 0.00 1.00 0.00
#> SAMPLE_249 2 0.000 0.9577 0.00 1.00 0.00
#> SAMPLE_252 2 0.000 0.9577 0.00 1.00 0.00
#> SAMPLE_267 2 0.000 0.9577 0.00 1.00 0.00
#> SAMPLE_268 2 0.000 0.9577 0.00 1.00 0.00
#> SAMPLE_269 2 0.000 0.9577 0.00 1.00 0.00
#> SAMPLE_272 2 0.000 0.9577 0.00 1.00 0.00
#> SAMPLE_621 2 0.000 0.9577 0.00 1.00 0.00
#> SAMPLE_629 2 0.000 0.9577 0.00 1.00 0.00
#> SAMPLE_720 1 0.000 0.9447 1.00 0.00 0.00
#> SAMPLE_722 1 0.000 0.9447 1.00 0.00 0.00
#> SAMPLE_725 1 0.000 0.9447 1.00 0.00 0.00
#> SAMPLE_751 2 0.000 0.9577 0.00 1.00 0.00
#> SAMPLE_797 2 0.000 0.9577 0.00 1.00 0.00
#> SAMPLE_801 1 0.540 0.7052 0.72 0.00 0.28
#> SAMPLE_802 1 0.000 0.9447 1.00 0.00 0.00
#> SAMPLE_815 2 0.000 0.9577 0.00 1.00 0.00
#> SAMPLE_818 2 0.000 0.9577 0.00 1.00 0.00
#> SAMPLE_822 3 0.000 0.8066 0.00 0.00 1.00
#> SAMPLE_826 2 0.000 0.9577 0.00 1.00 0.00
#> SAMPLE_844 2 0.000 0.9577 0.00 1.00 0.00
#> SAMPLE_885 3 0.000 0.8066 0.00 0.00 1.00
#> SAMPLE_1043 1 0.429 0.8055 0.82 0.00 0.18
#> SAMPLE_1083 1 0.000 0.9447 1.00 0.00 0.00
#> SAMPLE_1094 1 0.000 0.9447 1.00 0.00 0.00
#> SAMPLE_1173 3 0.480 0.5311 0.22 0.00 0.78
#> SAMPLE_1174 1 0.000 0.9447 1.00 0.00 0.00
#> SAMPLE_1176 1 0.000 0.9447 1.00 0.00 0.00
#> SAMPLE_1347 2 0.000 0.9577 0.00 1.00 0.00
#> SAMPLE_1434 2 0.000 0.9577 0.00 1.00 0.00
#> SAMPLE_1476 1 0.000 0.9447 1.00 0.00 0.00
#> SAMPLE_1595 1 0.540 0.7052 0.72 0.00 0.28
#> SAMPLE_1633 1 0.540 0.7052 0.72 0.00 0.28
#> SAMPLE_1668 1 0.000 0.9447 1.00 0.00 0.00
#> SAMPLE_1717 3 0.000 0.8066 0.00 0.00 1.00
#> SAMPLE_1739 2 0.000 0.9577 0.00 1.00 0.00
#> SAMPLE_1744 2 0.000 0.9577 0.00 1.00 0.00
#> SAMPLE_1781 3 0.000 0.8066 0.00 0.00 1.00
#> SAMPLE_1783 3 0.595 0.5571 0.00 0.36 0.64
#> SAMPLE_1792 2 0.000 0.9577 0.00 1.00 0.00
#> SAMPLE_1833 2 0.000 0.9577 0.00 1.00 0.00
#> SAMPLE_1858 1 0.000 0.9447 1.00 0.00 0.00
#> SAMPLE_1883 2 0.000 0.9577 0.00 1.00 0.00
#> SAMPLE_1934 1 0.000 0.9447 1.00 0.00 0.00
#> SAMPLE_1962 3 0.624 -0.0885 0.44 0.00 0.56
#> SAMPLE_1976 3 0.540 0.6680 0.00 0.28 0.72
#> SAMPLE_2015 2 0.000 0.9577 0.00 1.00 0.00
#> SAMPLE_2017 3 0.000 0.8066 0.00 0.00 1.00
#> SAMPLE_2050 3 0.000 0.8066 0.00 0.00 1.00
#> SAMPLE_2056 3 0.000 0.8066 0.00 0.00 1.00
#> SAMPLE_2062 1 0.540 0.7052 0.72 0.00 0.28
#> SAMPLE_2147 3 0.000 0.8066 0.00 0.00 1.00
#> SAMPLE_2169 3 0.000 0.8066 0.00 0.00 1.00
#> SAMPLE_2175 3 0.000 0.8066 0.00 0.00 1.00
#> SAMPLE_2177 1 0.540 0.7052 0.72 0.00 0.28
#> SAMPLE_2181 3 0.540 0.6680 0.00 0.28 0.72
#> SAMPLE_2204 2 0.153 0.9135 0.00 0.96 0.04
#> SAMPLE_2207 1 0.000 0.9447 1.00 0.00 0.00
#> SAMPLE_2211 2 0.000 0.9577 0.00 1.00 0.00
#> SAMPLE_2221 3 0.000 0.8066 0.00 0.00 1.00
#> SAMPLE_2280 2 0.000 0.9577 0.00 1.00 0.00
#> SAMPLE_2282 2 0.000 0.9577 0.00 1.00 0.00
#> SAMPLE_2307 2 0.000 0.9577 0.00 1.00 0.00
#> SAMPLE_2313 2 0.000 0.9577 0.00 1.00 0.00
#> SAMPLE_2334 2 0.628 -0.0781 0.00 0.54 0.46
#> SAMPLE_2364 1 0.000 0.9447 1.00 0.00 0.00
#> SAMPLE_2366 2 0.000 0.9577 0.00 1.00 0.00
#> SAMPLE_2371 3 0.000 0.8066 0.00 0.00 1.00
#> SAMPLE_2409 2 0.000 0.9577 0.00 1.00 0.00
#> SAMPLE_2414 3 0.595 0.5571 0.00 0.36 0.64
#> SAMPLE_2440 2 0.000 0.9577 0.00 1.00 0.00
#> SAMPLE_2450 3 0.000 0.8066 0.00 0.00 1.00
#> SAMPLE_2452 1 0.000 0.9447 1.00 0.00 0.00
#> SAMPLE_2456 1 0.000 0.9447 1.00 0.00 0.00
#> SAMPLE_2461 3 0.540 0.6680 0.00 0.28 0.72
#> SAMPLE_2468 2 0.000 0.9577 0.00 1.00 0.00
#> SAMPLE_2472 2 0.000 0.9577 0.00 1.00 0.00
#> SAMPLE_2480 1 0.000 0.9447 1.00 0.00 0.00
#> SAMPLE_2481 1 0.000 0.9447 1.00 0.00 0.00
#> SAMPLE_2571 2 0.000 0.9577 0.00 1.00 0.00
#> SAMPLE_2579 1 0.000 0.9447 1.00 0.00 0.00
#> SAMPLE_2583 3 0.540 0.6680 0.00 0.28 0.72
#> SAMPLE_2589 2 0.595 0.2956 0.00 0.64 0.36
#> SAMPLE_2600 1 0.000 0.9447 1.00 0.00 0.00
#> SAMPLE_2601 3 0.583 0.5892 0.00 0.34 0.66
#> SAMPLE_2609 2 0.000 0.9577 0.00 1.00 0.00
#> SAMPLE_2612 1 0.000 0.9447 1.00 0.00 0.00
#> SAMPLE_2622 3 0.613 0.4705 0.00 0.40 0.60
#> SAMPLE_2626 1 0.000 0.9447 1.00 0.00 0.00
#> SAMPLE_2627 1 0.000 0.9447 1.00 0.00 0.00
#> SAMPLE_2643 2 0.000 0.9577 0.00 1.00 0.00
#> SAMPLE_2644 3 0.502 0.7004 0.00 0.24 0.76
#> SAMPLE_2705 3 0.000 0.8066 0.00 0.00 1.00
#> SAMPLE_2773 1 0.000 0.9447 1.00 0.00 0.00
cbind(get_classes(res, k = 4), get_membership(res, k = 4))
#> class entropy silhouette p1 p2 p3 p4
#> SAMPLE_240 3 0.0000 0.946 0.00 0.00 1.00 0.00
#> SAMPLE_243 3 0.0000 0.946 0.00 0.00 1.00 0.00
#> SAMPLE_244 2 0.0000 0.978 0.00 1.00 0.00 0.00
#> SAMPLE_249 2 0.0000 0.978 0.00 1.00 0.00 0.00
#> SAMPLE_252 2 0.1211 0.962 0.00 0.96 0.04 0.00
#> SAMPLE_267 2 0.2706 0.927 0.00 0.90 0.08 0.02
#> SAMPLE_268 2 0.0707 0.977 0.00 0.98 0.00 0.02
#> SAMPLE_269 2 0.0707 0.977 0.00 0.98 0.00 0.02
#> SAMPLE_272 2 0.0707 0.977 0.00 0.98 0.00 0.02
#> SAMPLE_621 2 0.0000 0.978 0.00 1.00 0.00 0.00
#> SAMPLE_629 2 0.1211 0.962 0.00 0.96 0.04 0.00
#> SAMPLE_720 1 0.0707 0.989 0.98 0.00 0.00 0.02
#> SAMPLE_722 1 0.0707 0.989 0.98 0.00 0.00 0.02
#> SAMPLE_725 1 0.0707 0.989 0.98 0.00 0.00 0.02
#> SAMPLE_751 2 0.0000 0.978 0.00 1.00 0.00 0.00
#> SAMPLE_797 2 0.2011 0.928 0.00 0.92 0.08 0.00
#> SAMPLE_801 4 0.2345 0.966 0.10 0.00 0.00 0.90
#> SAMPLE_802 1 0.0707 0.989 0.98 0.00 0.00 0.02
#> SAMPLE_815 2 0.1211 0.962 0.00 0.96 0.04 0.00
#> SAMPLE_818 2 0.0707 0.972 0.00 0.98 0.02 0.00
#> SAMPLE_822 3 0.2011 0.948 0.00 0.00 0.92 0.08
#> SAMPLE_826 2 0.0000 0.978 0.00 1.00 0.00 0.00
#> SAMPLE_844 2 0.1211 0.962 0.00 0.96 0.04 0.00
#> SAMPLE_885 3 0.1211 0.948 0.00 0.00 0.96 0.04
#> SAMPLE_1043 4 0.2345 0.966 0.10 0.00 0.00 0.90
#> SAMPLE_1083 1 0.0707 0.989 0.98 0.00 0.00 0.02
#> SAMPLE_1094 1 0.0707 0.989 0.98 0.00 0.00 0.02
#> SAMPLE_1173 4 0.0707 0.902 0.02 0.00 0.00 0.98
#> SAMPLE_1174 4 0.2921 0.937 0.14 0.00 0.00 0.86
#> SAMPLE_1176 1 0.0000 0.987 1.00 0.00 0.00 0.00
#> SAMPLE_1347 2 0.0707 0.977 0.00 0.98 0.00 0.02
#> SAMPLE_1434 2 0.1211 0.962 0.00 0.96 0.04 0.00
#> SAMPLE_1476 1 0.0707 0.989 0.98 0.00 0.00 0.02
#> SAMPLE_1595 4 0.2345 0.966 0.10 0.00 0.00 0.90
#> SAMPLE_1633 4 0.2345 0.966 0.10 0.00 0.00 0.90
#> SAMPLE_1668 1 0.0707 0.989 0.98 0.00 0.00 0.02
#> SAMPLE_1717 3 0.2011 0.948 0.00 0.00 0.92 0.08
#> SAMPLE_1739 2 0.0000 0.978 0.00 1.00 0.00 0.00
#> SAMPLE_1744 2 0.0707 0.972 0.00 0.98 0.02 0.00
#> SAMPLE_1781 3 0.1637 0.949 0.00 0.00 0.94 0.06
#> SAMPLE_1783 3 0.0000 0.946 0.00 0.00 1.00 0.00
#> SAMPLE_1792 2 0.0000 0.978 0.00 1.00 0.00 0.00
#> SAMPLE_1833 2 0.0707 0.977 0.00 0.98 0.00 0.02
#> SAMPLE_1858 1 0.0000 0.987 1.00 0.00 0.00 0.00
#> SAMPLE_1883 2 0.0707 0.977 0.00 0.98 0.00 0.02
#> SAMPLE_1934 1 0.0707 0.989 0.98 0.00 0.00 0.02
#> SAMPLE_1962 4 0.0707 0.902 0.02 0.00 0.00 0.98
#> SAMPLE_1976 3 0.0000 0.946 0.00 0.00 1.00 0.00
#> SAMPLE_2015 2 0.0707 0.977 0.00 0.98 0.00 0.02
#> SAMPLE_2017 3 0.2011 0.948 0.00 0.00 0.92 0.08
#> SAMPLE_2050 3 0.2011 0.948 0.00 0.00 0.92 0.08
#> SAMPLE_2056 3 0.2011 0.948 0.00 0.00 0.92 0.08
#> SAMPLE_2062 4 0.2345 0.966 0.10 0.00 0.00 0.90
#> SAMPLE_2147 3 0.2011 0.948 0.00 0.00 0.92 0.08
#> SAMPLE_2169 3 0.2011 0.948 0.00 0.00 0.92 0.08
#> SAMPLE_2175 3 0.2011 0.948 0.00 0.00 0.92 0.08
#> SAMPLE_2177 4 0.2345 0.966 0.10 0.00 0.00 0.90
#> SAMPLE_2181 3 0.0000 0.946 0.00 0.00 1.00 0.00
#> SAMPLE_2204 2 0.2345 0.908 0.00 0.90 0.10 0.00
#> SAMPLE_2207 1 0.0707 0.989 0.98 0.00 0.00 0.02
#> SAMPLE_2211 2 0.0707 0.977 0.00 0.98 0.00 0.02
#> SAMPLE_2221 3 0.2011 0.948 0.00 0.00 0.92 0.08
#> SAMPLE_2280 2 0.1211 0.962 0.00 0.96 0.04 0.00
#> SAMPLE_2282 2 0.0000 0.978 0.00 1.00 0.00 0.00
#> SAMPLE_2307 2 0.0000 0.978 0.00 1.00 0.00 0.00
#> SAMPLE_2313 2 0.0000 0.978 0.00 1.00 0.00 0.00
#> SAMPLE_2334 3 0.2011 0.864 0.00 0.08 0.92 0.00
#> SAMPLE_2364 1 0.0000 0.987 1.00 0.00 0.00 0.00
#> SAMPLE_2366 2 0.0707 0.977 0.00 0.98 0.00 0.02
#> SAMPLE_2371 3 0.2011 0.948 0.00 0.00 0.92 0.08
#> SAMPLE_2409 2 0.0707 0.977 0.00 0.98 0.00 0.02
#> SAMPLE_2414 3 0.0000 0.946 0.00 0.00 1.00 0.00
#> SAMPLE_2440 2 0.0707 0.977 0.00 0.98 0.00 0.02
#> SAMPLE_2450 3 0.2011 0.948 0.00 0.00 0.92 0.08
#> SAMPLE_2452 1 0.0000 0.987 1.00 0.00 0.00 0.00
#> SAMPLE_2456 1 0.0000 0.987 1.00 0.00 0.00 0.00
#> SAMPLE_2461 3 0.0000 0.946 0.00 0.00 1.00 0.00
#> SAMPLE_2468 2 0.0000 0.978 0.00 1.00 0.00 0.00
#> SAMPLE_2472 2 0.0000 0.978 0.00 1.00 0.00 0.00
#> SAMPLE_2480 1 0.0000 0.987 1.00 0.00 0.00 0.00
#> SAMPLE_2481 1 0.0000 0.987 1.00 0.00 0.00 0.00
#> SAMPLE_2571 2 0.0000 0.978 0.00 1.00 0.00 0.00
#> SAMPLE_2579 1 0.0000 0.987 1.00 0.00 0.00 0.00
#> SAMPLE_2583 3 0.0000 0.946 0.00 0.00 1.00 0.00
#> SAMPLE_2589 3 0.3400 0.717 0.00 0.18 0.82 0.00
#> SAMPLE_2600 1 0.0707 0.989 0.98 0.00 0.00 0.02
#> SAMPLE_2601 3 0.0000 0.946 0.00 0.00 1.00 0.00
#> SAMPLE_2609 2 0.0707 0.977 0.00 0.98 0.00 0.02
#> SAMPLE_2612 1 0.0707 0.989 0.98 0.00 0.00 0.02
#> SAMPLE_2622 3 0.0000 0.946 0.00 0.00 1.00 0.00
#> SAMPLE_2626 1 0.0000 0.987 1.00 0.00 0.00 0.00
#> SAMPLE_2627 4 0.2921 0.937 0.14 0.00 0.00 0.86
#> SAMPLE_2643 2 0.0707 0.977 0.00 0.98 0.00 0.02
#> SAMPLE_2644 3 0.0000 0.946 0.00 0.00 1.00 0.00
#> SAMPLE_2705 3 0.2011 0.948 0.00 0.00 0.92 0.08
#> SAMPLE_2773 1 0.0000 0.987 1.00 0.00 0.00 0.00
cbind(get_classes(res, k = 5), get_membership(res, k = 5))
#> class entropy silhouette p1 p2 p3 p4 p5
#> SAMPLE_240 5 0.1732 0.911 0.00 0.00 0.08 0.00 0.92
#> SAMPLE_243 5 0.2280 0.930 0.00 0.00 0.12 0.00 0.88
#> SAMPLE_244 2 0.1410 0.897 0.00 0.94 0.00 0.00 0.06
#> SAMPLE_249 2 0.2732 0.862 0.00 0.84 0.00 0.00 0.16
#> SAMPLE_252 2 0.3684 0.763 0.00 0.72 0.00 0.00 0.28
#> SAMPLE_267 5 0.2280 0.832 0.00 0.12 0.00 0.00 0.88
#> SAMPLE_268 2 0.0609 0.898 0.00 0.98 0.00 0.02 0.00
#> SAMPLE_269 2 0.0609 0.898 0.00 0.98 0.00 0.02 0.00
#> SAMPLE_272 2 0.0609 0.898 0.00 0.98 0.00 0.02 0.00
#> SAMPLE_621 2 0.2012 0.897 0.00 0.92 0.00 0.02 0.06
#> SAMPLE_629 2 0.3796 0.737 0.00 0.70 0.00 0.00 0.30
#> SAMPLE_720 1 0.1648 0.960 0.94 0.00 0.00 0.02 0.04
#> SAMPLE_722 1 0.1648 0.960 0.94 0.00 0.00 0.02 0.04
#> SAMPLE_725 1 0.1648 0.960 0.94 0.00 0.00 0.02 0.04
#> SAMPLE_751 2 0.2012 0.897 0.00 0.92 0.00 0.02 0.06
#> SAMPLE_797 5 0.1732 0.818 0.00 0.08 0.00 0.00 0.92
#> SAMPLE_801 4 0.1216 0.959 0.02 0.00 0.02 0.96 0.00
#> SAMPLE_802 1 0.0000 0.973 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_815 2 0.4227 0.522 0.00 0.58 0.00 0.00 0.42
#> SAMPLE_818 2 0.3684 0.763 0.00 0.72 0.00 0.00 0.28
#> SAMPLE_822 3 0.0000 0.979 0.00 0.00 1.00 0.00 0.00
#> SAMPLE_826 2 0.2929 0.850 0.00 0.82 0.00 0.00 0.18
#> SAMPLE_844 2 0.3684 0.763 0.00 0.72 0.00 0.00 0.28
#> SAMPLE_885 3 0.3109 0.711 0.00 0.00 0.80 0.00 0.20
#> SAMPLE_1043 4 0.0609 0.962 0.02 0.00 0.00 0.98 0.00
#> SAMPLE_1083 1 0.0000 0.973 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_1094 1 0.0000 0.973 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_1173 4 0.0609 0.956 0.00 0.00 0.02 0.98 0.00
#> SAMPLE_1174 4 0.2280 0.905 0.12 0.00 0.00 0.88 0.00
#> SAMPLE_1176 1 0.0609 0.970 0.98 0.00 0.00 0.00 0.02
#> SAMPLE_1347 2 0.2280 0.860 0.00 0.88 0.00 0.00 0.12
#> SAMPLE_1434 2 0.3274 0.775 0.00 0.78 0.00 0.00 0.22
#> SAMPLE_1476 1 0.1648 0.960 0.94 0.00 0.00 0.02 0.04
#> SAMPLE_1595 4 0.1043 0.962 0.04 0.00 0.00 0.96 0.00
#> SAMPLE_1633 4 0.0609 0.962 0.02 0.00 0.00 0.98 0.00
#> SAMPLE_1668 1 0.1648 0.960 0.94 0.00 0.00 0.02 0.04
#> SAMPLE_1717 3 0.0000 0.979 0.00 0.00 1.00 0.00 0.00
#> SAMPLE_1739 2 0.1410 0.897 0.00 0.94 0.00 0.00 0.06
#> SAMPLE_1744 2 0.3109 0.836 0.00 0.80 0.00 0.00 0.20
#> SAMPLE_1781 3 0.0609 0.961 0.00 0.00 0.98 0.00 0.02
#> SAMPLE_1783 5 0.2280 0.930 0.00 0.00 0.12 0.00 0.88
#> SAMPLE_1792 2 0.1410 0.897 0.00 0.94 0.00 0.00 0.06
#> SAMPLE_1833 2 0.0609 0.898 0.00 0.98 0.00 0.02 0.00
#> SAMPLE_1858 1 0.0609 0.970 0.98 0.00 0.00 0.00 0.02
#> SAMPLE_1883 2 0.0609 0.898 0.00 0.98 0.00 0.02 0.00
#> SAMPLE_1934 1 0.0000 0.973 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_1962 4 0.0609 0.956 0.00 0.00 0.02 0.98 0.00
#> SAMPLE_1976 5 0.2516 0.914 0.00 0.00 0.14 0.00 0.86
#> SAMPLE_2015 2 0.0609 0.898 0.00 0.98 0.00 0.02 0.00
#> SAMPLE_2017 3 0.0000 0.979 0.00 0.00 1.00 0.00 0.00
#> SAMPLE_2050 3 0.0609 0.962 0.00 0.00 0.98 0.00 0.02
#> SAMPLE_2056 3 0.0000 0.979 0.00 0.00 1.00 0.00 0.00
#> SAMPLE_2062 4 0.1216 0.959 0.02 0.00 0.02 0.96 0.00
#> SAMPLE_2147 3 0.0000 0.979 0.00 0.00 1.00 0.00 0.00
#> SAMPLE_2169 3 0.0000 0.979 0.00 0.00 1.00 0.00 0.00
#> SAMPLE_2175 3 0.0000 0.979 0.00 0.00 1.00 0.00 0.00
#> SAMPLE_2177 4 0.1043 0.962 0.04 0.00 0.00 0.96 0.00
#> SAMPLE_2181 5 0.2280 0.930 0.00 0.00 0.12 0.00 0.88
#> SAMPLE_2204 5 0.1732 0.839 0.00 0.08 0.00 0.00 0.92
#> SAMPLE_2207 1 0.1648 0.960 0.94 0.00 0.00 0.02 0.04
#> SAMPLE_2211 2 0.0609 0.898 0.00 0.98 0.00 0.02 0.00
#> SAMPLE_2221 3 0.0000 0.979 0.00 0.00 1.00 0.00 0.00
#> SAMPLE_2280 2 0.3424 0.803 0.00 0.76 0.00 0.00 0.24
#> SAMPLE_2282 2 0.1648 0.900 0.00 0.94 0.00 0.02 0.04
#> SAMPLE_2307 2 0.1410 0.897 0.00 0.94 0.00 0.00 0.06
#> SAMPLE_2313 2 0.1410 0.897 0.00 0.94 0.00 0.00 0.06
#> SAMPLE_2334 5 0.1732 0.911 0.00 0.00 0.08 0.00 0.92
#> SAMPLE_2364 1 0.0609 0.970 0.98 0.00 0.00 0.00 0.02
#> SAMPLE_2366 2 0.1216 0.899 0.00 0.96 0.00 0.02 0.02
#> SAMPLE_2371 3 0.0000 0.979 0.00 0.00 1.00 0.00 0.00
#> SAMPLE_2409 2 0.1216 0.899 0.00 0.96 0.00 0.02 0.02
#> SAMPLE_2414 5 0.2280 0.930 0.00 0.00 0.12 0.00 0.88
#> SAMPLE_2440 2 0.0609 0.898 0.00 0.98 0.00 0.02 0.00
#> SAMPLE_2450 3 0.0000 0.979 0.00 0.00 1.00 0.00 0.00
#> SAMPLE_2452 1 0.0609 0.970 0.98 0.00 0.00 0.00 0.02
#> SAMPLE_2456 1 0.0609 0.970 0.98 0.00 0.00 0.00 0.02
#> SAMPLE_2461 5 0.3274 0.817 0.00 0.00 0.22 0.00 0.78
#> SAMPLE_2468 2 0.0000 0.900 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_2472 2 0.0609 0.902 0.00 0.98 0.00 0.00 0.02
#> SAMPLE_2480 1 0.0000 0.973 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_2481 1 0.0000 0.973 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_2571 2 0.2020 0.872 0.00 0.90 0.00 0.00 0.10
#> SAMPLE_2579 1 0.0609 0.970 0.98 0.00 0.00 0.00 0.02
#> SAMPLE_2583 5 0.2280 0.930 0.00 0.00 0.12 0.00 0.88
#> SAMPLE_2589 5 0.2616 0.921 0.00 0.02 0.10 0.00 0.88
#> SAMPLE_2600 1 0.1648 0.960 0.94 0.00 0.00 0.02 0.04
#> SAMPLE_2601 5 0.2280 0.930 0.00 0.00 0.12 0.00 0.88
#> SAMPLE_2609 2 0.0609 0.898 0.00 0.98 0.00 0.02 0.00
#> SAMPLE_2612 1 0.1648 0.960 0.94 0.00 0.00 0.02 0.04
#> SAMPLE_2622 5 0.2280 0.930 0.00 0.00 0.12 0.00 0.88
#> SAMPLE_2626 1 0.0000 0.973 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_2627 4 0.2020 0.925 0.10 0.00 0.00 0.90 0.00
#> SAMPLE_2643 2 0.0609 0.898 0.00 0.98 0.00 0.02 0.00
#> SAMPLE_2644 5 0.3561 0.756 0.00 0.00 0.26 0.00 0.74
#> SAMPLE_2705 3 0.0000 0.979 0.00 0.00 1.00 0.00 0.00
#> SAMPLE_2773 1 0.0609 0.970 0.98 0.00 0.00 0.00 0.02
cbind(get_classes(res, k = 6), get_membership(res, k = 6))
#> class entropy silhouette p1 p2 p3 p4 p5 p6
#> SAMPLE_240 5 0.4200 0.8363 0.00 0.00 0.12 0.00 0.74 0.14
#> SAMPLE_243 5 0.3544 0.8658 0.00 0.00 0.12 0.00 0.80 0.08
#> SAMPLE_244 2 0.3409 0.0580 0.00 0.70 0.00 0.00 0.00 0.30
#> SAMPLE_249 2 0.4246 -0.3255 0.00 0.58 0.00 0.00 0.02 0.40
#> SAMPLE_252 2 0.4609 -0.4174 0.00 0.54 0.00 0.00 0.04 0.42
#> SAMPLE_267 5 0.5324 0.1326 0.00 0.12 0.00 0.00 0.54 0.34
#> SAMPLE_268 2 0.3499 0.3934 0.00 0.68 0.00 0.00 0.00 0.32
#> SAMPLE_269 2 0.2454 0.4736 0.00 0.84 0.00 0.00 0.00 0.16
#> SAMPLE_272 2 0.2260 0.4800 0.00 0.86 0.00 0.00 0.00 0.14
#> SAMPLE_621 2 0.0547 0.4863 0.00 0.98 0.00 0.00 0.00 0.02
#> SAMPLE_629 2 0.4632 -0.4584 0.00 0.52 0.00 0.00 0.04 0.44
#> SAMPLE_720 1 0.3045 0.8927 0.84 0.00 0.00 0.00 0.10 0.06
#> SAMPLE_722 1 0.3045 0.8927 0.84 0.00 0.00 0.00 0.10 0.06
#> SAMPLE_725 1 0.3045 0.8927 0.84 0.00 0.00 0.00 0.10 0.06
#> SAMPLE_751 2 0.0000 0.4820 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_797 6 0.5888 0.1926 0.00 0.20 0.00 0.00 0.40 0.40
#> SAMPLE_801 4 0.0000 0.9391 0.00 0.00 0.00 1.00 0.00 0.00
#> SAMPLE_802 1 0.1480 0.9108 0.94 0.00 0.00 0.02 0.00 0.04
#> SAMPLE_815 6 0.4902 0.4682 0.00 0.46 0.00 0.00 0.06 0.48
#> SAMPLE_818 6 0.4646 0.4778 0.00 0.46 0.00 0.00 0.04 0.50
#> SAMPLE_822 3 0.0000 0.9658 0.00 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_826 6 0.4328 0.4525 0.00 0.46 0.00 0.00 0.02 0.52
#> SAMPLE_844 6 0.4337 0.4252 0.00 0.48 0.00 0.00 0.02 0.50
#> SAMPLE_885 3 0.4078 0.3080 0.00 0.00 0.64 0.00 0.34 0.02
#> SAMPLE_1043 4 0.2260 0.9245 0.00 0.00 0.00 0.86 0.00 0.14
#> SAMPLE_1083 1 0.1480 0.9108 0.94 0.00 0.00 0.02 0.00 0.04
#> SAMPLE_1094 1 0.1480 0.9108 0.94 0.00 0.00 0.02 0.00 0.04
#> SAMPLE_1173 4 0.2260 0.9245 0.00 0.00 0.00 0.86 0.00 0.14
#> SAMPLE_1174 4 0.2190 0.8888 0.06 0.00 0.00 0.90 0.00 0.04
#> SAMPLE_1176 1 0.1092 0.9136 0.96 0.00 0.00 0.00 0.02 0.02
#> SAMPLE_1347 6 0.4534 0.2361 0.00 0.38 0.00 0.00 0.04 0.58
#> SAMPLE_1434 2 0.4337 -0.4997 0.00 0.50 0.00 0.00 0.02 0.48
#> SAMPLE_1476 1 0.3045 0.8927 0.84 0.00 0.00 0.00 0.10 0.06
#> SAMPLE_1595 4 0.0000 0.9391 0.00 0.00 0.00 1.00 0.00 0.00
#> SAMPLE_1633 4 0.2260 0.9245 0.00 0.00 0.00 0.86 0.00 0.14
#> SAMPLE_1668 1 0.3045 0.8927 0.84 0.00 0.00 0.00 0.10 0.06
#> SAMPLE_1717 3 0.0000 0.9658 0.00 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_1739 2 0.1556 0.4297 0.00 0.92 0.00 0.00 0.00 0.08
#> SAMPLE_1744 2 0.4282 -0.3692 0.00 0.56 0.00 0.00 0.02 0.42
#> SAMPLE_1781 3 0.0000 0.9658 0.00 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_1783 5 0.4200 0.8363 0.00 0.00 0.12 0.00 0.74 0.14
#> SAMPLE_1792 2 0.1267 0.4489 0.00 0.94 0.00 0.00 0.00 0.06
#> SAMPLE_1833 2 0.2941 0.4310 0.00 0.78 0.00 0.00 0.00 0.22
#> SAMPLE_1858 1 0.1092 0.9136 0.96 0.00 0.00 0.00 0.02 0.02
#> SAMPLE_1883 2 0.3647 0.3536 0.00 0.64 0.00 0.00 0.00 0.36
#> SAMPLE_1934 1 0.2956 0.8573 0.84 0.00 0.00 0.12 0.00 0.04
#> SAMPLE_1962 4 0.2260 0.9245 0.00 0.00 0.00 0.86 0.00 0.14
#> SAMPLE_1976 5 0.2981 0.8492 0.00 0.00 0.16 0.00 0.82 0.02
#> SAMPLE_2015 2 0.3756 0.2969 0.00 0.60 0.00 0.00 0.00 0.40
#> SAMPLE_2017 3 0.0000 0.9658 0.00 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_2050 3 0.0547 0.9484 0.00 0.00 0.98 0.00 0.00 0.02
#> SAMPLE_2056 3 0.0000 0.9658 0.00 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_2062 4 0.0000 0.9391 0.00 0.00 0.00 1.00 0.00 0.00
#> SAMPLE_2147 3 0.0000 0.9658 0.00 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_2169 3 0.0000 0.9658 0.00 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_2175 3 0.0000 0.9658 0.00 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_2177 4 0.0000 0.9391 0.00 0.00 0.00 1.00 0.00 0.00
#> SAMPLE_2181 5 0.2581 0.8681 0.00 0.00 0.12 0.00 0.86 0.02
#> SAMPLE_2204 5 0.4004 0.6567 0.00 0.12 0.00 0.00 0.76 0.12
#> SAMPLE_2207 1 0.3045 0.8927 0.84 0.00 0.00 0.00 0.10 0.06
#> SAMPLE_2211 2 0.2454 0.4736 0.00 0.84 0.00 0.00 0.00 0.16
#> SAMPLE_2221 3 0.0000 0.9658 0.00 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_2280 2 0.4282 -0.3692 0.00 0.56 0.00 0.00 0.02 0.42
#> SAMPLE_2282 2 0.0937 0.4899 0.00 0.96 0.00 0.00 0.00 0.04
#> SAMPLE_2307 2 0.2260 0.3672 0.00 0.86 0.00 0.00 0.00 0.14
#> SAMPLE_2313 2 0.1267 0.4489 0.00 0.94 0.00 0.00 0.00 0.06
#> SAMPLE_2334 5 0.3544 0.8658 0.00 0.00 0.12 0.00 0.80 0.08
#> SAMPLE_2364 1 0.1092 0.9136 0.96 0.00 0.00 0.00 0.02 0.02
#> SAMPLE_2366 6 0.4646 -0.1221 0.00 0.46 0.00 0.00 0.04 0.50
#> SAMPLE_2371 3 0.0000 0.9658 0.00 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_2409 2 0.4646 0.0877 0.00 0.50 0.00 0.00 0.04 0.46
#> SAMPLE_2414 5 0.3270 0.8700 0.00 0.00 0.12 0.00 0.82 0.06
#> SAMPLE_2440 2 0.2454 0.4736 0.00 0.84 0.00 0.00 0.00 0.16
#> SAMPLE_2450 3 0.0000 0.9658 0.00 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_2452 1 0.1092 0.9136 0.96 0.00 0.00 0.00 0.02 0.02
#> SAMPLE_2456 1 0.1092 0.9136 0.96 0.00 0.00 0.00 0.02 0.02
#> SAMPLE_2461 5 0.2981 0.8492 0.00 0.00 0.16 0.00 0.82 0.02
#> SAMPLE_2468 2 0.3409 0.0580 0.00 0.70 0.00 0.00 0.00 0.30
#> SAMPLE_2472 2 0.2454 0.3677 0.00 0.84 0.00 0.00 0.00 0.16
#> SAMPLE_2480 1 0.1807 0.9084 0.92 0.00 0.00 0.00 0.02 0.06
#> SAMPLE_2481 1 0.1807 0.9096 0.92 0.00 0.00 0.02 0.00 0.06
#> SAMPLE_2571 2 0.3756 -0.2585 0.00 0.60 0.00 0.00 0.00 0.40
#> SAMPLE_2579 1 0.1092 0.9136 0.96 0.00 0.00 0.00 0.02 0.02
#> SAMPLE_2583 5 0.2581 0.8681 0.00 0.00 0.12 0.00 0.86 0.02
#> SAMPLE_2589 5 0.4088 0.8310 0.00 0.02 0.10 0.00 0.78 0.10
#> SAMPLE_2600 1 0.3045 0.8927 0.84 0.00 0.00 0.00 0.10 0.06
#> SAMPLE_2601 5 0.2048 0.8695 0.00 0.00 0.12 0.00 0.88 0.00
#> SAMPLE_2609 2 0.3198 0.4475 0.00 0.74 0.00 0.00 0.00 0.26
#> SAMPLE_2612 1 0.3045 0.8927 0.84 0.00 0.00 0.00 0.10 0.06
#> SAMPLE_2622 5 0.2581 0.8681 0.00 0.00 0.12 0.00 0.86 0.02
#> SAMPLE_2626 1 0.1807 0.9096 0.92 0.00 0.00 0.02 0.00 0.06
#> SAMPLE_2627 4 0.1480 0.9130 0.02 0.00 0.00 0.94 0.00 0.04
#> SAMPLE_2643 2 0.2941 0.4643 0.00 0.78 0.00 0.00 0.00 0.22
#> SAMPLE_2644 5 0.3821 0.8079 0.00 0.00 0.22 0.00 0.74 0.04
#> SAMPLE_2705 3 0.0000 0.9658 0.00 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_2773 1 0.1092 0.9136 0.96 0.00 0.00 0.00 0.02 0.02
cbind(get_classes(res, k = 7), get_membership(res, k = 7))
#> class entropy silhouette p1 p2 p3 p4 p5 p6 p7
#> SAMPLE_240 5 0.3011 0.7485 0.00 0.00 0.00 0.00 0.82 0.12 0.06
#> SAMPLE_243 5 0.2313 0.7914 0.00 0.00 0.00 0.00 0.88 0.06 0.06
#> SAMPLE_244 6 0.2163 0.4034 0.00 0.10 0.00 0.00 0.00 0.88 0.02
#> SAMPLE_249 6 0.2213 0.4944 0.00 0.04 0.00 0.00 0.02 0.90 0.04
#> SAMPLE_252 6 0.1363 0.5114 0.00 0.00 0.00 0.00 0.04 0.94 0.02
#> SAMPLE_267 7 0.5625 -0.1575 0.00 0.08 0.00 0.00 0.40 0.06 0.46
#> SAMPLE_268 2 0.5332 0.5351 0.00 0.44 0.00 0.00 0.00 0.38 0.18
#> SAMPLE_269 2 0.3841 0.6805 0.00 0.68 0.00 0.00 0.00 0.28 0.04
#> SAMPLE_272 2 0.3927 0.6727 0.00 0.66 0.00 0.00 0.00 0.30 0.04
#> SAMPLE_621 6 0.3562 -0.4146 0.00 0.50 0.00 0.00 0.00 0.50 0.00
#> SAMPLE_629 6 0.3011 0.4792 0.00 0.00 0.00 0.00 0.06 0.82 0.12
#> SAMPLE_720 1 0.2722 0.8799 0.84 0.00 0.00 0.04 0.00 0.00 0.12
#> SAMPLE_722 1 0.2722 0.8799 0.84 0.00 0.00 0.04 0.00 0.00 0.12
#> SAMPLE_725 1 0.2722 0.8799 0.84 0.00 0.00 0.04 0.00 0.00 0.12
#> SAMPLE_751 2 0.3562 0.3268 0.00 0.50 0.00 0.00 0.00 0.50 0.00
#> SAMPLE_797 6 0.5134 -0.1317 0.00 0.00 0.00 0.00 0.40 0.46 0.14
#> SAMPLE_801 4 0.0000 0.8544 0.00 0.00 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_802 1 0.3833 0.8491 0.78 0.06 0.00 0.04 0.00 0.00 0.12
#> SAMPLE_815 6 0.4045 0.3596 0.00 0.00 0.00 0.00 0.14 0.72 0.14
#> SAMPLE_818 6 0.3691 0.4723 0.00 0.08 0.00 0.00 0.06 0.80 0.06
#> SAMPLE_822 3 0.1505 0.9435 0.00 0.02 0.94 0.00 0.02 0.00 0.02
#> SAMPLE_826 6 0.4242 0.4119 0.00 0.08 0.00 0.00 0.02 0.72 0.18
#> SAMPLE_844 6 0.4107 0.3807 0.00 0.02 0.00 0.00 0.04 0.70 0.24
#> SAMPLE_885 5 0.4692 0.1410 0.00 0.00 0.42 0.00 0.50 0.00 0.08
#> SAMPLE_1043 4 0.3670 0.8271 0.00 0.14 0.00 0.76 0.00 0.00 0.10
#> SAMPLE_1083 1 0.3548 0.8604 0.80 0.04 0.00 0.04 0.00 0.00 0.12
#> SAMPLE_1094 1 0.3548 0.8604 0.80 0.04 0.00 0.04 0.00 0.00 0.12
#> SAMPLE_1173 4 0.4145 0.8167 0.00 0.14 0.02 0.74 0.00 0.00 0.10
#> SAMPLE_1174 4 0.4358 0.7003 0.08 0.06 0.00 0.74 0.00 0.00 0.12
#> SAMPLE_1176 1 0.0504 0.8810 0.98 0.02 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1347 6 0.5526 0.1144 0.00 0.20 0.00 0.00 0.02 0.54 0.24
#> SAMPLE_1434 6 0.4569 0.4317 0.00 0.08 0.00 0.00 0.04 0.70 0.18
#> SAMPLE_1476 1 0.3396 0.8736 0.80 0.02 0.00 0.04 0.00 0.00 0.14
#> SAMPLE_1595 4 0.0000 0.8544 0.00 0.00 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_1633 4 0.3670 0.8271 0.00 0.14 0.00 0.76 0.00 0.00 0.10
#> SAMPLE_1668 1 0.2722 0.8799 0.84 0.00 0.00 0.04 0.00 0.00 0.12
#> SAMPLE_1717 3 0.0000 0.9743 0.00 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_1739 6 0.3358 -0.0398 0.00 0.36 0.00 0.00 0.00 0.64 0.00
#> SAMPLE_1744 6 0.0504 0.5075 0.00 0.00 0.00 0.00 0.02 0.98 0.00
#> SAMPLE_1781 3 0.1664 0.9270 0.00 0.00 0.92 0.00 0.02 0.00 0.06
#> SAMPLE_1783 5 0.3011 0.7485 0.00 0.00 0.00 0.00 0.82 0.12 0.06
#> SAMPLE_1792 6 0.3546 -0.3027 0.00 0.46 0.00 0.00 0.00 0.54 0.00
#> SAMPLE_1833 2 0.4248 0.6686 0.00 0.66 0.00 0.00 0.00 0.26 0.08
#> SAMPLE_1858 1 0.0504 0.8810 0.98 0.02 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1883 2 0.5416 0.4689 0.00 0.42 0.00 0.00 0.00 0.38 0.20
#> SAMPLE_1934 1 0.5091 0.7384 0.66 0.06 0.00 0.16 0.00 0.00 0.12
#> SAMPLE_1962 4 0.4145 0.8167 0.00 0.14 0.02 0.74 0.00 0.00 0.10
#> SAMPLE_1976 5 0.1166 0.8038 0.00 0.00 0.00 0.00 0.94 0.00 0.06
#> SAMPLE_2015 2 0.5342 0.4617 0.00 0.42 0.00 0.00 0.00 0.40 0.18
#> SAMPLE_2017 3 0.0504 0.9630 0.00 0.00 0.98 0.00 0.02 0.00 0.00
#> SAMPLE_2050 3 0.2803 0.8194 0.00 0.00 0.84 0.00 0.10 0.00 0.06
#> SAMPLE_2056 3 0.0000 0.9743 0.00 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_2062 4 0.0000 0.8544 0.00 0.00 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_2147 3 0.0000 0.9743 0.00 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_2169 3 0.0000 0.9743 0.00 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_2175 3 0.0000 0.9743 0.00 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_2177 4 0.0000 0.8544 0.00 0.00 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_2181 5 0.1166 0.8038 0.00 0.00 0.00 0.00 0.94 0.00 0.06
#> SAMPLE_2204 5 0.2722 0.7508 0.00 0.00 0.00 0.00 0.84 0.12 0.04
#> SAMPLE_2207 1 0.2722 0.8799 0.84 0.00 0.00 0.04 0.00 0.00 0.12
#> SAMPLE_2211 2 0.4191 0.6814 0.00 0.64 0.00 0.00 0.00 0.30 0.06
#> SAMPLE_2221 3 0.0000 0.9743 0.00 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_2280 6 0.1006 0.5089 0.00 0.00 0.00 0.00 0.02 0.96 0.02
#> SAMPLE_2282 2 0.3546 0.4283 0.00 0.54 0.00 0.00 0.00 0.46 0.00
#> SAMPLE_2307 6 0.3139 0.1206 0.00 0.30 0.00 0.00 0.00 0.70 0.00
#> SAMPLE_2313 6 0.3496 -0.1916 0.00 0.42 0.00 0.00 0.00 0.58 0.00
#> SAMPLE_2334 5 0.2278 0.7957 0.00 0.00 0.00 0.00 0.88 0.04 0.08
#> SAMPLE_2364 1 0.0504 0.8810 0.98 0.02 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2366 6 0.6009 -0.2897 0.00 0.28 0.00 0.00 0.02 0.36 0.34
#> SAMPLE_2371 3 0.0000 0.9743 0.00 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_2409 7 0.5973 -0.3081 0.00 0.28 0.00 0.00 0.02 0.30 0.40
#> SAMPLE_2414 5 0.0863 0.8116 0.00 0.00 0.00 0.00 0.96 0.00 0.04
#> SAMPLE_2440 2 0.3294 0.6146 0.00 0.66 0.00 0.00 0.00 0.34 0.00
#> SAMPLE_2450 3 0.0000 0.9743 0.00 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_2452 1 0.0504 0.8810 0.98 0.02 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2456 1 0.0504 0.8810 0.98 0.02 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2461 5 0.1664 0.7950 0.00 0.00 0.02 0.00 0.92 0.00 0.06
#> SAMPLE_2468 6 0.3487 0.3471 0.00 0.12 0.00 0.00 0.00 0.78 0.10
#> SAMPLE_2472 6 0.3449 0.2241 0.00 0.14 0.00 0.00 0.00 0.78 0.08
#> SAMPLE_2480 1 0.2829 0.8442 0.84 0.08 0.00 0.00 0.00 0.00 0.08
#> SAMPLE_2481 1 0.2572 0.8490 0.86 0.06 0.00 0.00 0.00 0.00 0.08
#> SAMPLE_2571 6 0.3965 0.4140 0.00 0.10 0.00 0.00 0.02 0.76 0.12
#> SAMPLE_2579 1 0.0504 0.8810 0.98 0.02 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2583 5 0.1671 0.7822 0.00 0.00 0.00 0.00 0.90 0.00 0.10
#> SAMPLE_2589 5 0.3867 0.3876 0.00 0.02 0.00 0.00 0.60 0.00 0.38
#> SAMPLE_2600 1 0.2722 0.8799 0.84 0.00 0.00 0.04 0.00 0.00 0.12
#> SAMPLE_2601 5 0.0504 0.8128 0.00 0.00 0.00 0.00 0.98 0.00 0.02
#> SAMPLE_2609 2 0.5002 0.5617 0.00 0.48 0.00 0.00 0.00 0.40 0.12
#> SAMPLE_2612 1 0.2722 0.8799 0.84 0.00 0.00 0.04 0.00 0.00 0.12
#> SAMPLE_2622 5 0.1166 0.8092 0.00 0.00 0.00 0.00 0.94 0.00 0.06
#> SAMPLE_2626 1 0.2572 0.8490 0.86 0.06 0.00 0.00 0.00 0.00 0.08
#> SAMPLE_2627 4 0.3691 0.7386 0.06 0.06 0.00 0.80 0.00 0.00 0.08
#> SAMPLE_2643 6 0.4875 -0.5838 0.00 0.44 0.00 0.00 0.00 0.46 0.10
#> SAMPLE_2644 5 0.2769 0.7780 0.00 0.00 0.04 0.00 0.86 0.02 0.08
#> SAMPLE_2705 3 0.0000 0.9743 0.00 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_2773 1 0.0504 0.8810 0.98 0.02 0.00 0.00 0.00 0.00 0.00
cbind(get_classes(res, k = 8), get_membership(res, k = 8))
#> class entropy silhouette p1 p2 p3 p4 p5 p6 p7 p8
#> SAMPLE_240 5 0.5040 0.714 0.00 0.02 0.04 0.00 0.62 0.24 0.08 0.00
#> SAMPLE_243 5 0.4713 0.749 0.00 0.02 0.04 0.00 0.68 0.18 0.08 0.00
#> SAMPLE_244 6 0.3291 0.330 0.00 0.28 0.00 0.00 0.00 0.70 0.00 0.02
#> SAMPLE_249 6 0.3601 0.521 0.00 0.16 0.00 0.00 0.00 0.76 0.02 0.06
#> SAMPLE_252 6 0.2020 0.579 0.00 0.06 0.00 0.00 0.02 0.90 0.02 0.00
#> SAMPLE_267 8 0.6844 0.174 0.00 0.04 0.00 0.00 0.32 0.18 0.12 0.34
#> SAMPLE_268 2 0.4804 0.129 0.00 0.46 0.00 0.00 0.00 0.40 0.00 0.14
#> SAMPLE_269 2 0.3986 0.539 0.00 0.74 0.00 0.00 0.00 0.14 0.04 0.08
#> SAMPLE_272 2 0.2404 0.587 0.00 0.84 0.00 0.00 0.00 0.14 0.00 0.02
#> SAMPLE_621 2 0.2852 0.587 0.00 0.72 0.00 0.00 0.00 0.28 0.00 0.00
#> SAMPLE_629 6 0.1741 0.550 0.00 0.02 0.00 0.00 0.02 0.92 0.04 0.00
#> SAMPLE_720 1 0.3991 0.756 0.62 0.00 0.00 0.00 0.00 0.00 0.06 0.32
#> SAMPLE_722 1 0.3991 0.756 0.62 0.00 0.00 0.00 0.00 0.00 0.06 0.32
#> SAMPLE_725 1 0.3991 0.756 0.62 0.00 0.00 0.00 0.00 0.00 0.06 0.32
#> SAMPLE_751 2 0.2852 0.587 0.00 0.72 0.00 0.00 0.00 0.28 0.00 0.00
#> SAMPLE_797 6 0.4350 0.156 0.00 0.00 0.00 0.00 0.30 0.62 0.06 0.02
#> SAMPLE_801 4 0.4672 0.823 0.00 0.04 0.00 0.64 0.02 0.00 0.26 0.04
#> SAMPLE_802 1 0.2888 0.791 0.80 0.00 0.00 0.00 0.00 0.00 0.16 0.04
#> SAMPLE_815 6 0.2348 0.511 0.00 0.00 0.00 0.00 0.04 0.88 0.06 0.02
#> SAMPLE_818 6 0.3369 0.562 0.00 0.04 0.00 0.00 0.02 0.82 0.04 0.08
#> SAMPLE_822 3 0.1091 0.940 0.00 0.00 0.94 0.00 0.00 0.00 0.00 0.06
#> SAMPLE_826 6 0.4799 0.360 0.00 0.10 0.00 0.00 0.00 0.62 0.04 0.24
#> SAMPLE_844 6 0.4847 0.231 0.00 0.00 0.00 0.00 0.04 0.58 0.30 0.08
#> SAMPLE_885 5 0.4968 0.276 0.00 0.02 0.38 0.00 0.52 0.00 0.06 0.02
#> SAMPLE_1043 4 0.0000 0.784 0.00 0.00 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_1083 1 0.3078 0.797 0.82 0.02 0.00 0.00 0.00 0.00 0.10 0.06
#> SAMPLE_1094 1 0.3078 0.797 0.82 0.02 0.00 0.00 0.00 0.00 0.10 0.06
#> SAMPLE_1173 4 0.0000 0.784 0.00 0.00 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_1174 4 0.4988 0.726 0.06 0.00 0.00 0.54 0.00 0.00 0.34 0.06
#> SAMPLE_1176 1 0.0471 0.810 0.98 0.00 0.00 0.00 0.02 0.00 0.00 0.00
#> SAMPLE_1347 6 0.6064 -0.195 0.00 0.26 0.00 0.00 0.02 0.44 0.04 0.24
#> SAMPLE_1434 6 0.4160 0.408 0.00 0.10 0.00 0.00 0.04 0.76 0.06 0.04
#> SAMPLE_1476 1 0.4350 0.757 0.62 0.02 0.00 0.00 0.00 0.00 0.06 0.30
#> SAMPLE_1595 4 0.4672 0.823 0.00 0.04 0.00 0.64 0.02 0.00 0.26 0.04
#> SAMPLE_1633 4 0.0000 0.784 0.00 0.00 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_1668 1 0.3991 0.756 0.62 0.00 0.00 0.00 0.00 0.00 0.06 0.32
#> SAMPLE_1717 3 0.0471 0.960 0.00 0.02 0.98 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1739 2 0.3299 0.366 0.00 0.56 0.00 0.00 0.00 0.44 0.00 0.00
#> SAMPLE_1744 6 0.2484 0.587 0.00 0.10 0.00 0.00 0.02 0.86 0.00 0.02
#> SAMPLE_1781 3 0.1607 0.915 0.00 0.04 0.92 0.00 0.00 0.00 0.04 0.00
#> SAMPLE_1783 5 0.5040 0.714 0.00 0.02 0.04 0.00 0.62 0.24 0.08 0.00
#> SAMPLE_1792 2 0.2852 0.587 0.00 0.72 0.00 0.00 0.00 0.28 0.00 0.00
#> SAMPLE_1833 2 0.4919 0.474 0.00 0.64 0.00 0.00 0.00 0.14 0.06 0.16
#> SAMPLE_1858 1 0.0471 0.810 0.98 0.00 0.00 0.00 0.02 0.00 0.00 0.00
#> SAMPLE_1883 2 0.5782 -0.171 0.00 0.40 0.00 0.00 0.00 0.24 0.04 0.32
#> SAMPLE_1934 1 0.3808 0.606 0.62 0.00 0.00 0.00 0.00 0.00 0.34 0.04
#> SAMPLE_1962 4 0.0000 0.784 0.00 0.00 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_1976 5 0.1741 0.762 0.00 0.00 0.04 0.00 0.92 0.00 0.02 0.02
#> SAMPLE_2015 2 0.5230 -0.151 0.00 0.40 0.00 0.00 0.00 0.32 0.00 0.28
#> SAMPLE_2017 3 0.0000 0.966 0.00 0.00 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2050 3 0.3303 0.707 0.00 0.00 0.76 0.00 0.20 0.00 0.02 0.02
#> SAMPLE_2056 3 0.0000 0.966 0.00 0.00 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2062 4 0.4672 0.823 0.00 0.04 0.00 0.64 0.02 0.00 0.26 0.04
#> SAMPLE_2147 3 0.0000 0.966 0.00 0.00 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2169 3 0.0000 0.966 0.00 0.00 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2175 3 0.0000 0.966 0.00 0.00 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2177 4 0.4672 0.823 0.00 0.04 0.00 0.64 0.02 0.00 0.26 0.04
#> SAMPLE_2181 5 0.1607 0.761 0.00 0.00 0.04 0.00 0.92 0.00 0.00 0.04
#> SAMPLE_2204 5 0.3660 0.683 0.00 0.00 0.00 0.00 0.70 0.24 0.06 0.00
#> SAMPLE_2207 1 0.3991 0.756 0.62 0.00 0.00 0.00 0.00 0.00 0.06 0.32
#> SAMPLE_2211 2 0.3850 0.571 0.00 0.76 0.00 0.00 0.00 0.12 0.06 0.06
#> SAMPLE_2221 3 0.0000 0.966 0.00 0.00 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2280 6 0.1804 0.591 0.00 0.08 0.00 0.00 0.02 0.90 0.00 0.00
#> SAMPLE_2282 2 0.2852 0.587 0.00 0.72 0.00 0.00 0.00 0.28 0.00 0.00
#> SAMPLE_2307 2 0.3329 0.248 0.00 0.52 0.00 0.00 0.00 0.48 0.00 0.00
#> SAMPLE_2313 2 0.3142 0.493 0.00 0.64 0.00 0.00 0.00 0.36 0.00 0.00
#> SAMPLE_2334 5 0.4713 0.749 0.00 0.02 0.04 0.00 0.68 0.18 0.08 0.00
#> SAMPLE_2364 1 0.0471 0.809 0.98 0.02 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2366 8 0.5936 0.332 0.00 0.26 0.00 0.00 0.02 0.30 0.02 0.40
#> SAMPLE_2371 3 0.0000 0.966 0.00 0.00 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2409 8 0.6175 0.404 0.00 0.24 0.00 0.00 0.02 0.34 0.04 0.36
#> SAMPLE_2414 5 0.2914 0.772 0.00 0.00 0.04 0.00 0.84 0.08 0.04 0.00
#> SAMPLE_2440 2 0.2680 0.593 0.00 0.84 0.00 0.00 0.00 0.12 0.02 0.02
#> SAMPLE_2450 3 0.0471 0.958 0.00 0.00 0.98 0.00 0.00 0.00 0.02 0.00
#> SAMPLE_2452 1 0.0471 0.810 0.98 0.00 0.00 0.00 0.02 0.00 0.00 0.00
#> SAMPLE_2456 1 0.0471 0.809 0.98 0.02 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2461 5 0.2991 0.768 0.00 0.02 0.04 0.00 0.86 0.02 0.04 0.02
#> SAMPLE_2468 6 0.4318 0.306 0.00 0.30 0.00 0.00 0.00 0.60 0.00 0.10
#> SAMPLE_2472 6 0.4008 -0.161 0.00 0.48 0.00 0.00 0.00 0.48 0.00 0.04
#> SAMPLE_2480 1 0.1947 0.791 0.86 0.00 0.00 0.00 0.00 0.00 0.14 0.00
#> SAMPLE_2481 1 0.1947 0.791 0.86 0.00 0.00 0.00 0.00 0.00 0.14 0.00
#> SAMPLE_2571 6 0.4727 0.378 0.00 0.20 0.00 0.00 0.02 0.66 0.02 0.10
#> SAMPLE_2579 1 0.0471 0.809 0.98 0.02 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2583 5 0.1607 0.761 0.00 0.00 0.04 0.00 0.92 0.00 0.00 0.04
#> SAMPLE_2589 5 0.6093 0.254 0.00 0.00 0.04 0.00 0.40 0.04 0.38 0.14
#> SAMPLE_2600 1 0.4350 0.757 0.62 0.02 0.00 0.00 0.00 0.00 0.06 0.30
#> SAMPLE_2601 5 0.1275 0.767 0.00 0.00 0.04 0.00 0.94 0.00 0.00 0.02
#> SAMPLE_2609 2 0.4821 0.375 0.00 0.60 0.00 0.00 0.00 0.24 0.02 0.14
#> SAMPLE_2612 1 0.4350 0.757 0.62 0.02 0.00 0.00 0.00 0.00 0.06 0.30
#> SAMPLE_2622 5 0.1275 0.766 0.00 0.00 0.04 0.00 0.94 0.00 0.00 0.02
#> SAMPLE_2626 1 0.1947 0.791 0.86 0.00 0.00 0.00 0.00 0.00 0.14 0.00
#> SAMPLE_2627 4 0.4358 0.744 0.04 0.00 0.00 0.54 0.00 0.00 0.40 0.02
#> SAMPLE_2643 2 0.4134 0.414 0.00 0.62 0.00 0.00 0.00 0.30 0.00 0.08
#> SAMPLE_2644 5 0.4571 0.763 0.00 0.04 0.04 0.00 0.72 0.12 0.08 0.00
#> SAMPLE_2705 3 0.0471 0.960 0.00 0.02 0.98 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2773 1 0.0471 0.809 0.98 0.02 0.00 0.00 0.00 0.00 0.00 0.00
Heatmaps for the consensus matrix. It visualizes the probability of two samples to be in a same group.
consensus_heatmap(res, k = 2)
consensus_heatmap(res, k = 3)
consensus_heatmap(res, k = 4)
consensus_heatmap(res, k = 5)
consensus_heatmap(res, k = 6)
consensus_heatmap(res, k = 7)
consensus_heatmap(res, k = 8)
Heatmaps for the membership of samples in all partitions to see how consistent they are:
membership_heatmap(res, k = 2)
membership_heatmap(res, k = 3)
membership_heatmap(res, k = 4)
membership_heatmap(res, k = 5)
membership_heatmap(res, k = 6)
membership_heatmap(res, k = 7)
membership_heatmap(res, k = 8)
As soon as the classes for columns are determined, the signatures that are significantly different between subgroups can be looked for. Following are the heatmaps for signatures.
get_signatures(res, k = 2)
get_signatures(res, k = 3)
get_signatures(res, k = 4)
get_signatures(res, k = 5)
get_signatures(res, k = 6)
get_signatures(res, k = 7)
get_signatures(res, k = 8)
Compare the overlap of signatures from different k:
compare_signatures(res)
get_signature() returns a data frame invisibly. To get the list of signatures, the function
call should be assigned to a variable explicitly. In following code, if plot argument is set
to FALSE, no heatmap is plotted while only the differential analysis is performed.
# code only for demonstration
tb = get_signature(res, k = ..., plot = FALSE)
An example of the output of tb is:
#> which_row fdr mean_1 mean_2 scaled_mean_1 scaled_mean_2 km
#> 1 38 0.042760348 8.373488 9.131774 -0.5533452 0.5164555 1
#> 2 40 0.018707592 7.106213 8.469186 -0.6173731 0.5762149 1
#> 3 55 0.019134737 10.221463 11.207825 -0.6159697 0.5749050 1
#> 4 59 0.006059896 5.921854 7.869574 -0.6899429 0.6439467 1
#> 5 60 0.018055526 8.928898 10.211722 -0.6204761 0.5791110 1
#> 6 98 0.009384629 15.714769 14.887706 0.6635654 -0.6193277 2
...
The columns in tb are:
which_row: row indices corresponding to the input matrix.fdr: FDR for the differential test. mean_x: The mean value in group x.scaled_mean_x: The mean value in group x after rows are scaled.km: Row groups if k-means clustering is applied to rows (which is done by automatically selecting number of clusters).If there are too many signatures, top_signatures = ... can be set to only show the
signatures with the highest FDRs:
# code only for demonstration
# e.g. to show the top 500 most significant rows
tb = get_signature(res, k = ..., top_signatures = 500)
If the signatures are defined as these which are uniquely high in current group, diff_method argument
can be set to "uniquely_high_in_one_group":
# code only for demonstration
tb = get_signature(res, k = ..., diff_method = "uniquely_high_in_one_group")
UMAP plot which shows how samples are separated.
dimension_reduction(res, k = 2, method = "UMAP")
dimension_reduction(res, k = 3, method = "UMAP")
dimension_reduction(res, k = 4, method = "UMAP")
dimension_reduction(res, k = 5, method = "UMAP")
dimension_reduction(res, k = 6, method = "UMAP")
dimension_reduction(res, k = 7, method = "UMAP")
dimension_reduction(res, k = 8, method = "UMAP")
Following heatmap shows how subgroups are split when increasing k:
collect_classes(res)
Test correlation between subgroups and known annotations. If the known annotation is numeric, one-way ANOVA test is applied, and if the known annotation is discrete, chi-squared contingency table test is applied.
test_to_known_factors(res)
#> n_sample meth_class(p-value) tumor_type(p-value) k
#> SD:kmeans 96 1.78e-15 1.10e-15 2
#> SD:kmeans 91 4.68e-24 5.85e-17 3
#> SD:kmeans 96 1.11e-33 2.29e-16 4
#> SD:kmeans 96 6.33e-30 3.36e-15 5
#> SD:kmeans 59 3.41e-13 4.24e-09 6
#> SD:kmeans 68 3.07e-18 5.43e-09 7
#> SD:kmeans 73 8.27e-20 6.58e-10 8
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.
Parent node: Node023. Child nodes: Node02111-leaf , Node02112-leaf , Node02113-leaf , Node02114-leaf , Node02115-leaf , Node02116-leaf , Node02117-leaf , Node02121-leaf , Node02122-leaf , Node02123-leaf , Node02124-leaf , Node02131-leaf , Node02132-leaf , Node02133-leaf , Node02134-leaf , Node02135-leaf , Node02136-leaf , Node02137-leaf , Node02141-leaf , Node02142-leaf , Node02143-leaf , Node02144-leaf , Node02145-leaf , Node02161-leaf , Node02162-leaf , Node02163-leaf , Node02164-leaf , Node02165-leaf , Node02166-leaf , Node02171-leaf , Node02172-leaf , Node02173-leaf , Node02174-leaf , Node02311-leaf , Node02312-leaf , Node02313-leaf , Node02314-leaf , Node02321-leaf , Node02322-leaf , Node02323-leaf , Node02324-leaf , Node02325-leaf , Node02326-leaf , Node02331-leaf , Node02332-leaf , Node02333-leaf , Node02361-leaf , Node02362 , Node02363-leaf , Node02364-leaf , Node02371-leaf , Node02372-leaf , Node02373-leaf , Node02374-leaf , Node02375-leaf , Node02431-leaf , Node02432-leaf , Node02433-leaf .
The object with results only for a single top-value method and a single partitioning method can be extracted as:
res = res_rh["0232"]
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, 7, 8.
#> On a matrix with 30000 rows and 117 columns.
#> Top rows (1000) are extracted by 'ATC' method.
#> Subgroups are detected by 'skmeans' method.
#> Performed in total 350 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_partitions"
#> [7] "compare_signatures" "consensus_heatmap" "dimension_reduction"
#> [10] "functional_enrichment" "get_anno_col" "get_anno"
#> [13] "get_classes" "get_consensus" "get_matrix"
#> [16] "get_membership" "get_param" "get_signatures"
#> [19] "get_stats" "is_best_k" "is_stable_k"
#> [22] "membership_heatmap" "ncol" "nrow"
#> [25] "plot_ecdf" "predict_classes" "rownames"
#> [28] "select_partition_number" "show" "suggest_best_k"
#> [31] "test_to_known_factors" "top_rows_heatmap"
collect_plots() function collects all the plots made from res for all k (number of subgroups)
into one single page to provide an easy and fast comparison between different k.
collect_plots(res)
The plots are:
k and the heatmap of
predicted classes for each k.k.k.k.All the plots in panels can be made by individual functions and they are plotted later in this section.
select_partition_number() produces several plots showing different
statistics for choosing “optimized” k. There are following statistics:
k;k, the area increased is defined as \(A_k - A_{k-1}\).The detailed explanations of these statistics can be found in the cola vignette.
Generally speaking, higher 1-PAC score, higher mean silhouette score or higher
concordance corresponds to better partition. Rand index and Jaccard index
measure how similar the current partition is compared to partition with k-1.
If they are too similar, we won't accept k is better than k-1.
select_partition_number(res)
The numeric values for all these statistics can be obtained by get_stats().
get_stats(res)
#> k 1-PAC mean_silhouette concordance area_increased Rand Jaccard
#> 2 2 1.000 0.986 0.994 0.4965 0.504 0.504
#> 3 3 1.000 0.994 0.997 0.2998 0.792 0.610
#> 4 4 1.000 0.997 0.998 0.0978 0.928 0.799
#> 5 5 0.958 0.963 0.968 0.0403 0.969 0.894
#> 6 6 0.968 0.952 0.952 0.0206 0.985 0.943
#> 7 7 0.912 0.900 0.929 0.0241 0.996 0.986
#> 8 8 0.918 0.874 0.928 0.0116 0.999 0.994
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 is 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 subgroup
label for an item is determined with the group with highest probability it
belongs to.
In get_classes() function, the entropy is calculated from the membership
matrix and the silhouette score is calculated from the consensus matrix.
cbind(get_classes(res, k = 2), get_membership(res, k = 2))
#> class entropy silhouette p1 p2
#> SAMPLE_13 1 0.000 0.994 1.00 0.00
#> SAMPLE_63 1 0.000 0.994 1.00 0.00
#> SAMPLE_104 1 0.000 0.994 1.00 0.00
#> SAMPLE_106 1 0.000 0.994 1.00 0.00
#> SAMPLE_174 1 0.000 0.994 1.00 0.00
#> SAMPLE_210 1 0.000 0.994 1.00 0.00
#> SAMPLE_643 1 0.000 0.994 1.00 0.00
#> SAMPLE_695 2 0.000 0.995 0.00 1.00
#> SAMPLE_714 2 0.000 0.995 0.00 1.00
#> SAMPLE_739 2 0.000 0.995 0.00 1.00
#> SAMPLE_1222 2 0.000 0.995 0.00 1.00
#> SAMPLE_1229 1 0.904 0.524 0.68 0.32
#> SAMPLE_1233 2 0.000 0.995 0.00 1.00
#> SAMPLE_1266 1 0.000 0.994 1.00 0.00
#> SAMPLE_1267 2 0.000 0.995 0.00 1.00
#> SAMPLE_1270 1 0.000 0.994 1.00 0.00
#> SAMPLE_1271 1 0.000 0.994 1.00 0.00
#> SAMPLE_1272 1 0.000 0.994 1.00 0.00
#> SAMPLE_1273 1 0.000 0.994 1.00 0.00
#> SAMPLE_1290 2 0.000 0.995 0.00 1.00
#> SAMPLE_1295 1 0.000 0.994 1.00 0.00
#> SAMPLE_1298 1 0.000 0.994 1.00 0.00
#> SAMPLE_1302 1 0.000 0.994 1.00 0.00
#> SAMPLE_1303 1 0.000 0.994 1.00 0.00
#> SAMPLE_1304 1 0.000 0.994 1.00 0.00
#> SAMPLE_1306 1 0.000 0.994 1.00 0.00
#> SAMPLE_1308 1 0.000 0.994 1.00 0.00
#> SAMPLE_1309 1 0.000 0.994 1.00 0.00
#> SAMPLE_1313 1 0.000 0.994 1.00 0.00
#> SAMPLE_1314 1 0.000 0.994 1.00 0.00
#> SAMPLE_1315 1 0.000 0.994 1.00 0.00
#> SAMPLE_1339 2 0.000 0.995 0.00 1.00
#> SAMPLE_1350 2 0.000 0.995 0.00 1.00
#> SAMPLE_1429 2 0.000 0.995 0.00 1.00
#> SAMPLE_1526 1 0.000 0.994 1.00 0.00
#> SAMPLE_1554 2 0.000 0.995 0.00 1.00
#> SAMPLE_1556 2 0.000 0.995 0.00 1.00
#> SAMPLE_1557 2 0.000 0.995 0.00 1.00
#> SAMPLE_1558 2 0.000 0.995 0.00 1.00
#> SAMPLE_1560 2 0.000 0.995 0.00 1.00
#> SAMPLE_1563 2 0.000 0.995 0.00 1.00
#> SAMPLE_1565 2 0.000 0.995 0.00 1.00
#> SAMPLE_1566 2 0.000 0.995 0.00 1.00
#> SAMPLE_1575 2 0.000 0.995 0.00 1.00
#> SAMPLE_1657 2 0.000 0.995 0.00 1.00
#> SAMPLE_1666 1 0.000 0.994 1.00 0.00
#> SAMPLE_1771 2 0.000 0.995 0.00 1.00
#> SAMPLE_1867 1 0.000 0.994 1.00 0.00
#> SAMPLE_1869 2 0.000 0.995 0.00 1.00
#> SAMPLE_1878 2 0.000 0.995 0.00 1.00
#> SAMPLE_1905 1 0.000 0.994 1.00 0.00
#> SAMPLE_1923 1 0.000 0.994 1.00 0.00
#> SAMPLE_1981 1 0.000 0.994 1.00 0.00
#> SAMPLE_1982 1 0.000 0.994 1.00 0.00
#> SAMPLE_1983 1 0.000 0.994 1.00 0.00
#> SAMPLE_1984 1 0.000 0.994 1.00 0.00
#> SAMPLE_1985 1 0.000 0.994 1.00 0.00
#> SAMPLE_1986 1 0.000 0.994 1.00 0.00
#> SAMPLE_1990 1 0.000 0.994 1.00 0.00
#> SAMPLE_1991 1 0.000 0.994 1.00 0.00
#> SAMPLE_2001 1 0.000 0.994 1.00 0.00
#> SAMPLE_2027 1 0.000 0.994 1.00 0.00
#> SAMPLE_2071 1 0.000 0.994 1.00 0.00
#> SAMPLE_2077 2 0.000 0.995 0.00 1.00
#> SAMPLE_2078 2 0.000 0.995 0.00 1.00
#> SAMPLE_2079 2 0.000 0.995 0.00 1.00
#> SAMPLE_2080 2 0.000 0.995 0.00 1.00
#> SAMPLE_2087 2 0.000 0.995 0.00 1.00
#> SAMPLE_2091 2 0.000 0.995 0.00 1.00
#> SAMPLE_2092 2 0.000 0.995 0.00 1.00
#> SAMPLE_2097 2 0.000 0.995 0.00 1.00
#> SAMPLE_2099 2 0.000 0.995 0.00 1.00
#> SAMPLE_2100 2 0.000 0.995 0.00 1.00
#> SAMPLE_2101 2 0.000 0.995 0.00 1.00
#> SAMPLE_2102 2 0.000 0.995 0.00 1.00
#> SAMPLE_2108 2 0.000 0.995 0.00 1.00
#> SAMPLE_2112 2 0.000 0.995 0.00 1.00
#> SAMPLE_2113 2 0.000 0.995 0.00 1.00
#> SAMPLE_2114 2 0.000 0.995 0.00 1.00
#> SAMPLE_2116 2 0.000 0.995 0.00 1.00
#> SAMPLE_2117 2 0.000 0.995 0.00 1.00
#> SAMPLE_2118 2 0.000 0.995 0.00 1.00
#> SAMPLE_2121 2 0.000 0.995 0.00 1.00
#> SAMPLE_2122 2 0.000 0.995 0.00 1.00
#> SAMPLE_2124 2 0.000 0.995 0.00 1.00
#> SAMPLE_2128 2 0.000 0.995 0.00 1.00
#> SAMPLE_2130 2 0.000 0.995 0.00 1.00
#> SAMPLE_2132 2 0.000 0.995 0.00 1.00
#> SAMPLE_2133 2 0.000 0.995 0.00 1.00
#> SAMPLE_2137 2 0.000 0.995 0.00 1.00
#> SAMPLE_2154 1 0.000 0.994 1.00 0.00
#> SAMPLE_2157 1 0.000 0.994 1.00 0.00
#> SAMPLE_2160 1 0.000 0.994 1.00 0.00
#> SAMPLE_2187 1 0.000 0.994 1.00 0.00
#> SAMPLE_2285 1 0.000 0.994 1.00 0.00
#> SAMPLE_2326 2 0.925 0.478 0.34 0.66
#> SAMPLE_2354 1 0.000 0.994 1.00 0.00
#> SAMPLE_2387 2 0.000 0.995 0.00 1.00
#> SAMPLE_2388 2 0.000 0.995 0.00 1.00
#> SAMPLE_2395 1 0.000 0.994 1.00 0.00
#> SAMPLE_2405 2 0.000 0.995 0.00 1.00
#> SAMPLE_2406 2 0.000 0.995 0.00 1.00
#> SAMPLE_2407 2 0.000 0.995 0.00 1.00
#> SAMPLE_2408 2 0.000 0.995 0.00 1.00
#> SAMPLE_2582 1 0.000 0.994 1.00 0.00
#> SAMPLE_2593 1 0.000 0.994 1.00 0.00
#> SAMPLE_2594 1 0.000 0.994 1.00 0.00
#> SAMPLE_2665 1 0.000 0.994 1.00 0.00
#> SAMPLE_2695 2 0.000 0.995 0.00 1.00
#> SAMPLE_2698 2 0.000 0.995 0.00 1.00
#> SAMPLE_2712 2 0.000 0.995 0.00 1.00
#> SAMPLE_2729 2 0.000 0.995 0.00 1.00
#> SAMPLE_2730 2 0.000 0.995 0.00 1.00
#> SAMPLE_2731 2 0.000 0.995 0.00 1.00
#> SAMPLE_2732 2 0.000 0.995 0.00 1.00
#> SAMPLE_2733 2 0.000 0.995 0.00 1.00
#> SAMPLE_2797 2 0.000 0.995 0.00 1.00
cbind(get_classes(res, k = 3), get_membership(res, k = 3))
#> class entropy silhouette p1 p2 p3
#> SAMPLE_13 1 0.000 0.994 1.00 0.00 0
#> SAMPLE_63 1 0.000 0.994 1.00 0.00 0
#> SAMPLE_104 1 0.000 0.994 1.00 0.00 0
#> SAMPLE_106 1 0.000 0.994 1.00 0.00 0
#> SAMPLE_174 1 0.000 0.994 1.00 0.00 0
#> SAMPLE_210 1 0.000 0.994 1.00 0.00 0
#> SAMPLE_643 1 0.000 0.994 1.00 0.00 0
#> SAMPLE_695 2 0.000 1.000 0.00 1.00 0
#> SAMPLE_714 1 0.296 0.892 0.90 0.10 0
#> SAMPLE_739 2 0.000 1.000 0.00 1.00 0
#> SAMPLE_1222 1 0.334 0.869 0.88 0.12 0
#> SAMPLE_1229 1 0.000 0.994 1.00 0.00 0
#> SAMPLE_1233 1 0.334 0.869 0.88 0.12 0
#> SAMPLE_1266 1 0.000 0.994 1.00 0.00 0
#> SAMPLE_1267 2 0.000 1.000 0.00 1.00 0
#> SAMPLE_1270 1 0.000 0.994 1.00 0.00 0
#> SAMPLE_1271 1 0.000 0.994 1.00 0.00 0
#> SAMPLE_1272 1 0.000 0.994 1.00 0.00 0
#> SAMPLE_1273 1 0.000 0.994 1.00 0.00 0
#> SAMPLE_1290 2 0.000 1.000 0.00 1.00 0
#> SAMPLE_1295 1 0.000 0.994 1.00 0.00 0
#> SAMPLE_1298 1 0.000 0.994 1.00 0.00 0
#> SAMPLE_1302 1 0.000 0.994 1.00 0.00 0
#> SAMPLE_1303 1 0.000 0.994 1.00 0.00 0
#> SAMPLE_1304 1 0.000 0.994 1.00 0.00 0
#> SAMPLE_1306 1 0.000 0.994 1.00 0.00 0
#> SAMPLE_1308 1 0.000 0.994 1.00 0.00 0
#> SAMPLE_1309 1 0.000 0.994 1.00 0.00 0
#> SAMPLE_1313 1 0.000 0.994 1.00 0.00 0
#> SAMPLE_1314 1 0.000 0.994 1.00 0.00 0
#> SAMPLE_1315 1 0.000 0.994 1.00 0.00 0
#> SAMPLE_1339 3 0.000 1.000 0.00 0.00 1
#> SAMPLE_1350 3 0.000 1.000 0.00 0.00 1
#> SAMPLE_1429 2 0.000 1.000 0.00 1.00 0
#> SAMPLE_1526 1 0.000 0.994 1.00 0.00 0
#> SAMPLE_1554 2 0.000 1.000 0.00 1.00 0
#> SAMPLE_1556 2 0.000 1.000 0.00 1.00 0
#> SAMPLE_1557 2 0.000 1.000 0.00 1.00 0
#> SAMPLE_1558 2 0.000 1.000 0.00 1.00 0
#> SAMPLE_1560 2 0.000 1.000 0.00 1.00 0
#> SAMPLE_1563 2 0.000 1.000 0.00 1.00 0
#> SAMPLE_1565 2 0.000 1.000 0.00 1.00 0
#> SAMPLE_1566 2 0.000 1.000 0.00 1.00 0
#> SAMPLE_1575 2 0.000 1.000 0.00 1.00 0
#> SAMPLE_1657 2 0.000 1.000 0.00 1.00 0
#> SAMPLE_1666 1 0.000 0.994 1.00 0.00 0
#> SAMPLE_1771 3 0.000 1.000 0.00 0.00 1
#> SAMPLE_1867 1 0.000 0.994 1.00 0.00 0
#> SAMPLE_1869 2 0.000 1.000 0.00 1.00 0
#> SAMPLE_1878 2 0.000 1.000 0.00 1.00 0
#> SAMPLE_1905 1 0.000 0.994 1.00 0.00 0
#> SAMPLE_1923 1 0.000 0.994 1.00 0.00 0
#> SAMPLE_1981 1 0.000 0.994 1.00 0.00 0
#> SAMPLE_1982 1 0.000 0.994 1.00 0.00 0
#> SAMPLE_1983 1 0.000 0.994 1.00 0.00 0
#> SAMPLE_1984 1 0.000 0.994 1.00 0.00 0
#> SAMPLE_1985 1 0.000 0.994 1.00 0.00 0
#> SAMPLE_1986 1 0.000 0.994 1.00 0.00 0
#> SAMPLE_1990 1 0.000 0.994 1.00 0.00 0
#> SAMPLE_1991 1 0.000 0.994 1.00 0.00 0
#> SAMPLE_2001 1 0.000 0.994 1.00 0.00 0
#> SAMPLE_2027 1 0.000 0.994 1.00 0.00 0
#> SAMPLE_2071 1 0.000 0.994 1.00 0.00 0
#> SAMPLE_2077 3 0.000 1.000 0.00 0.00 1
#> SAMPLE_2078 3 0.000 1.000 0.00 0.00 1
#> SAMPLE_2079 3 0.000 1.000 0.00 0.00 1
#> SAMPLE_2080 3 0.000 1.000 0.00 0.00 1
#> SAMPLE_2087 3 0.000 1.000 0.00 0.00 1
#> SAMPLE_2091 3 0.000 1.000 0.00 0.00 1
#> SAMPLE_2092 3 0.000 1.000 0.00 0.00 1
#> SAMPLE_2097 3 0.000 1.000 0.00 0.00 1
#> SAMPLE_2099 3 0.000 1.000 0.00 0.00 1
#> SAMPLE_2100 3 0.000 1.000 0.00 0.00 1
#> SAMPLE_2101 3 0.000 1.000 0.00 0.00 1
#> SAMPLE_2102 3 0.000 1.000 0.00 0.00 1
#> SAMPLE_2108 3 0.000 1.000 0.00 0.00 1
#> SAMPLE_2112 3 0.000 1.000 0.00 0.00 1
#> SAMPLE_2113 3 0.000 1.000 0.00 0.00 1
#> SAMPLE_2114 3 0.000 1.000 0.00 0.00 1
#> SAMPLE_2116 3 0.000 1.000 0.00 0.00 1
#> SAMPLE_2117 3 0.000 1.000 0.00 0.00 1
#> SAMPLE_2118 3 0.000 1.000 0.00 0.00 1
#> SAMPLE_2121 3 0.000 1.000 0.00 0.00 1
#> SAMPLE_2122 3 0.000 1.000 0.00 0.00 1
#> SAMPLE_2124 3 0.000 1.000 0.00 0.00 1
#> SAMPLE_2128 3 0.000 1.000 0.00 0.00 1
#> SAMPLE_2130 3 0.000 1.000 0.00 0.00 1
#> SAMPLE_2132 3 0.000 1.000 0.00 0.00 1
#> SAMPLE_2133 3 0.000 1.000 0.00 0.00 1
#> SAMPLE_2137 3 0.000 1.000 0.00 0.00 1
#> SAMPLE_2154 1 0.000 0.994 1.00 0.00 0
#> SAMPLE_2157 1 0.000 0.994 1.00 0.00 0
#> SAMPLE_2160 1 0.000 0.994 1.00 0.00 0
#> SAMPLE_2187 1 0.000 0.994 1.00 0.00 0
#> SAMPLE_2285 1 0.000 0.994 1.00 0.00 0
#> SAMPLE_2326 1 0.000 0.994 1.00 0.00 0
#> SAMPLE_2354 1 0.000 0.994 1.00 0.00 0
#> SAMPLE_2387 2 0.000 1.000 0.00 1.00 0
#> SAMPLE_2388 2 0.000 1.000 0.00 1.00 0
#> SAMPLE_2395 1 0.000 0.994 1.00 0.00 0
#> SAMPLE_2405 2 0.000 1.000 0.00 1.00 0
#> SAMPLE_2406 2 0.000 1.000 0.00 1.00 0
#> SAMPLE_2407 2 0.000 1.000 0.00 1.00 0
#> SAMPLE_2408 2 0.000 1.000 0.00 1.00 0
#> SAMPLE_2582 1 0.000 0.994 1.00 0.00 0
#> SAMPLE_2593 1 0.000 0.994 1.00 0.00 0
#> SAMPLE_2594 1 0.000 0.994 1.00 0.00 0
#> SAMPLE_2665 1 0.000 0.994 1.00 0.00 0
#> SAMPLE_2695 2 0.000 1.000 0.00 1.00 0
#> SAMPLE_2698 2 0.000 1.000 0.00 1.00 0
#> SAMPLE_2712 2 0.000 1.000 0.00 1.00 0
#> SAMPLE_2729 2 0.000 1.000 0.00 1.00 0
#> SAMPLE_2730 2 0.000 1.000 0.00 1.00 0
#> SAMPLE_2731 2 0.000 1.000 0.00 1.00 0
#> SAMPLE_2732 2 0.000 1.000 0.00 1.00 0
#> SAMPLE_2733 2 0.000 1.000 0.00 1.00 0
#> SAMPLE_2797 2 0.000 1.000 0.00 1.00 0
cbind(get_classes(res, k = 4), get_membership(res, k = 4))
#> class entropy silhouette p1 p2 p3 p4
#> SAMPLE_13 1 0.00 1.000 1 0 0.00 0.00
#> SAMPLE_63 1 0.00 1.000 1 0 0.00 0.00
#> SAMPLE_104 1 0.00 1.000 1 0 0.00 0.00
#> SAMPLE_106 1 0.00 1.000 1 0 0.00 0.00
#> SAMPLE_174 1 0.00 1.000 1 0 0.00 0.00
#> SAMPLE_210 1 0.00 1.000 1 0 0.00 0.00
#> SAMPLE_643 1 0.00 1.000 1 0 0.00 0.00
#> SAMPLE_695 4 0.00 0.982 0 0 0.00 1.00
#> SAMPLE_714 4 0.00 0.982 0 0 0.00 1.00
#> SAMPLE_739 4 0.00 0.982 0 0 0.00 1.00
#> SAMPLE_1222 4 0.00 0.982 0 0 0.00 1.00
#> SAMPLE_1229 4 0.00 0.982 0 0 0.00 1.00
#> SAMPLE_1233 4 0.00 0.982 0 0 0.00 1.00
#> SAMPLE_1266 1 0.00 1.000 1 0 0.00 0.00
#> SAMPLE_1267 2 0.00 1.000 0 1 0.00 0.00
#> SAMPLE_1270 1 0.00 1.000 1 0 0.00 0.00
#> SAMPLE_1271 1 0.00 1.000 1 0 0.00 0.00
#> SAMPLE_1272 1 0.00 1.000 1 0 0.00 0.00
#> SAMPLE_1273 1 0.00 1.000 1 0 0.00 0.00
#> SAMPLE_1290 2 0.00 1.000 0 1 0.00 0.00
#> SAMPLE_1295 1 0.00 1.000 1 0 0.00 0.00
#> SAMPLE_1298 1 0.00 1.000 1 0 0.00 0.00
#> SAMPLE_1302 1 0.00 1.000 1 0 0.00 0.00
#> SAMPLE_1303 1 0.00 1.000 1 0 0.00 0.00
#> SAMPLE_1304 1 0.00 1.000 1 0 0.00 0.00
#> SAMPLE_1306 1 0.00 1.000 1 0 0.00 0.00
#> SAMPLE_1308 1 0.00 1.000 1 0 0.00 0.00
#> SAMPLE_1309 1 0.00 1.000 1 0 0.00 0.00
#> SAMPLE_1313 1 0.00 1.000 1 0 0.00 0.00
#> SAMPLE_1314 1 0.00 1.000 1 0 0.00 0.00
#> SAMPLE_1315 1 0.00 1.000 1 0 0.00 0.00
#> SAMPLE_1339 3 0.00 1.000 0 0 1.00 0.00
#> SAMPLE_1350 3 0.00 1.000 0 0 1.00 0.00
#> SAMPLE_1429 2 0.00 1.000 0 1 0.00 0.00
#> SAMPLE_1526 1 0.00 1.000 1 0 0.00 0.00
#> SAMPLE_1554 2 0.00 1.000 0 1 0.00 0.00
#> SAMPLE_1556 2 0.00 1.000 0 1 0.00 0.00
#> SAMPLE_1557 2 0.00 1.000 0 1 0.00 0.00
#> SAMPLE_1558 2 0.00 1.000 0 1 0.00 0.00
#> SAMPLE_1560 2 0.00 1.000 0 1 0.00 0.00
#> SAMPLE_1563 2 0.00 1.000 0 1 0.00 0.00
#> SAMPLE_1565 2 0.00 1.000 0 1 0.00 0.00
#> SAMPLE_1566 2 0.00 1.000 0 1 0.00 0.00
#> SAMPLE_1575 2 0.00 1.000 0 1 0.00 0.00
#> SAMPLE_1657 2 0.00 1.000 0 1 0.00 0.00
#> SAMPLE_1666 1 0.00 1.000 1 0 0.00 0.00
#> SAMPLE_1771 3 0.00 1.000 0 0 1.00 0.00
#> SAMPLE_1867 4 0.00 0.982 0 0 0.00 1.00
#> SAMPLE_1869 2 0.00 1.000 0 1 0.00 0.00
#> SAMPLE_1878 2 0.00 1.000 0 1 0.00 0.00
#> SAMPLE_1905 4 0.00 0.982 0 0 0.00 1.00
#> SAMPLE_1923 1 0.00 1.000 1 0 0.00 0.00
#> SAMPLE_1981 1 0.00 1.000 1 0 0.00 0.00
#> SAMPLE_1982 1 0.00 1.000 1 0 0.00 0.00
#> SAMPLE_1983 1 0.00 1.000 1 0 0.00 0.00
#> SAMPLE_1984 1 0.00 1.000 1 0 0.00 0.00
#> SAMPLE_1985 1 0.00 1.000 1 0 0.00 0.00
#> SAMPLE_1986 1 0.00 1.000 1 0 0.00 0.00
#> SAMPLE_1990 1 0.00 1.000 1 0 0.00 0.00
#> SAMPLE_1991 1 0.00 1.000 1 0 0.00 0.00
#> SAMPLE_2001 1 0.00 1.000 1 0 0.00 0.00
#> SAMPLE_2027 1 0.00 1.000 1 0 0.00 0.00
#> SAMPLE_2071 1 0.00 1.000 1 0 0.00 0.00
#> SAMPLE_2077 3 0.00 1.000 0 0 1.00 0.00
#> SAMPLE_2078 3 0.00 1.000 0 0 1.00 0.00
#> SAMPLE_2079 3 0.00 1.000 0 0 1.00 0.00
#> SAMPLE_2080 3 0.00 1.000 0 0 1.00 0.00
#> SAMPLE_2087 3 0.00 1.000 0 0 1.00 0.00
#> SAMPLE_2091 3 0.00 1.000 0 0 1.00 0.00
#> SAMPLE_2092 3 0.00 1.000 0 0 1.00 0.00
#> SAMPLE_2097 3 0.00 1.000 0 0 1.00 0.00
#> SAMPLE_2099 3 0.00 1.000 0 0 1.00 0.00
#> SAMPLE_2100 3 0.00 1.000 0 0 1.00 0.00
#> SAMPLE_2101 3 0.00 1.000 0 0 1.00 0.00
#> SAMPLE_2102 3 0.00 1.000 0 0 1.00 0.00
#> SAMPLE_2108 3 0.00 1.000 0 0 1.00 0.00
#> SAMPLE_2112 3 0.00 1.000 0 0 1.00 0.00
#> SAMPLE_2113 3 0.00 1.000 0 0 1.00 0.00
#> SAMPLE_2114 3 0.00 1.000 0 0 1.00 0.00
#> SAMPLE_2116 3 0.00 1.000 0 0 1.00 0.00
#> SAMPLE_2117 3 0.00 1.000 0 0 1.00 0.00
#> SAMPLE_2118 3 0.00 1.000 0 0 1.00 0.00
#> SAMPLE_2121 3 0.00 1.000 0 0 1.00 0.00
#> SAMPLE_2122 3 0.00 1.000 0 0 1.00 0.00
#> SAMPLE_2124 3 0.00 1.000 0 0 1.00 0.00
#> SAMPLE_2128 3 0.00 1.000 0 0 1.00 0.00
#> SAMPLE_2130 3 0.00 1.000 0 0 1.00 0.00
#> SAMPLE_2132 4 0.34 0.780 0 0 0.18 0.82
#> SAMPLE_2133 3 0.00 1.000 0 0 1.00 0.00
#> SAMPLE_2137 3 0.00 1.000 0 0 1.00 0.00
#> SAMPLE_2154 1 0.00 1.000 1 0 0.00 0.00
#> SAMPLE_2157 1 0.00 1.000 1 0 0.00 0.00
#> SAMPLE_2160 1 0.00 1.000 1 0 0.00 0.00
#> SAMPLE_2187 1 0.00 1.000 1 0 0.00 0.00
#> SAMPLE_2285 4 0.00 0.982 0 0 0.00 1.00
#> SAMPLE_2326 4 0.00 0.982 0 0 0.00 1.00
#> SAMPLE_2354 1 0.00 1.000 1 0 0.00 0.00
#> SAMPLE_2387 2 0.00 1.000 0 1 0.00 0.00
#> SAMPLE_2388 2 0.00 1.000 0 1 0.00 0.00
#> SAMPLE_2395 1 0.00 1.000 1 0 0.00 0.00
#> SAMPLE_2405 2 0.00 1.000 0 1 0.00 0.00
#> SAMPLE_2406 2 0.00 1.000 0 1 0.00 0.00
#> SAMPLE_2407 2 0.00 1.000 0 1 0.00 0.00
#> SAMPLE_2408 2 0.00 1.000 0 1 0.00 0.00
#> SAMPLE_2582 1 0.00 1.000 1 0 0.00 0.00
#> SAMPLE_2593 1 0.00 1.000 1 0 0.00 0.00
#> SAMPLE_2594 1 0.00 1.000 1 0 0.00 0.00
#> SAMPLE_2665 1 0.00 1.000 1 0 0.00 0.00
#> SAMPLE_2695 2 0.00 1.000 0 1 0.00 0.00
#> SAMPLE_2698 2 0.00 1.000 0 1 0.00 0.00
#> SAMPLE_2712 2 0.00 1.000 0 1 0.00 0.00
#> SAMPLE_2729 2 0.00 1.000 0 1 0.00 0.00
#> SAMPLE_2730 2 0.00 1.000 0 1 0.00 0.00
#> SAMPLE_2731 2 0.00 1.000 0 1 0.00 0.00
#> SAMPLE_2732 2 0.00 1.000 0 1 0.00 0.00
#> SAMPLE_2733 2 0.00 1.000 0 1 0.00 0.00
#> SAMPLE_2797 2 0.00 1.000 0 1 0.00 0.00
cbind(get_classes(res, k = 5), get_membership(res, k = 5))
#> class entropy silhouette p1 p2 p3 p4 p5
#> SAMPLE_13 1 0.0000 1.000 1 0.00 0.00 0.00 0.00
#> SAMPLE_63 1 0.0000 1.000 1 0.00 0.00 0.00 0.00
#> SAMPLE_104 1 0.0000 1.000 1 0.00 0.00 0.00 0.00
#> SAMPLE_106 1 0.0000 1.000 1 0.00 0.00 0.00 0.00
#> SAMPLE_174 1 0.0000 1.000 1 0.00 0.00 0.00 0.00
#> SAMPLE_210 1 0.0000 1.000 1 0.00 0.00 0.00 0.00
#> SAMPLE_643 1 0.0000 1.000 1 0.00 0.00 0.00 0.00
#> SAMPLE_695 4 0.0000 0.970 0 0.00 0.00 1.00 0.00
#> SAMPLE_714 4 0.0000 0.970 0 0.00 0.00 1.00 0.00
#> SAMPLE_739 4 0.0000 0.970 0 0.00 0.00 1.00 0.00
#> SAMPLE_1222 4 0.0000 0.970 0 0.00 0.00 1.00 0.00
#> SAMPLE_1229 4 0.0000 0.970 0 0.00 0.00 1.00 0.00
#> SAMPLE_1233 4 0.0000 0.970 0 0.00 0.00 1.00 0.00
#> SAMPLE_1266 1 0.0000 1.000 1 0.00 0.00 0.00 0.00
#> SAMPLE_1267 2 0.3983 0.759 0 0.66 0.00 0.00 0.34
#> SAMPLE_1270 1 0.0000 1.000 1 0.00 0.00 0.00 0.00
#> SAMPLE_1271 1 0.0000 1.000 1 0.00 0.00 0.00 0.00
#> SAMPLE_1272 1 0.0000 1.000 1 0.00 0.00 0.00 0.00
#> SAMPLE_1273 1 0.0000 1.000 1 0.00 0.00 0.00 0.00
#> SAMPLE_1290 2 0.2732 0.918 0 0.84 0.00 0.00 0.16
#> SAMPLE_1295 1 0.0000 1.000 1 0.00 0.00 0.00 0.00
#> SAMPLE_1298 1 0.0000 1.000 1 0.00 0.00 0.00 0.00
#> SAMPLE_1302 1 0.0000 1.000 1 0.00 0.00 0.00 0.00
#> SAMPLE_1303 1 0.0000 1.000 1 0.00 0.00 0.00 0.00
#> SAMPLE_1304 1 0.0000 1.000 1 0.00 0.00 0.00 0.00
#> SAMPLE_1306 1 0.0000 1.000 1 0.00 0.00 0.00 0.00
#> SAMPLE_1308 1 0.0000 1.000 1 0.00 0.00 0.00 0.00
#> SAMPLE_1309 1 0.0000 1.000 1 0.00 0.00 0.00 0.00
#> SAMPLE_1313 1 0.0000 1.000 1 0.00 0.00 0.00 0.00
#> SAMPLE_1314 1 0.0000 1.000 1 0.00 0.00 0.00 0.00
#> SAMPLE_1315 1 0.0000 1.000 1 0.00 0.00 0.00 0.00
#> SAMPLE_1339 3 0.0000 0.982 0 0.00 1.00 0.00 0.00
#> SAMPLE_1350 3 0.0000 0.982 0 0.00 1.00 0.00 0.00
#> SAMPLE_1429 5 0.0000 1.000 0 0.00 0.00 0.00 1.00
#> SAMPLE_1526 1 0.0000 1.000 1 0.00 0.00 0.00 0.00
#> SAMPLE_1554 2 0.2732 0.918 0 0.84 0.00 0.00 0.16
#> SAMPLE_1556 2 0.2732 0.918 0 0.84 0.00 0.00 0.16
#> SAMPLE_1557 2 0.2732 0.918 0 0.84 0.00 0.00 0.16
#> SAMPLE_1558 2 0.2732 0.918 0 0.84 0.00 0.00 0.16
#> SAMPLE_1560 2 0.2732 0.918 0 0.84 0.00 0.00 0.16
#> SAMPLE_1563 2 0.2732 0.918 0 0.84 0.00 0.00 0.16
#> SAMPLE_1565 2 0.2732 0.918 0 0.84 0.00 0.00 0.16
#> SAMPLE_1566 2 0.2732 0.918 0 0.84 0.00 0.00 0.16
#> SAMPLE_1575 2 0.4287 0.558 0 0.54 0.00 0.00 0.46
#> SAMPLE_1657 5 0.0000 1.000 0 0.00 0.00 0.00 1.00
#> SAMPLE_1666 1 0.0000 1.000 1 0.00 0.00 0.00 0.00
#> SAMPLE_1771 3 0.0000 0.982 0 0.00 1.00 0.00 0.00
#> SAMPLE_1867 4 0.0609 0.965 0 0.02 0.00 0.98 0.00
#> SAMPLE_1869 5 0.0000 1.000 0 0.00 0.00 0.00 1.00
#> SAMPLE_1878 5 0.0000 1.000 0 0.00 0.00 0.00 1.00
#> SAMPLE_1905 4 0.0609 0.965 0 0.02 0.00 0.98 0.00
#> SAMPLE_1923 1 0.0000 1.000 1 0.00 0.00 0.00 0.00
#> SAMPLE_1981 1 0.0000 1.000 1 0.00 0.00 0.00 0.00
#> SAMPLE_1982 1 0.0000 1.000 1 0.00 0.00 0.00 0.00
#> SAMPLE_1983 1 0.0000 1.000 1 0.00 0.00 0.00 0.00
#> SAMPLE_1984 1 0.0000 1.000 1 0.00 0.00 0.00 0.00
#> SAMPLE_1985 1 0.0000 1.000 1 0.00 0.00 0.00 0.00
#> SAMPLE_1986 1 0.0000 1.000 1 0.00 0.00 0.00 0.00
#> SAMPLE_1990 1 0.0000 1.000 1 0.00 0.00 0.00 0.00
#> SAMPLE_1991 1 0.0000 1.000 1 0.00 0.00 0.00 0.00
#> SAMPLE_2001 1 0.0000 1.000 1 0.00 0.00 0.00 0.00
#> SAMPLE_2027 1 0.0000 1.000 1 0.00 0.00 0.00 0.00
#> SAMPLE_2071 1 0.0000 1.000 1 0.00 0.00 0.00 0.00
#> SAMPLE_2077 3 0.0000 0.982 0 0.00 1.00 0.00 0.00
#> SAMPLE_2078 3 0.0000 0.982 0 0.00 1.00 0.00 0.00
#> SAMPLE_2079 3 0.0000 0.982 0 0.00 1.00 0.00 0.00
#> SAMPLE_2080 3 0.2516 0.880 0 0.14 0.86 0.00 0.00
#> SAMPLE_2087 3 0.0000 0.982 0 0.00 1.00 0.00 0.00
#> SAMPLE_2091 3 0.2516 0.880 0 0.14 0.86 0.00 0.00
#> SAMPLE_2092 3 0.0000 0.982 0 0.00 1.00 0.00 0.00
#> SAMPLE_2097 3 0.0000 0.982 0 0.00 1.00 0.00 0.00
#> SAMPLE_2099 3 0.0000 0.982 0 0.00 1.00 0.00 0.00
#> SAMPLE_2100 3 0.0000 0.982 0 0.00 1.00 0.00 0.00
#> SAMPLE_2101 3 0.0000 0.982 0 0.00 1.00 0.00 0.00
#> SAMPLE_2102 3 0.0000 0.982 0 0.00 1.00 0.00 0.00
#> SAMPLE_2108 3 0.0000 0.982 0 0.00 1.00 0.00 0.00
#> SAMPLE_2112 3 0.0000 0.982 0 0.00 1.00 0.00 0.00
#> SAMPLE_2113 3 0.0000 0.982 0 0.00 1.00 0.00 0.00
#> SAMPLE_2114 3 0.0000 0.982 0 0.00 1.00 0.00 0.00
#> SAMPLE_2116 3 0.2516 0.880 0 0.14 0.86 0.00 0.00
#> SAMPLE_2117 3 0.0000 0.982 0 0.00 1.00 0.00 0.00
#> SAMPLE_2118 3 0.0000 0.982 0 0.00 1.00 0.00 0.00
#> SAMPLE_2121 3 0.0000 0.982 0 0.00 1.00 0.00 0.00
#> SAMPLE_2122 3 0.0000 0.982 0 0.00 1.00 0.00 0.00
#> SAMPLE_2124 3 0.2516 0.880 0 0.14 0.86 0.00 0.00
#> SAMPLE_2128 3 0.0000 0.982 0 0.00 1.00 0.00 0.00
#> SAMPLE_2130 3 0.0000 0.982 0 0.00 1.00 0.00 0.00
#> SAMPLE_2132 4 0.3109 0.727 0 0.00 0.20 0.80 0.00
#> SAMPLE_2133 3 0.0000 0.982 0 0.00 1.00 0.00 0.00
#> SAMPLE_2137 3 0.0000 0.982 0 0.00 1.00 0.00 0.00
#> SAMPLE_2154 1 0.0000 1.000 1 0.00 0.00 0.00 0.00
#> SAMPLE_2157 1 0.0000 1.000 1 0.00 0.00 0.00 0.00
#> SAMPLE_2160 1 0.0000 1.000 1 0.00 0.00 0.00 0.00
#> SAMPLE_2187 1 0.0000 1.000 1 0.00 0.00 0.00 0.00
#> SAMPLE_2285 4 0.0609 0.965 0 0.02 0.00 0.98 0.00
#> SAMPLE_2326 4 0.0000 0.970 0 0.00 0.00 1.00 0.00
#> SAMPLE_2354 1 0.0000 1.000 1 0.00 0.00 0.00 0.00
#> SAMPLE_2387 5 0.0000 1.000 0 0.00 0.00 0.00 1.00
#> SAMPLE_2388 5 0.0000 1.000 0 0.00 0.00 0.00 1.00
#> SAMPLE_2395 1 0.0000 1.000 1 0.00 0.00 0.00 0.00
#> SAMPLE_2405 5 0.0000 1.000 0 0.00 0.00 0.00 1.00
#> SAMPLE_2406 5 0.0000 1.000 0 0.00 0.00 0.00 1.00
#> SAMPLE_2407 5 0.0000 1.000 0 0.00 0.00 0.00 1.00
#> SAMPLE_2408 5 0.0000 1.000 0 0.00 0.00 0.00 1.00
#> SAMPLE_2582 1 0.0000 1.000 1 0.00 0.00 0.00 0.00
#> SAMPLE_2593 1 0.0000 1.000 1 0.00 0.00 0.00 0.00
#> SAMPLE_2594 1 0.0000 1.000 1 0.00 0.00 0.00 0.00
#> SAMPLE_2665 1 0.0000 1.000 1 0.00 0.00 0.00 0.00
#> SAMPLE_2695 2 0.4182 0.680 0 0.60 0.00 0.00 0.40
#> SAMPLE_2698 2 0.4182 0.680 0 0.60 0.00 0.00 0.40
#> SAMPLE_2712 2 0.4126 0.709 0 0.62 0.00 0.00 0.38
#> SAMPLE_2729 2 0.2732 0.918 0 0.84 0.00 0.00 0.16
#> SAMPLE_2730 2 0.2732 0.918 0 0.84 0.00 0.00 0.16
#> SAMPLE_2731 2 0.2732 0.918 0 0.84 0.00 0.00 0.16
#> SAMPLE_2732 2 0.2732 0.918 0 0.84 0.00 0.00 0.16
#> SAMPLE_2733 2 0.2732 0.918 0 0.84 0.00 0.00 0.16
#> SAMPLE_2797 5 0.0000 1.000 0 0.00 0.00 0.00 1.00
cbind(get_classes(res, k = 6), get_membership(res, k = 6))
#> class entropy silhouette p1 p2 p3 p4 p5 p6
#> SAMPLE_13 1 0.0000 0.986 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_63 1 0.0000 0.986 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_104 1 0.0000 0.986 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_106 1 0.0000 0.986 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_174 1 0.0000 0.986 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_210 1 0.0000 0.986 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_643 1 0.0000 0.986 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_695 4 0.0000 0.890 0.00 0.00 0.00 1.00 0.00 0.00
#> SAMPLE_714 4 0.0000 0.890 0.00 0.00 0.00 1.00 0.00 0.00
#> SAMPLE_739 4 0.0000 0.890 0.00 0.00 0.00 1.00 0.00 0.00
#> SAMPLE_1222 4 0.0000 0.890 0.00 0.00 0.00 1.00 0.00 0.00
#> SAMPLE_1229 4 0.0000 0.890 0.00 0.00 0.00 1.00 0.00 0.00
#> SAMPLE_1233 4 0.0000 0.890 0.00 0.00 0.00 1.00 0.00 0.00
#> SAMPLE_1266 1 0.1480 0.950 0.94 0.00 0.00 0.00 0.02 0.04
#> SAMPLE_1267 2 0.3073 0.829 0.00 0.84 0.00 0.00 0.08 0.08
#> SAMPLE_1270 1 0.0000 0.986 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1271 1 0.0000 0.986 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1272 1 0.0000 0.986 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1273 1 0.0000 0.986 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1290 2 0.0000 0.928 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_1295 1 0.0000 0.986 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1298 1 0.1807 0.936 0.92 0.00 0.00 0.00 0.02 0.06
#> SAMPLE_1302 1 0.0000 0.986 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1303 1 0.0000 0.986 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1304 1 0.0000 0.986 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1306 1 0.0000 0.986 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1308 1 0.0000 0.986 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1309 1 0.0000 0.986 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1313 1 0.2094 0.920 0.90 0.00 0.00 0.00 0.02 0.08
#> SAMPLE_1314 1 0.1092 0.963 0.96 0.00 0.00 0.00 0.02 0.02
#> SAMPLE_1315 1 0.0000 0.986 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1339 3 0.0000 1.000 0.00 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_1350 3 0.0000 1.000 0.00 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_1429 5 0.1556 0.995 0.00 0.08 0.00 0.00 0.92 0.00
#> SAMPLE_1526 1 0.0000 0.986 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1554 2 0.0000 0.928 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_1556 2 0.0000 0.928 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_1557 2 0.0000 0.928 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_1558 2 0.0000 0.928 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_1560 2 0.0000 0.928 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_1563 2 0.0000 0.928 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_1565 2 0.0000 0.928 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_1566 2 0.0000 0.928 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_1575 2 0.4503 0.636 0.00 0.68 0.00 0.00 0.24 0.08
#> SAMPLE_1657 5 0.1556 0.995 0.00 0.08 0.00 0.00 0.92 0.00
#> SAMPLE_1666 1 0.0000 0.986 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1771 3 0.0000 1.000 0.00 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_1867 4 0.4247 0.784 0.00 0.00 0.00 0.70 0.06 0.24
#> SAMPLE_1869 5 0.1556 0.995 0.00 0.08 0.00 0.00 0.92 0.00
#> SAMPLE_1878 5 0.1556 0.995 0.00 0.08 0.00 0.00 0.92 0.00
#> SAMPLE_1905 4 0.4247 0.784 0.00 0.00 0.00 0.70 0.06 0.24
#> SAMPLE_1923 1 0.0000 0.986 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1981 1 0.0000 0.986 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1982 1 0.1807 0.936 0.92 0.00 0.00 0.00 0.02 0.06
#> SAMPLE_1983 1 0.0000 0.986 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1984 1 0.1480 0.950 0.94 0.00 0.00 0.00 0.02 0.04
#> SAMPLE_1985 1 0.1807 0.936 0.92 0.00 0.00 0.00 0.02 0.06
#> SAMPLE_1986 1 0.0000 0.986 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1990 1 0.0000 0.986 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1991 1 0.1807 0.936 0.92 0.00 0.00 0.00 0.02 0.06
#> SAMPLE_2001 1 0.0000 0.986 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2027 1 0.0000 0.986 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2071 1 0.1480 0.950 0.94 0.00 0.00 0.00 0.02 0.04
#> SAMPLE_2077 3 0.0000 1.000 0.00 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_2078 3 0.0000 1.000 0.00 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_2079 3 0.0000 1.000 0.00 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_2080 6 0.3706 0.988 0.00 0.00 0.38 0.00 0.00 0.62
#> SAMPLE_2087 3 0.0000 1.000 0.00 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_2091 6 0.3706 0.988 0.00 0.00 0.38 0.00 0.00 0.62
#> SAMPLE_2092 3 0.0000 1.000 0.00 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_2097 3 0.0000 1.000 0.00 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_2099 3 0.0000 1.000 0.00 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_2100 3 0.0000 1.000 0.00 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_2101 3 0.0000 1.000 0.00 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_2102 3 0.0000 1.000 0.00 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_2108 3 0.0000 1.000 0.00 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_2112 3 0.0000 1.000 0.00 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_2113 3 0.0000 1.000 0.00 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_2114 3 0.0000 1.000 0.00 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_2116 6 0.3647 0.966 0.00 0.00 0.36 0.00 0.00 0.64
#> SAMPLE_2117 3 0.0000 1.000 0.00 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_2118 3 0.0000 1.000 0.00 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_2121 3 0.0000 1.000 0.00 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_2122 3 0.0000 1.000 0.00 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_2124 6 0.3706 0.988 0.00 0.00 0.38 0.00 0.00 0.62
#> SAMPLE_2128 3 0.0000 1.000 0.00 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_2130 3 0.0000 1.000 0.00 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_2132 4 0.4247 0.459 0.00 0.00 0.24 0.70 0.00 0.06
#> SAMPLE_2133 3 0.0000 1.000 0.00 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_2137 3 0.0000 1.000 0.00 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_2154 1 0.0000 0.986 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2157 1 0.0000 0.986 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2160 1 0.0000 0.986 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2187 1 0.0000 0.986 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2285 4 0.4247 0.784 0.00 0.00 0.00 0.70 0.06 0.24
#> SAMPLE_2326 4 0.0547 0.885 0.00 0.00 0.00 0.98 0.00 0.02
#> SAMPLE_2354 1 0.0000 0.986 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2387 5 0.1556 0.995 0.00 0.08 0.00 0.00 0.92 0.00
#> SAMPLE_2388 5 0.1556 0.995 0.00 0.08 0.00 0.00 0.92 0.00
#> SAMPLE_2395 1 0.0000 0.986 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2405 5 0.1556 0.995 0.00 0.08 0.00 0.00 0.92 0.00
#> SAMPLE_2406 5 0.1556 0.995 0.00 0.08 0.00 0.00 0.92 0.00
#> SAMPLE_2407 5 0.1556 0.995 0.00 0.08 0.00 0.00 0.92 0.00
#> SAMPLE_2408 5 0.1556 0.995 0.00 0.08 0.00 0.00 0.92 0.00
#> SAMPLE_2582 1 0.1807 0.936 0.92 0.00 0.00 0.00 0.02 0.06
#> SAMPLE_2593 1 0.0000 0.986 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2594 1 0.0000 0.986 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2665 1 0.0000 0.986 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2695 2 0.4244 0.701 0.00 0.72 0.00 0.00 0.20 0.08
#> SAMPLE_2698 2 0.4244 0.701 0.00 0.72 0.00 0.00 0.20 0.08
#> SAMPLE_2712 2 0.3928 0.751 0.00 0.76 0.00 0.00 0.16 0.08
#> SAMPLE_2729 2 0.0000 0.928 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_2730 2 0.0000 0.928 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_2731 2 0.0000 0.928 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_2732 2 0.0000 0.928 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_2733 2 0.0000 0.928 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_2797 5 0.2048 0.952 0.00 0.12 0.00 0.00 0.88 0.00
cbind(get_classes(res, k = 7), get_membership(res, k = 7))
#> class entropy silhouette p1 p2 p3 p4 p5 p6 p7
#> SAMPLE_13 1 0.0000 0.945 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_63 1 0.0000 0.945 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_104 1 0.0000 0.945 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_106 1 0.0000 0.945 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_174 1 0.0000 0.945 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_210 1 0.0000 0.945 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_643 1 0.0000 0.945 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_695 4 0.0863 0.770 0.00 0.00 0.00 0.96 0.00 0.00 0.04
#> SAMPLE_714 4 0.0000 0.790 0.00 0.00 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_739 4 0.0863 0.770 0.00 0.00 0.00 0.96 0.00 0.00 0.04
#> SAMPLE_1222 4 0.0000 0.790 0.00 0.00 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_1229 4 0.0000 0.790 0.00 0.00 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_1233 4 0.0000 0.790 0.00 0.00 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_1266 1 0.3449 0.785 0.78 0.00 0.00 0.00 0.00 0.08 0.14
#> SAMPLE_1267 2 0.4499 0.690 0.00 0.70 0.00 0.00 0.16 0.02 0.12
#> SAMPLE_1270 1 0.0000 0.945 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1271 1 0.0000 0.945 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1272 1 0.0000 0.945 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1273 1 0.0000 0.945 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1290 2 0.0000 0.898 0.00 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1295 1 0.0000 0.945 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1298 1 0.4177 0.706 0.70 0.00 0.00 0.00 0.00 0.12 0.18
#> SAMPLE_1302 1 0.0000 0.945 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1303 1 0.0000 0.945 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1304 1 0.0000 0.945 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1306 1 0.0000 0.945 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1308 1 0.0000 0.945 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1309 1 0.0000 0.945 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1313 1 0.4429 0.653 0.66 0.00 0.00 0.00 0.00 0.12 0.22
#> SAMPLE_1314 1 0.2803 0.835 0.84 0.00 0.00 0.00 0.00 0.06 0.10
#> SAMPLE_1315 1 0.0000 0.945 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1339 3 0.0504 0.982 0.00 0.00 0.98 0.00 0.00 0.00 0.02
#> SAMPLE_1350 3 0.0000 0.990 0.00 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_1429 5 0.0863 0.964 0.00 0.04 0.00 0.00 0.96 0.00 0.00
#> SAMPLE_1526 1 0.0000 0.945 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1554 2 0.0000 0.898 0.00 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1556 2 0.0000 0.898 0.00 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1557 2 0.0000 0.898 0.00 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1558 2 0.0000 0.898 0.00 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1560 2 0.0000 0.898 0.00 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1563 2 0.0000 0.898 0.00 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1565 2 0.0000 0.898 0.00 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1566 2 0.0000 0.898 0.00 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1575 2 0.5317 0.477 0.00 0.56 0.00 0.00 0.28 0.02 0.14
#> SAMPLE_1657 5 0.0863 0.964 0.00 0.04 0.00 0.00 0.96 0.00 0.00
#> SAMPLE_1666 1 0.0000 0.945 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1771 3 0.0000 0.990 0.00 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_1867 7 0.3546 1.000 0.00 0.00 0.00 0.46 0.00 0.00 0.54
#> SAMPLE_1869 5 0.1166 0.974 0.00 0.06 0.00 0.00 0.94 0.00 0.00
#> SAMPLE_1878 5 0.0863 0.964 0.00 0.04 0.00 0.00 0.96 0.00 0.00
#> SAMPLE_1905 7 0.3546 1.000 0.00 0.00 0.00 0.46 0.00 0.00 0.54
#> SAMPLE_1923 1 0.0000 0.945 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1981 1 0.0000 0.945 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1982 1 0.4177 0.706 0.70 0.00 0.00 0.00 0.00 0.12 0.18
#> SAMPLE_1983 1 0.0000 0.945 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1984 1 0.3058 0.819 0.82 0.00 0.00 0.00 0.00 0.08 0.10
#> SAMPLE_1985 1 0.4177 0.706 0.70 0.00 0.00 0.00 0.00 0.12 0.18
#> SAMPLE_1986 1 0.0000 0.945 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1990 1 0.0000 0.945 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1991 1 0.4177 0.706 0.70 0.00 0.00 0.00 0.00 0.12 0.18
#> SAMPLE_2001 1 0.0000 0.945 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2027 1 0.0000 0.945 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2071 1 0.3449 0.785 0.78 0.00 0.00 0.00 0.00 0.08 0.14
#> SAMPLE_2077 3 0.0000 0.990 0.00 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_2078 3 0.0504 0.982 0.00 0.00 0.98 0.00 0.00 0.00 0.02
#> SAMPLE_2079 3 0.0000 0.990 0.00 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_2080 6 0.2259 1.000 0.00 0.00 0.16 0.00 0.00 0.84 0.00
#> SAMPLE_2087 3 0.0504 0.982 0.00 0.00 0.98 0.00 0.00 0.00 0.02
#> SAMPLE_2091 6 0.2259 1.000 0.00 0.00 0.16 0.00 0.00 0.84 0.00
#> SAMPLE_2092 3 0.0000 0.990 0.00 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_2097 3 0.0000 0.990 0.00 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_2099 3 0.0504 0.975 0.00 0.00 0.98 0.00 0.00 0.00 0.02
#> SAMPLE_2100 3 0.0000 0.990 0.00 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_2101 3 0.0000 0.990 0.00 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_2102 3 0.0504 0.982 0.00 0.00 0.98 0.00 0.00 0.00 0.02
#> SAMPLE_2108 3 0.0000 0.990 0.00 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_2112 3 0.0000 0.990 0.00 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_2113 3 0.1363 0.944 0.00 0.00 0.94 0.00 0.00 0.02 0.04
#> SAMPLE_2114 3 0.0000 0.990 0.00 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_2116 6 0.2259 1.000 0.00 0.00 0.16 0.00 0.00 0.84 0.00
#> SAMPLE_2117 3 0.0504 0.982 0.00 0.00 0.98 0.00 0.00 0.00 0.02
#> SAMPLE_2118 3 0.0000 0.990 0.00 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_2121 3 0.0504 0.982 0.00 0.00 0.98 0.00 0.00 0.00 0.02
#> SAMPLE_2122 3 0.0000 0.990 0.00 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_2124 6 0.2259 1.000 0.00 0.00 0.16 0.00 0.00 0.84 0.00
#> SAMPLE_2128 3 0.0504 0.982 0.00 0.00 0.98 0.00 0.00 0.00 0.02
#> SAMPLE_2130 3 0.0000 0.990 0.00 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_2132 4 0.7356 -0.122 0.00 0.00 0.12 0.42 0.06 0.20 0.20
#> SAMPLE_2133 3 0.0000 0.990 0.00 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_2137 3 0.0000 0.990 0.00 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_2154 1 0.0000 0.945 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2157 1 0.0000 0.945 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2160 1 0.0000 0.945 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2187 1 0.0000 0.945 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2285 7 0.3546 1.000 0.00 0.00 0.00 0.46 0.00 0.00 0.54
#> SAMPLE_2326 4 0.1886 0.570 0.00 0.00 0.00 0.88 0.00 0.00 0.12
#> SAMPLE_2354 1 0.0000 0.945 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2387 5 0.1166 0.974 0.00 0.06 0.00 0.00 0.94 0.00 0.00
#> SAMPLE_2388 5 0.1166 0.974 0.00 0.06 0.00 0.00 0.94 0.00 0.00
#> SAMPLE_2395 1 0.0000 0.945 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2405 5 0.1166 0.974 0.00 0.06 0.00 0.00 0.94 0.00 0.00
#> SAMPLE_2406 5 0.1166 0.974 0.00 0.06 0.00 0.00 0.94 0.00 0.00
#> SAMPLE_2407 5 0.1166 0.974 0.00 0.06 0.00 0.00 0.94 0.00 0.00
#> SAMPLE_2408 5 0.1166 0.974 0.00 0.06 0.00 0.00 0.94 0.00 0.00
#> SAMPLE_2582 1 0.4177 0.706 0.70 0.00 0.00 0.00 0.00 0.12 0.18
#> SAMPLE_2593 1 0.0000 0.945 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2594 1 0.0000 0.945 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2665 1 0.0000 0.945 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2695 2 0.4939 0.625 0.00 0.64 0.00 0.00 0.20 0.02 0.14
#> SAMPLE_2698 2 0.4939 0.625 0.00 0.64 0.00 0.00 0.20 0.02 0.14
#> SAMPLE_2712 2 0.4812 0.652 0.00 0.66 0.00 0.00 0.18 0.02 0.14
#> SAMPLE_2729 2 0.0000 0.898 0.00 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2730 2 0.0000 0.898 0.00 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2731 2 0.0000 0.898 0.00 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2732 2 0.0000 0.898 0.00 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2733 2 0.0000 0.898 0.00 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2797 5 0.2376 0.810 0.00 0.00 0.00 0.00 0.86 0.02 0.12
cbind(get_classes(res, k = 8), get_membership(res, k = 8))
#> class entropy silhouette p1 p2 p3 p4 p5 p6 p7 p8
#> SAMPLE_13 1 0.0000 0.9429 1.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_63 1 0.0471 0.9338 0.98 0.00 0.00 0.00 0.02 0.00 0.00 0.00
#> SAMPLE_104 1 0.0000 0.9429 1.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_106 1 0.0000 0.9429 1.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_174 1 0.0000 0.9429 1.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_210 1 0.0000 0.9429 1.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_643 1 0.0000 0.9429 1.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_695 4 0.0000 0.9639 0.00 0.00 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_714 4 0.0000 0.9639 0.00 0.00 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_739 4 0.0000 0.9639 0.00 0.00 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_1222 4 0.0000 0.9639 0.00 0.00 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_1229 4 0.0000 0.9639 0.00 0.00 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_1233 4 0.0000 0.9639 0.00 0.00 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_1266 1 0.2856 0.7886 0.78 0.00 0.00 0.00 0.20 0.00 0.02 0.00
#> SAMPLE_1267 2 0.4841 0.4446 0.00 0.50 0.00 0.00 0.34 0.00 0.00 0.16
#> SAMPLE_1270 1 0.0000 0.9429 1.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1271 1 0.0471 0.9338 0.98 0.00 0.00 0.00 0.02 0.00 0.00 0.00
#> SAMPLE_1272 1 0.0000 0.9429 1.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1273 1 0.0000 0.9429 1.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1290 2 0.0000 0.8329 0.00 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1295 1 0.0000 0.9429 1.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1298 1 0.3537 0.7285 0.72 0.00 0.00 0.00 0.24 0.02 0.02 0.00
#> SAMPLE_1302 1 0.0000 0.9429 1.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1303 1 0.0000 0.9429 1.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1304 1 0.0000 0.9429 1.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1306 1 0.0000 0.9429 1.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1308 1 0.0000 0.9429 1.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1309 1 0.0000 0.9429 1.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1313 1 0.4960 0.5115 0.58 0.00 0.00 0.00 0.28 0.04 0.10 0.00
#> SAMPLE_1314 1 0.2114 0.8385 0.84 0.00 0.00 0.00 0.16 0.00 0.00 0.00
#> SAMPLE_1315 1 0.0000 0.9429 1.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1339 3 0.0471 0.9680 0.00 0.00 0.98 0.00 0.00 0.00 0.02 0.00
#> SAMPLE_1350 3 0.0000 0.9728 0.00 0.00 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1429 8 0.0000 0.9518 0.00 0.00 0.00 0.00 0.00 0.00 0.00 1.00
#> SAMPLE_1526 1 0.0000 0.9429 1.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1554 2 0.0000 0.8329 0.00 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1556 2 0.0000 0.8329 0.00 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1557 2 0.0000 0.8329 0.00 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1558 2 0.0000 0.8329 0.00 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1560 2 0.0000 0.8329 0.00 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1563 2 0.0000 0.8329 0.00 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1565 2 0.0000 0.8329 0.00 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1566 2 0.0000 0.8329 0.00 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1575 2 0.5183 0.3156 0.00 0.38 0.00 0.00 0.38 0.00 0.00 0.24
#> SAMPLE_1657 8 0.0000 0.9518 0.00 0.00 0.00 0.00 0.00 0.00 0.00 1.00
#> SAMPLE_1666 1 0.0000 0.9429 1.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1771 3 0.0000 0.9728 0.00 0.00 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1867 7 0.2406 0.7480 0.00 0.00 0.00 0.20 0.00 0.00 0.80 0.00
#> SAMPLE_1869 8 0.0000 0.9518 0.00 0.00 0.00 0.00 0.00 0.00 0.00 1.00
#> SAMPLE_1878 8 0.0000 0.9518 0.00 0.00 0.00 0.00 0.00 0.00 0.00 1.00
#> SAMPLE_1905 7 0.2406 0.7480 0.00 0.00 0.00 0.20 0.00 0.00 0.80 0.00
#> SAMPLE_1923 1 0.0471 0.9338 0.98 0.00 0.00 0.00 0.02 0.00 0.00 0.00
#> SAMPLE_1981 1 0.0000 0.9429 1.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1982 1 0.3537 0.7285 0.72 0.00 0.00 0.00 0.24 0.02 0.02 0.00
#> SAMPLE_1983 1 0.0000 0.9429 1.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1984 1 0.2569 0.8226 0.82 0.00 0.00 0.00 0.16 0.00 0.02 0.00
#> SAMPLE_1985 1 0.3537 0.7285 0.72 0.00 0.00 0.00 0.24 0.02 0.02 0.00
#> SAMPLE_1986 1 0.0000 0.9429 1.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1990 1 0.0000 0.9429 1.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1991 1 0.3537 0.7285 0.72 0.00 0.00 0.00 0.24 0.02 0.02 0.00
#> SAMPLE_2001 1 0.0000 0.9429 1.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2027 1 0.0000 0.9429 1.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2071 1 0.2856 0.7886 0.78 0.00 0.00 0.00 0.20 0.00 0.02 0.00
#> SAMPLE_2077 3 0.0000 0.9728 0.00 0.00 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2078 3 0.0808 0.9606 0.00 0.00 0.96 0.00 0.00 0.00 0.04 0.00
#> SAMPLE_2079 3 0.0000 0.9728 0.00 0.00 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2080 6 0.0808 0.9853 0.00 0.00 0.04 0.00 0.00 0.96 0.00 0.00
#> SAMPLE_2087 3 0.0808 0.9606 0.00 0.00 0.96 0.00 0.00 0.00 0.04 0.00
#> SAMPLE_2091 6 0.0808 0.9853 0.00 0.00 0.04 0.00 0.00 0.96 0.00 0.00
#> SAMPLE_2092 3 0.0000 0.9728 0.00 0.00 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2097 3 0.0000 0.9728 0.00 0.00 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2099 3 0.1804 0.9256 0.00 0.00 0.90 0.00 0.02 0.00 0.08 0.00
#> SAMPLE_2100 3 0.1275 0.9428 0.00 0.00 0.94 0.00 0.02 0.00 0.04 0.00
#> SAMPLE_2101 3 0.0000 0.9728 0.00 0.00 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2102 3 0.0808 0.9606 0.00 0.00 0.96 0.00 0.00 0.00 0.04 0.00
#> SAMPLE_2108 3 0.0000 0.9728 0.00 0.00 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2112 3 0.0000 0.9728 0.00 0.00 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2113 3 0.3102 0.8407 0.00 0.00 0.82 0.00 0.02 0.08 0.08 0.00
#> SAMPLE_2114 3 0.1804 0.9256 0.00 0.00 0.90 0.00 0.02 0.00 0.08 0.00
#> SAMPLE_2116 6 0.0471 0.9557 0.00 0.00 0.02 0.00 0.00 0.98 0.00 0.00
#> SAMPLE_2117 3 0.0000 0.9728 0.00 0.00 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2118 3 0.0471 0.9660 0.00 0.00 0.98 0.00 0.02 0.00 0.00 0.00
#> SAMPLE_2121 3 0.0808 0.9606 0.00 0.00 0.96 0.00 0.00 0.00 0.04 0.00
#> SAMPLE_2122 3 0.0000 0.9728 0.00 0.00 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2124 6 0.0808 0.9853 0.00 0.00 0.04 0.00 0.00 0.96 0.00 0.00
#> SAMPLE_2128 3 0.0471 0.9680 0.00 0.00 0.98 0.00 0.00 0.00 0.02 0.00
#> SAMPLE_2130 3 0.0000 0.9728 0.00 0.00 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2132 7 0.7645 0.0823 0.00 0.00 0.06 0.20 0.24 0.20 0.28 0.02
#> SAMPLE_2133 3 0.1275 0.9428 0.00 0.00 0.94 0.00 0.02 0.00 0.04 0.00
#> SAMPLE_2137 3 0.0000 0.9728 0.00 0.00 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2154 1 0.0000 0.9429 1.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2157 1 0.0808 0.9227 0.96 0.00 0.00 0.00 0.04 0.00 0.00 0.00
#> SAMPLE_2160 1 0.0471 0.9338 0.98 0.00 0.00 0.00 0.02 0.00 0.00 0.00
#> SAMPLE_2187 1 0.0000 0.9429 1.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2285 7 0.2406 0.7480 0.00 0.00 0.00 0.20 0.00 0.00 0.80 0.00
#> SAMPLE_2326 4 0.2114 0.7417 0.00 0.00 0.00 0.84 0.00 0.00 0.16 0.00
#> SAMPLE_2354 1 0.0000 0.9429 1.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2387 8 0.0000 0.9518 0.00 0.00 0.00 0.00 0.00 0.00 0.00 1.00
#> SAMPLE_2388 8 0.0000 0.9518 0.00 0.00 0.00 0.00 0.00 0.00 0.00 1.00
#> SAMPLE_2395 1 0.0000 0.9429 1.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2405 8 0.0000 0.9518 0.00 0.00 0.00 0.00 0.00 0.00 0.00 1.00
#> SAMPLE_2406 8 0.0000 0.9518 0.00 0.00 0.00 0.00 0.00 0.00 0.00 1.00
#> SAMPLE_2407 8 0.0000 0.9518 0.00 0.00 0.00 0.00 0.00 0.00 0.00 1.00
#> SAMPLE_2408 8 0.0000 0.9518 0.00 0.00 0.00 0.00 0.00 0.00 0.00 1.00
#> SAMPLE_2582 1 0.3537 0.7285 0.72 0.00 0.00 0.00 0.24 0.02 0.02 0.00
#> SAMPLE_2593 1 0.0000 0.9429 1.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2594 1 0.0000 0.9429 1.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2665 1 0.0000 0.9429 1.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2695 2 0.5133 0.3456 0.00 0.40 0.00 0.00 0.38 0.00 0.00 0.22
#> SAMPLE_2698 2 0.5133 0.3456 0.00 0.40 0.00 0.00 0.38 0.00 0.00 0.22
#> SAMPLE_2712 2 0.4990 0.3877 0.00 0.44 0.00 0.00 0.38 0.00 0.00 0.18
#> SAMPLE_2729 2 0.0000 0.8329 0.00 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2730 2 0.0000 0.8329 0.00 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2731 2 0.0000 0.8329 0.00 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2732 2 0.0000 0.8329 0.00 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2733 2 0.0000 0.8329 0.00 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2797 8 0.4940 0.2850 0.00 0.02 0.00 0.00 0.40 0.00 0.10 0.48
Heatmaps for the consensus matrix. It visualizes the probability of two samples to be in a same group.
consensus_heatmap(res, k = 2)
consensus_heatmap(res, k = 3)
consensus_heatmap(res, k = 4)
consensus_heatmap(res, k = 5)
consensus_heatmap(res, k = 6)
consensus_heatmap(res, k = 7)
consensus_heatmap(res, k = 8)
Heatmaps for the membership of samples in all partitions to see how consistent they are:
membership_heatmap(res, k = 2)
membership_heatmap(res, k = 3)
membership_heatmap(res, k = 4)
membership_heatmap(res, k = 5)
membership_heatmap(res, k = 6)
membership_heatmap(res, k = 7)
membership_heatmap(res, k = 8)
As soon as the classes for columns are determined, the signatures that are significantly different between subgroups can be looked for. Following are the heatmaps for signatures.
get_signatures(res, k = 2)
get_signatures(res, k = 3)
get_signatures(res, k = 4)
get_signatures(res, k = 5)
get_signatures(res, k = 6)
get_signatures(res, k = 7)
get_signatures(res, k = 8)
Compare the overlap of signatures from different k:
compare_signatures(res)
get_signature() returns a data frame invisibly. To get the list of signatures, the function
call should be assigned to a variable explicitly. In following code, if plot argument is set
to FALSE, no heatmap is plotted while only the differential analysis is performed.
# code only for demonstration
tb = get_signature(res, k = ..., plot = FALSE)
An example of the output of tb is:
#> which_row fdr mean_1 mean_2 scaled_mean_1 scaled_mean_2 km
#> 1 38 0.042760348 8.373488 9.131774 -0.5533452 0.5164555 1
#> 2 40 0.018707592 7.106213 8.469186 -0.6173731 0.5762149 1
#> 3 55 0.019134737 10.221463 11.207825 -0.6159697 0.5749050 1
#> 4 59 0.006059896 5.921854 7.869574 -0.6899429 0.6439467 1
#> 5 60 0.018055526 8.928898 10.211722 -0.6204761 0.5791110 1
#> 6 98 0.009384629 15.714769 14.887706 0.6635654 -0.6193277 2
...
The columns in tb are:
which_row: row indices corresponding to the input matrix.fdr: FDR for the differential test. mean_x: The mean value in group x.scaled_mean_x: The mean value in group x after rows are scaled.km: Row groups if k-means clustering is applied to rows (which is done by automatically selecting number of clusters).If there are too many signatures, top_signatures = ... can be set to only show the
signatures with the highest FDRs:
# code only for demonstration
# e.g. to show the top 500 most significant rows
tb = get_signature(res, k = ..., top_signatures = 500)
If the signatures are defined as these which are uniquely high in current group, diff_method argument
can be set to "uniquely_high_in_one_group":
# code only for demonstration
tb = get_signature(res, k = ..., diff_method = "uniquely_high_in_one_group")
UMAP plot which shows how samples are separated.
dimension_reduction(res, k = 2, method = "UMAP")
dimension_reduction(res, k = 3, method = "UMAP")
dimension_reduction(res, k = 4, method = "UMAP")
dimension_reduction(res, k = 5, method = "UMAP")
dimension_reduction(res, k = 6, method = "UMAP")
dimension_reduction(res, k = 7, method = "UMAP")
dimension_reduction(res, k = 8, method = "UMAP")
Following heatmap shows how subgroups are split when increasing k:
collect_classes(res)
Test correlation between subgroups and known annotations. If the known annotation is numeric, one-way ANOVA test is applied, and if the known annotation is discrete, chi-squared contingency table test is applied.
test_to_known_factors(res)
#> n_sample meth_class(p-value) tumor_type(p-value) k
#> ATC:skmeans 116 1.58e-19 1.78e-21 2
#> ATC:skmeans 117 7.56e-36 1.08e-42 3
#> ATC:skmeans 117 4.97e-52 1.19e-62 4
#> ATC:skmeans 117 1.82e-69 1.30e-83 5
#> ATC:skmeans 116 4.59e-66 2.15e-82 6
#> ATC:skmeans 115 2.80e-82 1.83e-78 7
#> ATC:skmeans 110 2.69e-83 4.39e-78 8
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.
Parent node: Node023. Child nodes: Node02111-leaf , Node02112-leaf , Node02113-leaf , Node02114-leaf , Node02115-leaf , Node02116-leaf , Node02117-leaf , Node02121-leaf , Node02122-leaf , Node02123-leaf , Node02124-leaf , Node02131-leaf , Node02132-leaf , Node02133-leaf , Node02134-leaf , Node02135-leaf , Node02136-leaf , Node02137-leaf , Node02141-leaf , Node02142-leaf , Node02143-leaf , Node02144-leaf , Node02145-leaf , Node02161-leaf , Node02162-leaf , Node02163-leaf , Node02164-leaf , Node02165-leaf , Node02166-leaf , Node02171-leaf , Node02172-leaf , Node02173-leaf , Node02174-leaf , Node02311-leaf , Node02312-leaf , Node02313-leaf , Node02314-leaf , Node02321-leaf , Node02322-leaf , Node02323-leaf , Node02324-leaf , Node02325-leaf , Node02326-leaf , Node02331-leaf , Node02332-leaf , Node02333-leaf , Node02361-leaf , Node02362 , Node02363-leaf , Node02364-leaf , Node02371-leaf , Node02372-leaf , Node02373-leaf , Node02374-leaf , Node02375-leaf , Node02431-leaf , Node02432-leaf , Node02433-leaf .
The object with results only for a single top-value method and a single partitioning method can be extracted as:
res = res_rh["0233"]
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, 7, 8.
#> On a matrix with 30000 rows and 146 columns.
#> Top rows (1000) are extracted by 'ATC' method.
#> Subgroups are detected by 'kmeans' method.
#> Performed in total 350 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_partitions"
#> [7] "compare_signatures" "consensus_heatmap" "dimension_reduction"
#> [10] "functional_enrichment" "get_anno_col" "get_anno"
#> [13] "get_classes" "get_consensus" "get_matrix"
#> [16] "get_membership" "get_param" "get_signatures"
#> [19] "get_stats" "is_best_k" "is_stable_k"
#> [22] "membership_heatmap" "ncol" "nrow"
#> [25] "plot_ecdf" "predict_classes" "rownames"
#> [28] "select_partition_number" "show" "suggest_best_k"
#> [31] "test_to_known_factors" "top_rows_heatmap"
collect_plots() function collects all the plots made from res for all k (number of subgroups)
into one single page to provide an easy and fast comparison between different k.
collect_plots(res)
The plots are:
k and the heatmap of
predicted classes for each k.k.k.k.All the plots in panels can be made by individual functions and they are plotted later in this section.
select_partition_number() produces several plots showing different
statistics for choosing “optimized” k. There are following statistics:
k;k, the area increased is defined as \(A_k - A_{k-1}\).The detailed explanations of these statistics can be found in the cola vignette.
Generally speaking, higher 1-PAC score, higher mean silhouette score or higher
concordance corresponds to better partition. Rand index and Jaccard index
measure how similar the current partition is compared to partition with k-1.
If they are too similar, we won't accept k is better than k-1.
select_partition_number(res)
The numeric values for all these statistics can be obtained by get_stats().
get_stats(res)
#> k 1-PAC mean_silhouette concordance area_increased Rand Jaccard
#> 2 2 1.000 0.986 0.994 0.3021 0.705 0.705
#> 3 3 1.000 0.992 0.995 0.2505 0.901 0.861
#> 4 4 0.612 0.894 0.901 0.6694 0.695 0.514
#> 5 5 0.609 0.663 0.802 0.1142 0.736 0.402
#> 6 6 0.688 0.652 0.772 0.0807 0.891 0.678
#> 7 7 0.656 0.597 0.751 0.0482 0.850 0.520
#> 8 8 0.744 0.761 0.833 0.0297 0.926 0.663
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 is 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 subgroup
label for an item is determined with the group with highest probability it
belongs to.
In get_classes() function, the entropy is calculated from the membership
matrix and the silhouette score is calculated from the consensus matrix.
cbind(get_classes(res, k = 2), get_membership(res, k = 2))
#> class entropy silhouette p1 p2
#> SAMPLE_31 1 0.000 0.993 1.00 0.00
#> SAMPLE_32 1 0.000 0.993 1.00 0.00
#> SAMPLE_34 1 0.000 0.993 1.00 0.00
#> SAMPLE_37 1 0.000 0.993 1.00 0.00
#> SAMPLE_38 1 0.000 0.993 1.00 0.00
#> SAMPLE_40 1 0.000 0.993 1.00 0.00
#> SAMPLE_41 1 0.000 0.993 1.00 0.00
#> SAMPLE_42 1 0.000 0.993 1.00 0.00
#> SAMPLE_46 1 0.000 0.993 1.00 0.00
#> SAMPLE_47 1 0.000 0.993 1.00 0.00
#> SAMPLE_48 1 0.000 0.993 1.00 0.00
#> SAMPLE_49 1 0.000 0.993 1.00 0.00
#> SAMPLE_50 1 0.000 0.993 1.00 0.00
#> SAMPLE_51 1 0.000 0.993 1.00 0.00
#> SAMPLE_52 1 0.000 0.993 1.00 0.00
#> SAMPLE_53 1 0.000 0.993 1.00 0.00
#> SAMPLE_54 1 0.000 0.993 1.00 0.00
#> SAMPLE_55 2 0.000 0.998 0.00 1.00
#> SAMPLE_56 1 0.000 0.993 1.00 0.00
#> SAMPLE_70 1 0.000 0.993 1.00 0.00
#> SAMPLE_71 1 0.000 0.993 1.00 0.00
#> SAMPLE_73 1 0.000 0.993 1.00 0.00
#> SAMPLE_74 1 0.000 0.993 1.00 0.00
#> SAMPLE_76 1 0.000 0.993 1.00 0.00
#> SAMPLE_77 1 0.000 0.993 1.00 0.00
#> SAMPLE_78 1 0.000 0.993 1.00 0.00
#> SAMPLE_79 1 0.000 0.993 1.00 0.00
#> SAMPLE_114 1 0.000 0.993 1.00 0.00
#> SAMPLE_115 1 0.000 0.993 1.00 0.00
#> SAMPLE_116 1 0.000 0.993 1.00 0.00
#> SAMPLE_117 1 0.000 0.993 1.00 0.00
#> SAMPLE_119 1 0.000 0.993 1.00 0.00
#> SAMPLE_176 1 0.000 0.993 1.00 0.00
#> SAMPLE_177 1 0.000 0.993 1.00 0.00
#> SAMPLE_178 1 0.000 0.993 1.00 0.00
#> SAMPLE_231 1 0.000 0.993 1.00 0.00
#> SAMPLE_233 1 0.000 0.993 1.00 0.00
#> SAMPLE_288 1 0.000 0.993 1.00 0.00
#> SAMPLE_289 1 0.000 0.993 1.00 0.00
#> SAMPLE_296 1 0.000 0.993 1.00 0.00
#> SAMPLE_297 1 0.000 0.993 1.00 0.00
#> SAMPLE_298 1 0.000 0.993 1.00 0.00
#> SAMPLE_299 1 0.000 0.993 1.00 0.00
#> SAMPLE_300 1 0.000 0.993 1.00 0.00
#> SAMPLE_301 1 0.000 0.993 1.00 0.00
#> SAMPLE_303 1 0.000 0.993 1.00 0.00
#> SAMPLE_304 1 0.000 0.993 1.00 0.00
#> SAMPLE_305 1 0.000 0.993 1.00 0.00
#> SAMPLE_306 1 0.000 0.993 1.00 0.00
#> SAMPLE_307 1 0.000 0.993 1.00 0.00
#> SAMPLE_308 1 0.000 0.993 1.00 0.00
#> SAMPLE_309 1 0.000 0.993 1.00 0.00
#> SAMPLE_311 1 0.000 0.993 1.00 0.00
#> SAMPLE_313 1 0.000 0.993 1.00 0.00
#> SAMPLE_314 1 0.000 0.993 1.00 0.00
#> SAMPLE_315 1 0.000 0.993 1.00 0.00
#> SAMPLE_316 1 0.000 0.993 1.00 0.00
#> SAMPLE_317 1 0.000 0.993 1.00 0.00
#> SAMPLE_318 1 0.000 0.993 1.00 0.00
#> SAMPLE_319 1 0.000 0.993 1.00 0.00
#> SAMPLE_320 1 0.000 0.993 1.00 0.00
#> SAMPLE_321 1 0.000 0.993 1.00 0.00
#> SAMPLE_323 1 0.000 0.993 1.00 0.00
#> SAMPLE_324 1 0.000 0.993 1.00 0.00
#> SAMPLE_325 1 0.000 0.993 1.00 0.00
#> SAMPLE_326 1 0.000 0.993 1.00 0.00
#> SAMPLE_327 1 0.000 0.993 1.00 0.00
#> SAMPLE_328 1 0.000 0.993 1.00 0.00
#> SAMPLE_367 1 0.000 0.993 1.00 0.00
#> SAMPLE_368 1 0.000 0.993 1.00 0.00
#> SAMPLE_369 1 0.000 0.993 1.00 0.00
#> SAMPLE_371 1 0.000 0.993 1.00 0.00
#> SAMPLE_372 1 0.000 0.993 1.00 0.00
#> SAMPLE_568 1 0.000 0.993 1.00 0.00
#> SAMPLE_569 1 0.000 0.993 1.00 0.00
#> SAMPLE_570 1 0.000 0.993 1.00 0.00
#> SAMPLE_591 1 0.000 0.993 1.00 0.00
#> SAMPLE_593 1 0.000 0.993 1.00 0.00
#> SAMPLE_598 1 0.000 0.993 1.00 0.00
#> SAMPLE_599 1 0.000 0.993 1.00 0.00
#> SAMPLE_600 1 0.000 0.993 1.00 0.00
#> SAMPLE_601 1 0.000 0.993 1.00 0.00
#> SAMPLE_603 1 0.000 0.993 1.00 0.00
#> SAMPLE_605 1 0.000 0.993 1.00 0.00
#> SAMPLE_607 1 0.000 0.993 1.00 0.00
#> SAMPLE_608 1 0.000 0.993 1.00 0.00
#> SAMPLE_638 1 0.000 0.993 1.00 0.00
#> SAMPLE_639 1 0.000 0.993 1.00 0.00
#> SAMPLE_640 1 0.000 0.993 1.00 0.00
#> SAMPLE_657 1 0.000 0.993 1.00 0.00
#> SAMPLE_715 1 0.000 0.993 1.00 0.00
#> SAMPLE_730 1 0.000 0.993 1.00 0.00
#> SAMPLE_804 2 0.000 0.998 0.00 1.00
#> SAMPLE_805 1 0.000 0.993 1.00 0.00
#> SAMPLE_904 1 0.722 0.754 0.80 0.20
#> SAMPLE_905 2 0.000 0.998 0.00 1.00
#> SAMPLE_1115 2 0.000 0.998 0.00 1.00
#> SAMPLE_1147 1 0.000 0.993 1.00 0.00
#> SAMPLE_1183 1 0.000 0.993 1.00 0.00
#> SAMPLE_1184 2 0.000 0.998 0.00 1.00
#> SAMPLE_1337 1 0.000 0.993 1.00 0.00
#> SAMPLE_1446 1 0.722 0.754 0.80 0.20
#> SAMPLE_1480 1 0.855 0.619 0.72 0.28
#> SAMPLE_1524 1 0.000 0.993 1.00 0.00
#> SAMPLE_1586 1 0.000 0.993 1.00 0.00
#> SAMPLE_1629 1 0.000 0.993 1.00 0.00
#> SAMPLE_1653 2 0.000 0.998 0.00 1.00
#> SAMPLE_1663 2 0.327 0.935 0.06 0.94
#> SAMPLE_1696 1 0.000 0.993 1.00 0.00
#> SAMPLE_1697 1 0.000 0.993 1.00 0.00
#> SAMPLE_1714 1 0.000 0.993 1.00 0.00
#> SAMPLE_1868 2 0.000 0.998 0.00 1.00
#> SAMPLE_1915 2 0.000 0.998 0.00 1.00
#> SAMPLE_1933 1 0.000 0.993 1.00 0.00
#> SAMPLE_1938 1 0.000 0.993 1.00 0.00
#> SAMPLE_1978 1 0.000 0.993 1.00 0.00
#> SAMPLE_1994 1 0.000 0.993 1.00 0.00
#> SAMPLE_2024 1 0.000 0.993 1.00 0.00
#> SAMPLE_2060 1 0.000 0.993 1.00 0.00
#> SAMPLE_2148 2 0.000 0.998 0.00 1.00
#> SAMPLE_2239 2 0.000 0.998 0.00 1.00
#> SAMPLE_2263 1 0.000 0.993 1.00 0.00
#> SAMPLE_2298 1 0.000 0.993 1.00 0.00
#> SAMPLE_2360 1 0.000 0.993 1.00 0.00
#> SAMPLE_2384 2 0.000 0.998 0.00 1.00
#> SAMPLE_2385 2 0.000 0.998 0.00 1.00
#> SAMPLE_2412 1 0.000 0.993 1.00 0.00
#> SAMPLE_2445 1 0.000 0.993 1.00 0.00
#> SAMPLE_2476 2 0.000 0.998 0.00 1.00
#> SAMPLE_2512 2 0.000 0.998 0.00 1.00
#> SAMPLE_2513 2 0.000 0.998 0.00 1.00
#> SAMPLE_2570 1 0.000 0.993 1.00 0.00
#> SAMPLE_2595 2 0.000 0.998 0.00 1.00
#> SAMPLE_2598 1 0.634 0.811 0.84 0.16
#> SAMPLE_2604 1 0.000 0.993 1.00 0.00
#> SAMPLE_2628 2 0.000 0.998 0.00 1.00
#> SAMPLE_2630 2 0.000 0.998 0.00 1.00
#> SAMPLE_2651 1 0.000 0.993 1.00 0.00
#> SAMPLE_2660 1 0.000 0.993 1.00 0.00
#> SAMPLE_2683 2 0.000 0.998 0.00 1.00
#> SAMPLE_2684 2 0.000 0.998 0.00 1.00
#> SAMPLE_2718 2 0.000 0.998 0.00 1.00
#> SAMPLE_2719 2 0.000 0.998 0.00 1.00
#> SAMPLE_2720 2 0.000 0.998 0.00 1.00
#> SAMPLE_2781 2 0.000 0.998 0.00 1.00
#> SAMPLE_2801 2 0.000 0.998 0.00 1.00
cbind(get_classes(res, k = 3), get_membership(res, k = 3))
#> class entropy silhouette p1 p2 p3
#> SAMPLE_31 1 0.0000 0.998 1.00 0.00 0.00
#> SAMPLE_32 1 0.0000 0.998 1.00 0.00 0.00
#> SAMPLE_34 1 0.0000 0.998 1.00 0.00 0.00
#> SAMPLE_37 1 0.0000 0.998 1.00 0.00 0.00
#> SAMPLE_38 1 0.0000 0.998 1.00 0.00 0.00
#> SAMPLE_40 1 0.0000 0.998 1.00 0.00 0.00
#> SAMPLE_41 1 0.0000 0.998 1.00 0.00 0.00
#> SAMPLE_42 1 0.0000 0.998 1.00 0.00 0.00
#> SAMPLE_46 1 0.0000 0.998 1.00 0.00 0.00
#> SAMPLE_47 1 0.0000 0.998 1.00 0.00 0.00
#> SAMPLE_48 1 0.0000 0.998 1.00 0.00 0.00
#> SAMPLE_49 1 0.0000 0.998 1.00 0.00 0.00
#> SAMPLE_50 1 0.0000 0.998 1.00 0.00 0.00
#> SAMPLE_51 1 0.0000 0.998 1.00 0.00 0.00
#> SAMPLE_52 1 0.0000 0.998 1.00 0.00 0.00
#> SAMPLE_53 1 0.0000 0.998 1.00 0.00 0.00
#> SAMPLE_54 1 0.0000 0.998 1.00 0.00 0.00
#> SAMPLE_55 2 0.0000 0.975 0.00 1.00 0.00
#> SAMPLE_56 1 0.0000 0.998 1.00 0.00 0.00
#> SAMPLE_70 1 0.0000 0.998 1.00 0.00 0.00
#> SAMPLE_71 1 0.0000 0.998 1.00 0.00 0.00
#> SAMPLE_73 1 0.0000 0.998 1.00 0.00 0.00
#> SAMPLE_74 1 0.0000 0.998 1.00 0.00 0.00
#> SAMPLE_76 1 0.0000 0.998 1.00 0.00 0.00
#> SAMPLE_77 1 0.0000 0.998 1.00 0.00 0.00
#> SAMPLE_78 1 0.0000 0.998 1.00 0.00 0.00
#> SAMPLE_79 1 0.0000 0.998 1.00 0.00 0.00
#> SAMPLE_114 1 0.0000 0.998 1.00 0.00 0.00
#> SAMPLE_115 1 0.0000 0.998 1.00 0.00 0.00
#> SAMPLE_116 1 0.0000 0.998 1.00 0.00 0.00
#> SAMPLE_117 1 0.0000 0.998 1.00 0.00 0.00
#> SAMPLE_119 1 0.0000 0.998 1.00 0.00 0.00
#> SAMPLE_176 1 0.0000 0.998 1.00 0.00 0.00
#> SAMPLE_177 1 0.0000 0.998 1.00 0.00 0.00
#> SAMPLE_178 1 0.0000 0.998 1.00 0.00 0.00
#> SAMPLE_231 1 0.0000 0.998 1.00 0.00 0.00
#> SAMPLE_233 1 0.0000 0.998 1.00 0.00 0.00
#> SAMPLE_288 1 0.0000 0.998 1.00 0.00 0.00
#> SAMPLE_289 1 0.0000 0.998 1.00 0.00 0.00
#> SAMPLE_296 1 0.0000 0.998 1.00 0.00 0.00
#> SAMPLE_297 1 0.0000 0.998 1.00 0.00 0.00
#> SAMPLE_298 1 0.0000 0.998 1.00 0.00 0.00
#> SAMPLE_299 1 0.0000 0.998 1.00 0.00 0.00
#> SAMPLE_300 1 0.0000 0.998 1.00 0.00 0.00
#> SAMPLE_301 1 0.0000 0.998 1.00 0.00 0.00
#> SAMPLE_303 1 0.0000 0.998 1.00 0.00 0.00
#> SAMPLE_304 1 0.0000 0.998 1.00 0.00 0.00
#> SAMPLE_305 1 0.0000 0.998 1.00 0.00 0.00
#> SAMPLE_306 1 0.0000 0.998 1.00 0.00 0.00
#> SAMPLE_307 1 0.0000 0.998 1.00 0.00 0.00
#> SAMPLE_308 1 0.0000 0.998 1.00 0.00 0.00
#> SAMPLE_309 1 0.0000 0.998 1.00 0.00 0.00
#> SAMPLE_311 1 0.0000 0.998 1.00 0.00 0.00
#> SAMPLE_313 1 0.0000 0.998 1.00 0.00 0.00
#> SAMPLE_314 1 0.0000 0.998 1.00 0.00 0.00
#> SAMPLE_315 1 0.0000 0.998 1.00 0.00 0.00
#> SAMPLE_316 1 0.0000 0.998 1.00 0.00 0.00
#> SAMPLE_317 1 0.2537 0.914 0.92 0.08 0.00
#> SAMPLE_318 1 0.0000 0.998 1.00 0.00 0.00
#> SAMPLE_319 1 0.0000 0.998 1.00 0.00 0.00
#> SAMPLE_320 1 0.0000 0.998 1.00 0.00 0.00
#> SAMPLE_321 1 0.0000 0.998 1.00 0.00 0.00
#> SAMPLE_323 1 0.0000 0.998 1.00 0.00 0.00
#> SAMPLE_324 1 0.0000 0.998 1.00 0.00 0.00
#> SAMPLE_325 1 0.0000 0.998 1.00 0.00 0.00
#> SAMPLE_326 1 0.0000 0.998 1.00 0.00 0.00
#> SAMPLE_327 1 0.0000 0.998 1.00 0.00 0.00
#> SAMPLE_328 1 0.0000 0.998 1.00 0.00 0.00
#> SAMPLE_367 1 0.0000 0.998 1.00 0.00 0.00
#> SAMPLE_368 1 0.0000 0.998 1.00 0.00 0.00
#> SAMPLE_369 1 0.0000 0.998 1.00 0.00 0.00
#> SAMPLE_371 1 0.0000 0.998 1.00 0.00 0.00
#> SAMPLE_372 1 0.0000 0.998 1.00 0.00 0.00
#> SAMPLE_568 1 0.0000 0.998 1.00 0.00 0.00
#> SAMPLE_569 1 0.0000 0.998 1.00 0.00 0.00
#> SAMPLE_570 1 0.0000 0.998 1.00 0.00 0.00
#> SAMPLE_591 1 0.0000 0.998 1.00 0.00 0.00
#> SAMPLE_593 1 0.0000 0.998 1.00 0.00 0.00
#> SAMPLE_598 1 0.0000 0.998 1.00 0.00 0.00
#> SAMPLE_599 1 0.0000 0.998 1.00 0.00 0.00
#> SAMPLE_600 1 0.0000 0.998 1.00 0.00 0.00
#> SAMPLE_601 1 0.0000 0.998 1.00 0.00 0.00
#> SAMPLE_603 1 0.0000 0.998 1.00 0.00 0.00
#> SAMPLE_605 1 0.0000 0.998 1.00 0.00 0.00
#> SAMPLE_607 1 0.0000 0.998 1.00 0.00 0.00
#> SAMPLE_608 1 0.0000 0.998 1.00 0.00 0.00
#> SAMPLE_638 1 0.0000 0.998 1.00 0.00 0.00
#> SAMPLE_639 1 0.0000 0.998 1.00 0.00 0.00
#> SAMPLE_640 1 0.0000 0.998 1.00 0.00 0.00
#> SAMPLE_657 1 0.0000 0.998 1.00 0.00 0.00
#> SAMPLE_715 1 0.0000 0.998 1.00 0.00 0.00
#> SAMPLE_730 1 0.0000 0.998 1.00 0.00 0.00
#> SAMPLE_804 3 0.0892 0.998 0.00 0.02 0.98
#> SAMPLE_805 2 0.0892 0.964 0.02 0.98 0.00
#> SAMPLE_904 2 0.0892 0.964 0.02 0.98 0.00
#> SAMPLE_905 2 0.0000 0.975 0.00 1.00 0.00
#> SAMPLE_1115 3 0.0892 0.998 0.00 0.02 0.98
#> SAMPLE_1147 1 0.2066 0.936 0.94 0.06 0.00
#> SAMPLE_1183 1 0.0000 0.998 1.00 0.00 0.00
#> SAMPLE_1184 2 0.0000 0.975 0.00 1.00 0.00
#> SAMPLE_1337 1 0.0000 0.998 1.00 0.00 0.00
#> SAMPLE_1446 2 0.0892 0.964 0.02 0.98 0.00
#> SAMPLE_1480 2 0.0892 0.964 0.02 0.98 0.00
#> SAMPLE_1524 1 0.0000 0.998 1.00 0.00 0.00
#> SAMPLE_1586 1 0.0000 0.998 1.00 0.00 0.00
#> SAMPLE_1629 2 0.0892 0.964 0.02 0.98 0.00
#> SAMPLE_1653 3 0.0000 0.982 0.00 0.00 1.00
#> SAMPLE_1663 2 0.0000 0.975 0.00 1.00 0.00
#> SAMPLE_1696 1 0.0000 0.998 1.00 0.00 0.00
#> SAMPLE_1697 1 0.0000 0.998 1.00 0.00 0.00
#> SAMPLE_1714 1 0.0000 0.998 1.00 0.00 0.00
#> SAMPLE_1868 2 0.0000 0.975 0.00 1.00 0.00
#> SAMPLE_1915 2 0.0000 0.975 0.00 1.00 0.00
#> SAMPLE_1933 1 0.0000 0.998 1.00 0.00 0.00
#> SAMPLE_1938 1 0.0000 0.998 1.00 0.00 0.00
#> SAMPLE_1978 1 0.0000 0.998 1.00 0.00 0.00
#> SAMPLE_1994 1 0.2066 0.936 0.94 0.06 0.00
#> SAMPLE_2024 1 0.0000 0.998 1.00 0.00 0.00
#> SAMPLE_2060 1 0.0000 0.998 1.00 0.00 0.00
#> SAMPLE_2148 2 0.0000 0.975 0.00 1.00 0.00
#> SAMPLE_2239 2 0.2537 0.906 0.00 0.92 0.08
#> SAMPLE_2263 1 0.0000 0.998 1.00 0.00 0.00
#> SAMPLE_2298 1 0.0000 0.998 1.00 0.00 0.00
#> SAMPLE_2360 1 0.0000 0.998 1.00 0.00 0.00
#> SAMPLE_2384 3 0.0892 0.998 0.00 0.02 0.98
#> SAMPLE_2385 3 0.0892 0.998 0.00 0.02 0.98
#> SAMPLE_2412 2 0.0892 0.964 0.02 0.98 0.00
#> SAMPLE_2445 1 0.0000 0.998 1.00 0.00 0.00
#> SAMPLE_2476 3 0.0892 0.998 0.00 0.02 0.98
#> SAMPLE_2512 2 0.2537 0.906 0.00 0.92 0.08
#> SAMPLE_2513 3 0.0892 0.998 0.00 0.02 0.98
#> SAMPLE_2570 1 0.0000 0.998 1.00 0.00 0.00
#> SAMPLE_2595 3 0.0892 0.998 0.00 0.02 0.98
#> SAMPLE_2598 2 0.0892 0.964 0.02 0.98 0.00
#> SAMPLE_2604 1 0.0000 0.998 1.00 0.00 0.00
#> SAMPLE_2628 2 0.0000 0.975 0.00 1.00 0.00
#> SAMPLE_2630 2 0.0000 0.975 0.00 1.00 0.00
#> SAMPLE_2651 1 0.0000 0.998 1.00 0.00 0.00
#> SAMPLE_2660 1 0.0000 0.998 1.00 0.00 0.00
#> SAMPLE_2683 3 0.0892 0.998 0.00 0.02 0.98
#> SAMPLE_2684 2 0.0000 0.975 0.00 1.00 0.00
#> SAMPLE_2718 3 0.0892 0.998 0.00 0.02 0.98
#> SAMPLE_2719 3 0.0892 0.998 0.00 0.02 0.98
#> SAMPLE_2720 3 0.0892 0.998 0.00 0.02 0.98
#> SAMPLE_2781 2 0.0000 0.975 0.00 1.00 0.00
#> SAMPLE_2801 3 0.0892 0.998 0.00 0.02 0.98
cbind(get_classes(res, k = 4), get_membership(res, k = 4))
#> class entropy silhouette p1 p2 p3 p4
#> SAMPLE_31 1 0.4713 0.472 0.64 0.00 0.00 0.36
#> SAMPLE_32 1 0.2345 0.848 0.90 0.00 0.00 0.10
#> SAMPLE_34 1 0.0000 0.880 1.00 0.00 0.00 0.00
#> SAMPLE_37 1 0.2345 0.848 0.90 0.00 0.00 0.10
#> SAMPLE_38 4 0.2921 0.986 0.14 0.00 0.00 0.86
#> SAMPLE_40 1 0.4713 0.472 0.64 0.00 0.00 0.36
#> SAMPLE_41 1 0.4907 0.288 0.58 0.00 0.00 0.42
#> SAMPLE_42 1 0.2647 0.834 0.88 0.00 0.00 0.12
#> SAMPLE_46 1 0.2921 0.818 0.86 0.00 0.00 0.14
#> SAMPLE_47 4 0.2921 0.986 0.14 0.00 0.00 0.86
#> SAMPLE_48 1 0.0000 0.880 1.00 0.00 0.00 0.00
#> SAMPLE_49 1 0.2345 0.848 0.90 0.00 0.00 0.10
#> SAMPLE_50 4 0.2921 0.986 0.14 0.00 0.00 0.86
#> SAMPLE_51 1 0.0000 0.880 1.00 0.00 0.00 0.00
#> SAMPLE_52 4 0.2921 0.986 0.14 0.00 0.00 0.86
#> SAMPLE_53 4 0.2921 0.986 0.14 0.00 0.00 0.86
#> SAMPLE_54 1 0.0707 0.877 0.98 0.00 0.00 0.02
#> SAMPLE_55 2 0.0707 0.953 0.00 0.98 0.00 0.02
#> SAMPLE_56 1 0.0000 0.880 1.00 0.00 0.00 0.00
#> SAMPLE_70 4 0.2921 0.986 0.14 0.00 0.00 0.86
#> SAMPLE_71 4 0.2921 0.986 0.14 0.00 0.00 0.86
#> SAMPLE_73 4 0.2921 0.986 0.14 0.00 0.00 0.86
#> SAMPLE_74 1 0.3801 0.728 0.78 0.00 0.00 0.22
#> SAMPLE_76 1 0.2921 0.818 0.86 0.00 0.00 0.14
#> SAMPLE_77 1 0.0000 0.880 1.00 0.00 0.00 0.00
#> SAMPLE_78 4 0.2921 0.986 0.14 0.00 0.00 0.86
#> SAMPLE_79 4 0.2921 0.986 0.14 0.00 0.00 0.86
#> SAMPLE_114 4 0.2921 0.986 0.14 0.00 0.00 0.86
#> SAMPLE_115 1 0.4277 0.638 0.72 0.00 0.00 0.28
#> SAMPLE_116 4 0.2921 0.986 0.14 0.00 0.00 0.86
#> SAMPLE_117 1 0.0000 0.880 1.00 0.00 0.00 0.00
#> SAMPLE_119 4 0.2921 0.986 0.14 0.00 0.00 0.86
#> SAMPLE_176 1 0.0000 0.880 1.00 0.00 0.00 0.00
#> SAMPLE_177 1 0.0000 0.880 1.00 0.00 0.00 0.00
#> SAMPLE_178 1 0.0000 0.880 1.00 0.00 0.00 0.00
#> SAMPLE_231 1 0.4855 0.356 0.60 0.00 0.00 0.40
#> SAMPLE_233 1 0.4624 0.520 0.66 0.00 0.00 0.34
#> SAMPLE_288 1 0.0000 0.880 1.00 0.00 0.00 0.00
#> SAMPLE_289 1 0.2345 0.848 0.90 0.00 0.00 0.10
#> SAMPLE_296 1 0.0000 0.880 1.00 0.00 0.00 0.00
#> SAMPLE_297 4 0.2921 0.986 0.14 0.00 0.00 0.86
#> SAMPLE_298 1 0.3610 0.758 0.80 0.00 0.00 0.20
#> SAMPLE_299 4 0.2921 0.986 0.14 0.00 0.00 0.86
#> SAMPLE_300 1 0.2345 0.848 0.90 0.00 0.00 0.10
#> SAMPLE_301 4 0.2921 0.986 0.14 0.00 0.00 0.86
#> SAMPLE_303 1 0.4406 0.602 0.70 0.00 0.00 0.30
#> SAMPLE_304 4 0.3801 0.872 0.22 0.00 0.00 0.78
#> SAMPLE_305 4 0.2921 0.986 0.14 0.00 0.00 0.86
#> SAMPLE_306 4 0.2921 0.986 0.14 0.00 0.00 0.86
#> SAMPLE_307 4 0.2647 0.964 0.12 0.00 0.00 0.88
#> SAMPLE_308 1 0.0000 0.880 1.00 0.00 0.00 0.00
#> SAMPLE_309 1 0.0000 0.880 1.00 0.00 0.00 0.00
#> SAMPLE_311 1 0.4624 0.520 0.66 0.00 0.00 0.34
#> SAMPLE_313 1 0.0707 0.877 0.98 0.00 0.00 0.02
#> SAMPLE_314 4 0.2921 0.986 0.14 0.00 0.00 0.86
#> SAMPLE_315 4 0.2921 0.986 0.14 0.00 0.00 0.86
#> SAMPLE_316 4 0.2921 0.986 0.14 0.00 0.00 0.86
#> SAMPLE_317 4 0.2647 0.964 0.12 0.00 0.00 0.88
#> SAMPLE_318 1 0.0000 0.880 1.00 0.00 0.00 0.00
#> SAMPLE_319 1 0.3172 0.799 0.84 0.00 0.00 0.16
#> SAMPLE_320 4 0.2921 0.986 0.14 0.00 0.00 0.86
#> SAMPLE_321 1 0.4713 0.472 0.64 0.00 0.00 0.36
#> SAMPLE_323 4 0.2921 0.986 0.14 0.00 0.00 0.86
#> SAMPLE_324 4 0.2921 0.986 0.14 0.00 0.00 0.86
#> SAMPLE_325 1 0.0000 0.880 1.00 0.00 0.00 0.00
#> SAMPLE_326 4 0.2647 0.964 0.12 0.00 0.00 0.88
#> SAMPLE_327 4 0.2921 0.986 0.14 0.00 0.00 0.86
#> SAMPLE_328 1 0.2921 0.818 0.86 0.00 0.00 0.14
#> SAMPLE_367 4 0.2921 0.986 0.14 0.00 0.00 0.86
#> SAMPLE_368 1 0.4790 0.418 0.62 0.00 0.00 0.38
#> SAMPLE_369 4 0.2921 0.986 0.14 0.00 0.00 0.86
#> SAMPLE_371 1 0.0707 0.877 0.98 0.00 0.00 0.02
#> SAMPLE_372 4 0.2921 0.986 0.14 0.00 0.00 0.86
#> SAMPLE_568 1 0.0000 0.880 1.00 0.00 0.00 0.00
#> SAMPLE_569 1 0.2345 0.848 0.90 0.00 0.00 0.10
#> SAMPLE_570 4 0.2921 0.986 0.14 0.00 0.00 0.86
#> SAMPLE_591 4 0.2921 0.986 0.14 0.00 0.00 0.86
#> SAMPLE_593 4 0.2921 0.986 0.14 0.00 0.00 0.86
#> SAMPLE_598 1 0.0000 0.880 1.00 0.00 0.00 0.00
#> SAMPLE_599 4 0.3801 0.872 0.22 0.00 0.00 0.78
#> SAMPLE_600 4 0.2921 0.986 0.14 0.00 0.00 0.86
#> SAMPLE_601 4 0.2921 0.986 0.14 0.00 0.00 0.86
#> SAMPLE_603 1 0.0000 0.880 1.00 0.00 0.00 0.00
#> SAMPLE_605 1 0.0000 0.880 1.00 0.00 0.00 0.00
#> SAMPLE_607 1 0.0000 0.880 1.00 0.00 0.00 0.00
#> SAMPLE_608 4 0.2921 0.986 0.14 0.00 0.00 0.86
#> SAMPLE_638 4 0.2921 0.986 0.14 0.00 0.00 0.86
#> SAMPLE_639 4 0.2921 0.986 0.14 0.00 0.00 0.86
#> SAMPLE_640 1 0.2345 0.848 0.90 0.00 0.00 0.10
#> SAMPLE_657 4 0.2921 0.986 0.14 0.00 0.00 0.86
#> SAMPLE_715 1 0.0000 0.880 1.00 0.00 0.00 0.00
#> SAMPLE_730 1 0.0000 0.880 1.00 0.00 0.00 0.00
#> SAMPLE_804 3 0.0000 0.985 0.00 0.00 1.00 0.00
#> SAMPLE_805 4 0.2706 0.912 0.08 0.02 0.00 0.90
#> SAMPLE_904 2 0.2647 0.941 0.00 0.88 0.00 0.12
#> SAMPLE_905 2 0.0000 0.952 0.00 1.00 0.00 0.00
#> SAMPLE_1115 3 0.0000 0.985 0.00 0.00 1.00 0.00
#> SAMPLE_1147 4 0.2647 0.964 0.12 0.00 0.00 0.88
#> SAMPLE_1183 1 0.0000 0.880 1.00 0.00 0.00 0.00
#> SAMPLE_1184 2 0.0000 0.952 0.00 1.00 0.00 0.00
#> SAMPLE_1337 1 0.0000 0.880 1.00 0.00 0.00 0.00
#> SAMPLE_1446 2 0.2647 0.941 0.00 0.88 0.00 0.12
#> SAMPLE_1480 2 0.2647 0.941 0.00 0.88 0.00 0.12
#> SAMPLE_1524 1 0.0000 0.880 1.00 0.00 0.00 0.00
#> SAMPLE_1586 4 0.2921 0.986 0.14 0.00 0.00 0.86
#> SAMPLE_1629 2 0.2647 0.941 0.00 0.88 0.00 0.12
#> SAMPLE_1653 3 0.1411 0.968 0.00 0.02 0.96 0.02
#> SAMPLE_1663 2 0.2647 0.941 0.00 0.88 0.00 0.12
#> SAMPLE_1696 1 0.2345 0.848 0.90 0.00 0.00 0.10
#> SAMPLE_1697 1 0.0000 0.880 1.00 0.00 0.00 0.00
#> SAMPLE_1714 1 0.0000 0.880 1.00 0.00 0.00 0.00
#> SAMPLE_1868 2 0.0000 0.952 0.00 1.00 0.00 0.00
#> SAMPLE_1915 2 0.2647 0.941 0.00 0.88 0.00 0.12
#> SAMPLE_1933 1 0.0000 0.880 1.00 0.00 0.00 0.00
#> SAMPLE_1938 1 0.0000 0.880 1.00 0.00 0.00 0.00
#> SAMPLE_1978 4 0.2921 0.986 0.14 0.00 0.00 0.86
#> SAMPLE_1994 4 0.2921 0.694 0.14 0.00 0.00 0.86
#> SAMPLE_2024 1 0.4277 0.533 0.72 0.00 0.00 0.28
#> SAMPLE_2060 4 0.2921 0.986 0.14 0.00 0.00 0.86
#> SAMPLE_2148 2 0.0000 0.952 0.00 1.00 0.00 0.00
#> SAMPLE_2239 2 0.0000 0.952 0.00 1.00 0.00 0.00
#> SAMPLE_2263 4 0.2647 0.964 0.12 0.00 0.00 0.88
#> SAMPLE_2298 4 0.2921 0.986 0.14 0.00 0.00 0.86
#> SAMPLE_2360 4 0.2921 0.986 0.14 0.00 0.00 0.86
#> SAMPLE_2384 3 0.0000 0.985 0.00 0.00 1.00 0.00
#> SAMPLE_2385 3 0.0000 0.985 0.00 0.00 1.00 0.00
#> SAMPLE_2412 2 0.2647 0.941 0.00 0.88 0.00 0.12
#> SAMPLE_2445 1 0.0000 0.880 1.00 0.00 0.00 0.00
#> SAMPLE_2476 3 0.0000 0.985 0.00 0.00 1.00 0.00
#> SAMPLE_2512 2 0.0000 0.952 0.00 1.00 0.00 0.00
#> SAMPLE_2513 3 0.2647 0.895 0.00 0.12 0.88 0.00
#> SAMPLE_2570 1 0.0000 0.880 1.00 0.00 0.00 0.00
#> SAMPLE_2595 3 0.0000 0.985 0.00 0.00 1.00 0.00
#> SAMPLE_2598 2 0.2647 0.941 0.00 0.88 0.00 0.12
#> SAMPLE_2604 1 0.0000 0.880 1.00 0.00 0.00 0.00
#> SAMPLE_2628 2 0.0707 0.953 0.00 0.98 0.00 0.02
#> SAMPLE_2630 2 0.0707 0.953 0.00 0.98 0.00 0.02
#> SAMPLE_2651 1 0.2345 0.819 0.90 0.00 0.00 0.10
#> SAMPLE_2660 4 0.2921 0.986 0.14 0.00 0.00 0.86
#> SAMPLE_2683 3 0.1637 0.948 0.00 0.06 0.94 0.00
#> SAMPLE_2684 2 0.0000 0.952 0.00 1.00 0.00 0.00
#> SAMPLE_2718 3 0.0000 0.985 0.00 0.00 1.00 0.00
#> SAMPLE_2719 3 0.0000 0.985 0.00 0.00 1.00 0.00
#> SAMPLE_2720 3 0.0000 0.985 0.00 0.00 1.00 0.00
#> SAMPLE_2781 2 0.0000 0.952 0.00 1.00 0.00 0.00
#> SAMPLE_2801 3 0.0000 0.985 0.00 0.00 1.00 0.00
cbind(get_classes(res, k = 5), get_membership(res, k = 5))
#> class entropy silhouette p1 p2 p3 p4 p5
#> SAMPLE_31 1 0.2020 0.7260 0.90 0.00 0.00 0.00 0.10
#> SAMPLE_32 1 0.3274 0.6659 0.78 0.00 0.00 0.00 0.22
#> SAMPLE_34 1 0.3895 0.5184 0.68 0.00 0.00 0.00 0.32
#> SAMPLE_37 1 0.3274 0.6659 0.78 0.00 0.00 0.00 0.22
#> SAMPLE_38 1 0.4126 -0.2301 0.62 0.00 0.00 0.38 0.00
#> SAMPLE_40 1 0.2020 0.7260 0.90 0.00 0.00 0.00 0.10
#> SAMPLE_41 1 0.1043 0.7142 0.96 0.00 0.00 0.00 0.04
#> SAMPLE_42 1 0.3274 0.6659 0.78 0.00 0.00 0.00 0.22
#> SAMPLE_46 1 0.3274 0.6659 0.78 0.00 0.00 0.00 0.22
#> SAMPLE_47 1 0.4182 -0.3016 0.60 0.00 0.00 0.40 0.00
#> SAMPLE_48 5 0.4287 0.1384 0.46 0.00 0.00 0.00 0.54
#> SAMPLE_49 1 0.3274 0.6659 0.78 0.00 0.00 0.00 0.22
#> SAMPLE_50 1 0.0609 0.6900 0.98 0.00 0.00 0.02 0.00
#> SAMPLE_51 1 0.3895 0.5184 0.68 0.00 0.00 0.00 0.32
#> SAMPLE_52 4 0.3983 0.8824 0.34 0.00 0.00 0.66 0.00
#> SAMPLE_53 1 0.4060 -0.1541 0.64 0.00 0.00 0.36 0.00
#> SAMPLE_54 1 0.3895 0.5184 0.68 0.00 0.00 0.00 0.32
#> SAMPLE_55 2 0.2280 0.8323 0.00 0.88 0.00 0.12 0.00
#> SAMPLE_56 1 0.3895 0.5184 0.68 0.00 0.00 0.00 0.32
#> SAMPLE_70 1 0.0609 0.6900 0.98 0.00 0.00 0.02 0.00
#> SAMPLE_71 1 0.0609 0.6900 0.98 0.00 0.00 0.02 0.00
#> SAMPLE_73 1 0.0609 0.6900 0.98 0.00 0.00 0.02 0.00
#> SAMPLE_74 1 0.2929 0.6927 0.82 0.00 0.00 0.00 0.18
#> SAMPLE_76 1 0.3274 0.6659 0.78 0.00 0.00 0.00 0.22
#> SAMPLE_77 5 0.1043 0.8223 0.04 0.00 0.00 0.00 0.96
#> SAMPLE_78 1 0.0609 0.6900 0.98 0.00 0.00 0.02 0.00
#> SAMPLE_79 1 0.0609 0.6900 0.98 0.00 0.00 0.02 0.00
#> SAMPLE_114 1 0.1732 0.6232 0.92 0.00 0.00 0.08 0.00
#> SAMPLE_115 1 0.2516 0.7123 0.86 0.00 0.00 0.00 0.14
#> SAMPLE_116 1 0.0609 0.6900 0.98 0.00 0.00 0.02 0.00
#> SAMPLE_117 5 0.4302 0.0683 0.48 0.00 0.00 0.00 0.52
#> SAMPLE_119 1 0.4182 -0.3016 0.60 0.00 0.00 0.40 0.00
#> SAMPLE_176 5 0.1043 0.8223 0.04 0.00 0.00 0.00 0.96
#> SAMPLE_177 5 0.1216 0.8075 0.02 0.00 0.00 0.02 0.96
#> SAMPLE_178 5 0.2012 0.7866 0.02 0.00 0.00 0.06 0.92
#> SAMPLE_231 1 0.1043 0.7142 0.96 0.00 0.00 0.00 0.04
#> SAMPLE_233 1 0.2020 0.7260 0.90 0.00 0.00 0.00 0.10
#> SAMPLE_288 1 0.3895 0.5184 0.68 0.00 0.00 0.00 0.32
#> SAMPLE_289 1 0.3274 0.6659 0.78 0.00 0.00 0.00 0.22
#> SAMPLE_296 5 0.4302 0.0683 0.48 0.00 0.00 0.00 0.52
#> SAMPLE_297 1 0.3561 0.2401 0.74 0.00 0.00 0.26 0.00
#> SAMPLE_298 1 0.2929 0.6907 0.82 0.00 0.00 0.00 0.18
#> SAMPLE_299 1 0.0609 0.6900 0.98 0.00 0.00 0.02 0.00
#> SAMPLE_300 1 0.3274 0.6659 0.78 0.00 0.00 0.00 0.22
#> SAMPLE_301 1 0.0609 0.6900 0.98 0.00 0.00 0.02 0.00
#> SAMPLE_303 1 0.2516 0.7119 0.86 0.00 0.00 0.00 0.14
#> SAMPLE_304 1 0.0000 0.6978 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_305 1 0.0609 0.6900 0.98 0.00 0.00 0.02 0.00
#> SAMPLE_306 1 0.1043 0.6709 0.96 0.00 0.00 0.04 0.00
#> SAMPLE_307 4 0.3895 0.8908 0.32 0.00 0.00 0.68 0.00
#> SAMPLE_308 5 0.4262 0.2026 0.44 0.00 0.00 0.00 0.56
#> SAMPLE_309 1 0.4182 0.3350 0.60 0.00 0.00 0.00 0.40
#> SAMPLE_311 1 0.2516 0.7119 0.86 0.00 0.00 0.00 0.14
#> SAMPLE_313 1 0.3796 0.5531 0.70 0.00 0.00 0.00 0.30
#> SAMPLE_314 1 0.2929 0.4505 0.82 0.00 0.00 0.18 0.00
#> SAMPLE_315 1 0.3561 0.2405 0.74 0.00 0.00 0.26 0.00
#> SAMPLE_316 4 0.4182 0.8145 0.40 0.00 0.00 0.60 0.00
#> SAMPLE_317 4 0.3561 0.8747 0.26 0.00 0.00 0.74 0.00
#> SAMPLE_318 1 0.3895 0.5184 0.68 0.00 0.00 0.00 0.32
#> SAMPLE_319 1 0.3274 0.6659 0.78 0.00 0.00 0.00 0.22
#> SAMPLE_320 1 0.0609 0.6900 0.98 0.00 0.00 0.02 0.00
#> SAMPLE_321 1 0.1732 0.7245 0.92 0.00 0.00 0.00 0.08
#> SAMPLE_323 1 0.3424 0.3012 0.76 0.00 0.00 0.24 0.00
#> SAMPLE_324 4 0.3895 0.8908 0.32 0.00 0.00 0.68 0.00
#> SAMPLE_325 5 0.1043 0.8223 0.04 0.00 0.00 0.00 0.96
#> SAMPLE_326 4 0.3895 0.8908 0.32 0.00 0.00 0.68 0.00
#> SAMPLE_327 4 0.4182 0.8145 0.40 0.00 0.00 0.60 0.00
#> SAMPLE_328 1 0.3274 0.6659 0.78 0.00 0.00 0.00 0.22
#> SAMPLE_367 4 0.3895 0.8908 0.32 0.00 0.00 0.68 0.00
#> SAMPLE_368 1 0.1410 0.7200 0.94 0.00 0.00 0.00 0.06
#> SAMPLE_369 1 0.0609 0.6900 0.98 0.00 0.00 0.02 0.00
#> SAMPLE_371 1 0.3895 0.5184 0.68 0.00 0.00 0.00 0.32
#> SAMPLE_372 4 0.4060 0.8678 0.36 0.00 0.00 0.64 0.00
#> SAMPLE_568 1 0.4126 0.3880 0.62 0.00 0.00 0.00 0.38
#> SAMPLE_569 1 0.3274 0.6659 0.78 0.00 0.00 0.00 0.22
#> SAMPLE_570 4 0.4060 0.8678 0.36 0.00 0.00 0.64 0.00
#> SAMPLE_591 1 0.0609 0.6900 0.98 0.00 0.00 0.02 0.00
#> SAMPLE_593 4 0.3895 0.8908 0.32 0.00 0.00 0.68 0.00
#> SAMPLE_598 5 0.1043 0.8223 0.04 0.00 0.00 0.00 0.96
#> SAMPLE_599 1 0.0000 0.6978 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_600 1 0.4182 -0.3016 0.60 0.00 0.00 0.40 0.00
#> SAMPLE_601 1 0.4262 -0.4378 0.56 0.00 0.00 0.44 0.00
#> SAMPLE_603 1 0.3895 0.5184 0.68 0.00 0.00 0.00 0.32
#> SAMPLE_605 1 0.4302 0.0545 0.52 0.00 0.00 0.00 0.48
#> SAMPLE_607 5 0.1043 0.8223 0.04 0.00 0.00 0.00 0.96
#> SAMPLE_608 1 0.2280 0.5641 0.88 0.00 0.00 0.12 0.00
#> SAMPLE_638 1 0.0609 0.6900 0.98 0.00 0.00 0.02 0.00
#> SAMPLE_639 1 0.0609 0.6900 0.98 0.00 0.00 0.02 0.00
#> SAMPLE_640 1 0.3274 0.6659 0.78 0.00 0.00 0.00 0.22
#> SAMPLE_657 1 0.4227 -0.3711 0.58 0.00 0.00 0.42 0.00
#> SAMPLE_715 5 0.1043 0.8223 0.04 0.00 0.00 0.00 0.96
#> SAMPLE_730 5 0.0609 0.8204 0.02 0.00 0.00 0.00 0.98
#> SAMPLE_804 3 0.2249 0.9323 0.00 0.04 0.92 0.02 0.02
#> SAMPLE_805 4 0.3274 0.8257 0.22 0.00 0.00 0.78 0.00
#> SAMPLE_904 2 0.3561 0.8429 0.00 0.74 0.00 0.26 0.00
#> SAMPLE_905 2 0.0000 0.8480 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_1115 3 0.1216 0.9580 0.00 0.00 0.96 0.02 0.02
#> SAMPLE_1147 4 0.3999 0.8414 0.24 0.00 0.00 0.74 0.02
#> SAMPLE_1183 5 0.0609 0.8204 0.02 0.00 0.00 0.00 0.98
#> SAMPLE_1184 2 0.2873 0.8328 0.00 0.86 0.00 0.12 0.02
#> SAMPLE_1337 5 0.1648 0.7925 0.02 0.00 0.00 0.04 0.94
#> SAMPLE_1446 2 0.3561 0.8429 0.00 0.74 0.00 0.26 0.00
#> SAMPLE_1480 2 0.3561 0.8429 0.00 0.74 0.00 0.26 0.00
#> SAMPLE_1524 5 0.1043 0.8180 0.04 0.00 0.00 0.00 0.96
#> SAMPLE_1586 4 0.4360 0.8846 0.30 0.00 0.00 0.68 0.02
#> SAMPLE_1629 2 0.3561 0.8429 0.00 0.74 0.00 0.26 0.00
#> SAMPLE_1653 3 0.1043 0.9546 0.00 0.04 0.96 0.00 0.00
#> SAMPLE_1663 2 0.3561 0.8429 0.00 0.74 0.00 0.26 0.00
#> SAMPLE_1696 1 0.3274 0.6659 0.78 0.00 0.00 0.00 0.22
#> SAMPLE_1697 5 0.0609 0.8204 0.02 0.00 0.00 0.00 0.98
#> SAMPLE_1714 5 0.0609 0.8204 0.02 0.00 0.00 0.00 0.98
#> SAMPLE_1868 2 0.0000 0.8480 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_1915 2 0.3424 0.8457 0.00 0.76 0.00 0.24 0.00
#> SAMPLE_1933 5 0.2012 0.7866 0.02 0.00 0.00 0.06 0.92
#> SAMPLE_1938 5 0.4262 0.1963 0.44 0.00 0.00 0.00 0.56
#> SAMPLE_1978 4 0.4540 0.8707 0.34 0.00 0.00 0.64 0.02
#> SAMPLE_1994 4 0.1216 0.4668 0.02 0.00 0.00 0.96 0.02
#> SAMPLE_2024 4 0.4921 0.3228 0.04 0.00 0.00 0.62 0.34
#> SAMPLE_2060 4 0.4252 0.8805 0.28 0.00 0.00 0.70 0.02
#> SAMPLE_2148 2 0.3034 0.8104 0.00 0.88 0.04 0.06 0.02
#> SAMPLE_2239 2 0.1043 0.8326 0.00 0.96 0.04 0.00 0.00
#> SAMPLE_2263 4 0.4252 0.8805 0.28 0.00 0.00 0.70 0.02
#> SAMPLE_2298 1 0.4252 0.1878 0.70 0.00 0.00 0.28 0.02
#> SAMPLE_2360 4 0.4540 0.8707 0.34 0.00 0.00 0.64 0.02
#> SAMPLE_2384 3 0.0000 0.9705 0.00 0.00 1.00 0.00 0.00
#> SAMPLE_2385 3 0.0000 0.9705 0.00 0.00 1.00 0.00 0.00
#> SAMPLE_2412 2 0.3561 0.8429 0.00 0.74 0.00 0.26 0.00
#> SAMPLE_2445 5 0.2012 0.7866 0.02 0.00 0.00 0.06 0.92
#> SAMPLE_2476 3 0.0000 0.9705 0.00 0.00 1.00 0.00 0.00
#> SAMPLE_2512 2 0.1043 0.8326 0.00 0.96 0.04 0.00 0.00
#> SAMPLE_2513 3 0.2929 0.8292 0.00 0.18 0.82 0.00 0.00
#> SAMPLE_2570 5 0.0609 0.8204 0.02 0.00 0.00 0.00 0.98
#> SAMPLE_2595 3 0.0000 0.9705 0.00 0.00 1.00 0.00 0.00
#> SAMPLE_2598 2 0.3561 0.8429 0.00 0.74 0.00 0.26 0.00
#> SAMPLE_2604 5 0.1043 0.8223 0.04 0.00 0.00 0.00 0.96
#> SAMPLE_2628 2 0.4767 0.4867 0.00 0.56 0.00 0.42 0.02
#> SAMPLE_2630 2 0.3106 0.8220 0.00 0.84 0.00 0.14 0.02
#> SAMPLE_2651 5 0.4132 0.5846 0.02 0.00 0.00 0.26 0.72
#> SAMPLE_2660 4 0.4540 0.8707 0.34 0.00 0.00 0.64 0.02
#> SAMPLE_2683 3 0.1648 0.9508 0.00 0.04 0.94 0.00 0.02
#> SAMPLE_2684 2 0.0609 0.8479 0.00 0.98 0.00 0.00 0.02
#> SAMPLE_2718 3 0.0609 0.9655 0.00 0.00 0.98 0.00 0.02
#> SAMPLE_2719 3 0.0000 0.9705 0.00 0.00 1.00 0.00 0.00
#> SAMPLE_2720 3 0.0000 0.9705 0.00 0.00 1.00 0.00 0.00
#> SAMPLE_2781 2 0.0000 0.8480 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_2801 3 0.0000 0.9705 0.00 0.00 1.00 0.00 0.00
cbind(get_classes(res, k = 6), get_membership(res, k = 6))
#> class entropy silhouette p1 p2 p3 p4 p5 p6
#> SAMPLE_31 1 0.0547 0.7481 0.98 0.00 0.00 0.02 0.00 0.00
#> SAMPLE_32 1 0.1267 0.7367 0.94 0.06 0.00 0.00 0.00 0.00
#> SAMPLE_34 1 0.0937 0.7387 0.96 0.00 0.00 0.00 0.04 0.00
#> SAMPLE_37 1 0.1267 0.7367 0.94 0.06 0.00 0.00 0.00 0.00
#> SAMPLE_38 4 0.5921 0.1588 0.30 0.00 0.00 0.46 0.00 0.24
#> SAMPLE_40 1 0.3592 0.6795 0.74 0.00 0.00 0.02 0.00 0.24
#> SAMPLE_41 1 0.2790 0.7184 0.84 0.00 0.00 0.02 0.00 0.14
#> SAMPLE_42 1 0.0000 0.7505 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_46 1 0.1480 0.7469 0.94 0.04 0.00 0.02 0.00 0.00
#> SAMPLE_47 4 0.5921 0.1588 0.30 0.00 0.00 0.46 0.00 0.24
#> SAMPLE_48 1 0.4247 0.4330 0.70 0.06 0.00 0.00 0.24 0.00
#> SAMPLE_49 1 0.0000 0.7505 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_50 1 0.5102 0.5799 0.62 0.00 0.00 0.14 0.00 0.24
#> SAMPLE_51 1 0.0547 0.7472 0.98 0.00 0.00 0.00 0.02 0.00
#> SAMPLE_52 4 0.0937 0.6602 0.04 0.00 0.00 0.96 0.00 0.00
#> SAMPLE_53 4 0.5963 0.0970 0.32 0.00 0.00 0.44 0.00 0.24
#> SAMPLE_54 1 0.1267 0.7367 0.94 0.06 0.00 0.00 0.00 0.00
#> SAMPLE_55 2 0.4806 0.7350 0.00 0.56 0.00 0.06 0.00 0.38
#> SAMPLE_56 1 0.2512 0.6942 0.88 0.06 0.00 0.00 0.06 0.00
#> SAMPLE_70 1 0.4503 0.6403 0.68 0.00 0.00 0.08 0.00 0.24
#> SAMPLE_71 1 0.4247 0.6558 0.70 0.00 0.00 0.06 0.00 0.24
#> SAMPLE_73 1 0.4247 0.6558 0.70 0.00 0.00 0.06 0.00 0.24
#> SAMPLE_74 1 0.0547 0.7481 0.98 0.00 0.00 0.02 0.00 0.00
#> SAMPLE_76 1 0.0000 0.7505 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_77 5 0.0937 0.8101 0.04 0.00 0.00 0.00 0.96 0.00
#> SAMPLE_78 1 0.4247 0.6558 0.70 0.00 0.00 0.06 0.00 0.24
#> SAMPLE_79 1 0.1807 0.7418 0.92 0.06 0.00 0.02 0.00 0.00
#> SAMPLE_114 1 0.5628 0.4611 0.54 0.00 0.00 0.22 0.00 0.24
#> SAMPLE_115 1 0.1807 0.7418 0.92 0.06 0.00 0.02 0.00 0.00
#> SAMPLE_116 1 0.5259 0.5551 0.60 0.00 0.00 0.16 0.00 0.24
#> SAMPLE_117 1 0.4121 0.4706 0.72 0.06 0.00 0.00 0.22 0.00
#> SAMPLE_119 4 0.5921 0.1588 0.30 0.00 0.00 0.46 0.00 0.24
#> SAMPLE_176 5 0.0937 0.8101 0.04 0.00 0.00 0.00 0.96 0.00
#> SAMPLE_177 5 0.0547 0.8086 0.02 0.00 0.00 0.00 0.98 0.00
#> SAMPLE_178 5 0.6471 0.4901 0.04 0.28 0.00 0.20 0.48 0.00
#> SAMPLE_231 1 0.3460 0.6897 0.76 0.00 0.00 0.02 0.00 0.22
#> SAMPLE_233 1 0.3460 0.6897 0.76 0.00 0.00 0.02 0.00 0.22
#> SAMPLE_288 1 0.0547 0.7472 0.98 0.00 0.00 0.00 0.02 0.00
#> SAMPLE_289 1 0.0000 0.7505 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_296 1 0.4121 0.4711 0.72 0.06 0.00 0.00 0.22 0.00
#> SAMPLE_297 1 0.5963 0.2499 0.44 0.00 0.00 0.32 0.00 0.24
#> SAMPLE_298 1 0.0547 0.7481 0.98 0.00 0.00 0.02 0.00 0.00
#> SAMPLE_299 1 0.5398 0.5289 0.58 0.00 0.00 0.18 0.00 0.24
#> SAMPLE_300 1 0.1267 0.7367 0.94 0.06 0.00 0.00 0.00 0.00
#> SAMPLE_301 1 0.5259 0.5568 0.60 0.00 0.00 0.16 0.00 0.24
#> SAMPLE_303 1 0.1807 0.7418 0.92 0.06 0.00 0.02 0.00 0.00
#> SAMPLE_304 1 0.3592 0.6795 0.74 0.00 0.00 0.02 0.00 0.24
#> SAMPLE_305 1 0.4503 0.6403 0.68 0.00 0.00 0.08 0.00 0.24
#> SAMPLE_306 1 0.1807 0.7418 0.92 0.06 0.00 0.02 0.00 0.00
#> SAMPLE_307 4 0.0937 0.6504 0.00 0.04 0.00 0.96 0.00 0.00
#> SAMPLE_308 1 0.4462 0.3406 0.66 0.06 0.00 0.00 0.28 0.00
#> SAMPLE_309 1 0.2794 0.6733 0.86 0.06 0.00 0.00 0.08 0.00
#> SAMPLE_311 1 0.1807 0.7418 0.92 0.06 0.00 0.02 0.00 0.00
#> SAMPLE_313 1 0.2512 0.6929 0.88 0.06 0.00 0.00 0.06 0.00
#> SAMPLE_314 1 0.5922 0.2123 0.44 0.00 0.00 0.34 0.00 0.22
#> SAMPLE_315 1 0.6453 0.1228 0.38 0.02 0.00 0.36 0.00 0.24
#> SAMPLE_316 4 0.1480 0.6579 0.04 0.02 0.00 0.94 0.00 0.00
#> SAMPLE_317 4 0.1267 0.6471 0.00 0.06 0.00 0.94 0.00 0.00
#> SAMPLE_318 1 0.2190 0.7113 0.90 0.06 0.00 0.00 0.04 0.00
#> SAMPLE_319 1 0.1807 0.7418 0.92 0.06 0.00 0.02 0.00 0.00
#> SAMPLE_320 1 0.5520 0.5001 0.56 0.00 0.00 0.20 0.00 0.24
#> SAMPLE_321 1 0.1092 0.7491 0.96 0.02 0.00 0.02 0.00 0.00
#> SAMPLE_323 1 0.4806 0.3133 0.56 0.06 0.00 0.38 0.00 0.00
#> SAMPLE_324 4 0.0937 0.6504 0.00 0.04 0.00 0.96 0.00 0.00
#> SAMPLE_325 5 0.5428 0.5328 0.32 0.14 0.00 0.00 0.54 0.00
#> SAMPLE_326 4 0.0937 0.6504 0.00 0.04 0.00 0.96 0.00 0.00
#> SAMPLE_327 4 0.1480 0.6579 0.04 0.02 0.00 0.94 0.00 0.00
#> SAMPLE_328 1 0.1807 0.7418 0.92 0.06 0.00 0.02 0.00 0.00
#> SAMPLE_367 4 0.0937 0.6602 0.04 0.00 0.00 0.96 0.00 0.00
#> SAMPLE_368 1 0.3460 0.6897 0.76 0.00 0.00 0.02 0.00 0.22
#> SAMPLE_369 1 0.4503 0.6403 0.68 0.00 0.00 0.08 0.00 0.24
#> SAMPLE_371 1 0.2190 0.7105 0.90 0.06 0.00 0.00 0.04 0.00
#> SAMPLE_372 4 0.3163 0.5984 0.04 0.00 0.00 0.82 0.00 0.14
#> SAMPLE_568 1 0.2260 0.6493 0.86 0.00 0.00 0.00 0.14 0.00
#> SAMPLE_569 1 0.0000 0.7505 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_570 4 0.0937 0.6602 0.04 0.00 0.00 0.96 0.00 0.00
#> SAMPLE_591 1 0.5520 0.5001 0.56 0.00 0.00 0.20 0.00 0.24
#> SAMPLE_593 4 0.0937 0.6602 0.04 0.00 0.00 0.96 0.00 0.00
#> SAMPLE_598 5 0.0937 0.8101 0.04 0.00 0.00 0.00 0.96 0.00
#> SAMPLE_599 1 0.3592 0.6795 0.74 0.00 0.00 0.02 0.00 0.24
#> SAMPLE_600 4 0.5867 0.1999 0.28 0.00 0.00 0.48 0.00 0.24
#> SAMPLE_601 4 0.4631 0.3398 0.32 0.06 0.00 0.62 0.00 0.00
#> SAMPLE_603 1 0.2512 0.6929 0.88 0.06 0.00 0.00 0.06 0.00
#> SAMPLE_605 1 0.4121 0.4711 0.72 0.06 0.00 0.00 0.22 0.00
#> SAMPLE_607 5 0.0937 0.8101 0.04 0.00 0.00 0.00 0.96 0.00
#> SAMPLE_608 1 0.5867 0.3426 0.48 0.00 0.00 0.28 0.00 0.24
#> SAMPLE_638 1 0.4247 0.6558 0.70 0.00 0.00 0.06 0.00 0.24
#> SAMPLE_639 1 0.4503 0.6403 0.68 0.00 0.00 0.08 0.00 0.24
#> SAMPLE_640 1 0.0000 0.7505 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_657 4 0.6441 0.0365 0.34 0.02 0.00 0.40 0.00 0.24
#> SAMPLE_715 5 0.0937 0.8101 0.04 0.00 0.00 0.00 0.96 0.00
#> SAMPLE_730 5 0.0547 0.8086 0.02 0.00 0.00 0.00 0.98 0.00
#> SAMPLE_804 3 0.1807 0.9131 0.00 0.06 0.92 0.00 0.02 0.00
#> SAMPLE_805 4 0.1814 0.6373 0.00 0.10 0.00 0.90 0.00 0.00
#> SAMPLE_904 6 0.3076 0.9687 0.00 0.24 0.00 0.00 0.00 0.76
#> SAMPLE_905 2 0.3828 0.8163 0.00 0.56 0.00 0.00 0.00 0.44
#> SAMPLE_1115 3 0.1807 0.9131 0.00 0.06 0.92 0.00 0.02 0.00
#> SAMPLE_1147 4 0.3460 0.5645 0.00 0.22 0.00 0.76 0.02 0.00
#> SAMPLE_1183 5 0.0547 0.8086 0.02 0.00 0.00 0.00 0.98 0.00
#> SAMPLE_1184 2 0.4078 0.7745 0.00 0.64 0.00 0.02 0.00 0.34
#> SAMPLE_1337 5 0.4334 0.6971 0.02 0.22 0.00 0.04 0.72 0.00
#> SAMPLE_1446 6 0.3076 0.9687 0.00 0.24 0.00 0.00 0.00 0.76
#> SAMPLE_1480 6 0.3076 0.9687 0.00 0.24 0.00 0.00 0.00 0.76
#> SAMPLE_1524 5 0.6215 0.5221 0.30 0.20 0.00 0.02 0.48 0.00
#> SAMPLE_1586 4 0.3592 0.5597 0.00 0.24 0.00 0.74 0.02 0.00
#> SAMPLE_1629 6 0.3198 0.9285 0.00 0.26 0.00 0.00 0.00 0.74
#> SAMPLE_1653 3 0.1814 0.9034 0.00 0.10 0.90 0.00 0.00 0.00
#> SAMPLE_1663 6 0.3076 0.9687 0.00 0.24 0.00 0.00 0.00 0.76
#> SAMPLE_1696 1 0.3076 0.6854 0.76 0.00 0.00 0.00 0.00 0.24
#> SAMPLE_1697 5 0.0547 0.8086 0.02 0.00 0.00 0.00 0.98 0.00
#> SAMPLE_1714 5 0.4460 0.7136 0.04 0.24 0.00 0.02 0.70 0.00
#> SAMPLE_1868 2 0.3828 0.8163 0.00 0.56 0.00 0.00 0.00 0.44
#> SAMPLE_1915 6 0.3198 0.9190 0.00 0.26 0.00 0.00 0.00 0.74
#> SAMPLE_1933 5 0.6502 0.5853 0.16 0.28 0.00 0.06 0.50 0.00
#> SAMPLE_1938 1 0.5310 0.3304 0.64 0.12 0.00 0.02 0.22 0.00
#> SAMPLE_1978 4 0.4615 0.5598 0.02 0.24 0.00 0.70 0.02 0.02
#> SAMPLE_1994 4 0.6105 0.3554 0.00 0.24 0.00 0.52 0.02 0.22
#> SAMPLE_2024 4 0.5422 0.3898 0.02 0.28 0.00 0.60 0.10 0.00
#> SAMPLE_2060 4 0.3315 0.5736 0.00 0.20 0.00 0.78 0.02 0.00
#> SAMPLE_2148 2 0.4078 0.7765 0.00 0.64 0.02 0.00 0.00 0.34
#> SAMPLE_2239 2 0.4282 0.8232 0.00 0.56 0.02 0.00 0.00 0.42
#> SAMPLE_2263 4 0.3592 0.5597 0.00 0.24 0.00 0.74 0.02 0.00
#> SAMPLE_2298 1 0.7833 0.1366 0.38 0.20 0.00 0.16 0.02 0.24
#> SAMPLE_2360 4 0.3834 0.5787 0.02 0.20 0.00 0.76 0.02 0.00
#> SAMPLE_2384 3 0.0000 0.9450 0.00 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_2385 3 0.0000 0.9450 0.00 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_2412 6 0.3198 0.9285 0.00 0.26 0.00 0.00 0.00 0.74
#> SAMPLE_2445 5 0.6502 0.5409 0.06 0.28 0.00 0.16 0.50 0.00
#> SAMPLE_2476 3 0.0000 0.9450 0.00 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_2512 2 0.4282 0.8232 0.00 0.56 0.02 0.00 0.00 0.42
#> SAMPLE_2513 3 0.3409 0.6554 0.00 0.30 0.70 0.00 0.00 0.00
#> SAMPLE_2570 5 0.0547 0.8086 0.02 0.00 0.00 0.00 0.98 0.00
#> SAMPLE_2595 3 0.0000 0.9450 0.00 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_2598 6 0.3076 0.9687 0.00 0.24 0.00 0.00 0.00 0.76
#> SAMPLE_2604 5 0.0937 0.8101 0.04 0.00 0.00 0.00 0.96 0.00
#> SAMPLE_2628 4 0.6200 -0.1780 0.00 0.34 0.00 0.46 0.02 0.18
#> SAMPLE_2630 2 0.5189 0.6091 0.00 0.58 0.00 0.06 0.02 0.34
#> SAMPLE_2651 4 0.6441 -0.1416 0.02 0.24 0.00 0.40 0.34 0.00
#> SAMPLE_2660 4 0.3592 0.5597 0.00 0.24 0.00 0.74 0.02 0.00
#> SAMPLE_2683 3 0.2631 0.8135 0.00 0.18 0.82 0.00 0.00 0.00
#> SAMPLE_2684 2 0.3797 0.8279 0.00 0.58 0.00 0.00 0.00 0.42
#> SAMPLE_2718 3 0.0000 0.9450 0.00 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_2719 3 0.0000 0.9450 0.00 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_2720 3 0.0000 0.9450 0.00 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_2781 2 0.3828 0.8163 0.00 0.56 0.00 0.00 0.00 0.44
#> SAMPLE_2801 3 0.0000 0.9450 0.00 0.00 1.00 0.00 0.00 0.00
cbind(get_classes(res, k = 7), get_membership(res, k = 7))
#> class entropy silhouette p1 p2 p3 p4 p5 p6 p7
#> SAMPLE_31 1 0.1166 0.76011 0.94 0.00 0.00 0.00 0.00 0.00 0.06
#> SAMPLE_32 1 0.1664 0.78497 0.92 0.00 0.00 0.00 0.00 0.06 0.02
#> SAMPLE_34 1 0.1363 0.77469 0.94 0.00 0.00 0.00 0.00 0.04 0.02
#> SAMPLE_37 1 0.1433 0.78009 0.92 0.00 0.00 0.00 0.00 0.08 0.00
#> SAMPLE_38 7 0.5072 0.70584 0.18 0.00 0.00 0.08 0.00 0.08 0.66
#> SAMPLE_40 1 0.3943 -0.08392 0.56 0.00 0.00 0.00 0.00 0.02 0.42
#> SAMPLE_41 1 0.2945 0.43748 0.74 0.00 0.00 0.00 0.00 0.00 0.26
#> SAMPLE_42 1 0.1363 0.76872 0.94 0.00 0.00 0.00 0.00 0.02 0.04
#> SAMPLE_46 1 0.0863 0.78092 0.96 0.00 0.00 0.00 0.00 0.00 0.04
#> SAMPLE_47 7 0.3449 0.79016 0.14 0.00 0.00 0.08 0.00 0.00 0.78
#> SAMPLE_48 1 0.3449 0.67532 0.78 0.00 0.00 0.00 0.14 0.08 0.00
#> SAMPLE_49 1 0.0504 0.77868 0.98 0.00 0.00 0.00 0.00 0.00 0.02
#> SAMPLE_50 7 0.2945 0.87277 0.26 0.00 0.00 0.00 0.00 0.00 0.74
#> SAMPLE_51 1 0.1363 0.77469 0.94 0.00 0.00 0.00 0.00 0.04 0.02
#> SAMPLE_52 4 0.4714 0.57606 0.00 0.00 0.00 0.60 0.00 0.12 0.28
#> SAMPLE_53 7 0.3449 0.79016 0.14 0.00 0.00 0.08 0.00 0.00 0.78
#> SAMPLE_54 1 0.1166 0.78387 0.94 0.00 0.00 0.00 0.00 0.06 0.00
#> SAMPLE_55 2 0.3061 0.46123 0.00 0.84 0.00 0.08 0.00 0.06 0.02
#> SAMPLE_56 1 0.1166 0.78387 0.94 0.00 0.00 0.00 0.00 0.06 0.00
#> SAMPLE_70 7 0.2832 0.86417 0.24 0.00 0.00 0.00 0.00 0.00 0.76
#> SAMPLE_71 7 0.2945 0.87277 0.26 0.00 0.00 0.00 0.00 0.00 0.74
#> SAMPLE_73 7 0.2945 0.87277 0.26 0.00 0.00 0.00 0.00 0.00 0.74
#> SAMPLE_74 1 0.0504 0.77868 0.98 0.00 0.00 0.00 0.00 0.00 0.02
#> SAMPLE_76 1 0.1006 0.77938 0.96 0.00 0.00 0.00 0.00 0.02 0.02
#> SAMPLE_77 5 0.1718 0.87295 0.04 0.00 0.00 0.00 0.92 0.04 0.00
#> SAMPLE_78 7 0.2945 0.87277 0.26 0.00 0.00 0.00 0.00 0.00 0.74
#> SAMPLE_79 1 0.2572 0.74620 0.86 0.00 0.00 0.00 0.00 0.08 0.06
#> SAMPLE_114 7 0.3139 0.83681 0.30 0.00 0.00 0.00 0.00 0.00 0.70
#> SAMPLE_115 1 0.1928 0.77357 0.90 0.00 0.00 0.00 0.00 0.08 0.02
#> SAMPLE_116 7 0.2945 0.87277 0.26 0.00 0.00 0.00 0.00 0.00 0.74
#> SAMPLE_117 1 0.3487 0.69750 0.78 0.00 0.00 0.00 0.12 0.10 0.00
#> SAMPLE_119 7 0.3449 0.79016 0.14 0.00 0.00 0.08 0.00 0.00 0.78
#> SAMPLE_176 5 0.1718 0.87019 0.04 0.00 0.00 0.00 0.92 0.04 0.00
#> SAMPLE_177 5 0.0504 0.88342 0.00 0.00 0.00 0.02 0.98 0.00 0.00
#> SAMPLE_178 4 0.5551 0.16141 0.06 0.00 0.00 0.56 0.28 0.10 0.00
#> SAMPLE_231 1 0.3558 -0.25026 0.52 0.00 0.00 0.00 0.00 0.00 0.48
#> SAMPLE_233 1 0.3496 -0.06902 0.58 0.00 0.00 0.00 0.00 0.00 0.42
#> SAMPLE_288 1 0.1363 0.77469 0.94 0.00 0.00 0.00 0.00 0.04 0.02
#> SAMPLE_289 1 0.1363 0.77039 0.94 0.00 0.00 0.00 0.00 0.02 0.04
#> SAMPLE_296 1 0.3208 0.70740 0.82 0.00 0.00 0.00 0.12 0.04 0.02
#> SAMPLE_297 7 0.3244 0.83070 0.18 0.00 0.00 0.04 0.00 0.00 0.78
#> SAMPLE_298 1 0.1006 0.77938 0.96 0.00 0.00 0.00 0.00 0.02 0.02
#> SAMPLE_299 7 0.2945 0.87277 0.26 0.00 0.00 0.00 0.00 0.00 0.74
#> SAMPLE_300 1 0.1664 0.78497 0.92 0.00 0.00 0.00 0.00 0.06 0.02
#> SAMPLE_301 7 0.2945 0.87277 0.26 0.00 0.00 0.00 0.00 0.00 0.74
#> SAMPLE_303 1 0.2278 0.77635 0.88 0.00 0.00 0.00 0.00 0.08 0.04
#> SAMPLE_304 1 0.3525 -0.12411 0.56 0.00 0.00 0.00 0.00 0.00 0.44
#> SAMPLE_305 7 0.2945 0.87277 0.26 0.00 0.00 0.00 0.00 0.00 0.74
#> SAMPLE_306 1 0.2769 0.74887 0.86 0.00 0.00 0.02 0.00 0.08 0.04
#> SAMPLE_307 4 0.4714 0.57606 0.00 0.00 0.00 0.60 0.00 0.12 0.28
#> SAMPLE_308 1 0.3449 0.67532 0.78 0.00 0.00 0.00 0.14 0.08 0.00
#> SAMPLE_309 1 0.2572 0.75676 0.86 0.00 0.00 0.00 0.06 0.08 0.00
#> SAMPLE_311 1 0.2278 0.77635 0.88 0.00 0.00 0.00 0.00 0.08 0.04
#> SAMPLE_313 1 0.1433 0.78009 0.92 0.00 0.00 0.00 0.00 0.08 0.00
#> SAMPLE_314 7 0.5023 0.71769 0.26 0.00 0.00 0.04 0.00 0.08 0.62
#> SAMPLE_315 7 0.5086 0.71697 0.22 0.00 0.00 0.06 0.00 0.08 0.64
#> SAMPLE_316 4 0.5925 0.54579 0.08 0.00 0.00 0.52 0.00 0.12 0.28
#> SAMPLE_317 4 0.3867 0.57635 0.00 0.00 0.00 0.74 0.00 0.12 0.14
#> SAMPLE_318 1 0.1363 0.77469 0.94 0.00 0.00 0.00 0.00 0.04 0.02
#> SAMPLE_319 1 0.1433 0.78009 0.92 0.00 0.00 0.00 0.00 0.08 0.00
#> SAMPLE_320 7 0.3047 0.85619 0.28 0.00 0.00 0.00 0.00 0.00 0.72
#> SAMPLE_321 1 0.2278 0.77635 0.88 0.00 0.00 0.00 0.00 0.08 0.04
#> SAMPLE_323 1 0.6066 0.08656 0.50 0.00 0.00 0.08 0.00 0.14 0.28
#> SAMPLE_324 4 0.4714 0.57606 0.00 0.00 0.00 0.60 0.00 0.12 0.28
#> SAMPLE_325 1 0.5242 0.30955 0.56 0.00 0.00 0.04 0.32 0.08 0.00
#> SAMPLE_326 4 0.4714 0.57606 0.00 0.00 0.00 0.60 0.00 0.12 0.28
#> SAMPLE_327 4 0.5717 0.55479 0.06 0.00 0.00 0.54 0.00 0.12 0.28
#> SAMPLE_328 1 0.1433 0.78009 0.92 0.00 0.00 0.00 0.00 0.08 0.00
#> SAMPLE_367 4 0.4714 0.57606 0.00 0.00 0.00 0.60 0.00 0.12 0.28
#> SAMPLE_368 1 0.3867 0.14773 0.60 0.00 0.00 0.00 0.00 0.02 0.38
#> SAMPLE_369 7 0.2945 0.87277 0.26 0.00 0.00 0.00 0.00 0.00 0.74
#> SAMPLE_371 1 0.1433 0.78009 0.92 0.00 0.00 0.00 0.00 0.08 0.00
#> SAMPLE_372 7 0.4264 0.00764 0.00 0.00 0.00 0.32 0.00 0.06 0.62
#> SAMPLE_568 1 0.2804 0.74599 0.86 0.00 0.00 0.00 0.06 0.06 0.02
#> SAMPLE_569 1 0.1006 0.77938 0.96 0.00 0.00 0.00 0.00 0.02 0.02
#> SAMPLE_570 4 0.5065 0.57269 0.02 0.00 0.00 0.58 0.00 0.10 0.30
#> SAMPLE_591 7 0.2945 0.87277 0.26 0.00 0.00 0.00 0.00 0.00 0.74
#> SAMPLE_593 4 0.4714 0.57606 0.00 0.00 0.00 0.60 0.00 0.12 0.28
#> SAMPLE_598 5 0.2016 0.86218 0.04 0.00 0.00 0.00 0.90 0.06 0.00
#> SAMPLE_599 1 0.3562 -0.29913 0.50 0.00 0.00 0.00 0.00 0.00 0.50
#> SAMPLE_600 7 0.3199 0.79170 0.14 0.00 0.00 0.06 0.00 0.00 0.80
#> SAMPLE_601 4 0.6905 0.18717 0.24 0.00 0.00 0.32 0.00 0.14 0.30
#> SAMPLE_603 1 0.1433 0.78009 0.92 0.00 0.00 0.00 0.00 0.08 0.00
#> SAMPLE_605 1 0.3208 0.70740 0.82 0.00 0.00 0.00 0.12 0.04 0.02
#> SAMPLE_607 5 0.1718 0.87295 0.04 0.00 0.00 0.00 0.92 0.04 0.00
#> SAMPLE_608 7 0.3307 0.86890 0.24 0.00 0.00 0.02 0.00 0.00 0.74
#> SAMPLE_638 7 0.2945 0.87277 0.26 0.00 0.00 0.00 0.00 0.00 0.74
#> SAMPLE_639 7 0.3047 0.85619 0.28 0.00 0.00 0.00 0.00 0.00 0.72
#> SAMPLE_640 1 0.1006 0.77746 0.96 0.00 0.00 0.00 0.00 0.02 0.02
#> SAMPLE_657 7 0.3867 0.78402 0.14 0.00 0.00 0.12 0.00 0.00 0.74
#> SAMPLE_715 5 0.2016 0.86218 0.04 0.00 0.00 0.00 0.90 0.06 0.00
#> SAMPLE_730 5 0.0504 0.88342 0.00 0.00 0.00 0.02 0.98 0.00 0.00
#> SAMPLE_804 3 0.5658 0.61167 0.00 0.04 0.60 0.00 0.02 0.22 0.12
#> SAMPLE_805 4 0.2313 0.59053 0.00 0.00 0.00 0.88 0.00 0.06 0.06
#> SAMPLE_904 2 0.3562 -0.58329 0.00 0.50 0.00 0.00 0.00 0.50 0.00
#> SAMPLE_905 2 0.0000 0.56803 0.00 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1115 3 0.5347 0.63437 0.00 0.02 0.62 0.00 0.02 0.22 0.12
#> SAMPLE_1147 4 0.0000 0.58988 0.00 0.00 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_1183 5 0.0504 0.88342 0.00 0.00 0.00 0.02 0.98 0.00 0.00
#> SAMPLE_1184 2 0.3052 0.47274 0.00 0.78 0.00 0.00 0.00 0.20 0.02
#> SAMPLE_1337 5 0.3867 0.43039 0.00 0.00 0.00 0.38 0.60 0.02 0.00
#> SAMPLE_1446 6 0.3562 0.43905 0.00 0.50 0.00 0.00 0.00 0.50 0.00
#> SAMPLE_1480 2 0.3562 -0.58329 0.00 0.50 0.00 0.00 0.00 0.50 0.00
#> SAMPLE_1524 1 0.5763 0.30363 0.54 0.00 0.00 0.10 0.28 0.08 0.00
#> SAMPLE_1586 4 0.1363 0.58070 0.00 0.00 0.00 0.94 0.04 0.02 0.00
#> SAMPLE_1629 6 0.3985 0.47944 0.00 0.46 0.00 0.02 0.00 0.52 0.00
#> SAMPLE_1653 3 0.1664 0.84410 0.00 0.06 0.92 0.00 0.00 0.00 0.02
#> SAMPLE_1663 2 0.3562 -0.58329 0.00 0.50 0.00 0.00 0.00 0.50 0.00
#> SAMPLE_1696 1 0.3558 -0.25026 0.52 0.00 0.00 0.00 0.00 0.00 0.48
#> SAMPLE_1697 5 0.0504 0.88342 0.00 0.00 0.00 0.02 0.98 0.00 0.00
#> SAMPLE_1714 5 0.4821 0.57828 0.04 0.00 0.00 0.22 0.66 0.08 0.00
#> SAMPLE_1868 2 0.0000 0.56803 0.00 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1915 2 0.3525 -0.45319 0.00 0.56 0.00 0.00 0.00 0.44 0.00
#> SAMPLE_1933 4 0.6665 -0.09120 0.24 0.00 0.00 0.38 0.28 0.10 0.00
#> SAMPLE_1938 1 0.4536 0.61539 0.72 0.00 0.00 0.06 0.14 0.08 0.00
#> SAMPLE_1978 4 0.4044 0.52595 0.02 0.00 0.00 0.76 0.04 0.02 0.16
#> SAMPLE_1994 4 0.2722 0.51422 0.00 0.00 0.00 0.84 0.04 0.12 0.00
#> SAMPLE_2024 4 0.4574 0.44894 0.06 0.00 0.00 0.72 0.12 0.10 0.00
#> SAMPLE_2060 4 0.0504 0.59643 0.00 0.00 0.00 0.98 0.00 0.00 0.02
#> SAMPLE_2148 2 0.2906 0.47462 0.00 0.80 0.00 0.00 0.00 0.18 0.02
#> SAMPLE_2239 2 0.0000 0.56803 0.00 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2263 4 0.0504 0.58717 0.00 0.00 0.00 0.98 0.00 0.02 0.00
#> SAMPLE_2298 4 0.5665 -0.27135 0.16 0.00 0.00 0.42 0.02 0.00 0.40
#> SAMPLE_2360 4 0.2376 0.58251 0.00 0.00 0.00 0.86 0.02 0.00 0.12
#> SAMPLE_2384 3 0.0000 0.88041 0.00 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_2385 3 0.0000 0.88041 0.00 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_2412 6 0.3985 0.47944 0.00 0.46 0.00 0.02 0.00 0.52 0.00
#> SAMPLE_2445 4 0.5551 0.16141 0.06 0.00 0.00 0.56 0.28 0.10 0.00
#> SAMPLE_2476 3 0.0000 0.88041 0.00 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_2512 2 0.0504 0.56783 0.00 0.98 0.00 0.00 0.00 0.02 0.00
#> SAMPLE_2513 3 0.3459 0.48372 0.00 0.40 0.60 0.00 0.00 0.00 0.00
#> SAMPLE_2570 5 0.0504 0.88342 0.00 0.00 0.00 0.02 0.98 0.00 0.00
#> SAMPLE_2595 3 0.0000 0.88041 0.00 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_2598 6 0.3562 0.43905 0.00 0.50 0.00 0.00 0.00 0.50 0.00
#> SAMPLE_2604 5 0.1505 0.88179 0.02 0.00 0.00 0.02 0.94 0.02 0.00
#> SAMPLE_2628 6 0.7222 -0.15515 0.00 0.26 0.00 0.30 0.02 0.30 0.12
#> SAMPLE_2630 2 0.6627 0.17486 0.00 0.48 0.00 0.12 0.02 0.26 0.12
#> SAMPLE_2651 4 0.3530 0.42964 0.02 0.00 0.00 0.76 0.20 0.02 0.00
#> SAMPLE_2660 4 0.2355 0.57538 0.02 0.00 0.00 0.90 0.04 0.02 0.02
#> SAMPLE_2683 3 0.3780 0.68227 0.00 0.24 0.72 0.00 0.00 0.02 0.02
#> SAMPLE_2684 2 0.1363 0.55869 0.00 0.94 0.00 0.00 0.00 0.04 0.02
#> SAMPLE_2718 3 0.0000 0.88041 0.00 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_2719 3 0.0000 0.88041 0.00 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_2720 3 0.0000 0.88041 0.00 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_2781 2 0.0000 0.56803 0.00 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2801 3 0.0000 0.88041 0.00 0.00 1.00 0.00 0.00 0.00 0.00
cbind(get_classes(res, k = 8), get_membership(res, k = 8))
#> class entropy silhouette p1 p2 p3 p4 p5 p6 p7 p8
#> SAMPLE_31 1 0.2348 0.8926 0.88 0.02 0.00 0.00 0.00 0.00 0.06 0.04
#> SAMPLE_32 1 0.0941 0.9171 0.96 0.00 0.00 0.00 0.00 0.00 0.02 0.02
#> SAMPLE_34 1 0.1741 0.9081 0.92 0.04 0.00 0.00 0.00 0.00 0.02 0.02
#> SAMPLE_37 1 0.0471 0.9194 0.98 0.00 0.00 0.00 0.00 0.00 0.02 0.00
#> SAMPLE_38 7 0.3843 0.3607 0.02 0.00 0.00 0.04 0.00 0.00 0.70 0.24
#> SAMPLE_40 7 0.3637 0.6651 0.26 0.02 0.00 0.00 0.00 0.00 0.70 0.02
#> SAMPLE_41 1 0.3941 0.5471 0.68 0.02 0.00 0.00 0.00 0.00 0.26 0.04
#> SAMPLE_42 1 0.2348 0.9000 0.88 0.04 0.00 0.00 0.00 0.00 0.06 0.02
#> SAMPLE_46 1 0.2807 0.8696 0.86 0.04 0.00 0.00 0.02 0.00 0.02 0.06
#> SAMPLE_47 7 0.2350 0.6424 0.00 0.00 0.00 0.04 0.00 0.00 0.86 0.10
#> SAMPLE_48 1 0.0471 0.9145 0.98 0.02 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_49 1 0.2071 0.9101 0.90 0.04 0.00 0.00 0.00 0.00 0.04 0.02
#> SAMPLE_50 7 0.1563 0.8031 0.10 0.00 0.00 0.00 0.00 0.00 0.90 0.00
#> SAMPLE_51 1 0.2071 0.9003 0.90 0.04 0.00 0.00 0.00 0.00 0.04 0.02
#> SAMPLE_52 8 0.5138 0.7740 0.00 0.00 0.00 0.24 0.00 0.00 0.32 0.44
#> SAMPLE_53 7 0.1607 0.7066 0.00 0.00 0.00 0.04 0.00 0.00 0.92 0.04
#> SAMPLE_54 1 0.0471 0.9194 0.98 0.00 0.00 0.00 0.00 0.00 0.02 0.00
#> SAMPLE_55 2 0.5180 0.5382 0.00 0.54 0.00 0.02 0.00 0.22 0.00 0.22
#> SAMPLE_56 1 0.0000 0.9149 1.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_70 7 0.2484 0.7828 0.10 0.00 0.00 0.00 0.02 0.00 0.86 0.02
#> SAMPLE_71 7 0.1765 0.8027 0.12 0.00 0.00 0.00 0.00 0.00 0.88 0.00
#> SAMPLE_73 7 0.1765 0.8027 0.12 0.00 0.00 0.00 0.00 0.00 0.88 0.00
#> SAMPLE_74 1 0.2071 0.9062 0.90 0.02 0.00 0.00 0.00 0.00 0.04 0.04
#> SAMPLE_76 1 0.2348 0.9000 0.88 0.04 0.00 0.00 0.00 0.00 0.06 0.02
#> SAMPLE_77 5 0.0941 0.9681 0.02 0.02 0.00 0.00 0.96 0.00 0.00 0.00
#> SAMPLE_78 7 0.1765 0.8027 0.12 0.00 0.00 0.00 0.00 0.00 0.88 0.00
#> SAMPLE_79 1 0.0471 0.9194 0.98 0.00 0.00 0.00 0.00 0.00 0.02 0.00
#> SAMPLE_114 7 0.2807 0.7830 0.10 0.00 0.00 0.02 0.00 0.00 0.84 0.04
#> SAMPLE_115 1 0.0471 0.9194 0.98 0.00 0.00 0.00 0.00 0.00 0.02 0.00
#> SAMPLE_116 7 0.2350 0.7985 0.10 0.00 0.00 0.00 0.00 0.00 0.86 0.04
#> SAMPLE_117 1 0.0471 0.9145 0.98 0.02 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_119 7 0.0808 0.7229 0.00 0.00 0.00 0.04 0.00 0.00 0.96 0.00
#> SAMPLE_176 5 0.0941 0.9703 0.02 0.02 0.00 0.00 0.96 0.00 0.00 0.00
#> SAMPLE_177 5 0.0471 0.9718 0.00 0.00 0.00 0.02 0.98 0.00 0.00 0.00
#> SAMPLE_178 4 0.2350 0.7594 0.04 0.00 0.00 0.86 0.10 0.00 0.00 0.00
#> SAMPLE_231 7 0.3728 0.6437 0.28 0.02 0.00 0.00 0.00 0.00 0.68 0.02
#> SAMPLE_233 7 0.3637 0.6651 0.26 0.02 0.00 0.00 0.00 0.00 0.70 0.02
#> SAMPLE_288 1 0.1741 0.9081 0.92 0.04 0.00 0.00 0.00 0.00 0.02 0.02
#> SAMPLE_289 1 0.2348 0.9000 0.88 0.04 0.00 0.00 0.00 0.00 0.06 0.02
#> SAMPLE_296 1 0.1275 0.9107 0.94 0.04 0.00 0.00 0.00 0.00 0.00 0.02
#> SAMPLE_297 7 0.2071 0.7583 0.04 0.00 0.00 0.02 0.00 0.00 0.90 0.04
#> SAMPLE_298 1 0.1557 0.9119 0.92 0.00 0.00 0.00 0.00 0.00 0.02 0.06
#> SAMPLE_299 7 0.2350 0.7985 0.10 0.00 0.00 0.00 0.00 0.00 0.86 0.04
#> SAMPLE_300 1 0.1275 0.9095 0.94 0.00 0.00 0.00 0.00 0.00 0.02 0.04
#> SAMPLE_301 7 0.1563 0.8031 0.10 0.00 0.00 0.00 0.00 0.00 0.90 0.00
#> SAMPLE_303 1 0.1275 0.9095 0.94 0.00 0.00 0.00 0.00 0.00 0.02 0.04
#> SAMPLE_304 7 0.3426 0.7034 0.22 0.02 0.00 0.00 0.00 0.00 0.74 0.02
#> SAMPLE_305 7 0.1765 0.8027 0.12 0.00 0.00 0.00 0.00 0.00 0.88 0.00
#> SAMPLE_306 1 0.1275 0.9095 0.94 0.00 0.00 0.00 0.00 0.00 0.02 0.04
#> SAMPLE_307 8 0.4832 0.8312 0.00 0.00 0.00 0.26 0.00 0.00 0.20 0.54
#> SAMPLE_308 1 0.0941 0.9037 0.96 0.02 0.00 0.00 0.02 0.00 0.00 0.00
#> SAMPLE_309 1 0.0471 0.9145 0.98 0.02 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_311 1 0.0941 0.9171 0.96 0.00 0.00 0.00 0.00 0.00 0.02 0.02
#> SAMPLE_313 1 0.0471 0.9194 0.98 0.00 0.00 0.00 0.00 0.00 0.02 0.00
#> SAMPLE_314 7 0.4612 0.3564 0.08 0.00 0.00 0.04 0.00 0.00 0.64 0.24
#> SAMPLE_315 7 0.4294 0.4369 0.06 0.00 0.00 0.04 0.00 0.00 0.68 0.22
#> SAMPLE_316 8 0.6165 0.7588 0.12 0.00 0.00 0.22 0.00 0.00 0.22 0.44
#> SAMPLE_317 8 0.4476 0.6565 0.00 0.00 0.00 0.36 0.00 0.00 0.10 0.54
#> SAMPLE_318 1 0.1275 0.9107 0.94 0.04 0.00 0.00 0.00 0.00 0.00 0.02
#> SAMPLE_319 1 0.0941 0.9171 0.96 0.00 0.00 0.00 0.00 0.00 0.02 0.02
#> SAMPLE_320 7 0.1887 0.7764 0.06 0.00 0.00 0.00 0.00 0.00 0.90 0.04
#> SAMPLE_321 1 0.1275 0.9114 0.94 0.00 0.00 0.00 0.00 0.00 0.04 0.02
#> SAMPLE_323 1 0.5755 -0.1056 0.48 0.00 0.00 0.06 0.00 0.00 0.22 0.24
#> SAMPLE_324 8 0.4832 0.8312 0.00 0.00 0.00 0.26 0.00 0.00 0.20 0.54
#> SAMPLE_325 1 0.2165 0.8055 0.88 0.00 0.00 0.06 0.06 0.00 0.00 0.00
#> SAMPLE_326 8 0.4832 0.8312 0.00 0.00 0.00 0.26 0.00 0.00 0.20 0.54
#> SAMPLE_327 8 0.5695 0.7731 0.04 0.00 0.00 0.22 0.00 0.00 0.30 0.44
#> SAMPLE_328 1 0.0941 0.9171 0.96 0.00 0.00 0.00 0.00 0.00 0.02 0.02
#> SAMPLE_367 8 0.4921 0.8367 0.00 0.00 0.00 0.26 0.00 0.00 0.22 0.52
#> SAMPLE_368 7 0.5462 0.2848 0.38 0.06 0.00 0.00 0.02 0.00 0.48 0.06
#> SAMPLE_369 7 0.1765 0.8027 0.12 0.00 0.00 0.00 0.00 0.00 0.88 0.00
#> SAMPLE_371 1 0.0471 0.9194 0.98 0.00 0.00 0.00 0.00 0.00 0.02 0.00
#> SAMPLE_372 7 0.4255 -0.1534 0.00 0.00 0.00 0.08 0.00 0.00 0.58 0.34
#> SAMPLE_568 1 0.2348 0.8925 0.88 0.06 0.00 0.00 0.00 0.00 0.04 0.02
#> SAMPLE_569 1 0.2348 0.9000 0.88 0.04 0.00 0.00 0.00 0.00 0.06 0.02
#> SAMPLE_570 8 0.5903 0.7893 0.06 0.00 0.00 0.30 0.00 0.00 0.22 0.42
#> SAMPLE_591 7 0.1091 0.7855 0.06 0.00 0.00 0.00 0.00 0.00 0.94 0.00
#> SAMPLE_593 8 0.4921 0.8367 0.00 0.00 0.00 0.26 0.00 0.00 0.22 0.52
#> SAMPLE_598 5 0.1275 0.9571 0.02 0.04 0.00 0.00 0.94 0.00 0.00 0.00
#> SAMPLE_599 7 0.3537 0.6854 0.24 0.02 0.00 0.00 0.00 0.00 0.72 0.02
#> SAMPLE_600 7 0.0808 0.7229 0.00 0.00 0.00 0.04 0.00 0.00 0.96 0.00
#> SAMPLE_601 8 0.6596 0.5675 0.24 0.00 0.00 0.20 0.00 0.00 0.24 0.32
#> SAMPLE_603 1 0.0471 0.9194 0.98 0.00 0.00 0.00 0.00 0.00 0.02 0.00
#> SAMPLE_605 1 0.1275 0.9107 0.94 0.04 0.00 0.00 0.00 0.00 0.00 0.02
#> SAMPLE_607 5 0.1275 0.9571 0.02 0.04 0.00 0.00 0.94 0.00 0.00 0.00
#> SAMPLE_608 7 0.1341 0.7974 0.08 0.00 0.00 0.00 0.00 0.00 0.92 0.00
#> SAMPLE_638 7 0.1765 0.8027 0.12 0.00 0.00 0.00 0.00 0.00 0.88 0.00
#> SAMPLE_639 7 0.2350 0.7985 0.10 0.00 0.00 0.00 0.00 0.00 0.86 0.04
#> SAMPLE_640 1 0.2348 0.9000 0.88 0.04 0.00 0.00 0.00 0.00 0.06 0.02
#> SAMPLE_657 7 0.2020 0.7467 0.02 0.00 0.00 0.06 0.00 0.00 0.90 0.02
#> SAMPLE_715 5 0.1275 0.9672 0.02 0.04 0.00 0.00 0.94 0.00 0.00 0.00
#> SAMPLE_730 5 0.0941 0.9675 0.00 0.02 0.00 0.02 0.96 0.00 0.00 0.00
#> SAMPLE_804 3 0.5055 0.3726 0.00 0.28 0.48 0.00 0.00 0.00 0.00 0.24
#> SAMPLE_805 4 0.3943 -0.1379 0.00 0.00 0.00 0.56 0.00 0.00 0.04 0.40
#> SAMPLE_904 6 0.0000 0.9868 0.00 0.00 0.00 0.00 0.00 1.00 0.00 0.00
#> SAMPLE_905 2 0.3193 0.5739 0.00 0.62 0.00 0.00 0.00 0.38 0.00 0.00
#> SAMPLE_1115 3 0.5055 0.3726 0.00 0.28 0.48 0.00 0.00 0.00 0.00 0.24
#> SAMPLE_1147 4 0.0471 0.7744 0.00 0.00 0.00 0.98 0.00 0.00 0.00 0.02
#> SAMPLE_1183 5 0.0471 0.9718 0.00 0.00 0.00 0.02 0.98 0.00 0.00 0.00
#> SAMPLE_1184 2 0.4515 0.5492 0.00 0.66 0.00 0.00 0.00 0.16 0.02 0.16
#> SAMPLE_1337 4 0.2852 0.5867 0.00 0.00 0.00 0.72 0.28 0.00 0.00 0.00
#> SAMPLE_1446 6 0.0000 0.9868 0.00 0.00 0.00 0.00 0.00 1.00 0.00 0.00
#> SAMPLE_1480 6 0.0000 0.9868 0.00 0.00 0.00 0.00 0.00 1.00 0.00 0.00
#> SAMPLE_1524 1 0.3293 0.6460 0.74 0.00 0.00 0.22 0.04 0.00 0.00 0.00
#> SAMPLE_1586 4 0.0000 0.7830 0.00 0.00 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_1629 6 0.0000 0.9868 0.00 0.00 0.00 0.00 0.00 1.00 0.00 0.00
#> SAMPLE_1653 3 0.2623 0.7458 0.00 0.06 0.84 0.00 0.00 0.00 0.00 0.10
#> SAMPLE_1663 6 0.0000 0.9868 0.00 0.00 0.00 0.00 0.00 1.00 0.00 0.00
#> SAMPLE_1696 7 0.3941 0.6548 0.26 0.02 0.00 0.00 0.00 0.00 0.68 0.04
#> SAMPLE_1697 5 0.0471 0.9718 0.00 0.00 0.00 0.02 0.98 0.00 0.00 0.00
#> SAMPLE_1714 4 0.4607 0.1933 0.06 0.02 0.00 0.50 0.42 0.00 0.00 0.00
#> SAMPLE_1868 2 0.3193 0.5739 0.00 0.62 0.00 0.00 0.00 0.38 0.00 0.00
#> SAMPLE_1915 6 0.1091 0.9006 0.00 0.06 0.00 0.00 0.00 0.94 0.00 0.00
#> SAMPLE_1933 4 0.3729 0.6143 0.18 0.00 0.00 0.72 0.10 0.00 0.00 0.00
#> SAMPLE_1938 1 0.1275 0.8751 0.94 0.00 0.00 0.04 0.02 0.00 0.00 0.00
#> SAMPLE_1978 4 0.1804 0.7306 0.00 0.00 0.00 0.90 0.00 0.00 0.08 0.02
#> SAMPLE_1994 4 0.0471 0.7849 0.00 0.00 0.00 0.98 0.00 0.02 0.00 0.00
#> SAMPLE_2024 4 0.0808 0.7801 0.04 0.00 0.00 0.96 0.00 0.00 0.00 0.00
#> SAMPLE_2060 4 0.0808 0.7691 0.00 0.00 0.00 0.96 0.00 0.00 0.00 0.04
#> SAMPLE_2148 2 0.3720 0.5921 0.00 0.78 0.02 0.00 0.00 0.12 0.02 0.06
#> SAMPLE_2239 2 0.3991 0.6027 0.00 0.62 0.06 0.00 0.00 0.32 0.00 0.00
#> SAMPLE_2263 4 0.0471 0.7744 0.00 0.00 0.00 0.98 0.00 0.00 0.00 0.02
#> SAMPLE_2298 4 0.3426 0.5431 0.02 0.00 0.00 0.74 0.00 0.00 0.22 0.02
#> SAMPLE_2360 4 0.1275 0.7701 0.00 0.00 0.00 0.94 0.00 0.00 0.02 0.04
#> SAMPLE_2384 3 0.0000 0.8460 0.00 0.00 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2385 3 0.0000 0.8460 0.00 0.00 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2412 6 0.0000 0.9868 0.00 0.00 0.00 0.00 0.00 1.00 0.00 0.00
#> SAMPLE_2445 4 0.2350 0.7594 0.04 0.00 0.00 0.86 0.10 0.00 0.00 0.00
#> SAMPLE_2476 3 0.0000 0.8460 0.00 0.00 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2512 2 0.3991 0.6027 0.00 0.62 0.06 0.00 0.00 0.32 0.00 0.00
#> SAMPLE_2513 2 0.3329 -0.0755 0.00 0.52 0.48 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2570 5 0.0471 0.9718 0.00 0.00 0.00 0.02 0.98 0.00 0.00 0.00
#> SAMPLE_2595 3 0.0000 0.8460 0.00 0.00 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2598 6 0.0000 0.9868 0.00 0.00 0.00 0.00 0.00 1.00 0.00 0.00
#> SAMPLE_2604 5 0.0941 0.9703 0.02 0.02 0.00 0.00 0.96 0.00 0.00 0.00
#> SAMPLE_2628 2 0.4670 0.3614 0.00 0.48 0.00 0.04 0.00 0.04 0.00 0.44
#> SAMPLE_2630 2 0.4511 0.4293 0.00 0.52 0.00 0.00 0.00 0.10 0.00 0.38
#> SAMPLE_2651 4 0.1341 0.7764 0.00 0.00 0.00 0.92 0.08 0.00 0.00 0.00
#> SAMPLE_2660 4 0.0471 0.7815 0.00 0.00 0.00 0.98 0.00 0.00 0.00 0.02
#> SAMPLE_2683 3 0.4556 0.1896 0.00 0.38 0.54 0.00 0.00 0.00 0.02 0.06
#> SAMPLE_2684 2 0.4471 0.5887 0.00 0.58 0.00 0.00 0.00 0.34 0.02 0.06
#> SAMPLE_2718 3 0.0000 0.8460 0.00 0.00 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2719 3 0.0000 0.8460 0.00 0.00 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2720 3 0.0000 0.8460 0.00 0.00 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2781 2 0.3193 0.5739 0.00 0.62 0.00 0.00 0.00 0.38 0.00 0.00
#> SAMPLE_2801 3 0.0000 0.8460 0.00 0.00 1.00 0.00 0.00 0.00 0.00 0.00
Heatmaps for the consensus matrix. It visualizes the probability of two samples to be in a same group.
consensus_heatmap(res, k = 2)
consensus_heatmap(res, k = 3)
consensus_heatmap(res, k = 4)
consensus_heatmap(res, k = 5)
consensus_heatmap(res, k = 6)
consensus_heatmap(res, k = 7)
consensus_heatmap(res, k = 8)
Heatmaps for the membership of samples in all partitions to see how consistent they are:
membership_heatmap(res, k = 2)
membership_heatmap(res, k = 3)
membership_heatmap(res, k = 4)
membership_heatmap(res, k = 5)
membership_heatmap(res, k = 6)
membership_heatmap(res, k = 7)
membership_heatmap(res, k = 8)
As soon as the classes for columns are determined, the signatures that are significantly different between subgroups can be looked for. Following are the heatmaps for signatures.
get_signatures(res, k = 2)
get_signatures(res, k = 3)
get_signatures(res, k = 4)
get_signatures(res, k = 5)
get_signatures(res, k = 6)
get_signatures(res, k = 7)
get_signatures(res, k = 8)
Compare the overlap of signatures from different k:
compare_signatures(res)
get_signature() returns a data frame invisibly. To get the list of signatures, the function
call should be assigned to a variable explicitly. In following code, if plot argument is set
to FALSE, no heatmap is plotted while only the differential analysis is performed.
# code only for demonstration
tb = get_signature(res, k = ..., plot = FALSE)
An example of the output of tb is:
#> which_row fdr mean_1 mean_2 scaled_mean_1 scaled_mean_2 km
#> 1 38 0.042760348 8.373488 9.131774 -0.5533452 0.5164555 1
#> 2 40 0.018707592 7.106213 8.469186 -0.6173731 0.5762149 1
#> 3 55 0.019134737 10.221463 11.207825 -0.6159697 0.5749050 1
#> 4 59 0.006059896 5.921854 7.869574 -0.6899429 0.6439467 1
#> 5 60 0.018055526 8.928898 10.211722 -0.6204761 0.5791110 1
#> 6 98 0.009384629 15.714769 14.887706 0.6635654 -0.6193277 2
...
The columns in tb are:
which_row: row indices corresponding to the input matrix.fdr: FDR for the differential test. mean_x: The mean value in group x.scaled_mean_x: The mean value in group x after rows are scaled.km: Row groups if k-means clustering is applied to rows (which is done by automatically selecting number of clusters).If there are too many signatures, top_signatures = ... can be set to only show the
signatures with the highest FDRs:
# code only for demonstration
# e.g. to show the top 500 most significant rows
tb = get_signature(res, k = ..., top_signatures = 500)
If the signatures are defined as these which are uniquely high in current group, diff_method argument
can be set to "uniquely_high_in_one_group":
# code only for demonstration
tb = get_signature(res, k = ..., diff_method = "uniquely_high_in_one_group")
UMAP plot which shows how samples are separated.
dimension_reduction(res, k = 2, method = "UMAP")
dimension_reduction(res, k = 3, method = "UMAP")
dimension_reduction(res, k = 4, method = "UMAP")
dimension_reduction(res, k = 5, method = "UMAP")
dimension_reduction(res, k = 6, method = "UMAP")
dimension_reduction(res, k = 7, method = "UMAP")
dimension_reduction(res, k = 8, method = "UMAP")
Following heatmap shows how subgroups are split when increasing k:
collect_classes(res)
Test correlation between subgroups and known annotations. If the known annotation is numeric, one-way ANOVA test is applied, and if the known annotation is discrete, chi-squared contingency table test is applied.
test_to_known_factors(res)
#> n_sample meth_class(p-value) tumor_type(p-value) k
#> ATC:kmeans 146 7.76e-25 3.49e-09 2
#> ATC:kmeans 146 9.47e-41 4.00e-23 3
#> ATC:kmeans 140 2.28e-36 6.52e-22 4
#> ATC:kmeans 123 1.32e-32 6.74e-19 5
#> ATC:kmeans 121 6.64e-48 1.06e-17 6
#> ATC:kmeans 112 1.07e-32 3.31e-14 7
#> ATC:kmeans 132 5.75e-62 2.45e-22 8
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.
Parent node: Node023. Child nodes: Node02111-leaf , Node02112-leaf , Node02113-leaf , Node02114-leaf , Node02115-leaf , Node02116-leaf , Node02117-leaf , Node02121-leaf , Node02122-leaf , Node02123-leaf , Node02124-leaf , Node02131-leaf , Node02132-leaf , Node02133-leaf , Node02134-leaf , Node02135-leaf , Node02136-leaf , Node02137-leaf , Node02141-leaf , Node02142-leaf , Node02143-leaf , Node02144-leaf , Node02145-leaf , Node02161-leaf , Node02162-leaf , Node02163-leaf , Node02164-leaf , Node02165-leaf , Node02166-leaf , Node02171-leaf , Node02172-leaf , Node02173-leaf , Node02174-leaf , Node02311-leaf , Node02312-leaf , Node02313-leaf , Node02314-leaf , Node02321-leaf , Node02322-leaf , Node02323-leaf , Node02324-leaf , Node02325-leaf , Node02326-leaf , Node02331-leaf , Node02332-leaf , Node02333-leaf , Node02361-leaf , Node02362 , Node02363-leaf , Node02364-leaf , Node02371-leaf , Node02372-leaf , Node02373-leaf , Node02374-leaf , Node02375-leaf , Node02431-leaf , Node02432-leaf , Node02433-leaf .
The object with results only for a single top-value method and a single partitioning method can be extracted as:
res = res_rh["0236"]
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, 7, 8.
#> On a matrix with 30000 rows and 120 columns.
#> Top rows (1000) are extracted by 'ATC' method.
#> Subgroups are detected by 'skmeans' method.
#> Performed in total 350 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_partitions"
#> [7] "compare_signatures" "consensus_heatmap" "dimension_reduction"
#> [10] "functional_enrichment" "get_anno_col" "get_anno"
#> [13] "get_classes" "get_consensus" "get_matrix"
#> [16] "get_membership" "get_param" "get_signatures"
#> [19] "get_stats" "is_best_k" "is_stable_k"
#> [22] "membership_heatmap" "ncol" "nrow"
#> [25] "plot_ecdf" "predict_classes" "rownames"
#> [28] "select_partition_number" "show" "suggest_best_k"
#> [31] "test_to_known_factors" "top_rows_heatmap"
collect_plots() function collects all the plots made from res for all k (number of subgroups)
into one single page to provide an easy and fast comparison between different k.
collect_plots(res)
The plots are:
k and the heatmap of
predicted classes for each k.k.k.k.All the plots in panels can be made by individual functions and they are plotted later in this section.
select_partition_number() produces several plots showing different
statistics for choosing “optimized” k. There are following statistics:
k;k, the area increased is defined as \(A_k - A_{k-1}\).The detailed explanations of these statistics can be found in the cola vignette.
Generally speaking, higher 1-PAC score, higher mean silhouette score or higher
concordance corresponds to better partition. Rand index and Jaccard index
measure how similar the current partition is compared to partition with k-1.
If they are too similar, we won't accept k is better than k-1.
select_partition_number(res)
The numeric values for all these statistics can be obtained by get_stats().
get_stats(res)
#> k 1-PAC mean_silhouette concordance area_increased Rand Jaccard
#> 2 2 0.889 0.949 0.976 0.3121 0.658 0.658
#> 3 3 1.000 0.996 0.998 0.6733 0.791 0.689
#> 4 4 1.000 0.986 0.993 0.2464 0.875 0.739
#> 5 5 0.833 0.894 0.904 0.0763 0.982 0.948
#> 6 6 0.761 0.776 0.858 0.0879 0.897 0.694
#> 7 7 0.798 0.665 0.824 0.0653 0.943 0.765
#> 8 8 0.816 0.812 0.857 0.0274 0.913 0.599
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] 3
There is also optional best \(k\) = 3 that is worth to check.
Following is 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 subgroup
label for an item is determined with the group with highest probability it
belongs to.
In get_classes() function, the entropy is calculated from the membership
matrix and the silhouette score is calculated from the consensus matrix.
cbind(get_classes(res, k = 2), get_membership(res, k = 2))
#> class entropy silhouette p1 p2
#> SAMPLE_346 2 0.000 1.000 0.00 1.00
#> SAMPLE_798 2 0.000 1.000 0.00 1.00
#> SAMPLE_806 2 0.000 1.000 0.00 1.00
#> SAMPLE_834 2 0.000 1.000 0.00 1.00
#> SAMPLE_848 2 0.000 1.000 0.00 1.00
#> SAMPLE_861 2 0.000 1.000 0.00 1.00
#> SAMPLE_862 2 0.000 1.000 0.00 1.00
#> SAMPLE_868 2 0.000 1.000 0.00 1.00
#> SAMPLE_880 1 0.000 0.879 1.00 0.00
#> SAMPLE_886 1 0.000 0.879 1.00 0.00
#> SAMPLE_898 2 0.000 1.000 0.00 1.00
#> SAMPLE_925 2 0.000 1.000 0.00 1.00
#> SAMPLE_934 2 0.000 1.000 0.00 1.00
#> SAMPLE_995 2 0.000 1.000 0.00 1.00
#> SAMPLE_996 2 0.000 1.000 0.00 1.00
#> SAMPLE_1047 2 0.000 1.000 0.00 1.00
#> SAMPLE_1050 2 0.000 1.000 0.00 1.00
#> SAMPLE_1052 2 0.000 1.000 0.00 1.00
#> SAMPLE_1053 2 0.000 1.000 0.00 1.00
#> SAMPLE_1055 2 0.000 1.000 0.00 1.00
#> SAMPLE_1060 2 0.000 1.000 0.00 1.00
#> SAMPLE_1078 2 0.000 1.000 0.00 1.00
#> SAMPLE_1082 2 0.000 1.000 0.00 1.00
#> SAMPLE_1085 2 0.000 1.000 0.00 1.00
#> SAMPLE_1093 2 0.000 1.000 0.00 1.00
#> SAMPLE_1097 2 0.000 1.000 0.00 1.00
#> SAMPLE_1112 2 0.000 1.000 0.00 1.00
#> SAMPLE_1136 1 0.000 0.879 1.00 0.00
#> SAMPLE_1137 1 0.000 0.879 1.00 0.00
#> SAMPLE_1138 1 0.000 0.879 1.00 0.00
#> SAMPLE_1139 1 0.000 0.879 1.00 0.00
#> SAMPLE_1140 1 0.000 0.879 1.00 0.00
#> SAMPLE_1141 1 0.000 0.879 1.00 0.00
#> SAMPLE_1142 1 0.000 0.879 1.00 0.00
#> SAMPLE_1150 1 0.000 0.879 1.00 0.00
#> SAMPLE_1152 1 0.000 0.879 1.00 0.00
#> SAMPLE_1153 1 0.000 0.879 1.00 0.00
#> SAMPLE_1154 1 0.000 0.879 1.00 0.00
#> SAMPLE_1155 1 0.000 0.879 1.00 0.00
#> SAMPLE_1156 2 0.000 1.000 0.00 1.00
#> SAMPLE_1157 2 0.000 1.000 0.00 1.00
#> SAMPLE_1163 2 0.000 1.000 0.00 1.00
#> SAMPLE_1165 2 0.000 1.000 0.00 1.00
#> SAMPLE_1166 2 0.000 1.000 0.00 1.00
#> SAMPLE_1175 2 0.000 1.000 0.00 1.00
#> SAMPLE_1177 2 0.000 1.000 0.00 1.00
#> SAMPLE_1227 2 0.000 1.000 0.00 1.00
#> SAMPLE_1239 2 0.000 1.000 0.00 1.00
#> SAMPLE_1257 1 0.000 0.879 1.00 0.00
#> SAMPLE_1265 2 0.000 1.000 0.00 1.00
#> SAMPLE_1280 2 0.000 1.000 0.00 1.00
#> SAMPLE_1288 1 0.000 0.879 1.00 0.00
#> SAMPLE_1319 2 0.000 1.000 0.00 1.00
#> SAMPLE_1320 2 0.000 1.000 0.00 1.00
#> SAMPLE_1322 2 0.000 1.000 0.00 1.00
#> SAMPLE_1342 2 0.000 1.000 0.00 1.00
#> SAMPLE_1387 2 0.000 1.000 0.00 1.00
#> SAMPLE_1397 2 0.000 1.000 0.00 1.00
#> SAMPLE_1399 2 0.000 1.000 0.00 1.00
#> SAMPLE_1401 2 0.000 1.000 0.00 1.00
#> SAMPLE_1409 2 0.000 1.000 0.00 1.00
#> SAMPLE_1419 1 0.000 0.879 1.00 0.00
#> SAMPLE_1420 1 0.000 0.879 1.00 0.00
#> SAMPLE_1428 2 0.000 1.000 0.00 1.00
#> SAMPLE_1431 1 0.000 0.879 1.00 0.00
#> SAMPLE_1442 1 0.981 0.450 0.58 0.42
#> SAMPLE_1443 1 0.981 0.450 0.58 0.42
#> SAMPLE_1453 2 0.000 1.000 0.00 1.00
#> SAMPLE_1491 2 0.000 1.000 0.00 1.00
#> SAMPLE_1534 2 0.000 1.000 0.00 1.00
#> SAMPLE_1577 2 0.000 1.000 0.00 1.00
#> SAMPLE_1599 1 0.981 0.450 0.58 0.42
#> SAMPLE_1600 1 0.981 0.450 0.58 0.42
#> SAMPLE_1601 1 0.981 0.450 0.58 0.42
#> SAMPLE_1639 2 0.000 1.000 0.00 1.00
#> SAMPLE_1650 2 0.000 1.000 0.00 1.00
#> SAMPLE_1660 2 0.000 1.000 0.00 1.00
#> SAMPLE_1684 2 0.000 1.000 0.00 1.00
#> SAMPLE_1695 2 0.000 1.000 0.00 1.00
#> SAMPLE_1702 2 0.000 1.000 0.00 1.00
#> SAMPLE_1713 2 0.000 1.000 0.00 1.00
#> SAMPLE_1757 2 0.000 1.000 0.00 1.00
#> SAMPLE_1768 2 0.000 1.000 0.00 1.00
#> SAMPLE_1769 2 0.000 1.000 0.00 1.00
#> SAMPLE_1770 2 0.000 1.000 0.00 1.00
#> SAMPLE_1773 2 0.000 1.000 0.00 1.00
#> SAMPLE_1791 2 0.000 1.000 0.00 1.00
#> SAMPLE_1798 2 0.000 1.000 0.00 1.00
#> SAMPLE_1840 2 0.000 1.000 0.00 1.00
#> SAMPLE_1841 2 0.000 1.000 0.00 1.00
#> SAMPLE_1866 2 0.000 1.000 0.00 1.00
#> SAMPLE_1874 2 0.000 1.000 0.00 1.00
#> SAMPLE_1879 2 0.000 1.000 0.00 1.00
#> SAMPLE_1924 2 0.000 1.000 0.00 1.00
#> SAMPLE_1968 2 0.000 1.000 0.00 1.00
#> SAMPLE_2069 2 0.000 1.000 0.00 1.00
#> SAMPLE_2162 2 0.000 1.000 0.00 1.00
#> SAMPLE_2178 2 0.000 1.000 0.00 1.00
#> SAMPLE_2234 2 0.000 1.000 0.00 1.00
#> SAMPLE_2238 2 0.000 1.000 0.00 1.00
#> SAMPLE_2266 2 0.000 1.000 0.00 1.00
#> SAMPLE_2270 2 0.000 1.000 0.00 1.00
#> SAMPLE_2271 2 0.000 1.000 0.00 1.00
#> SAMPLE_2272 2 0.000 1.000 0.00 1.00
#> SAMPLE_2327 2 0.000 1.000 0.00 1.00
#> SAMPLE_2347 2 0.000 1.000 0.00 1.00
#> SAMPLE_2362 2 0.000 1.000 0.00 1.00
#> SAMPLE_2365 2 0.000 1.000 0.00 1.00
#> SAMPLE_2418 2 0.000 1.000 0.00 1.00
#> SAMPLE_2419 2 0.000 1.000 0.00 1.00
#> SAMPLE_2466 2 0.000 1.000 0.00 1.00
#> SAMPLE_2514 2 0.000 1.000 0.00 1.00
#> SAMPLE_2534 1 0.981 0.450 0.58 0.42
#> SAMPLE_2552 1 0.981 0.450 0.58 0.42
#> SAMPLE_2585 2 0.000 1.000 0.00 1.00
#> SAMPLE_2611 2 0.000 1.000 0.00 1.00
#> SAMPLE_2625 2 0.000 1.000 0.00 1.00
#> SAMPLE_2682 2 0.000 1.000 0.00 1.00
#> SAMPLE_2702 2 0.000 1.000 0.00 1.00
#> SAMPLE_2796 2 0.000 1.000 0.00 1.00
cbind(get_classes(res, k = 3), get_membership(res, k = 3))
#> class entropy silhouette p1 p2 p3
#> SAMPLE_346 3 0.000 1.000 0 0.00 1.00
#> SAMPLE_798 2 0.000 0.997 0 1.00 0.00
#> SAMPLE_806 2 0.000 0.997 0 1.00 0.00
#> SAMPLE_834 2 0.000 0.997 0 1.00 0.00
#> SAMPLE_848 2 0.000 0.997 0 1.00 0.00
#> SAMPLE_861 2 0.000 0.997 0 1.00 0.00
#> SAMPLE_862 2 0.000 0.997 0 1.00 0.00
#> SAMPLE_868 2 0.000 0.997 0 1.00 0.00
#> SAMPLE_880 1 0.000 1.000 1 0.00 0.00
#> SAMPLE_886 1 0.000 1.000 1 0.00 0.00
#> SAMPLE_898 2 0.296 0.891 0 0.90 0.10
#> SAMPLE_925 2 0.000 0.997 0 1.00 0.00
#> SAMPLE_934 2 0.000 0.997 0 1.00 0.00
#> SAMPLE_995 2 0.000 0.997 0 1.00 0.00
#> SAMPLE_996 2 0.000 0.997 0 1.00 0.00
#> SAMPLE_1047 2 0.000 0.997 0 1.00 0.00
#> SAMPLE_1050 2 0.000 0.997 0 1.00 0.00
#> SAMPLE_1052 2 0.000 0.997 0 1.00 0.00
#> SAMPLE_1053 2 0.000 0.997 0 1.00 0.00
#> SAMPLE_1055 2 0.000 0.997 0 1.00 0.00
#> SAMPLE_1060 2 0.000 0.997 0 1.00 0.00
#> SAMPLE_1078 3 0.000 1.000 0 0.00 1.00
#> SAMPLE_1082 2 0.000 0.997 0 1.00 0.00
#> SAMPLE_1085 2 0.000 0.997 0 1.00 0.00
#> SAMPLE_1093 2 0.000 0.997 0 1.00 0.00
#> SAMPLE_1097 2 0.000 0.997 0 1.00 0.00
#> SAMPLE_1112 2 0.000 0.997 0 1.00 0.00
#> SAMPLE_1136 1 0.000 1.000 1 0.00 0.00
#> SAMPLE_1137 1 0.000 1.000 1 0.00 0.00
#> SAMPLE_1138 1 0.000 1.000 1 0.00 0.00
#> SAMPLE_1139 1 0.000 1.000 1 0.00 0.00
#> SAMPLE_1140 1 0.000 1.000 1 0.00 0.00
#> SAMPLE_1141 1 0.000 1.000 1 0.00 0.00
#> SAMPLE_1142 1 0.000 1.000 1 0.00 0.00
#> SAMPLE_1150 1 0.000 1.000 1 0.00 0.00
#> SAMPLE_1152 1 0.000 1.000 1 0.00 0.00
#> SAMPLE_1153 1 0.000 1.000 1 0.00 0.00
#> SAMPLE_1154 1 0.000 1.000 1 0.00 0.00
#> SAMPLE_1155 1 0.000 1.000 1 0.00 0.00
#> SAMPLE_1156 2 0.000 0.997 0 1.00 0.00
#> SAMPLE_1157 2 0.000 0.997 0 1.00 0.00
#> SAMPLE_1163 2 0.000 0.997 0 1.00 0.00
#> SAMPLE_1165 2 0.000 0.997 0 1.00 0.00
#> SAMPLE_1166 3 0.000 1.000 0 0.00 1.00
#> SAMPLE_1175 2 0.000 0.997 0 1.00 0.00
#> SAMPLE_1177 2 0.000 0.997 0 1.00 0.00
#> SAMPLE_1227 2 0.000 0.997 0 1.00 0.00
#> SAMPLE_1239 2 0.000 0.997 0 1.00 0.00
#> SAMPLE_1257 1 0.000 1.000 1 0.00 0.00
#> SAMPLE_1265 2 0.000 0.997 0 1.00 0.00
#> SAMPLE_1280 3 0.000 1.000 0 0.00 1.00
#> SAMPLE_1288 1 0.000 1.000 1 0.00 0.00
#> SAMPLE_1319 2 0.000 0.997 0 1.00 0.00
#> SAMPLE_1320 2 0.000 0.997 0 1.00 0.00
#> SAMPLE_1322 2 0.000 0.997 0 1.00 0.00
#> SAMPLE_1342 2 0.000 0.997 0 1.00 0.00
#> SAMPLE_1387 2 0.000 0.997 0 1.00 0.00
#> SAMPLE_1397 2 0.000 0.997 0 1.00 0.00
#> SAMPLE_1399 2 0.000 0.997 0 1.00 0.00
#> SAMPLE_1401 2 0.000 0.997 0 1.00 0.00
#> SAMPLE_1409 3 0.000 1.000 0 0.00 1.00
#> SAMPLE_1419 1 0.000 1.000 1 0.00 0.00
#> SAMPLE_1420 1 0.000 1.000 1 0.00 0.00
#> SAMPLE_1428 3 0.000 1.000 0 0.00 1.00
#> SAMPLE_1431 1 0.000 1.000 1 0.00 0.00
#> SAMPLE_1442 3 0.000 1.000 0 0.00 1.00
#> SAMPLE_1443 3 0.000 1.000 0 0.00 1.00
#> SAMPLE_1453 2 0.000 0.997 0 1.00 0.00
#> SAMPLE_1491 2 0.000 0.997 0 1.00 0.00
#> SAMPLE_1534 2 0.153 0.957 0 0.96 0.04
#> SAMPLE_1577 2 0.000 0.997 0 1.00 0.00
#> SAMPLE_1599 3 0.000 1.000 0 0.00 1.00
#> SAMPLE_1600 3 0.000 1.000 0 0.00 1.00
#> SAMPLE_1601 3 0.000 1.000 0 0.00 1.00
#> SAMPLE_1639 2 0.000 0.997 0 1.00 0.00
#> SAMPLE_1650 2 0.000 0.997 0 1.00 0.00
#> SAMPLE_1660 3 0.000 1.000 0 0.00 1.00
#> SAMPLE_1684 2 0.000 0.997 0 1.00 0.00
#> SAMPLE_1695 3 0.000 1.000 0 0.00 1.00
#> SAMPLE_1702 3 0.000 1.000 0 0.00 1.00
#> SAMPLE_1713 2 0.000 0.997 0 1.00 0.00
#> SAMPLE_1757 2 0.000 0.997 0 1.00 0.00
#> SAMPLE_1768 3 0.000 1.000 0 0.00 1.00
#> SAMPLE_1769 3 0.000 1.000 0 0.00 1.00
#> SAMPLE_1770 3 0.000 1.000 0 0.00 1.00
#> SAMPLE_1773 3 0.000 1.000 0 0.00 1.00
#> SAMPLE_1791 2 0.000 0.997 0 1.00 0.00
#> SAMPLE_1798 2 0.000 0.997 0 1.00 0.00
#> SAMPLE_1840 2 0.000 0.997 0 1.00 0.00
#> SAMPLE_1841 2 0.000 0.997 0 1.00 0.00
#> SAMPLE_1866 3 0.000 1.000 0 0.00 1.00
#> SAMPLE_1874 3 0.000 1.000 0 0.00 1.00
#> SAMPLE_1879 2 0.000 0.997 0 1.00 0.00
#> SAMPLE_1924 2 0.000 0.997 0 1.00 0.00
#> SAMPLE_1968 2 0.000 0.997 0 1.00 0.00
#> SAMPLE_2069 2 0.000 0.997 0 1.00 0.00
#> SAMPLE_2162 3 0.000 1.000 0 0.00 1.00
#> SAMPLE_2178 2 0.000 0.997 0 1.00 0.00
#> SAMPLE_2234 2 0.000 0.997 0 1.00 0.00
#> SAMPLE_2238 2 0.000 0.997 0 1.00 0.00
#> SAMPLE_2266 2 0.000 0.997 0 1.00 0.00
#> SAMPLE_2270 2 0.000 0.997 0 1.00 0.00
#> SAMPLE_2271 2 0.000 0.997 0 1.00 0.00
#> SAMPLE_2272 2 0.000 0.997 0 1.00 0.00
#> SAMPLE_2327 2 0.000 0.997 0 1.00 0.00
#> SAMPLE_2347 2 0.000 0.997 0 1.00 0.00
#> SAMPLE_2362 2 0.000 0.997 0 1.00 0.00
#> SAMPLE_2365 2 0.296 0.891 0 0.90 0.10
#> SAMPLE_2418 2 0.000 0.997 0 1.00 0.00
#> SAMPLE_2419 2 0.000 0.997 0 1.00 0.00
#> SAMPLE_2466 2 0.000 0.997 0 1.00 0.00
#> SAMPLE_2514 2 0.000 0.997 0 1.00 0.00
#> SAMPLE_2534 3 0.000 1.000 0 0.00 1.00
#> SAMPLE_2552 3 0.000 1.000 0 0.00 1.00
#> SAMPLE_2585 2 0.000 0.997 0 1.00 0.00
#> SAMPLE_2611 2 0.000 0.997 0 1.00 0.00
#> SAMPLE_2625 2 0.000 0.997 0 1.00 0.00
#> SAMPLE_2682 2 0.000 0.997 0 1.00 0.00
#> SAMPLE_2702 2 0.000 0.997 0 1.00 0.00
#> SAMPLE_2796 2 0.000 0.997 0 1.00 0.00
cbind(get_classes(res, k = 4), get_membership(res, k = 4))
#> class entropy silhouette p1 p2 p3 p4
#> SAMPLE_346 3 0.0000 1.000 0 0.00 1 0.00
#> SAMPLE_798 2 0.0000 0.987 0 1.00 0 0.00
#> SAMPLE_806 2 0.0000 0.987 0 1.00 0 0.00
#> SAMPLE_834 2 0.0000 0.987 0 1.00 0 0.00
#> SAMPLE_848 2 0.0000 0.987 0 1.00 0 0.00
#> SAMPLE_861 2 0.0000 0.987 0 1.00 0 0.00
#> SAMPLE_862 2 0.0000 0.987 0 1.00 0 0.00
#> SAMPLE_868 2 0.0000 0.987 0 1.00 0 0.00
#> SAMPLE_880 1 0.0000 1.000 1 0.00 0 0.00
#> SAMPLE_886 1 0.0000 1.000 1 0.00 0 0.00
#> SAMPLE_898 2 0.0000 0.987 0 1.00 0 0.00
#> SAMPLE_925 2 0.0000 0.987 0 1.00 0 0.00
#> SAMPLE_934 2 0.0000 0.987 0 1.00 0 0.00
#> SAMPLE_995 2 0.0000 0.987 0 1.00 0 0.00
#> SAMPLE_996 2 0.0000 0.987 0 1.00 0 0.00
#> SAMPLE_1047 2 0.0000 0.987 0 1.00 0 0.00
#> SAMPLE_1050 2 0.0000 0.987 0 1.00 0 0.00
#> SAMPLE_1052 2 0.0000 0.987 0 1.00 0 0.00
#> SAMPLE_1053 2 0.0000 0.987 0 1.00 0 0.00
#> SAMPLE_1055 2 0.0000 0.987 0 1.00 0 0.00
#> SAMPLE_1060 2 0.0000 0.987 0 1.00 0 0.00
#> SAMPLE_1078 3 0.0000 1.000 0 0.00 1 0.00
#> SAMPLE_1082 2 0.0000 0.987 0 1.00 0 0.00
#> SAMPLE_1085 2 0.0000 0.987 0 1.00 0 0.00
#> SAMPLE_1093 2 0.0000 0.987 0 1.00 0 0.00
#> SAMPLE_1097 4 0.0000 1.000 0 0.00 0 1.00
#> SAMPLE_1112 4 0.0000 1.000 0 0.00 0 1.00
#> SAMPLE_1136 1 0.0000 1.000 1 0.00 0 0.00
#> SAMPLE_1137 1 0.0000 1.000 1 0.00 0 0.00
#> SAMPLE_1138 1 0.0000 1.000 1 0.00 0 0.00
#> SAMPLE_1139 1 0.0000 1.000 1 0.00 0 0.00
#> SAMPLE_1140 1 0.0000 1.000 1 0.00 0 0.00
#> SAMPLE_1141 1 0.0000 1.000 1 0.00 0 0.00
#> SAMPLE_1142 1 0.0000 1.000 1 0.00 0 0.00
#> SAMPLE_1150 1 0.0000 1.000 1 0.00 0 0.00
#> SAMPLE_1152 1 0.0000 1.000 1 0.00 0 0.00
#> SAMPLE_1153 1 0.0000 1.000 1 0.00 0 0.00
#> SAMPLE_1154 1 0.0000 1.000 1 0.00 0 0.00
#> SAMPLE_1155 1 0.0000 1.000 1 0.00 0 0.00
#> SAMPLE_1156 4 0.0000 1.000 0 0.00 0 1.00
#> SAMPLE_1157 2 0.0000 0.987 0 1.00 0 0.00
#> SAMPLE_1163 4 0.0000 1.000 0 0.00 0 1.00
#> SAMPLE_1165 4 0.0000 1.000 0 0.00 0 1.00
#> SAMPLE_1166 3 0.0000 1.000 0 0.00 1 0.00
#> SAMPLE_1175 2 0.0000 0.987 0 1.00 0 0.00
#> SAMPLE_1177 4 0.0000 1.000 0 0.00 0 1.00
#> SAMPLE_1227 2 0.0000 0.987 0 1.00 0 0.00
#> SAMPLE_1239 2 0.2345 0.895 0 0.90 0 0.10
#> SAMPLE_1257 1 0.0000 1.000 1 0.00 0 0.00
#> SAMPLE_1265 4 0.0000 1.000 0 0.00 0 1.00
#> SAMPLE_1280 3 0.0000 1.000 0 0.00 1 0.00
#> SAMPLE_1288 1 0.0000 1.000 1 0.00 0 0.00
#> SAMPLE_1319 2 0.0000 0.987 0 1.00 0 0.00
#> SAMPLE_1320 2 0.0000 0.987 0 1.00 0 0.00
#> SAMPLE_1322 2 0.0000 0.987 0 1.00 0 0.00
#> SAMPLE_1342 2 0.0000 0.987 0 1.00 0 0.00
#> SAMPLE_1387 2 0.0000 0.987 0 1.00 0 0.00
#> SAMPLE_1397 2 0.0000 0.987 0 1.00 0 0.00
#> SAMPLE_1399 2 0.0707 0.971 0 0.98 0 0.02
#> SAMPLE_1401 2 0.0000 0.987 0 1.00 0 0.00
#> SAMPLE_1409 3 0.0000 1.000 0 0.00 1 0.00
#> SAMPLE_1419 1 0.0000 1.000 1 0.00 0 0.00
#> SAMPLE_1420 1 0.0000 1.000 1 0.00 0 0.00
#> SAMPLE_1428 3 0.0000 1.000 0 0.00 1 0.00
#> SAMPLE_1431 1 0.0000 1.000 1 0.00 0 0.00
#> SAMPLE_1442 3 0.0000 1.000 0 0.00 1 0.00
#> SAMPLE_1443 3 0.0000 1.000 0 0.00 1 0.00
#> SAMPLE_1453 2 0.0000 0.987 0 1.00 0 0.00
#> SAMPLE_1491 2 0.0000 0.987 0 1.00 0 0.00
#> SAMPLE_1534 2 0.0000 0.987 0 1.00 0 0.00
#> SAMPLE_1577 2 0.0000 0.987 0 1.00 0 0.00
#> SAMPLE_1599 3 0.0000 1.000 0 0.00 1 0.00
#> SAMPLE_1600 3 0.0000 1.000 0 0.00 1 0.00
#> SAMPLE_1601 3 0.0000 1.000 0 0.00 1 0.00
#> SAMPLE_1639 2 0.0000 0.987 0 1.00 0 0.00
#> SAMPLE_1650 2 0.0000 0.987 0 1.00 0 0.00
#> SAMPLE_1660 3 0.0000 1.000 0 0.00 1 0.00
#> SAMPLE_1684 2 0.2647 0.872 0 0.88 0 0.12
#> SAMPLE_1695 3 0.0000 1.000 0 0.00 1 0.00
#> SAMPLE_1702 3 0.0000 1.000 0 0.00 1 0.00
#> SAMPLE_1713 4 0.0000 1.000 0 0.00 0 1.00
#> SAMPLE_1757 2 0.2647 0.872 0 0.88 0 0.12
#> SAMPLE_1768 3 0.0000 1.000 0 0.00 1 0.00
#> SAMPLE_1769 3 0.0000 1.000 0 0.00 1 0.00
#> SAMPLE_1770 3 0.0000 1.000 0 0.00 1 0.00
#> SAMPLE_1773 3 0.0000 1.000 0 0.00 1 0.00
#> SAMPLE_1791 2 0.0000 0.987 0 1.00 0 0.00
#> SAMPLE_1798 4 0.0000 1.000 0 0.00 0 1.00
#> SAMPLE_1840 2 0.0000 0.987 0 1.00 0 0.00
#> SAMPLE_1841 2 0.0000 0.987 0 1.00 0 0.00
#> SAMPLE_1866 3 0.0000 1.000 0 0.00 1 0.00
#> SAMPLE_1874 3 0.0000 1.000 0 0.00 1 0.00
#> SAMPLE_1879 2 0.0000 0.987 0 1.00 0 0.00
#> SAMPLE_1924 2 0.0000 0.987 0 1.00 0 0.00
#> SAMPLE_1968 2 0.0000 0.987 0 1.00 0 0.00
#> SAMPLE_2069 4 0.0000 1.000 0 0.00 0 1.00
#> SAMPLE_2162 3 0.0000 1.000 0 0.00 1 0.00
#> SAMPLE_2178 2 0.0000 0.987 0 1.00 0 0.00
#> SAMPLE_2234 2 0.4277 0.629 0 0.72 0 0.28
#> SAMPLE_2238 4 0.0000 1.000 0 0.00 0 1.00
#> SAMPLE_2266 2 0.0000 0.987 0 1.00 0 0.00
#> SAMPLE_2270 2 0.2345 0.895 0 0.90 0 0.10
#> SAMPLE_2271 2 0.1637 0.935 0 0.94 0 0.06
#> SAMPLE_2272 2 0.0000 0.987 0 1.00 0 0.00
#> SAMPLE_2327 2 0.0000 0.987 0 1.00 0 0.00
#> SAMPLE_2347 2 0.0000 0.987 0 1.00 0 0.00
#> SAMPLE_2362 4 0.0000 1.000 0 0.00 0 1.00
#> SAMPLE_2365 2 0.0000 0.987 0 1.00 0 0.00
#> SAMPLE_2418 2 0.0000 0.987 0 1.00 0 0.00
#> SAMPLE_2419 2 0.0000 0.987 0 1.00 0 0.00
#> SAMPLE_2466 4 0.0000 1.000 0 0.00 0 1.00
#> SAMPLE_2514 4 0.0000 1.000 0 0.00 0 1.00
#> SAMPLE_2534 3 0.0000 1.000 0 0.00 1 0.00
#> SAMPLE_2552 3 0.0000 1.000 0 0.00 1 0.00
#> SAMPLE_2585 2 0.0000 0.987 0 1.00 0 0.00
#> SAMPLE_2611 2 0.0000 0.987 0 1.00 0 0.00
#> SAMPLE_2625 2 0.0000 0.987 0 1.00 0 0.00
#> SAMPLE_2682 2 0.0000 0.987 0 1.00 0 0.00
#> SAMPLE_2702 2 0.0000 0.987 0 1.00 0 0.00
#> SAMPLE_2796 2 0.0000 0.987 0 1.00 0 0.00
cbind(get_classes(res, k = 5), get_membership(res, k = 5))
#> class entropy silhouette p1 p2 p3 p4 p5
#> SAMPLE_346 5 0.3796 1.0000 0 0.00 0.3 0.00 0.70
#> SAMPLE_798 2 0.0000 0.8902 0 1.00 0.0 0.00 0.00
#> SAMPLE_806 2 0.0000 0.8902 0 1.00 0.0 0.00 0.00
#> SAMPLE_834 2 0.5136 0.7053 0 0.66 0.0 0.08 0.26
#> SAMPLE_848 2 0.0000 0.8902 0 1.00 0.0 0.00 0.00
#> SAMPLE_861 2 0.1410 0.8865 0 0.94 0.0 0.00 0.06
#> SAMPLE_862 2 0.1410 0.8865 0 0.94 0.0 0.00 0.06
#> SAMPLE_868 2 0.5136 0.7053 0 0.66 0.0 0.08 0.26
#> SAMPLE_880 1 0.0000 1.0000 1 0.00 0.0 0.00 0.00
#> SAMPLE_886 1 0.0000 1.0000 1 0.00 0.0 0.00 0.00
#> SAMPLE_898 2 0.0000 0.8902 0 1.00 0.0 0.00 0.00
#> SAMPLE_925 2 0.0000 0.8902 0 1.00 0.0 0.00 0.00
#> SAMPLE_934 2 0.1410 0.8865 0 0.94 0.0 0.00 0.06
#> SAMPLE_995 2 0.1043 0.8870 0 0.96 0.0 0.00 0.04
#> SAMPLE_996 2 0.0000 0.8902 0 1.00 0.0 0.00 0.00
#> SAMPLE_1047 2 0.1410 0.8865 0 0.94 0.0 0.00 0.06
#> SAMPLE_1050 2 0.1410 0.8865 0 0.94 0.0 0.00 0.06
#> SAMPLE_1052 2 0.3421 0.8474 0 0.84 0.0 0.08 0.08
#> SAMPLE_1053 2 0.3421 0.8474 0 0.84 0.0 0.08 0.08
#> SAMPLE_1055 2 0.1732 0.8804 0 0.92 0.0 0.00 0.08
#> SAMPLE_1060 2 0.3421 0.8474 0 0.84 0.0 0.08 0.08
#> SAMPLE_1078 5 0.3796 1.0000 0 0.00 0.3 0.00 0.70
#> SAMPLE_1082 2 0.3110 0.8579 0 0.86 0.0 0.06 0.08
#> SAMPLE_1085 2 0.3421 0.8474 0 0.84 0.0 0.08 0.08
#> SAMPLE_1093 2 0.1732 0.8804 0 0.92 0.0 0.00 0.08
#> SAMPLE_1097 4 0.0000 0.9392 0 0.00 0.0 1.00 0.00
#> SAMPLE_1112 4 0.0000 0.9392 0 0.00 0.0 1.00 0.00
#> SAMPLE_1136 1 0.0000 1.0000 1 0.00 0.0 0.00 0.00
#> SAMPLE_1137 1 0.0000 1.0000 1 0.00 0.0 0.00 0.00
#> SAMPLE_1138 1 0.0000 1.0000 1 0.00 0.0 0.00 0.00
#> SAMPLE_1139 1 0.0000 1.0000 1 0.00 0.0 0.00 0.00
#> SAMPLE_1140 1 0.0000 1.0000 1 0.00 0.0 0.00 0.00
#> SAMPLE_1141 1 0.0000 1.0000 1 0.00 0.0 0.00 0.00
#> SAMPLE_1142 1 0.0000 1.0000 1 0.00 0.0 0.00 0.00
#> SAMPLE_1150 1 0.0000 1.0000 1 0.00 0.0 0.00 0.00
#> SAMPLE_1152 1 0.0000 1.0000 1 0.00 0.0 0.00 0.00
#> SAMPLE_1153 1 0.0000 1.0000 1 0.00 0.0 0.00 0.00
#> SAMPLE_1154 1 0.0000 1.0000 1 0.00 0.0 0.00 0.00
#> SAMPLE_1155 1 0.0000 1.0000 1 0.00 0.0 0.00 0.00
#> SAMPLE_1156 4 0.0000 0.9392 0 0.00 0.0 1.00 0.00
#> SAMPLE_1157 2 0.3421 0.8474 0 0.84 0.0 0.08 0.08
#> SAMPLE_1163 4 0.0000 0.9392 0 0.00 0.0 1.00 0.00
#> SAMPLE_1165 4 0.0000 0.9392 0 0.00 0.0 1.00 0.00
#> SAMPLE_1166 5 0.3796 1.0000 0 0.00 0.3 0.00 0.70
#> SAMPLE_1175 2 0.0000 0.8902 0 1.00 0.0 0.00 0.00
#> SAMPLE_1177 4 0.0000 0.9392 0 0.00 0.0 1.00 0.00
#> SAMPLE_1227 2 0.2754 0.8661 0 0.88 0.0 0.04 0.08
#> SAMPLE_1239 2 0.5013 0.6910 0 0.68 0.0 0.24 0.08
#> SAMPLE_1257 1 0.0000 1.0000 1 0.00 0.0 0.00 0.00
#> SAMPLE_1265 4 0.0000 0.9392 0 0.00 0.0 1.00 0.00
#> SAMPLE_1280 5 0.3796 1.0000 0 0.00 0.3 0.00 0.70
#> SAMPLE_1288 1 0.0000 1.0000 1 0.00 0.0 0.00 0.00
#> SAMPLE_1319 2 0.1410 0.8865 0 0.94 0.0 0.00 0.06
#> SAMPLE_1320 2 0.1410 0.8865 0 0.94 0.0 0.00 0.06
#> SAMPLE_1322 2 0.1410 0.8865 0 0.94 0.0 0.00 0.06
#> SAMPLE_1342 2 0.4527 0.7380 0 0.70 0.0 0.04 0.26
#> SAMPLE_1387 2 0.0000 0.8902 0 1.00 0.0 0.00 0.00
#> SAMPLE_1397 2 0.0000 0.8902 0 1.00 0.0 0.00 0.00
#> SAMPLE_1399 2 0.3697 0.8359 0 0.82 0.0 0.10 0.08
#> SAMPLE_1401 2 0.0000 0.8902 0 1.00 0.0 0.00 0.00
#> SAMPLE_1409 3 0.0000 1.0000 0 0.00 1.0 0.00 0.00
#> SAMPLE_1419 1 0.0000 1.0000 1 0.00 0.0 0.00 0.00
#> SAMPLE_1420 1 0.0000 1.0000 1 0.00 0.0 0.00 0.00
#> SAMPLE_1428 3 0.0000 1.0000 0 0.00 1.0 0.00 0.00
#> SAMPLE_1431 1 0.0000 1.0000 1 0.00 0.0 0.00 0.00
#> SAMPLE_1442 3 0.0000 1.0000 0 0.00 1.0 0.00 0.00
#> SAMPLE_1443 3 0.0000 1.0000 0 0.00 1.0 0.00 0.00
#> SAMPLE_1453 2 0.1043 0.8892 0 0.96 0.0 0.00 0.04
#> SAMPLE_1491 2 0.0000 0.8902 0 1.00 0.0 0.00 0.00
#> SAMPLE_1534 2 0.0000 0.8902 0 1.00 0.0 0.00 0.00
#> SAMPLE_1577 2 0.4854 0.7235 0 0.68 0.0 0.06 0.26
#> SAMPLE_1599 3 0.0000 1.0000 0 0.00 1.0 0.00 0.00
#> SAMPLE_1600 3 0.0000 1.0000 0 0.00 1.0 0.00 0.00
#> SAMPLE_1601 3 0.0000 1.0000 0 0.00 1.0 0.00 0.00
#> SAMPLE_1639 2 0.0000 0.8902 0 1.00 0.0 0.00 0.00
#> SAMPLE_1650 2 0.0000 0.8902 0 1.00 0.0 0.00 0.00
#> SAMPLE_1660 5 0.3796 1.0000 0 0.00 0.3 0.00 0.70
#> SAMPLE_1684 2 0.5927 0.4579 0 0.54 0.0 0.34 0.12
#> SAMPLE_1695 5 0.3796 1.0000 0 0.00 0.3 0.00 0.70
#> SAMPLE_1702 3 0.0000 1.0000 0 0.00 1.0 0.00 0.00
#> SAMPLE_1713 4 0.3561 0.7772 0 0.00 0.0 0.74 0.26
#> SAMPLE_1757 2 0.5864 0.4876 0 0.56 0.0 0.32 0.12
#> SAMPLE_1768 5 0.3796 1.0000 0 0.00 0.3 0.00 0.70
#> SAMPLE_1769 5 0.3796 1.0000 0 0.00 0.3 0.00 0.70
#> SAMPLE_1770 5 0.3796 1.0000 0 0.00 0.3 0.00 0.70
#> SAMPLE_1773 5 0.3796 1.0000 0 0.00 0.3 0.00 0.70
#> SAMPLE_1791 2 0.0000 0.8902 0 1.00 0.0 0.00 0.00
#> SAMPLE_1798 4 0.0000 0.9392 0 0.00 0.0 1.00 0.00
#> SAMPLE_1840 2 0.0000 0.8902 0 1.00 0.0 0.00 0.00
#> SAMPLE_1841 2 0.3852 0.7542 0 0.76 0.0 0.02 0.22
#> SAMPLE_1866 3 0.0000 1.0000 0 0.00 1.0 0.00 0.00
#> SAMPLE_1874 3 0.0000 1.0000 0 0.00 1.0 0.00 0.00
#> SAMPLE_1879 2 0.3946 0.8315 0 0.80 0.0 0.08 0.12
#> SAMPLE_1924 2 0.5136 0.7053 0 0.66 0.0 0.08 0.26
#> SAMPLE_1968 2 0.5382 0.6800 0 0.64 0.0 0.10 0.26
#> SAMPLE_2069 4 0.0609 0.9244 0 0.00 0.0 0.98 0.02
#> SAMPLE_2162 5 0.3796 1.0000 0 0.00 0.3 0.00 0.70
#> SAMPLE_2178 2 0.0000 0.8902 0 1.00 0.0 0.00 0.00
#> SAMPLE_2234 2 0.6746 0.0583 0 0.38 0.0 0.36 0.26
#> SAMPLE_2238 4 0.0000 0.9392 0 0.00 0.0 1.00 0.00
#> SAMPLE_2266 2 0.3110 0.8579 0 0.86 0.0 0.06 0.08
#> SAMPLE_2270 2 0.5864 0.4876 0 0.56 0.0 0.32 0.12
#> SAMPLE_2271 2 0.5355 0.6749 0 0.66 0.0 0.22 0.12
#> SAMPLE_2272 2 0.2873 0.8658 0 0.86 0.0 0.02 0.12
#> SAMPLE_2327 2 0.1043 0.8882 0 0.96 0.0 0.00 0.04
#> SAMPLE_2347 2 0.0000 0.8902 0 1.00 0.0 0.00 0.00
#> SAMPLE_2362 4 0.0000 0.9392 0 0.00 0.0 1.00 0.00
#> SAMPLE_2365 2 0.0000 0.8902 0 1.00 0.0 0.00 0.00
#> SAMPLE_2418 2 0.0000 0.8902 0 1.00 0.0 0.00 0.00
#> SAMPLE_2419 2 0.0000 0.8902 0 1.00 0.0 0.00 0.00
#> SAMPLE_2466 4 0.3561 0.7772 0 0.00 0.0 0.74 0.26
#> SAMPLE_2514 4 0.3561 0.7772 0 0.00 0.0 0.74 0.26
#> SAMPLE_2534 3 0.0000 1.0000 0 0.00 1.0 0.00 0.00
#> SAMPLE_2552 3 0.0000 1.0000 0 0.00 1.0 0.00 0.00
#> SAMPLE_2585 2 0.0000 0.8902 0 1.00 0.0 0.00 0.00
#> SAMPLE_2611 2 0.0000 0.8902 0 1.00 0.0 0.00 0.00
#> SAMPLE_2625 2 0.0000 0.8902 0 1.00 0.0 0.00 0.00
#> SAMPLE_2682 2 0.5136 0.7053 0 0.66 0.0 0.08 0.26
#> SAMPLE_2702 2 0.0000 0.8902 0 1.00 0.0 0.00 0.00
#> SAMPLE_2796 2 0.1043 0.8892 0 0.96 0.0 0.00 0.04
cbind(get_classes(res, k = 6), get_membership(res, k = 6))
#> class entropy silhouette p1 p2 p3 p4 p5 p6
#> SAMPLE_346 5 0.0000 1.000 0.00 0.00 0.00 0.00 1.00 0.00
#> SAMPLE_798 2 0.0000 0.716 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_806 2 0.0000 0.716 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_834 2 0.5324 0.401 0.00 0.54 0.12 0.00 0.00 0.34
#> SAMPLE_848 2 0.0547 0.716 0.00 0.98 0.00 0.00 0.00 0.02
#> SAMPLE_861 6 0.3851 0.852 0.00 0.46 0.00 0.00 0.00 0.54
#> SAMPLE_862 6 0.3851 0.852 0.00 0.46 0.00 0.00 0.00 0.54
#> SAMPLE_868 2 0.5324 0.401 0.00 0.54 0.12 0.00 0.00 0.34
#> SAMPLE_880 1 0.0000 0.988 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_886 1 0.0000 0.988 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_898 2 0.1267 0.665 0.00 0.94 0.00 0.00 0.00 0.06
#> SAMPLE_925 2 0.0000 0.716 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_934 6 0.3851 0.852 0.00 0.46 0.00 0.00 0.00 0.54
#> SAMPLE_995 6 0.3869 0.779 0.00 0.50 0.00 0.00 0.00 0.50
#> SAMPLE_996 2 0.3828 -0.675 0.00 0.56 0.00 0.00 0.00 0.44
#> SAMPLE_1047 6 0.3851 0.852 0.00 0.46 0.00 0.00 0.00 0.54
#> SAMPLE_1050 6 0.3851 0.852 0.00 0.46 0.00 0.00 0.00 0.54
#> SAMPLE_1052 2 0.3315 0.608 0.00 0.78 0.02 0.00 0.00 0.20
#> SAMPLE_1053 2 0.3315 0.608 0.00 0.78 0.02 0.00 0.00 0.20
#> SAMPLE_1055 2 0.3315 0.608 0.00 0.78 0.02 0.00 0.00 0.20
#> SAMPLE_1060 2 0.3315 0.608 0.00 0.78 0.02 0.00 0.00 0.20
#> SAMPLE_1078 5 0.0000 1.000 0.00 0.00 0.00 0.00 1.00 0.00
#> SAMPLE_1082 2 0.3315 0.608 0.00 0.78 0.02 0.00 0.00 0.20
#> SAMPLE_1085 2 0.3315 0.608 0.00 0.78 0.02 0.00 0.00 0.20
#> SAMPLE_1093 2 0.3156 0.627 0.00 0.80 0.02 0.00 0.00 0.18
#> SAMPLE_1097 4 0.0000 0.896 0.00 0.00 0.00 1.00 0.00 0.00
#> SAMPLE_1112 4 0.0000 0.896 0.00 0.00 0.00 1.00 0.00 0.00
#> SAMPLE_1136 1 0.0000 0.988 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1137 1 0.0000 0.988 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1138 1 0.0000 0.988 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1139 1 0.0000 0.988 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1140 1 0.0937 0.979 0.96 0.00 0.00 0.00 0.00 0.04
#> SAMPLE_1141 1 0.0000 0.988 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1142 1 0.0000 0.988 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1150 1 0.0000 0.988 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1152 1 0.0937 0.979 0.96 0.00 0.00 0.00 0.00 0.04
#> SAMPLE_1153 1 0.0937 0.979 0.96 0.00 0.00 0.00 0.00 0.04
#> SAMPLE_1154 1 0.0937 0.979 0.96 0.00 0.00 0.00 0.00 0.04
#> SAMPLE_1155 1 0.0000 0.988 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1156 4 0.0000 0.896 0.00 0.00 0.00 1.00 0.00 0.00
#> SAMPLE_1157 2 0.3315 0.608 0.00 0.78 0.02 0.00 0.00 0.20
#> SAMPLE_1163 4 0.0000 0.896 0.00 0.00 0.00 1.00 0.00 0.00
#> SAMPLE_1165 4 0.0000 0.896 0.00 0.00 0.00 1.00 0.00 0.00
#> SAMPLE_1166 5 0.0000 1.000 0.00 0.00 0.00 0.00 1.00 0.00
#> SAMPLE_1175 2 0.0000 0.716 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_1177 4 0.0000 0.896 0.00 0.00 0.00 1.00 0.00 0.00
#> SAMPLE_1227 2 0.3156 0.627 0.00 0.80 0.02 0.00 0.00 0.18
#> SAMPLE_1239 2 0.4851 0.517 0.00 0.70 0.04 0.06 0.00 0.20
#> SAMPLE_1257 1 0.0937 0.979 0.96 0.00 0.00 0.00 0.00 0.04
#> SAMPLE_1265 4 0.0000 0.896 0.00 0.00 0.00 1.00 0.00 0.00
#> SAMPLE_1280 5 0.0000 1.000 0.00 0.00 0.00 0.00 1.00 0.00
#> SAMPLE_1288 1 0.0937 0.979 0.96 0.00 0.00 0.00 0.00 0.04
#> SAMPLE_1319 6 0.3851 0.852 0.00 0.46 0.00 0.00 0.00 0.54
#> SAMPLE_1320 6 0.3851 0.852 0.00 0.46 0.00 0.00 0.00 0.54
#> SAMPLE_1322 6 0.3851 0.852 0.00 0.46 0.00 0.00 0.00 0.54
#> SAMPLE_1342 2 0.5199 0.426 0.00 0.58 0.12 0.00 0.00 0.30
#> SAMPLE_1387 2 0.0000 0.716 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_1397 2 0.0000 0.716 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_1399 2 0.3315 0.608 0.00 0.78 0.02 0.00 0.00 0.20
#> SAMPLE_1401 2 0.0000 0.716 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_1409 3 0.2581 0.988 0.00 0.00 0.86 0.00 0.12 0.02
#> SAMPLE_1419 1 0.0000 0.988 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1420 1 0.0000 0.988 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1428 3 0.2581 0.988 0.00 0.00 0.86 0.00 0.12 0.02
#> SAMPLE_1431 1 0.0937 0.979 0.96 0.00 0.00 0.00 0.00 0.04
#> SAMPLE_1442 3 0.2048 0.994 0.00 0.00 0.88 0.00 0.12 0.00
#> SAMPLE_1443 3 0.2048 0.994 0.00 0.00 0.88 0.00 0.12 0.00
#> SAMPLE_1453 2 0.1480 0.708 0.00 0.94 0.02 0.00 0.00 0.04
#> SAMPLE_1491 2 0.0000 0.716 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_1534 2 0.1814 0.615 0.00 0.90 0.00 0.00 0.00 0.10
#> SAMPLE_1577 2 0.5199 0.426 0.00 0.58 0.12 0.00 0.00 0.30
#> SAMPLE_1599 3 0.2048 0.994 0.00 0.00 0.88 0.00 0.12 0.00
#> SAMPLE_1600 3 0.2048 0.994 0.00 0.00 0.88 0.00 0.12 0.00
#> SAMPLE_1601 3 0.2048 0.994 0.00 0.00 0.88 0.00 0.12 0.00
#> SAMPLE_1639 2 0.0547 0.716 0.00 0.98 0.00 0.00 0.00 0.02
#> SAMPLE_1650 2 0.0000 0.716 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_1660 5 0.0000 1.000 0.00 0.00 0.00 0.00 1.00 0.00
#> SAMPLE_1684 6 0.4613 0.752 0.00 0.26 0.00 0.08 0.00 0.66
#> SAMPLE_1695 5 0.0000 1.000 0.00 0.00 0.00 0.00 1.00 0.00
#> SAMPLE_1702 3 0.2048 0.994 0.00 0.00 0.88 0.00 0.12 0.00
#> SAMPLE_1713 4 0.5685 0.581 0.00 0.02 0.12 0.56 0.00 0.30
#> SAMPLE_1757 6 0.4613 0.752 0.00 0.26 0.00 0.08 0.00 0.66
#> SAMPLE_1768 5 0.0000 1.000 0.00 0.00 0.00 0.00 1.00 0.00
#> SAMPLE_1769 5 0.0000 1.000 0.00 0.00 0.00 0.00 1.00 0.00
#> SAMPLE_1770 5 0.0000 1.000 0.00 0.00 0.00 0.00 1.00 0.00
#> SAMPLE_1773 5 0.0000 1.000 0.00 0.00 0.00 0.00 1.00 0.00
#> SAMPLE_1791 2 0.0000 0.716 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_1798 4 0.0000 0.896 0.00 0.00 0.00 1.00 0.00 0.00
#> SAMPLE_1840 2 0.0000 0.716 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_1841 2 0.5199 0.428 0.00 0.58 0.12 0.00 0.00 0.30
#> SAMPLE_1866 3 0.2581 0.988 0.00 0.00 0.86 0.00 0.12 0.02
#> SAMPLE_1874 3 0.2581 0.988 0.00 0.00 0.86 0.00 0.12 0.02
#> SAMPLE_1879 6 0.3578 0.819 0.00 0.34 0.00 0.00 0.00 0.66
#> SAMPLE_1924 2 0.5324 0.401 0.00 0.54 0.12 0.00 0.00 0.34
#> SAMPLE_1968 2 0.5802 0.374 0.00 0.52 0.12 0.02 0.00 0.34
#> SAMPLE_2069 4 0.0000 0.896 0.00 0.00 0.00 1.00 0.00 0.00
#> SAMPLE_2162 5 0.0000 1.000 0.00 0.00 0.00 0.00 1.00 0.00
#> SAMPLE_2178 2 0.0000 0.716 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_2234 2 0.6376 0.321 0.00 0.48 0.12 0.06 0.00 0.34
#> SAMPLE_2238 4 0.0000 0.896 0.00 0.00 0.00 1.00 0.00 0.00
#> SAMPLE_2266 2 0.3315 0.608 0.00 0.78 0.02 0.00 0.00 0.20
#> SAMPLE_2270 6 0.4613 0.752 0.00 0.26 0.00 0.08 0.00 0.66
#> SAMPLE_2271 6 0.4002 0.806 0.00 0.32 0.00 0.02 0.00 0.66
#> SAMPLE_2272 6 0.3578 0.819 0.00 0.34 0.00 0.00 0.00 0.66
#> SAMPLE_2327 2 0.3864 -0.761 0.00 0.52 0.00 0.00 0.00 0.48
#> SAMPLE_2347 2 0.0000 0.716 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_2362 4 0.0000 0.896 0.00 0.00 0.00 1.00 0.00 0.00
#> SAMPLE_2365 2 0.1267 0.665 0.00 0.94 0.00 0.00 0.00 0.06
#> SAMPLE_2418 2 0.0000 0.716 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_2419 2 0.0000 0.716 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_2466 4 0.5609 0.598 0.00 0.02 0.12 0.58 0.00 0.28
#> SAMPLE_2514 4 0.6012 0.559 0.00 0.04 0.12 0.54 0.00 0.30
#> SAMPLE_2534 3 0.2048 0.994 0.00 0.00 0.88 0.00 0.12 0.00
#> SAMPLE_2552 3 0.2048 0.994 0.00 0.00 0.88 0.00 0.12 0.00
#> SAMPLE_2585 2 0.0937 0.668 0.00 0.96 0.00 0.00 0.00 0.04
#> SAMPLE_2611 2 0.0000 0.716 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_2625 2 0.0547 0.716 0.00 0.98 0.00 0.00 0.00 0.02
#> SAMPLE_2682 2 0.5324 0.401 0.00 0.54 0.12 0.00 0.00 0.34
#> SAMPLE_2702 2 0.1267 0.650 0.00 0.94 0.00 0.00 0.00 0.06
#> SAMPLE_2796 2 0.2094 0.694 0.00 0.90 0.02 0.00 0.00 0.08
cbind(get_classes(res, k = 7), get_membership(res, k = 7))
#> class entropy silhouette p1 p2 p3 p4 p5 p6 p7
#> SAMPLE_346 5 0.1363 0.986 0.00 0.00 0.04 0.00 0.94 0.00 0.02
#> SAMPLE_798 2 0.5545 0.557 0.00 0.48 0.00 0.00 0.04 0.38 0.10
#> SAMPLE_806 2 0.5545 0.557 0.00 0.48 0.00 0.00 0.04 0.38 0.10
#> SAMPLE_834 2 0.3496 -0.596 0.00 0.58 0.00 0.00 0.00 0.00 0.42
#> SAMPLE_848 2 0.5429 0.559 0.00 0.54 0.00 0.00 0.04 0.32 0.10
#> SAMPLE_861 6 0.2945 0.726 0.00 0.26 0.00 0.00 0.00 0.74 0.00
#> SAMPLE_862 6 0.2945 0.726 0.00 0.26 0.00 0.00 0.00 0.74 0.00
#> SAMPLE_868 2 0.3496 -0.596 0.00 0.58 0.00 0.00 0.00 0.00 0.42
#> SAMPLE_880 1 0.0000 0.987 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_886 1 0.0000 0.987 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_898 2 0.6010 0.493 0.00 0.42 0.00 0.00 0.04 0.36 0.18
#> SAMPLE_925 2 0.5545 0.557 0.00 0.48 0.00 0.00 0.04 0.38 0.10
#> SAMPLE_934 6 0.2945 0.726 0.00 0.26 0.00 0.00 0.00 0.74 0.00
#> SAMPLE_995 6 0.2572 0.675 0.00 0.20 0.00 0.00 0.00 0.80 0.00
#> SAMPLE_996 6 0.3186 0.462 0.00 0.22 0.00 0.00 0.00 0.76 0.02
#> SAMPLE_1047 6 0.2945 0.726 0.00 0.26 0.00 0.00 0.00 0.74 0.00
#> SAMPLE_1050 6 0.2945 0.726 0.00 0.26 0.00 0.00 0.00 0.74 0.00
#> SAMPLE_1052 2 0.0000 0.358 0.00 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1053 2 0.0000 0.358 0.00 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1055 2 0.0000 0.358 0.00 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1060 2 0.0000 0.358 0.00 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1078 5 0.1363 0.986 0.00 0.00 0.04 0.00 0.94 0.00 0.02
#> SAMPLE_1082 2 0.0000 0.358 0.00 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1085 2 0.0000 0.358 0.00 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1093 2 0.0000 0.358 0.00 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1097 4 0.0000 0.991 0.00 0.00 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_1112 4 0.0000 0.991 0.00 0.00 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_1136 1 0.0000 0.987 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1137 1 0.0000 0.987 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1138 1 0.0000 0.987 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1139 1 0.0000 0.987 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1140 1 0.1006 0.978 0.96 0.00 0.00 0.00 0.00 0.02 0.02
#> SAMPLE_1141 1 0.0000 0.987 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1142 1 0.0000 0.987 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1150 1 0.0000 0.987 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1152 1 0.1006 0.978 0.96 0.00 0.00 0.00 0.00 0.02 0.02
#> SAMPLE_1153 1 0.1006 0.978 0.96 0.00 0.00 0.00 0.00 0.02 0.02
#> SAMPLE_1154 1 0.1006 0.978 0.96 0.00 0.00 0.00 0.00 0.02 0.02
#> SAMPLE_1155 1 0.0000 0.987 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1156 4 0.0000 0.991 0.00 0.00 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_1157 2 0.0000 0.358 0.00 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1163 4 0.0000 0.991 0.00 0.00 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_1165 4 0.0000 0.991 0.00 0.00 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_1166 5 0.0863 0.995 0.00 0.00 0.04 0.00 0.96 0.00 0.00
#> SAMPLE_1175 2 0.5545 0.557 0.00 0.48 0.00 0.00 0.04 0.38 0.10
#> SAMPLE_1177 4 0.0000 0.991 0.00 0.00 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_1227 2 0.0504 0.372 0.00 0.98 0.00 0.00 0.00 0.02 0.00
#> SAMPLE_1239 2 0.0504 0.318 0.00 0.98 0.00 0.00 0.00 0.00 0.02
#> SAMPLE_1257 1 0.1006 0.978 0.96 0.00 0.00 0.00 0.00 0.02 0.02
#> SAMPLE_1265 4 0.0000 0.991 0.00 0.00 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_1280 5 0.0863 0.995 0.00 0.00 0.04 0.00 0.96 0.00 0.00
#> SAMPLE_1288 1 0.1006 0.978 0.96 0.00 0.00 0.00 0.00 0.02 0.02
#> SAMPLE_1319 6 0.2945 0.726 0.00 0.26 0.00 0.00 0.00 0.74 0.00
#> SAMPLE_1320 6 0.2945 0.726 0.00 0.26 0.00 0.00 0.00 0.74 0.00
#> SAMPLE_1322 6 0.2945 0.726 0.00 0.26 0.00 0.00 0.00 0.74 0.00
#> SAMPLE_1342 7 0.3558 0.736 0.00 0.48 0.00 0.00 0.00 0.00 0.52
#> SAMPLE_1387 2 0.5545 0.557 0.00 0.48 0.00 0.00 0.04 0.38 0.10
#> SAMPLE_1397 2 0.5545 0.557 0.00 0.48 0.00 0.00 0.04 0.38 0.10
#> SAMPLE_1399 2 0.0000 0.358 0.00 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1401 2 0.5545 0.557 0.00 0.48 0.00 0.00 0.04 0.38 0.10
#> SAMPLE_1409 3 0.2745 0.881 0.00 0.00 0.82 0.00 0.00 0.02 0.16
#> SAMPLE_1419 1 0.0000 0.987 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1420 1 0.0000 0.987 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1428 3 0.2745 0.881 0.00 0.00 0.82 0.00 0.00 0.02 0.16
#> SAMPLE_1431 1 0.1006 0.978 0.96 0.00 0.00 0.00 0.00 0.02 0.02
#> SAMPLE_1442 3 0.0504 0.942 0.00 0.00 0.98 0.00 0.02 0.00 0.00
#> SAMPLE_1443 3 0.0504 0.942 0.00 0.00 0.98 0.00 0.02 0.00 0.00
#> SAMPLE_1453 2 0.3052 0.491 0.00 0.78 0.00 0.00 0.00 0.20 0.02
#> SAMPLE_1491 2 0.5545 0.557 0.00 0.48 0.00 0.00 0.04 0.38 0.10
#> SAMPLE_1534 2 0.6010 0.493 0.00 0.42 0.00 0.00 0.04 0.36 0.18
#> SAMPLE_1577 7 0.3558 0.736 0.00 0.48 0.00 0.00 0.00 0.00 0.52
#> SAMPLE_1599 3 0.0504 0.942 0.00 0.00 0.98 0.00 0.02 0.00 0.00
#> SAMPLE_1600 3 0.0504 0.942 0.00 0.00 0.98 0.00 0.02 0.00 0.00
#> SAMPLE_1601 3 0.0504 0.942 0.00 0.00 0.98 0.00 0.02 0.00 0.00
#> SAMPLE_1639 2 0.5477 0.564 0.00 0.52 0.00 0.00 0.04 0.34 0.10
#> SAMPLE_1650 2 0.5545 0.557 0.00 0.48 0.00 0.00 0.04 0.38 0.10
#> SAMPLE_1660 5 0.0863 0.995 0.00 0.00 0.04 0.00 0.96 0.00 0.00
#> SAMPLE_1684 6 0.5085 0.598 0.00 0.26 0.00 0.02 0.00 0.60 0.12
#> SAMPLE_1695 5 0.0863 0.995 0.00 0.00 0.04 0.00 0.96 0.00 0.00
#> SAMPLE_1702 3 0.0504 0.942 0.00 0.00 0.98 0.00 0.02 0.00 0.00
#> SAMPLE_1713 7 0.5233 0.760 0.00 0.28 0.00 0.20 0.00 0.00 0.52
#> SAMPLE_1757 6 0.5085 0.598 0.00 0.26 0.00 0.02 0.00 0.60 0.12
#> SAMPLE_1768 5 0.0863 0.995 0.00 0.00 0.04 0.00 0.96 0.00 0.00
#> SAMPLE_1769 5 0.0863 0.995 0.00 0.00 0.04 0.00 0.96 0.00 0.00
#> SAMPLE_1770 5 0.0863 0.995 0.00 0.00 0.04 0.00 0.96 0.00 0.00
#> SAMPLE_1773 5 0.0863 0.995 0.00 0.00 0.04 0.00 0.96 0.00 0.00
#> SAMPLE_1791 2 0.5545 0.557 0.00 0.48 0.00 0.00 0.04 0.38 0.10
#> SAMPLE_1798 4 0.0000 0.991 0.00 0.00 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_1840 2 0.5545 0.557 0.00 0.48 0.00 0.00 0.04 0.38 0.10
#> SAMPLE_1841 2 0.3496 -0.596 0.00 0.58 0.00 0.00 0.00 0.00 0.42
#> SAMPLE_1866 3 0.2745 0.881 0.00 0.00 0.82 0.00 0.00 0.02 0.16
#> SAMPLE_1874 3 0.2745 0.881 0.00 0.00 0.82 0.00 0.00 0.02 0.16
#> SAMPLE_1879 6 0.4714 0.614 0.00 0.28 0.00 0.00 0.00 0.60 0.12
#> SAMPLE_1924 2 0.3496 -0.596 0.00 0.58 0.00 0.00 0.00 0.00 0.42
#> SAMPLE_1968 7 0.3558 0.736 0.00 0.48 0.00 0.00 0.00 0.00 0.52
#> SAMPLE_2069 4 0.1166 0.908 0.00 0.06 0.00 0.94 0.00 0.00 0.00
#> SAMPLE_2162 5 0.1363 0.986 0.00 0.00 0.04 0.00 0.94 0.00 0.02
#> SAMPLE_2178 2 0.5545 0.557 0.00 0.48 0.00 0.00 0.04 0.38 0.10
#> SAMPLE_2234 2 0.3496 -0.596 0.00 0.58 0.00 0.00 0.00 0.00 0.42
#> SAMPLE_2238 4 0.0000 0.991 0.00 0.00 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_2266 2 0.0000 0.358 0.00 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2270 6 0.5085 0.598 0.00 0.26 0.00 0.02 0.00 0.60 0.12
#> SAMPLE_2271 6 0.5085 0.598 0.00 0.26 0.00 0.02 0.00 0.60 0.12
#> SAMPLE_2272 6 0.4714 0.614 0.00 0.28 0.00 0.00 0.00 0.60 0.12
#> SAMPLE_2327 6 0.3358 0.550 0.00 0.36 0.00 0.00 0.00 0.64 0.00
#> SAMPLE_2347 2 0.5545 0.557 0.00 0.48 0.00 0.00 0.04 0.38 0.10
#> SAMPLE_2362 4 0.0000 0.991 0.00 0.00 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_2365 2 0.6010 0.493 0.00 0.42 0.00 0.00 0.04 0.36 0.18
#> SAMPLE_2418 2 0.5545 0.557 0.00 0.48 0.00 0.00 0.04 0.38 0.10
#> SAMPLE_2419 2 0.5545 0.557 0.00 0.48 0.00 0.00 0.04 0.38 0.10
#> SAMPLE_2466 7 0.5233 0.760 0.00 0.28 0.00 0.20 0.00 0.00 0.52
#> SAMPLE_2514 7 0.5233 0.760 0.00 0.28 0.00 0.20 0.00 0.00 0.52
#> SAMPLE_2534 3 0.0504 0.942 0.00 0.00 0.98 0.00 0.02 0.00 0.00
#> SAMPLE_2552 3 0.0504 0.942 0.00 0.00 0.98 0.00 0.02 0.00 0.00
#> SAMPLE_2585 6 0.5574 -0.498 0.00 0.42 0.00 0.00 0.04 0.44 0.10
#> SAMPLE_2611 2 0.5545 0.557 0.00 0.48 0.00 0.00 0.04 0.38 0.10
#> SAMPLE_2625 2 0.5477 0.564 0.00 0.52 0.00 0.00 0.04 0.34 0.10
#> SAMPLE_2682 2 0.3496 -0.596 0.00 0.58 0.00 0.00 0.00 0.00 0.42
#> SAMPLE_2702 6 0.5574 -0.498 0.00 0.42 0.00 0.00 0.04 0.44 0.10
#> SAMPLE_2796 2 0.2906 0.477 0.00 0.80 0.00 0.00 0.00 0.18 0.02
cbind(get_classes(res, k = 8), get_membership(res, k = 8))
#> class entropy silhouette p1 p2 p3 p4 p5 p6 p7 p8
#> SAMPLE_346 5 0.0471 0.986 0.00 0.00 0.02 0.00 0.98 0.00 0.00 0.00
#> SAMPLE_798 2 0.0000 0.909 0.00 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_806 2 0.0000 0.909 0.00 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_834 7 0.2818 0.625 0.00 0.12 0.06 0.00 0.00 0.00 0.82 0.00
#> SAMPLE_848 2 0.1947 0.756 0.00 0.86 0.00 0.00 0.00 0.00 0.14 0.00
#> SAMPLE_861 6 0.3504 0.806 0.00 0.26 0.00 0.00 0.00 0.70 0.04 0.00
#> SAMPLE_862 6 0.3504 0.806 0.00 0.26 0.00 0.00 0.00 0.70 0.04 0.00
#> SAMPLE_868 7 0.2818 0.625 0.00 0.12 0.06 0.00 0.00 0.00 0.82 0.00
#> SAMPLE_880 1 0.0000 0.974 1.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_886 1 0.0000 0.974 1.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_898 2 0.3483 0.683 0.00 0.76 0.18 0.00 0.00 0.04 0.02 0.00
#> SAMPLE_925 2 0.0000 0.909 0.00 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_934 6 0.3504 0.806 0.00 0.26 0.00 0.00 0.00 0.70 0.04 0.00
#> SAMPLE_995 6 0.2938 0.760 0.00 0.30 0.00 0.00 0.00 0.70 0.00 0.00
#> SAMPLE_996 6 0.3272 0.569 0.00 0.42 0.00 0.00 0.00 0.58 0.00 0.00
#> SAMPLE_1047 6 0.3504 0.806 0.00 0.26 0.00 0.00 0.00 0.70 0.04 0.00
#> SAMPLE_1050 6 0.3504 0.806 0.00 0.26 0.00 0.00 0.00 0.70 0.04 0.00
#> SAMPLE_1052 7 0.4340 0.599 0.00 0.38 0.00 0.00 0.00 0.08 0.54 0.00
#> SAMPLE_1053 7 0.4340 0.599 0.00 0.38 0.00 0.00 0.00 0.08 0.54 0.00
#> SAMPLE_1055 7 0.4370 0.562 0.00 0.40 0.00 0.00 0.00 0.08 0.52 0.00
#> SAMPLE_1060 7 0.4340 0.599 0.00 0.38 0.00 0.00 0.00 0.08 0.54 0.00
#> SAMPLE_1078 5 0.0471 0.986 0.00 0.00 0.02 0.00 0.98 0.00 0.00 0.00
#> SAMPLE_1082 7 0.4340 0.599 0.00 0.38 0.00 0.00 0.00 0.08 0.54 0.00
#> SAMPLE_1085 7 0.4340 0.599 0.00 0.38 0.00 0.00 0.00 0.08 0.54 0.00
#> SAMPLE_1093 7 0.4340 0.599 0.00 0.38 0.00 0.00 0.00 0.08 0.54 0.00
#> SAMPLE_1097 4 0.0000 0.990 0.00 0.00 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_1112 4 0.0000 0.990 0.00 0.00 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_1136 1 0.0000 0.974 1.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1137 1 0.0000 0.974 1.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1138 1 0.0000 0.974 1.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1139 1 0.0000 0.974 1.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1140 1 0.1557 0.954 0.92 0.00 0.06 0.00 0.00 0.02 0.00 0.00
#> SAMPLE_1141 1 0.0000 0.974 1.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1142 1 0.0000 0.974 1.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1150 1 0.0000 0.974 1.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1152 1 0.1557 0.954 0.92 0.00 0.06 0.00 0.00 0.02 0.00 0.00
#> SAMPLE_1153 1 0.1557 0.954 0.92 0.00 0.06 0.00 0.00 0.02 0.00 0.00
#> SAMPLE_1154 1 0.1557 0.954 0.92 0.00 0.06 0.00 0.00 0.02 0.00 0.00
#> SAMPLE_1155 1 0.0000 0.974 1.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1156 4 0.0000 0.990 0.00 0.00 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_1157 7 0.4340 0.599 0.00 0.38 0.00 0.00 0.00 0.08 0.54 0.00
#> SAMPLE_1163 4 0.0000 0.990 0.00 0.00 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_1165 4 0.0000 0.990 0.00 0.00 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_1166 5 0.0000 0.995 0.00 0.00 0.00 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_1175 2 0.0000 0.909 0.00 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1177 4 0.0000 0.990 0.00 0.00 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_1227 7 0.4340 0.599 0.00 0.38 0.00 0.00 0.00 0.08 0.54 0.00
#> SAMPLE_1239 7 0.4476 0.599 0.00 0.36 0.00 0.00 0.00 0.10 0.54 0.00
#> SAMPLE_1257 1 0.1557 0.954 0.92 0.00 0.06 0.00 0.00 0.02 0.00 0.00
#> SAMPLE_1265 4 0.0000 0.990 0.00 0.00 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_1280 5 0.0000 0.995 0.00 0.00 0.00 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_1288 1 0.1557 0.954 0.92 0.00 0.06 0.00 0.00 0.02 0.00 0.00
#> SAMPLE_1319 6 0.3504 0.806 0.00 0.26 0.00 0.00 0.00 0.70 0.04 0.00
#> SAMPLE_1320 6 0.3504 0.806 0.00 0.26 0.00 0.00 0.00 0.70 0.04 0.00
#> SAMPLE_1322 6 0.3504 0.806 0.00 0.26 0.00 0.00 0.00 0.70 0.04 0.00
#> SAMPLE_1342 7 0.3808 0.479 0.00 0.04 0.34 0.00 0.00 0.00 0.62 0.00
#> SAMPLE_1387 2 0.0000 0.909 0.00 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1397 2 0.0000 0.909 0.00 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1399 7 0.4476 0.599 0.00 0.36 0.00 0.00 0.00 0.10 0.54 0.00
#> SAMPLE_1401 2 0.0000 0.909 0.00 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1409 8 0.3083 0.785 0.00 0.00 0.34 0.00 0.00 0.00 0.00 0.66
#> SAMPLE_1419 1 0.0000 0.974 1.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1420 1 0.0000 0.974 1.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1428 8 0.3083 0.785 0.00 0.00 0.34 0.00 0.00 0.00 0.00 0.66
#> SAMPLE_1431 1 0.1557 0.954 0.92 0.00 0.06 0.00 0.00 0.02 0.00 0.00
#> SAMPLE_1442 8 0.0471 0.898 0.00 0.00 0.00 0.00 0.02 0.00 0.00 0.98
#> SAMPLE_1443 8 0.0471 0.898 0.00 0.00 0.00 0.00 0.02 0.00 0.00 0.98
#> SAMPLE_1453 2 0.3193 0.023 0.00 0.62 0.00 0.00 0.00 0.00 0.38 0.00
#> SAMPLE_1491 2 0.0000 0.909 0.00 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1534 2 0.3483 0.683 0.00 0.76 0.18 0.00 0.00 0.04 0.02 0.00
#> SAMPLE_1577 7 0.3808 0.479 0.00 0.04 0.34 0.00 0.00 0.00 0.62 0.00
#> SAMPLE_1599 8 0.0471 0.898 0.00 0.00 0.00 0.00 0.02 0.00 0.00 0.98
#> SAMPLE_1600 8 0.0471 0.898 0.00 0.00 0.00 0.00 0.02 0.00 0.00 0.98
#> SAMPLE_1601 8 0.0471 0.898 0.00 0.00 0.00 0.00 0.02 0.00 0.00 0.98
#> SAMPLE_1639 2 0.0000 0.909 0.00 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1650 2 0.0000 0.909 0.00 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1660 5 0.0000 0.995 0.00 0.00 0.00 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_1684 6 0.2407 0.685 0.00 0.00 0.06 0.00 0.00 0.86 0.08 0.00
#> SAMPLE_1695 5 0.0000 0.995 0.00 0.00 0.00 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_1702 8 0.0471 0.898 0.00 0.00 0.00 0.00 0.02 0.00 0.00 0.98
#> SAMPLE_1713 7 0.3808 0.438 0.00 0.00 0.34 0.04 0.00 0.00 0.62 0.00
#> SAMPLE_1757 6 0.2407 0.685 0.00 0.00 0.06 0.00 0.00 0.86 0.08 0.00
#> SAMPLE_1768 5 0.0000 0.995 0.00 0.00 0.00 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_1769 5 0.0000 0.995 0.00 0.00 0.00 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_1770 5 0.0000 0.995 0.00 0.00 0.00 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_1773 5 0.0000 0.995 0.00 0.00 0.00 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_1791 2 0.0000 0.909 0.00 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1798 4 0.0000 0.990 0.00 0.00 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_1840 2 0.0000 0.909 0.00 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1841 7 0.2994 0.619 0.00 0.14 0.06 0.00 0.00 0.00 0.80 0.00
#> SAMPLE_1866 8 0.3083 0.785 0.00 0.00 0.34 0.00 0.00 0.00 0.00 0.66
#> SAMPLE_1874 8 0.3083 0.785 0.00 0.00 0.34 0.00 0.00 0.00 0.00 0.66
#> SAMPLE_1879 6 0.2407 0.685 0.00 0.00 0.06 0.00 0.00 0.86 0.08 0.00
#> SAMPLE_1924 7 0.2818 0.625 0.00 0.12 0.06 0.00 0.00 0.00 0.82 0.00
#> SAMPLE_1968 7 0.3808 0.479 0.00 0.04 0.34 0.00 0.00 0.00 0.62 0.00
#> SAMPLE_2069 4 0.1557 0.897 0.00 0.00 0.00 0.92 0.00 0.02 0.06 0.00
#> SAMPLE_2162 5 0.0471 0.986 0.00 0.00 0.02 0.00 0.98 0.00 0.00 0.00
#> SAMPLE_2178 2 0.0000 0.909 0.00 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2234 7 0.2818 0.625 0.00 0.12 0.06 0.00 0.00 0.00 0.82 0.00
#> SAMPLE_2238 4 0.0000 0.990 0.00 0.00 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_2266 7 0.4340 0.599 0.00 0.38 0.00 0.00 0.00 0.08 0.54 0.00
#> SAMPLE_2270 6 0.2407 0.685 0.00 0.00 0.06 0.00 0.00 0.86 0.08 0.00
#> SAMPLE_2271 6 0.2407 0.685 0.00 0.00 0.06 0.00 0.00 0.86 0.08 0.00
#> SAMPLE_2272 6 0.2407 0.685 0.00 0.00 0.06 0.00 0.00 0.86 0.08 0.00
#> SAMPLE_2327 6 0.3272 0.575 0.00 0.42 0.00 0.00 0.00 0.58 0.00 0.00
#> SAMPLE_2347 2 0.0000 0.909 0.00 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2362 4 0.0000 0.990 0.00 0.00 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_2365 2 0.3483 0.683 0.00 0.76 0.18 0.00 0.00 0.04 0.02 0.00
#> SAMPLE_2418 2 0.0000 0.909 0.00 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2419 2 0.0000 0.909 0.00 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2466 7 0.3808 0.438 0.00 0.00 0.34 0.04 0.00 0.00 0.62 0.00
#> SAMPLE_2514 7 0.3808 0.438 0.00 0.00 0.34 0.04 0.00 0.00 0.62 0.00
#> SAMPLE_2534 8 0.0471 0.898 0.00 0.00 0.00 0.00 0.02 0.00 0.00 0.98
#> SAMPLE_2552 8 0.0471 0.898 0.00 0.00 0.00 0.00 0.02 0.00 0.00 0.98
#> SAMPLE_2585 2 0.0471 0.890 0.00 0.98 0.00 0.00 0.00 0.02 0.00 0.00
#> SAMPLE_2611 2 0.0000 0.909 0.00 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2625 2 0.0000 0.909 0.00 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2682 7 0.2818 0.625 0.00 0.12 0.06 0.00 0.00 0.00 0.82 0.00
#> SAMPLE_2702 2 0.0808 0.867 0.00 0.96 0.00 0.00 0.00 0.04 0.00 0.00
#> SAMPLE_2796 2 0.3193 0.023 0.00 0.62 0.00 0.00 0.00 0.00 0.38 0.00
Heatmaps for the consensus matrix. It visualizes the probability of two samples to be in a same group.
consensus_heatmap(res, k = 2)
consensus_heatmap(res, k = 3)
consensus_heatmap(res, k = 4)
consensus_heatmap(res, k = 5)
consensus_heatmap(res, k = 6)
consensus_heatmap(res, k = 7)
consensus_heatmap(res, k = 8)
Heatmaps for the membership of samples in all partitions to see how consistent they are:
membership_heatmap(res, k = 2)
membership_heatmap(res, k = 3)
membership_heatmap(res, k = 4)
membership_heatmap(res, k = 5)
membership_heatmap(res, k = 6)
membership_heatmap(res, k = 7)
membership_heatmap(res, k = 8)
As soon as the classes for columns are determined, the signatures that are significantly different between subgroups can be looked for. Following are the heatmaps for signatures.
get_signatures(res, k = 2)
get_signatures(res, k = 3)
get_signatures(res, k = 4)
get_signatures(res, k = 5)
get_signatures(res, k = 6)
get_signatures(res, k = 7)
get_signatures(res, k = 8)
Compare the overlap of signatures from different k:
compare_signatures(res)
get_signature() returns a data frame invisibly. To get the list of signatures, the function
call should be assigned to a variable explicitly. In following code, if plot argument is set
to FALSE, no heatmap is plotted while only the differential analysis is performed.
# code only for demonstration
tb = get_signature(res, k = ..., plot = FALSE)
An example of the output of tb is:
#> which_row fdr mean_1 mean_2 scaled_mean_1 scaled_mean_2 km
#> 1 38 0.042760348 8.373488 9.131774 -0.5533452 0.5164555 1
#> 2 40 0.018707592 7.106213 8.469186 -0.6173731 0.5762149 1
#> 3 55 0.019134737 10.221463 11.207825 -0.6159697 0.5749050 1
#> 4 59 0.006059896 5.921854 7.869574 -0.6899429 0.6439467 1
#> 5 60 0.018055526 8.928898 10.211722 -0.6204761 0.5791110 1
#> 6 98 0.009384629 15.714769 14.887706 0.6635654 -0.6193277 2
...
The columns in tb are:
which_row: row indices corresponding to the input matrix.fdr: FDR for the differential test. mean_x: The mean value in group x.scaled_mean_x: The mean value in group x after rows are scaled.km: Row groups if k-means clustering is applied to rows (which is done by automatically selecting number of clusters).If there are too many signatures, top_signatures = ... can be set to only show the
signatures with the highest FDRs:
# code only for demonstration
# e.g. to show the top 500 most significant rows
tb = get_signature(res, k = ..., top_signatures = 500)
If the signatures are defined as these which are uniquely high in current group, diff_method argument
can be set to "uniquely_high_in_one_group":
# code only for demonstration
tb = get_signature(res, k = ..., diff_method = "uniquely_high_in_one_group")
UMAP plot which shows how samples are separated.
dimension_reduction(res, k = 2, method = "UMAP")
dimension_reduction(res, k = 3, method = "UMAP")
dimension_reduction(res, k = 4, method = "UMAP")
dimension_reduction(res, k = 5, method = "UMAP")
dimension_reduction(res, k = 6, method = "UMAP")
dimension_reduction(res, k = 7, method = "UMAP")
dimension_reduction(res, k = 8, method = "UMAP")
Following heatmap shows how subgroups are split when increasing k:
collect_classes(res)
Test correlation between subgroups and known annotations. If the known annotation is numeric, one-way ANOVA test is applied, and if the known annotation is discrete, chi-squared contingency table test is applied.
test_to_known_factors(res)
#> n_sample meth_class(p-value) tumor_type(p-value) k
#> ATC:skmeans 113 3.73e-13 4.19e-13 2
#> ATC:skmeans 120 1.22e-26 9.58e-28 3
#> ATC:skmeans 120 3.90e-36 2.74e-27 4
#> ATC:skmeans 116 1.23e-45 6.93e-40 5
#> ATC:skmeans 109 8.70e-54 4.15e-44 6
#> ATC:skmeans 94 4.39e-65 3.79e-46 7
#> ATC:skmeans 112 1.54e-69 2.68e-54 8
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.
Parent node: Node0236. Child nodes: Node023621-leaf , Node023622-leaf , Node023623-leaf , Node023624-leaf , Node023625-leaf .
The object with results only for a single top-value method and a single partitioning method can be extracted as:
res = res_rh["02362"]
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, 7, 8.
#> On a matrix with 30000 rows and 64 columns.
#> Top rows (1000) are extracted by 'SD' method.
#> Subgroups are detected by 'skmeans' method.
#> Performed in total 350 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_partitions"
#> [7] "compare_signatures" "consensus_heatmap" "dimension_reduction"
#> [10] "functional_enrichment" "get_anno_col" "get_anno"
#> [13] "get_classes" "get_consensus" "get_matrix"
#> [16] "get_membership" "get_param" "get_signatures"
#> [19] "get_stats" "is_best_k" "is_stable_k"
#> [22] "membership_heatmap" "ncol" "nrow"
#> [25] "plot_ecdf" "predict_classes" "rownames"
#> [28] "select_partition_number" "show" "suggest_best_k"
#> [31] "test_to_known_factors" "top_rows_heatmap"
collect_plots() function collects all the plots made from res for all k (number of subgroups)
into one single page to provide an easy and fast comparison between different k.
collect_plots(res)
The plots are:
k and the heatmap of
predicted classes for each k.k.k.k.All the plots in panels can be made by individual functions and they are plotted later in this section.
select_partition_number() produces several plots showing different
statistics for choosing “optimized” k. There are following statistics:
k;k, the area increased is defined as \(A_k - A_{k-1}\).The detailed explanations of these statistics can be found in the cola vignette.
Generally speaking, higher 1-PAC score, higher mean silhouette score or higher
concordance corresponds to better partition. Rand index and Jaccard index
measure how similar the current partition is compared to partition with k-1.
If they are too similar, we won't accept k is better than k-1.
select_partition_number(res)
The numeric values for all these statistics can be obtained by get_stats().
get_stats(res)
#> k 1-PAC mean_silhouette concordance area_increased Rand Jaccard
#> 2 2 0.474 0.888 0.861 0.3694 0.576 0.576
#> 3 3 0.531 0.687 0.862 0.4958 0.643 0.519
#> 4 4 0.649 0.574 0.744 0.1758 0.710 0.501
#> 5 5 0.928 0.956 0.975 0.1731 0.830 0.533
#> 6 6 0.912 0.919 0.948 0.0462 0.978 0.904
#> 7 7 0.869 0.813 0.878 0.0410 0.965 0.846
#> 8 8 0.828 0.727 0.851 0.0292 0.900 0.559
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] 5
There is also optional best \(k\) = 5 that is worth to check.
Following is 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 subgroup
label for an item is determined with the group with highest probability it
belongs to.
In get_classes() function, the entropy is calculated from the membership
matrix and the silhouette score is calculated from the consensus matrix.
cbind(get_classes(res, k = 2), get_membership(res, k = 2))
#> class entropy silhouette p1 p2
#> SAMPLE_798 2 0.881 0.895 0.30 0.70
#> SAMPLE_806 2 0.904 0.899 0.32 0.68
#> SAMPLE_834 2 0.000 0.649 0.00 1.00
#> SAMPLE_848 2 0.000 0.649 0.00 1.00
#> SAMPLE_861 1 0.000 0.990 1.00 0.00
#> SAMPLE_862 1 0.000 0.990 1.00 0.00
#> SAMPLE_868 2 0.000 0.649 0.00 1.00
#> SAMPLE_898 2 0.584 0.767 0.14 0.86
#> SAMPLE_925 2 0.881 0.895 0.30 0.70
#> SAMPLE_934 1 0.000 0.990 1.00 0.00
#> SAMPLE_995 1 0.000 0.990 1.00 0.00
#> SAMPLE_996 1 0.000 0.990 1.00 0.00
#> SAMPLE_1047 1 0.000 0.990 1.00 0.00
#> SAMPLE_1050 1 0.000 0.990 1.00 0.00
#> SAMPLE_1052 2 0.904 0.899 0.32 0.68
#> SAMPLE_1053 2 0.904 0.899 0.32 0.68
#> SAMPLE_1055 2 0.904 0.899 0.32 0.68
#> SAMPLE_1060 2 0.904 0.899 0.32 0.68
#> SAMPLE_1082 2 0.904 0.899 0.32 0.68
#> SAMPLE_1085 2 0.904 0.899 0.32 0.68
#> SAMPLE_1093 2 0.904 0.899 0.32 0.68
#> SAMPLE_1157 2 0.904 0.899 0.32 0.68
#> SAMPLE_1175 2 0.904 0.899 0.32 0.68
#> SAMPLE_1227 2 0.904 0.899 0.32 0.68
#> SAMPLE_1239 2 0.904 0.899 0.32 0.68
#> SAMPLE_1319 1 0.000 0.990 1.00 0.00
#> SAMPLE_1320 1 0.000 0.990 1.00 0.00
#> SAMPLE_1322 1 0.000 0.990 1.00 0.00
#> SAMPLE_1342 2 0.855 0.887 0.28 0.72
#> SAMPLE_1387 2 0.855 0.887 0.28 0.72
#> SAMPLE_1397 2 0.855 0.887 0.28 0.72
#> SAMPLE_1399 2 0.904 0.899 0.32 0.68
#> SAMPLE_1401 2 0.855 0.887 0.28 0.72
#> SAMPLE_1453 2 0.904 0.899 0.32 0.68
#> SAMPLE_1491 2 0.904 0.899 0.32 0.68
#> SAMPLE_1534 2 0.855 0.887 0.28 0.72
#> SAMPLE_1577 2 0.881 0.895 0.30 0.70
#> SAMPLE_1639 2 0.855 0.887 0.28 0.72
#> SAMPLE_1650 2 0.904 0.899 0.32 0.68
#> SAMPLE_1684 1 0.000 0.990 1.00 0.00
#> SAMPLE_1757 1 0.000 0.990 1.00 0.00
#> SAMPLE_1791 2 0.904 0.899 0.32 0.68
#> SAMPLE_1840 2 0.855 0.887 0.28 0.72
#> SAMPLE_1841 2 0.000 0.649 0.00 1.00
#> SAMPLE_1879 1 0.000 0.990 1.00 0.00
#> SAMPLE_1924 2 0.000 0.649 0.00 1.00
#> SAMPLE_1968 2 0.881 0.895 0.30 0.70
#> SAMPLE_2178 2 0.904 0.899 0.32 0.68
#> SAMPLE_2234 2 0.000 0.649 0.00 1.00
#> SAMPLE_2266 2 0.904 0.899 0.32 0.68
#> SAMPLE_2270 1 0.000 0.990 1.00 0.00
#> SAMPLE_2271 1 0.000 0.990 1.00 0.00
#> SAMPLE_2272 1 0.000 0.990 1.00 0.00
#> SAMPLE_2327 1 0.000 0.990 1.00 0.00
#> SAMPLE_2347 2 0.881 0.895 0.30 0.70
#> SAMPLE_2365 2 0.000 0.649 0.00 1.00
#> SAMPLE_2418 2 0.904 0.899 0.32 0.68
#> SAMPLE_2419 2 0.904 0.899 0.32 0.68
#> SAMPLE_2585 1 0.000 0.990 1.00 0.00
#> SAMPLE_2611 2 0.904 0.899 0.32 0.68
#> SAMPLE_2625 2 0.904 0.899 0.32 0.68
#> SAMPLE_2682 2 0.000 0.649 0.00 1.00
#> SAMPLE_2702 1 0.529 0.790 0.88 0.12
#> SAMPLE_2796 2 0.904 0.899 0.32 0.68
cbind(get_classes(res, k = 3), get_membership(res, k = 3))
#> class entropy silhouette p1 p2 p3
#> SAMPLE_798 2 0.7884 0.4972 0.10 0.64 0.26
#> SAMPLE_806 2 0.0000 0.7707 0.00 1.00 0.00
#> SAMPLE_834 3 0.0000 0.9126 0.00 0.00 1.00
#> SAMPLE_848 3 0.0000 0.9126 0.00 0.00 1.00
#> SAMPLE_861 1 0.0000 1.0000 1.00 0.00 0.00
#> SAMPLE_862 1 0.0000 1.0000 1.00 0.00 0.00
#> SAMPLE_868 3 0.0000 0.9126 0.00 0.00 1.00
#> SAMPLE_898 2 0.8635 0.0809 0.10 0.46 0.44
#> SAMPLE_925 2 0.7884 0.4972 0.10 0.64 0.26
#> SAMPLE_934 1 0.0000 1.0000 1.00 0.00 0.00
#> SAMPLE_995 1 0.0000 1.0000 1.00 0.00 0.00
#> SAMPLE_996 1 0.0000 1.0000 1.00 0.00 0.00
#> SAMPLE_1047 1 0.0000 1.0000 1.00 0.00 0.00
#> SAMPLE_1050 1 0.0000 1.0000 1.00 0.00 0.00
#> SAMPLE_1052 2 0.0000 0.7707 0.00 1.00 0.00
#> SAMPLE_1053 2 0.0000 0.7707 0.00 1.00 0.00
#> SAMPLE_1055 2 0.0000 0.7707 0.00 1.00 0.00
#> SAMPLE_1060 2 0.0000 0.7707 0.00 1.00 0.00
#> SAMPLE_1082 2 0.0000 0.7707 0.00 1.00 0.00
#> SAMPLE_1085 2 0.0000 0.7707 0.00 1.00 0.00
#> SAMPLE_1093 2 0.0000 0.7707 0.00 1.00 0.00
#> SAMPLE_1157 2 0.0000 0.7707 0.00 1.00 0.00
#> SAMPLE_1175 2 0.0000 0.7707 0.00 1.00 0.00
#> SAMPLE_1227 2 0.0000 0.7707 0.00 1.00 0.00
#> SAMPLE_1239 2 0.0000 0.7707 0.00 1.00 0.00
#> SAMPLE_1319 1 0.0000 1.0000 1.00 0.00 0.00
#> SAMPLE_1320 1 0.0000 1.0000 1.00 0.00 0.00
#> SAMPLE_1322 1 0.0000 1.0000 1.00 0.00 0.00
#> SAMPLE_1342 2 0.8173 0.4520 0.10 0.60 0.30
#> SAMPLE_1387 2 0.8173 0.4520 0.10 0.60 0.30
#> SAMPLE_1397 2 0.8173 0.4520 0.10 0.60 0.30
#> SAMPLE_1399 2 0.0000 0.7707 0.00 1.00 0.00
#> SAMPLE_1401 2 0.8173 0.4520 0.10 0.60 0.30
#> SAMPLE_1453 2 0.0000 0.7707 0.00 1.00 0.00
#> SAMPLE_1491 2 0.0892 0.7648 0.02 0.98 0.00
#> SAMPLE_1534 2 0.8173 0.4520 0.10 0.60 0.30
#> SAMPLE_1577 2 0.8038 0.4761 0.10 0.62 0.28
#> SAMPLE_1639 2 0.8173 0.4520 0.10 0.60 0.30
#> SAMPLE_1650 2 0.0000 0.7707 0.00 1.00 0.00
#> SAMPLE_1684 2 0.6192 0.2546 0.42 0.58 0.00
#> SAMPLE_1757 2 0.6192 0.2546 0.42 0.58 0.00
#> SAMPLE_1791 2 0.0000 0.7707 0.00 1.00 0.00
#> SAMPLE_1840 2 0.8173 0.4520 0.10 0.60 0.30
#> SAMPLE_1841 3 0.0000 0.9126 0.00 0.00 1.00
#> SAMPLE_1879 2 0.6192 0.2546 0.42 0.58 0.00
#> SAMPLE_1924 3 0.0000 0.9126 0.00 0.00 1.00
#> SAMPLE_1968 2 0.8038 0.4761 0.10 0.62 0.28
#> SAMPLE_2178 2 0.0892 0.7648 0.02 0.98 0.00
#> SAMPLE_2234 3 0.0000 0.9126 0.00 0.00 1.00
#> SAMPLE_2266 2 0.0000 0.7707 0.00 1.00 0.00
#> SAMPLE_2270 2 0.6192 0.2546 0.42 0.58 0.00
#> SAMPLE_2271 2 0.6192 0.2546 0.42 0.58 0.00
#> SAMPLE_2272 2 0.6192 0.2546 0.42 0.58 0.00
#> SAMPLE_2327 2 0.6192 0.2546 0.42 0.58 0.00
#> SAMPLE_2347 2 0.7884 0.4972 0.10 0.64 0.26
#> SAMPLE_2365 3 0.8390 0.2209 0.10 0.34 0.56
#> SAMPLE_2418 2 0.0000 0.7707 0.00 1.00 0.00
#> SAMPLE_2419 2 0.0892 0.7648 0.02 0.98 0.00
#> SAMPLE_2585 2 0.4291 0.6350 0.18 0.82 0.00
#> SAMPLE_2611 2 0.0892 0.7648 0.02 0.98 0.00
#> SAMPLE_2625 2 0.0000 0.7707 0.00 1.00 0.00
#> SAMPLE_2682 3 0.0000 0.9126 0.00 0.00 1.00
#> SAMPLE_2702 2 0.0892 0.7609 0.02 0.98 0.00
#> SAMPLE_2796 2 0.0000 0.7707 0.00 1.00 0.00
cbind(get_classes(res, k = 4), get_membership(res, k = 4))
#> class entropy silhouette p1 p2 p3 p4
#> SAMPLE_798 2 0.498 0.3055 0.00 0.54 0.46 0.00
#> SAMPLE_806 2 0.485 0.3812 0.00 0.60 0.40 0.00
#> SAMPLE_834 3 0.498 0.3151 0.00 0.00 0.54 0.46
#> SAMPLE_848 3 0.498 0.3151 0.00 0.00 0.54 0.46
#> SAMPLE_861 1 0.000 1.0000 1.00 0.00 0.00 0.00
#> SAMPLE_862 1 0.000 1.0000 1.00 0.00 0.00 0.00
#> SAMPLE_868 3 0.498 0.3151 0.00 0.00 0.54 0.46
#> SAMPLE_898 3 0.479 0.1133 0.00 0.38 0.62 0.00
#> SAMPLE_925 2 0.498 0.3055 0.00 0.54 0.46 0.00
#> SAMPLE_934 1 0.000 1.0000 1.00 0.00 0.00 0.00
#> SAMPLE_995 1 0.000 1.0000 1.00 0.00 0.00 0.00
#> SAMPLE_996 1 0.000 1.0000 1.00 0.00 0.00 0.00
#> SAMPLE_1047 1 0.000 1.0000 1.00 0.00 0.00 0.00
#> SAMPLE_1050 1 0.000 1.0000 1.00 0.00 0.00 0.00
#> SAMPLE_1052 2 0.000 0.6902 0.00 1.00 0.00 0.00
#> SAMPLE_1053 2 0.000 0.6902 0.00 1.00 0.00 0.00
#> SAMPLE_1055 2 0.000 0.6902 0.00 1.00 0.00 0.00
#> SAMPLE_1060 2 0.000 0.6902 0.00 1.00 0.00 0.00
#> SAMPLE_1082 2 0.000 0.6902 0.00 1.00 0.00 0.00
#> SAMPLE_1085 2 0.000 0.6902 0.00 1.00 0.00 0.00
#> SAMPLE_1093 2 0.000 0.6902 0.00 1.00 0.00 0.00
#> SAMPLE_1157 2 0.000 0.6902 0.00 1.00 0.00 0.00
#> SAMPLE_1175 2 0.000 0.6902 0.00 1.00 0.00 0.00
#> SAMPLE_1227 2 0.000 0.6902 0.00 1.00 0.00 0.00
#> SAMPLE_1239 2 0.000 0.6902 0.00 1.00 0.00 0.00
#> SAMPLE_1319 1 0.000 1.0000 1.00 0.00 0.00 0.00
#> SAMPLE_1320 1 0.000 1.0000 1.00 0.00 0.00 0.00
#> SAMPLE_1322 1 0.000 1.0000 1.00 0.00 0.00 0.00
#> SAMPLE_1342 3 0.495 -0.0615 0.00 0.44 0.56 0.00
#> SAMPLE_1387 3 0.485 0.0886 0.00 0.40 0.60 0.00
#> SAMPLE_1397 3 0.485 0.0886 0.00 0.40 0.60 0.00
#> SAMPLE_1399 2 0.000 0.6902 0.00 1.00 0.00 0.00
#> SAMPLE_1401 3 0.485 0.0886 0.00 0.40 0.60 0.00
#> SAMPLE_1453 2 0.000 0.6902 0.00 1.00 0.00 0.00
#> SAMPLE_1491 2 0.498 0.3055 0.00 0.54 0.46 0.00
#> SAMPLE_1534 3 0.485 0.0886 0.00 0.40 0.60 0.00
#> SAMPLE_1577 2 0.499 0.2023 0.00 0.52 0.48 0.00
#> SAMPLE_1639 3 0.485 0.0886 0.00 0.40 0.60 0.00
#> SAMPLE_1650 2 0.485 0.3812 0.00 0.60 0.40 0.00
#> SAMPLE_1684 4 0.626 1.0000 0.06 0.40 0.00 0.54
#> SAMPLE_1757 4 0.626 1.0000 0.06 0.40 0.00 0.54
#> SAMPLE_1791 2 0.000 0.6902 0.00 1.00 0.00 0.00
#> SAMPLE_1840 3 0.485 0.0886 0.00 0.40 0.60 0.00
#> SAMPLE_1841 3 0.498 0.3151 0.00 0.00 0.54 0.46
#> SAMPLE_1879 4 0.626 1.0000 0.06 0.40 0.00 0.54
#> SAMPLE_1924 3 0.498 0.3151 0.00 0.00 0.54 0.46
#> SAMPLE_1968 2 0.499 0.2023 0.00 0.52 0.48 0.00
#> SAMPLE_2178 2 0.498 0.3055 0.00 0.54 0.46 0.00
#> SAMPLE_2234 3 0.498 0.3151 0.00 0.00 0.54 0.46
#> SAMPLE_2266 2 0.000 0.6902 0.00 1.00 0.00 0.00
#> SAMPLE_2270 4 0.626 1.0000 0.06 0.40 0.00 0.54
#> SAMPLE_2271 4 0.626 1.0000 0.06 0.40 0.00 0.54
#> SAMPLE_2272 4 0.626 1.0000 0.06 0.40 0.00 0.54
#> SAMPLE_2327 4 0.626 1.0000 0.06 0.40 0.00 0.54
#> SAMPLE_2347 2 0.498 0.3055 0.00 0.54 0.46 0.00
#> SAMPLE_2365 3 0.452 0.1689 0.00 0.32 0.68 0.00
#> SAMPLE_2418 2 0.000 0.6902 0.00 1.00 0.00 0.00
#> SAMPLE_2419 2 0.498 0.3055 0.00 0.54 0.46 0.00
#> SAMPLE_2585 2 0.000 0.6902 0.00 1.00 0.00 0.00
#> SAMPLE_2611 2 0.498 0.3055 0.00 0.54 0.46 0.00
#> SAMPLE_2625 2 0.485 0.3812 0.00 0.60 0.40 0.00
#> SAMPLE_2682 3 0.498 0.3151 0.00 0.00 0.54 0.46
#> SAMPLE_2702 2 0.000 0.6902 0.00 1.00 0.00 0.00
#> SAMPLE_2796 2 0.000 0.6902 0.00 1.00 0.00 0.00
cbind(get_classes(res, k = 5), get_membership(res, k = 5))
#> class entropy silhouette p1 p2 p3 p4 p5
#> SAMPLE_798 3 0.000 0.921 0 0.00 1.00 0.00 0
#> SAMPLE_806 2 0.202 0.884 0 0.90 0.10 0.00 0
#> SAMPLE_834 5 0.000 1.000 0 0.00 0.00 0.00 1
#> SAMPLE_848 5 0.000 1.000 0 0.00 0.00 0.00 1
#> SAMPLE_861 1 0.000 1.000 1 0.00 0.00 0.00 0
#> SAMPLE_862 1 0.000 1.000 1 0.00 0.00 0.00 0
#> SAMPLE_868 5 0.000 1.000 0 0.00 0.00 0.00 1
#> SAMPLE_898 3 0.000 0.921 0 0.00 1.00 0.00 0
#> SAMPLE_925 3 0.000 0.921 0 0.00 1.00 0.00 0
#> SAMPLE_934 1 0.000 1.000 1 0.00 0.00 0.00 0
#> SAMPLE_995 1 0.000 1.000 1 0.00 0.00 0.00 0
#> SAMPLE_996 1 0.000 1.000 1 0.00 0.00 0.00 0
#> SAMPLE_1047 1 0.000 1.000 1 0.00 0.00 0.00 0
#> SAMPLE_1050 1 0.000 1.000 1 0.00 0.00 0.00 0
#> SAMPLE_1052 2 0.000 0.986 0 1.00 0.00 0.00 0
#> SAMPLE_1053 2 0.000 0.986 0 1.00 0.00 0.00 0
#> SAMPLE_1055 2 0.000 0.986 0 1.00 0.00 0.00 0
#> SAMPLE_1060 2 0.000 0.986 0 1.00 0.00 0.00 0
#> SAMPLE_1082 2 0.000 0.986 0 1.00 0.00 0.00 0
#> SAMPLE_1085 2 0.000 0.986 0 1.00 0.00 0.00 0
#> SAMPLE_1093 2 0.000 0.986 0 1.00 0.00 0.00 0
#> SAMPLE_1157 2 0.000 0.986 0 1.00 0.00 0.00 0
#> SAMPLE_1175 2 0.000 0.986 0 1.00 0.00 0.00 0
#> SAMPLE_1227 2 0.000 0.986 0 1.00 0.00 0.00 0
#> SAMPLE_1239 2 0.000 0.986 0 1.00 0.00 0.00 0
#> SAMPLE_1319 1 0.000 1.000 1 0.00 0.00 0.00 0
#> SAMPLE_1320 1 0.000 1.000 1 0.00 0.00 0.00 0
#> SAMPLE_1322 1 0.000 1.000 1 0.00 0.00 0.00 0
#> SAMPLE_1342 3 0.104 0.898 0 0.00 0.96 0.04 0
#> SAMPLE_1387 3 0.000 0.921 0 0.00 1.00 0.00 0
#> SAMPLE_1397 3 0.000 0.921 0 0.00 1.00 0.00 0
#> SAMPLE_1399 2 0.000 0.986 0 1.00 0.00 0.00 0
#> SAMPLE_1401 3 0.000 0.921 0 0.00 1.00 0.00 0
#> SAMPLE_1453 2 0.000 0.986 0 1.00 0.00 0.00 0
#> SAMPLE_1491 3 0.252 0.827 0 0.14 0.86 0.00 0
#> SAMPLE_1534 3 0.000 0.921 0 0.00 1.00 0.00 0
#> SAMPLE_1577 3 0.440 0.663 0 0.24 0.72 0.04 0
#> SAMPLE_1639 3 0.000 0.921 0 0.00 1.00 0.00 0
#> SAMPLE_1650 2 0.202 0.884 0 0.90 0.10 0.00 0
#> SAMPLE_1684 4 0.104 1.000 0 0.04 0.00 0.96 0
#> SAMPLE_1757 4 0.104 1.000 0 0.04 0.00 0.96 0
#> SAMPLE_1791 2 0.000 0.986 0 1.00 0.00 0.00 0
#> SAMPLE_1840 3 0.000 0.921 0 0.00 1.00 0.00 0
#> SAMPLE_1841 5 0.000 1.000 0 0.00 0.00 0.00 1
#> SAMPLE_1879 4 0.104 1.000 0 0.04 0.00 0.96 0
#> SAMPLE_1924 5 0.000 1.000 0 0.00 0.00 0.00 1
#> SAMPLE_1968 3 0.453 0.635 0 0.26 0.70 0.04 0
#> SAMPLE_2178 3 0.252 0.827 0 0.14 0.86 0.00 0
#> SAMPLE_2234 5 0.000 1.000 0 0.00 0.00 0.00 1
#> SAMPLE_2266 2 0.000 0.986 0 1.00 0.00 0.00 0
#> SAMPLE_2270 4 0.104 1.000 0 0.04 0.00 0.96 0
#> SAMPLE_2271 4 0.104 1.000 0 0.04 0.00 0.96 0
#> SAMPLE_2272 4 0.104 1.000 0 0.04 0.00 0.96 0
#> SAMPLE_2327 4 0.104 1.000 0 0.04 0.00 0.96 0
#> SAMPLE_2347 3 0.000 0.921 0 0.00 1.00 0.00 0
#> SAMPLE_2365 3 0.000 0.921 0 0.00 1.00 0.00 0
#> SAMPLE_2418 2 0.000 0.986 0 1.00 0.00 0.00 0
#> SAMPLE_2419 3 0.202 0.863 0 0.10 0.90 0.00 0
#> SAMPLE_2585 2 0.000 0.986 0 1.00 0.00 0.00 0
#> SAMPLE_2611 3 0.202 0.863 0 0.10 0.90 0.00 0
#> SAMPLE_2625 2 0.104 0.946 0 0.96 0.04 0.00 0
#> SAMPLE_2682 5 0.000 1.000 0 0.00 0.00 0.00 1
#> SAMPLE_2702 2 0.000 0.986 0 1.00 0.00 0.00 0
#> SAMPLE_2796 2 0.000 0.986 0 1.00 0.00 0.00 0
cbind(get_classes(res, k = 6), get_membership(res, k = 6))
#> class entropy silhouette p1 p2 p3 p4 p5 p6
#> SAMPLE_798 3 0.0000 0.854 0 0.00 1.00 0 0 0.00
#> SAMPLE_806 2 0.3578 0.559 0 0.66 0.34 0 0 0.00
#> SAMPLE_834 5 0.0000 1.000 0 0.00 0.00 0 1 0.00
#> SAMPLE_848 5 0.0000 1.000 0 0.00 0.00 0 1 0.00
#> SAMPLE_861 1 0.0000 1.000 1 0.00 0.00 0 0 0.00
#> SAMPLE_862 1 0.0000 1.000 1 0.00 0.00 0 0 0.00
#> SAMPLE_868 5 0.0000 1.000 0 0.00 0.00 0 1 0.00
#> SAMPLE_898 3 0.2048 0.858 0 0.00 0.88 0 0 0.12
#> SAMPLE_925 3 0.2793 0.815 0 0.00 0.80 0 0 0.20
#> SAMPLE_934 1 0.0000 1.000 1 0.00 0.00 0 0 0.00
#> SAMPLE_995 1 0.0000 1.000 1 0.00 0.00 0 0 0.00
#> SAMPLE_996 1 0.0000 1.000 1 0.00 0.00 0 0 0.00
#> SAMPLE_1047 1 0.0000 1.000 1 0.00 0.00 0 0 0.00
#> SAMPLE_1050 1 0.0000 1.000 1 0.00 0.00 0 0 0.00
#> SAMPLE_1052 2 0.0937 0.923 0 0.96 0.00 0 0 0.04
#> SAMPLE_1053 2 0.0937 0.923 0 0.96 0.00 0 0 0.04
#> SAMPLE_1055 2 0.0937 0.923 0 0.96 0.00 0 0 0.04
#> SAMPLE_1060 2 0.0937 0.923 0 0.96 0.00 0 0 0.04
#> SAMPLE_1082 2 0.0937 0.923 0 0.96 0.00 0 0 0.04
#> SAMPLE_1085 2 0.0937 0.923 0 0.96 0.00 0 0 0.04
#> SAMPLE_1093 2 0.0937 0.923 0 0.96 0.00 0 0 0.04
#> SAMPLE_1157 2 0.0937 0.923 0 0.96 0.00 0 0 0.04
#> SAMPLE_1175 2 0.1556 0.890 0 0.92 0.08 0 0 0.00
#> SAMPLE_1227 2 0.0000 0.922 0 1.00 0.00 0 0 0.00
#> SAMPLE_1239 2 0.0000 0.922 0 1.00 0.00 0 0 0.00
#> SAMPLE_1319 1 0.0000 1.000 1 0.00 0.00 0 0 0.00
#> SAMPLE_1320 1 0.0000 1.000 1 0.00 0.00 0 0 0.00
#> SAMPLE_1322 1 0.0000 1.000 1 0.00 0.00 0 0 0.00
#> SAMPLE_1342 6 0.1556 0.949 0 0.00 0.08 0 0 0.92
#> SAMPLE_1387 3 0.2793 0.815 0 0.00 0.80 0 0 0.20
#> SAMPLE_1397 3 0.2793 0.815 0 0.00 0.80 0 0 0.20
#> SAMPLE_1399 2 0.0937 0.923 0 0.96 0.00 0 0 0.04
#> SAMPLE_1401 3 0.2793 0.815 0 0.00 0.80 0 0 0.20
#> SAMPLE_1453 2 0.0000 0.922 0 1.00 0.00 0 0 0.00
#> SAMPLE_1491 3 0.1267 0.823 0 0.06 0.94 0 0 0.00
#> SAMPLE_1534 3 0.1556 0.863 0 0.00 0.92 0 0 0.08
#> SAMPLE_1577 6 0.1807 0.966 0 0.02 0.06 0 0 0.92
#> SAMPLE_1639 3 0.1556 0.863 0 0.00 0.92 0 0 0.08
#> SAMPLE_1650 2 0.3499 0.593 0 0.68 0.32 0 0 0.00
#> SAMPLE_1684 4 0.0000 1.000 0 0.00 0.00 1 0 0.00
#> SAMPLE_1757 4 0.0000 1.000 0 0.00 0.00 1 0 0.00
#> SAMPLE_1791 2 0.1556 0.890 0 0.92 0.08 0 0 0.00
#> SAMPLE_1840 3 0.2793 0.815 0 0.00 0.80 0 0 0.20
#> SAMPLE_1841 5 0.0000 1.000 0 0.00 0.00 0 1 0.00
#> SAMPLE_1879 4 0.0000 1.000 0 0.00 0.00 1 0 0.00
#> SAMPLE_1924 5 0.0000 1.000 0 0.00 0.00 0 1 0.00
#> SAMPLE_1968 6 0.1480 0.953 0 0.02 0.04 0 0 0.94
#> SAMPLE_2178 3 0.1267 0.823 0 0.06 0.94 0 0 0.00
#> SAMPLE_2234 5 0.0000 1.000 0 0.00 0.00 0 1 0.00
#> SAMPLE_2266 2 0.0937 0.923 0 0.96 0.00 0 0 0.04
#> SAMPLE_2270 4 0.0000 1.000 0 0.00 0.00 1 0 0.00
#> SAMPLE_2271 4 0.0000 1.000 0 0.00 0.00 1 0 0.00
#> SAMPLE_2272 4 0.0000 1.000 0 0.00 0.00 1 0 0.00
#> SAMPLE_2327 4 0.0000 1.000 0 0.00 0.00 1 0 0.00
#> SAMPLE_2347 3 0.0000 0.854 0 0.00 1.00 0 0 0.00
#> SAMPLE_2365 3 0.2048 0.858 0 0.00 0.88 0 0 0.12
#> SAMPLE_2418 2 0.0547 0.917 0 0.98 0.02 0 0 0.00
#> SAMPLE_2419 3 0.1267 0.823 0 0.06 0.94 0 0 0.00
#> SAMPLE_2585 2 0.1556 0.890 0 0.92 0.08 0 0 0.00
#> SAMPLE_2611 3 0.1267 0.823 0 0.06 0.94 0 0 0.00
#> SAMPLE_2625 2 0.1556 0.890 0 0.92 0.08 0 0 0.00
#> SAMPLE_2682 5 0.0000 1.000 0 0.00 0.00 0 1 0.00
#> SAMPLE_2702 2 0.1556 0.890 0 0.92 0.08 0 0 0.00
#> SAMPLE_2796 2 0.0000 0.922 0 1.00 0.00 0 0 0.00
cbind(get_classes(res, k = 7), get_membership(res, k = 7))
#> class entropy silhouette p1 p2 p3 p4 p5 p6 p7
#> SAMPLE_798 3 0.1886 0.736 0.00 0.00 0.88 0.00 0.00 0.00 0.12
#> SAMPLE_806 3 0.4945 0.410 0.00 0.12 0.52 0.00 0.00 0.00 0.36
#> SAMPLE_834 5 0.0000 0.992 0.00 0.00 0.00 0.00 1.00 0.00 0.00
#> SAMPLE_848 5 0.0504 0.989 0.00 0.00 0.00 0.00 0.98 0.00 0.02
#> SAMPLE_861 1 0.0000 0.990 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_862 1 0.0000 0.990 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_868 5 0.0000 0.992 0.00 0.00 0.00 0.00 1.00 0.00 0.00
#> SAMPLE_898 3 0.3496 0.411 0.00 0.00 0.58 0.00 0.00 0.00 0.42
#> SAMPLE_925 3 0.2829 0.694 0.00 0.00 0.84 0.00 0.00 0.08 0.08
#> SAMPLE_934 1 0.0000 0.990 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_995 1 0.0000 0.990 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_996 1 0.1433 0.909 0.92 0.00 0.00 0.00 0.00 0.00 0.08
#> SAMPLE_1047 1 0.0000 0.990 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1050 1 0.0000 0.990 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1052 2 0.0000 0.784 0.00 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1053 2 0.0000 0.784 0.00 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1055 2 0.0000 0.784 0.00 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1060 2 0.0000 0.784 0.00 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1082 2 0.0000 0.784 0.00 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1085 2 0.0000 0.784 0.00 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1093 2 0.0000 0.784 0.00 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1157 2 0.0000 0.784 0.00 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1175 2 0.4710 0.610 0.00 0.48 0.04 0.00 0.00 0.02 0.46
#> SAMPLE_1227 2 0.3052 0.774 0.00 0.78 0.00 0.00 0.00 0.02 0.20
#> SAMPLE_1239 2 0.3052 0.774 0.00 0.78 0.00 0.00 0.00 0.02 0.20
#> SAMPLE_1319 1 0.0000 0.990 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1320 1 0.0000 0.990 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1322 1 0.0000 0.990 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1342 6 0.0000 1.000 0.00 0.00 0.00 0.00 0.00 1.00 0.00
#> SAMPLE_1387 3 0.2829 0.694 0.00 0.00 0.84 0.00 0.00 0.08 0.08
#> SAMPLE_1397 3 0.2829 0.694 0.00 0.00 0.84 0.00 0.00 0.08 0.08
#> SAMPLE_1399 2 0.2745 0.780 0.00 0.82 0.00 0.00 0.00 0.02 0.16
#> SAMPLE_1401 3 0.2829 0.694 0.00 0.00 0.84 0.00 0.00 0.08 0.08
#> SAMPLE_1453 2 0.3417 0.755 0.00 0.72 0.00 0.00 0.00 0.02 0.26
#> SAMPLE_1491 3 0.2259 0.728 0.00 0.00 0.84 0.00 0.00 0.00 0.16
#> SAMPLE_1534 3 0.2832 0.604 0.00 0.00 0.76 0.00 0.00 0.00 0.24
#> SAMPLE_1577 6 0.0000 1.000 0.00 0.00 0.00 0.00 0.00 1.00 0.00
#> SAMPLE_1639 3 0.0000 0.727 0.00 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_1650 3 0.5232 0.290 0.00 0.16 0.46 0.00 0.00 0.00 0.38
#> SAMPLE_1684 4 0.0000 1.000 0.00 0.00 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_1757 4 0.0000 1.000 0.00 0.00 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_1791 2 0.4710 0.610 0.00 0.48 0.04 0.00 0.00 0.02 0.46
#> SAMPLE_1840 3 0.2829 0.694 0.00 0.00 0.84 0.00 0.00 0.08 0.08
#> SAMPLE_1841 5 0.0504 0.989 0.00 0.00 0.00 0.00 0.98 0.00 0.02
#> SAMPLE_1879 4 0.0000 1.000 0.00 0.00 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_1924 5 0.0504 0.989 0.00 0.00 0.00 0.00 0.98 0.00 0.02
#> SAMPLE_1968 6 0.0000 1.000 0.00 0.00 0.00 0.00 0.00 1.00 0.00
#> SAMPLE_2178 3 0.2259 0.728 0.00 0.00 0.84 0.00 0.00 0.00 0.16
#> SAMPLE_2234 5 0.0000 0.992 0.00 0.00 0.00 0.00 1.00 0.00 0.00
#> SAMPLE_2266 2 0.0000 0.784 0.00 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2270 4 0.0000 1.000 0.00 0.00 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_2271 4 0.0000 1.000 0.00 0.00 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_2272 4 0.0000 1.000 0.00 0.00 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_2327 4 0.0000 1.000 0.00 0.00 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_2347 3 0.1886 0.736 0.00 0.00 0.88 0.00 0.00 0.00 0.12
#> SAMPLE_2365 3 0.3496 0.411 0.00 0.00 0.58 0.00 0.00 0.00 0.42
#> SAMPLE_2418 2 0.3685 0.729 0.00 0.66 0.00 0.00 0.00 0.02 0.32
#> SAMPLE_2419 3 0.2259 0.728 0.00 0.00 0.84 0.00 0.00 0.00 0.16
#> SAMPLE_2585 2 0.4852 0.611 0.00 0.48 0.02 0.02 0.00 0.02 0.46
#> SAMPLE_2611 3 0.2259 0.728 0.00 0.00 0.84 0.00 0.00 0.00 0.16
#> SAMPLE_2625 2 0.5232 0.517 0.00 0.46 0.16 0.00 0.00 0.00 0.38
#> SAMPLE_2682 5 0.0000 0.992 0.00 0.00 0.00 0.00 1.00 0.00 0.00
#> SAMPLE_2702 2 0.4710 0.610 0.00 0.48 0.04 0.00 0.00 0.02 0.46
#> SAMPLE_2796 2 0.3186 0.768 0.00 0.76 0.00 0.00 0.00 0.02 0.22
cbind(get_classes(res, k = 8), get_membership(res, k = 8))
#> class entropy silhouette p1 p2 p3 p4 p5 p6 p7 p8
#> SAMPLE_798 3 0.371 -0.0147 0.00 0.00 0.54 0 0.0 0.00 0.44 0.02
#> SAMPLE_806 3 0.315 0.5106 0.00 0.06 0.78 0 0.0 0.00 0.16 0.00
#> SAMPLE_834 5 0.000 0.9565 0.00 0.00 0.00 0 1.0 0.00 0.00 0.00
#> SAMPLE_848 5 0.189 0.9414 0.00 0.00 0.04 0 0.9 0.00 0.00 0.06
#> SAMPLE_861 1 0.000 0.9812 1.00 0.00 0.00 0 0.0 0.00 0.00 0.00
#> SAMPLE_862 1 0.000 0.9812 1.00 0.00 0.00 0 0.0 0.00 0.00 0.00
#> SAMPLE_868 5 0.000 0.9565 0.00 0.00 0.00 0 1.0 0.00 0.00 0.00
#> SAMPLE_898 8 0.511 1.0000 0.00 0.00 0.12 0 0.0 0.06 0.22 0.60
#> SAMPLE_925 7 0.000 0.7625 0.00 0.00 0.00 0 0.0 0.00 1.00 0.00
#> SAMPLE_934 1 0.000 0.9812 1.00 0.00 0.00 0 0.0 0.00 0.00 0.00
#> SAMPLE_995 1 0.000 0.9812 1.00 0.00 0.00 0 0.0 0.00 0.00 0.00
#> SAMPLE_996 1 0.265 0.8130 0.84 0.00 0.08 0 0.0 0.00 0.00 0.08
#> SAMPLE_1047 1 0.000 0.9812 1.00 0.00 0.00 0 0.0 0.00 0.00 0.00
#> SAMPLE_1050 1 0.000 0.9812 1.00 0.00 0.00 0 0.0 0.00 0.00 0.00
#> SAMPLE_1052 2 0.000 0.8277 0.00 1.00 0.00 0 0.0 0.00 0.00 0.00
#> SAMPLE_1053 2 0.000 0.8277 0.00 1.00 0.00 0 0.0 0.00 0.00 0.00
#> SAMPLE_1055 2 0.000 0.8277 0.00 1.00 0.00 0 0.0 0.00 0.00 0.00
#> SAMPLE_1060 2 0.000 0.8277 0.00 1.00 0.00 0 0.0 0.00 0.00 0.00
#> SAMPLE_1082 2 0.000 0.8277 0.00 1.00 0.00 0 0.0 0.00 0.00 0.00
#> SAMPLE_1085 2 0.000 0.8277 0.00 1.00 0.00 0 0.0 0.00 0.00 0.00
#> SAMPLE_1093 2 0.000 0.8277 0.00 1.00 0.00 0 0.0 0.00 0.00 0.00
#> SAMPLE_1157 2 0.000 0.8277 0.00 1.00 0.00 0 0.0 0.00 0.00 0.00
#> SAMPLE_1175 3 0.560 0.1650 0.00 0.28 0.50 0 0.0 0.06 0.00 0.16
#> SAMPLE_1227 2 0.534 0.6001 0.00 0.58 0.10 0 0.0 0.10 0.00 0.22
#> SAMPLE_1239 2 0.534 0.6001 0.00 0.58 0.10 0 0.0 0.10 0.00 0.22
#> SAMPLE_1319 1 0.000 0.9812 1.00 0.00 0.00 0 0.0 0.00 0.00 0.00
#> SAMPLE_1320 1 0.000 0.9812 1.00 0.00 0.00 0 0.0 0.00 0.00 0.00
#> SAMPLE_1322 1 0.000 0.9812 1.00 0.00 0.00 0 0.0 0.00 0.00 0.00
#> SAMPLE_1342 6 0.176 0.9662 0.00 0.00 0.00 0 0.0 0.88 0.12 0.00
#> SAMPLE_1387 7 0.000 0.7625 0.00 0.00 0.00 0 0.0 0.00 1.00 0.00
#> SAMPLE_1397 7 0.000 0.7625 0.00 0.00 0.00 0 0.0 0.00 1.00 0.00
#> SAMPLE_1399 2 0.281 0.7575 0.00 0.84 0.04 0 0.0 0.02 0.00 0.10
#> SAMPLE_1401 7 0.000 0.7625 0.00 0.00 0.00 0 0.0 0.00 1.00 0.00
#> SAMPLE_1453 2 0.539 0.4388 0.00 0.54 0.28 0 0.0 0.08 0.00 0.10
#> SAMPLE_1491 3 0.265 0.4554 0.00 0.00 0.76 0 0.0 0.00 0.24 0.00
#> SAMPLE_1534 7 0.498 -0.1415 0.00 0.00 0.22 0 0.0 0.00 0.50 0.28
#> SAMPLE_1577 6 0.156 0.9557 0.00 0.00 0.00 0 0.0 0.90 0.10 0.00
#> SAMPLE_1639 7 0.366 0.2448 0.00 0.00 0.40 0 0.0 0.00 0.58 0.02
#> SAMPLE_1650 3 0.360 0.5117 0.00 0.06 0.76 0 0.0 0.00 0.16 0.02
#> SAMPLE_1684 4 0.000 1.0000 0.00 0.00 0.00 1 0.0 0.00 0.00 0.00
#> SAMPLE_1757 4 0.000 1.0000 0.00 0.00 0.00 1 0.0 0.00 0.00 0.00
#> SAMPLE_1791 3 0.560 0.1650 0.00 0.28 0.50 0 0.0 0.06 0.00 0.16
#> SAMPLE_1840 7 0.000 0.7625 0.00 0.00 0.00 0 0.0 0.00 1.00 0.00
#> SAMPLE_1841 5 0.189 0.9414 0.00 0.00 0.04 0 0.9 0.00 0.00 0.06
#> SAMPLE_1879 4 0.000 1.0000 0.00 0.00 0.00 1 0.0 0.00 0.00 0.00
#> SAMPLE_1924 5 0.189 0.9414 0.00 0.00 0.04 0 0.9 0.00 0.00 0.06
#> SAMPLE_1968 6 0.255 0.9589 0.00 0.00 0.00 0 0.0 0.84 0.12 0.04
#> SAMPLE_2178 3 0.285 0.4134 0.00 0.00 0.72 0 0.0 0.00 0.28 0.00
#> SAMPLE_2234 5 0.000 0.9565 0.00 0.00 0.00 0 1.0 0.00 0.00 0.00
#> SAMPLE_2266 2 0.000 0.8277 0.00 1.00 0.00 0 0.0 0.00 0.00 0.00
#> SAMPLE_2270 4 0.000 1.0000 0.00 0.00 0.00 1 0.0 0.00 0.00 0.00
#> SAMPLE_2271 4 0.000 1.0000 0.00 0.00 0.00 1 0.0 0.00 0.00 0.00
#> SAMPLE_2272 4 0.000 1.0000 0.00 0.00 0.00 1 0.0 0.00 0.00 0.00
#> SAMPLE_2327 4 0.000 1.0000 0.00 0.00 0.00 1 0.0 0.00 0.00 0.00
#> SAMPLE_2347 3 0.371 -0.0147 0.00 0.00 0.54 0 0.0 0.00 0.44 0.02
#> SAMPLE_2365 8 0.511 1.0000 0.00 0.00 0.12 0 0.0 0.06 0.22 0.60
#> SAMPLE_2418 2 0.542 0.1717 0.00 0.44 0.40 0 0.0 0.06 0.00 0.10
#> SAMPLE_2419 3 0.276 0.4395 0.00 0.00 0.74 0 0.0 0.00 0.26 0.00
#> SAMPLE_2585 3 0.560 0.1650 0.00 0.28 0.50 0 0.0 0.06 0.00 0.16
#> SAMPLE_2611 3 0.276 0.4395 0.00 0.00 0.74 0 0.0 0.00 0.26 0.00
#> SAMPLE_2625 3 0.439 0.4735 0.00 0.16 0.70 0 0.0 0.00 0.08 0.06
#> SAMPLE_2682 5 0.000 0.9565 0.00 0.00 0.00 0 1.0 0.00 0.00 0.00
#> SAMPLE_2702 3 0.560 0.1650 0.00 0.28 0.50 0 0.0 0.06 0.00 0.16
#> SAMPLE_2796 2 0.484 0.5779 0.00 0.64 0.20 0 0.0 0.06 0.00 0.10
Heatmaps for the consensus matrix. It visualizes the probability of two samples to be in a same group.
consensus_heatmap(res, k = 2)
consensus_heatmap(res, k = 3)
consensus_heatmap(res, k = 4)
consensus_heatmap(res, k = 5)
consensus_heatmap(res, k = 6)
consensus_heatmap(res, k = 7)
consensus_heatmap(res, k = 8)
Heatmaps for the membership of samples in all partitions to see how consistent they are:
membership_heatmap(res, k = 2)
membership_heatmap(res, k = 3)
membership_heatmap(res, k = 4)
membership_heatmap(res, k = 5)
membership_heatmap(res, k = 6)
membership_heatmap(res, k = 7)
membership_heatmap(res, k = 8)
As soon as the classes for columns are determined, the signatures that are significantly different between subgroups can be looked for. Following are the heatmaps for signatures.
get_signatures(res, k = 2)
get_signatures(res, k = 3)
get_signatures(res, k = 4)
get_signatures(res, k = 5)
get_signatures(res, k = 6)
get_signatures(res, k = 7)
get_signatures(res, k = 8)
Compare the overlap of signatures from different k:
compare_signatures(res)
get_signature() returns a data frame invisibly. To get the list of signatures, the function
call should be assigned to a variable explicitly. In following code, if plot argument is set
to FALSE, no heatmap is plotted while only the differential analysis is performed.
# code only for demonstration
tb = get_signature(res, k = ..., plot = FALSE)
An example of the output of tb is:
#> which_row fdr mean_1 mean_2 scaled_mean_1 scaled_mean_2 km
#> 1 38 0.042760348 8.373488 9.131774 -0.5533452 0.5164555 1
#> 2 40 0.018707592 7.106213 8.469186 -0.6173731 0.5762149 1
#> 3 55 0.019134737 10.221463 11.207825 -0.6159697 0.5749050 1
#> 4 59 0.006059896 5.921854 7.869574 -0.6899429 0.6439467 1
#> 5 60 0.018055526 8.928898 10.211722 -0.6204761 0.5791110 1
#> 6 98 0.009384629 15.714769 14.887706 0.6635654 -0.6193277 2
...
The columns in tb are:
which_row: row indices corresponding to the input matrix.fdr: FDR for the differential test. mean_x: The mean value in group x.scaled_mean_x: The mean value in group x after rows are scaled.km: Row groups if k-means clustering is applied to rows (which is done by automatically selecting number of clusters).If there are too many signatures, top_signatures = ... can be set to only show the
signatures with the highest FDRs:
# code only for demonstration
# e.g. to show the top 500 most significant rows
tb = get_signature(res, k = ..., top_signatures = 500)
If the signatures are defined as these which are uniquely high in current group, diff_method argument
can be set to "uniquely_high_in_one_group":
# code only for demonstration
tb = get_signature(res, k = ..., diff_method = "uniquely_high_in_one_group")
UMAP plot which shows how samples are separated.
dimension_reduction(res, k = 2, method = "UMAP")
dimension_reduction(res, k = 3, method = "UMAP")
dimension_reduction(res, k = 4, method = "UMAP")
dimension_reduction(res, k = 5, method = "UMAP")
dimension_reduction(res, k = 6, method = "UMAP")
dimension_reduction(res, k = 7, method = "UMAP")
dimension_reduction(res, k = 8, method = "UMAP")
Following heatmap shows how subgroups are split when increasing k:
collect_classes(res)
Test correlation between subgroups and known annotations. If the known annotation is numeric, one-way ANOVA test is applied, and if the known annotation is discrete, chi-squared contingency table test is applied.
test_to_known_factors(res)
#> n_sample meth_class(p-value) tumor_type(p-value) k
#> SD:skmeans 64 4.55e-07 3.31e-05 2
#> SD:skmeans 43 2.42e-08 4.24e-06 3
#> SD:skmeans 36 8.56e-08 5.89e-05 4
#> SD:skmeans 64 1.40e-20 1.08e-09 5
#> SD:skmeans 64 1.86e-25 7.82e-10 6
#> SD:skmeans 60 8.41e-25 3.87e-10 7
#> SD:skmeans 49 3.04e-35 1.51e-22 8
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.
Parent node: Node023. Child nodes: Node02111-leaf , Node02112-leaf , Node02113-leaf , Node02114-leaf , Node02115-leaf , Node02116-leaf , Node02117-leaf , Node02121-leaf , Node02122-leaf , Node02123-leaf , Node02124-leaf , Node02131-leaf , Node02132-leaf , Node02133-leaf , Node02134-leaf , Node02135-leaf , Node02136-leaf , Node02137-leaf , Node02141-leaf , Node02142-leaf , Node02143-leaf , Node02144-leaf , Node02145-leaf , Node02161-leaf , Node02162-leaf , Node02163-leaf , Node02164-leaf , Node02165-leaf , Node02166-leaf , Node02171-leaf , Node02172-leaf , Node02173-leaf , Node02174-leaf , Node02311-leaf , Node02312-leaf , Node02313-leaf , Node02314-leaf , Node02321-leaf , Node02322-leaf , Node02323-leaf , Node02324-leaf , Node02325-leaf , Node02326-leaf , Node02331-leaf , Node02332-leaf , Node02333-leaf , Node02361-leaf , Node02362 , Node02363-leaf , Node02364-leaf , Node02371-leaf , Node02372-leaf , Node02373-leaf , Node02374-leaf , Node02375-leaf , Node02431-leaf , Node02432-leaf , Node02433-leaf .
The object with results only for a single top-value method and a single partitioning method can be extracted as:
res = res_rh["0237"]
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, 7, 8.
#> On a matrix with 30000 rows and 67 columns.
#> Top rows (1000) are extracted by 'ATC' method.
#> Subgroups are detected by 'skmeans' method.
#> Performed in total 350 partitions by row resampling.
#> Best k for subgroups seems to be 7.
#>
#> Following methods can be applied to this 'ConsensusPartition' object:
#> [1] "cola_report" "collect_classes" "collect_plots"
#> [4] "collect_stats" "colnames" "compare_partitions"
#> [7] "compare_signatures" "consensus_heatmap" "dimension_reduction"
#> [10] "functional_enrichment" "get_anno_col" "get_anno"
#> [13] "get_classes" "get_consensus" "get_matrix"
#> [16] "get_membership" "get_param" "get_signatures"
#> [19] "get_stats" "is_best_k" "is_stable_k"
#> [22] "membership_heatmap" "ncol" "nrow"
#> [25] "plot_ecdf" "predict_classes" "rownames"
#> [28] "select_partition_number" "show" "suggest_best_k"
#> [31] "test_to_known_factors" "top_rows_heatmap"
collect_plots() function collects all the plots made from res for all k (number of subgroups)
into one single page to provide an easy and fast comparison between different k.
collect_plots(res)
The plots are:
k and the heatmap of
predicted classes for each k.k.k.k.All the plots in panels can be made by individual functions and they are plotted later in this section.
select_partition_number() produces several plots showing different
statistics for choosing “optimized” k. There are following statistics:
k;k, the area increased is defined as \(A_k - A_{k-1}\).The detailed explanations of these statistics can be found in the cola vignette.
Generally speaking, higher 1-PAC score, higher mean silhouette score or higher
concordance corresponds to better partition. Rand index and Jaccard index
measure how similar the current partition is compared to partition with k-1.
If they are too similar, we won't accept k is better than k-1.
select_partition_number(res)
The numeric values for all these statistics can be obtained by get_stats().
get_stats(res)
#> k 1-PAC mean_silhouette concordance area_increased Rand Jaccard
#> 2 2 0.616 0.832 0.909 0.41943 0.631 0.631
#> 3 3 1.000 0.981 0.991 0.42774 0.777 0.646
#> 4 4 0.951 0.945 0.964 0.05674 0.973 0.933
#> 5 5 1.000 1.000 1.000 0.09115 0.915 0.781
#> 6 6 0.871 0.902 0.826 0.10502 0.873 0.591
#> 7 7 0.907 0.935 0.943 0.06886 0.964 0.815
#> 8 8 0.902 0.886 0.923 0.00718 0.999 0.992
suggest_best_k() suggests the best \(k\) based on these statistics. The rules are as follows:
suggest_best_k(res)
#> [1] 7
#> attr(,"optional")
#> [1] 3 5
There is also optional best \(k\) = 3 5 that is worth to check.
Following is 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 subgroup
label for an item is determined with the group with highest probability it
belongs to.
In get_classes() function, the entropy is calculated from the membership
matrix and the silhouette score is calculated from the consensus matrix.
cbind(get_classes(res, k = 2), get_membership(res, k = 2))
#> class entropy silhouette p1 p2
#> SAMPLE_127 1 0.943 0.860 0.64 0.36
#> SAMPLE_139 1 0.000 0.617 1.00 0.00
#> SAMPLE_145 1 0.943 0.860 0.64 0.36
#> SAMPLE_330 1 0.943 0.860 0.64 0.36
#> SAMPLE_339 1 0.943 0.860 0.64 0.36
#> SAMPLE_347 1 0.943 0.860 0.64 0.36
#> SAMPLE_348 1 0.943 0.860 0.64 0.36
#> SAMPLE_355 1 0.943 0.860 0.64 0.36
#> SAMPLE_361 1 0.943 0.860 0.64 0.36
#> SAMPLE_363 1 0.943 0.860 0.64 0.36
#> SAMPLE_375 1 0.943 0.860 0.64 0.36
#> SAMPLE_378 1 0.943 0.860 0.64 0.36
#> SAMPLE_470 2 0.943 1.000 0.36 0.64
#> SAMPLE_644 1 0.943 0.860 0.64 0.36
#> SAMPLE_748 1 0.943 0.860 0.64 0.36
#> SAMPLE_849 2 0.943 1.000 0.36 0.64
#> SAMPLE_899 2 0.943 1.000 0.36 0.64
#> SAMPLE_940 1 0.943 0.860 0.64 0.36
#> SAMPLE_941 1 0.943 0.860 0.64 0.36
#> SAMPLE_943 1 0.943 0.860 0.64 0.36
#> SAMPLE_945 2 0.943 1.000 0.36 0.64
#> SAMPLE_946 1 0.943 0.860 0.64 0.36
#> SAMPLE_948 1 0.943 0.860 0.64 0.36
#> SAMPLE_949 1 0.943 0.860 0.64 0.36
#> SAMPLE_950 1 0.943 0.860 0.64 0.36
#> SAMPLE_954 1 0.000 0.617 1.00 0.00
#> SAMPLE_955 1 0.943 0.860 0.64 0.36
#> SAMPLE_956 1 0.943 0.860 0.64 0.36
#> SAMPLE_957 1 0.943 0.860 0.64 0.36
#> SAMPLE_958 1 0.943 0.860 0.64 0.36
#> SAMPLE_959 1 0.943 0.860 0.64 0.36
#> SAMPLE_960 1 0.943 0.860 0.64 0.36
#> SAMPLE_1000 1 0.943 0.860 0.64 0.36
#> SAMPLE_1003 1 0.943 0.860 0.64 0.36
#> SAMPLE_1005 1 0.000 0.617 1.00 0.00
#> SAMPLE_1010 1 0.000 0.617 1.00 0.00
#> SAMPLE_1016 1 0.943 0.860 0.64 0.36
#> SAMPLE_1070 1 0.000 0.617 1.00 0.00
#> SAMPLE_1087 1 0.943 0.860 0.64 0.36
#> SAMPLE_1117 1 0.000 0.617 1.00 0.00
#> SAMPLE_1167 2 0.943 1.000 0.36 0.64
#> SAMPLE_1182 1 0.943 0.860 0.64 0.36
#> SAMPLE_1195 1 0.000 0.617 1.00 0.00
#> SAMPLE_1197 1 0.000 0.617 1.00 0.00
#> SAMPLE_1198 1 0.943 0.860 0.64 0.36
#> SAMPLE_1248 1 0.000 0.617 1.00 0.00
#> SAMPLE_1578 1 0.943 0.860 0.64 0.36
#> SAMPLE_1637 2 0.943 1.000 0.36 0.64
#> SAMPLE_1774 2 0.943 1.000 0.36 0.64
#> SAMPLE_1813 1 0.000 0.617 1.00 0.00
#> SAMPLE_2040 1 0.000 0.617 1.00 0.00
#> SAMPLE_2055 1 0.000 0.617 1.00 0.00
#> SAMPLE_2068 1 0.000 0.617 1.00 0.00
#> SAMPLE_2151 1 0.000 0.617 1.00 0.00
#> SAMPLE_2209 2 0.943 1.000 0.36 0.64
#> SAMPLE_2213 1 0.000 0.617 1.00 0.00
#> SAMPLE_2224 1 0.943 0.860 0.64 0.36
#> SAMPLE_2265 2 0.943 1.000 0.36 0.64
#> SAMPLE_2439 1 0.000 0.617 1.00 0.00
#> SAMPLE_2482 2 0.943 1.000 0.36 0.64
#> SAMPLE_2631 2 0.943 1.000 0.36 0.64
#> SAMPLE_2632 2 0.943 1.000 0.36 0.64
#> SAMPLE_2648 2 0.943 1.000 0.36 0.64
#> SAMPLE_2680 2 0.943 1.000 0.36 0.64
#> SAMPLE_2681 2 0.943 1.000 0.36 0.64
#> SAMPLE_2688 1 0.000 0.617 1.00 0.00
#> SAMPLE_2778 2 0.943 1.000 0.36 0.64
cbind(get_classes(res, k = 3), get_membership(res, k = 3))
#> class entropy silhouette p1 p2 p3
#> SAMPLE_127 1 0.000 0.984 1.0 0 0.0
#> SAMPLE_139 3 0.000 1.000 0.0 0 1.0
#> SAMPLE_145 1 0.000 0.984 1.0 0 0.0
#> SAMPLE_330 1 0.000 0.984 1.0 0 0.0
#> SAMPLE_339 1 0.000 0.984 1.0 0 0.0
#> SAMPLE_347 1 0.000 0.984 1.0 0 0.0
#> SAMPLE_348 1 0.000 0.984 1.0 0 0.0
#> SAMPLE_355 1 0.000 0.984 1.0 0 0.0
#> SAMPLE_361 1 0.000 0.984 1.0 0 0.0
#> SAMPLE_363 1 0.000 0.984 1.0 0 0.0
#> SAMPLE_375 1 0.000 0.984 1.0 0 0.0
#> SAMPLE_378 1 0.000 0.984 1.0 0 0.0
#> SAMPLE_470 2 0.000 1.000 0.0 1 0.0
#> SAMPLE_644 1 0.000 0.984 1.0 0 0.0
#> SAMPLE_748 1 0.000 0.984 1.0 0 0.0
#> SAMPLE_849 2 0.000 1.000 0.0 1 0.0
#> SAMPLE_899 2 0.000 1.000 0.0 1 0.0
#> SAMPLE_940 1 0.000 0.984 1.0 0 0.0
#> SAMPLE_941 1 0.000 0.984 1.0 0 0.0
#> SAMPLE_943 1 0.000 0.984 1.0 0 0.0
#> SAMPLE_945 2 0.000 1.000 0.0 1 0.0
#> SAMPLE_946 1 0.000 0.984 1.0 0 0.0
#> SAMPLE_948 1 0.000 0.984 1.0 0 0.0
#> SAMPLE_949 1 0.000 0.984 1.0 0 0.0
#> SAMPLE_950 1 0.000 0.984 1.0 0 0.0
#> SAMPLE_954 3 0.000 1.000 0.0 0 1.0
#> SAMPLE_955 1 0.000 0.984 1.0 0 0.0
#> SAMPLE_956 1 0.000 0.984 1.0 0 0.0
#> SAMPLE_957 1 0.000 0.984 1.0 0 0.0
#> SAMPLE_958 1 0.000 0.984 1.0 0 0.0
#> SAMPLE_959 1 0.000 0.984 1.0 0 0.0
#> SAMPLE_960 1 0.000 0.984 1.0 0 0.0
#> SAMPLE_1000 1 0.000 0.984 1.0 0 0.0
#> SAMPLE_1003 1 0.000 0.984 1.0 0 0.0
#> SAMPLE_1005 3 0.000 1.000 0.0 0 1.0
#> SAMPLE_1010 3 0.000 1.000 0.0 0 1.0
#> SAMPLE_1016 1 0.000 0.984 1.0 0 0.0
#> SAMPLE_1070 1 0.296 0.891 0.9 0 0.1
#> SAMPLE_1087 1 0.000 0.984 1.0 0 0.0
#> SAMPLE_1117 3 0.000 1.000 0.0 0 1.0
#> SAMPLE_1167 2 0.000 1.000 0.0 1 0.0
#> SAMPLE_1182 1 0.000 0.984 1.0 0 0.0
#> SAMPLE_1195 3 0.000 1.000 0.0 0 1.0
#> SAMPLE_1197 3 0.000 1.000 0.0 0 1.0
#> SAMPLE_1198 1 0.000 0.984 1.0 0 0.0
#> SAMPLE_1248 3 0.000 1.000 0.0 0 1.0
#> SAMPLE_1578 1 0.000 0.984 1.0 0 0.0
#> SAMPLE_1637 2 0.000 1.000 0.0 1 0.0
#> SAMPLE_1774 2 0.000 1.000 0.0 1 0.0
#> SAMPLE_1813 3 0.000 1.000 0.0 0 1.0
#> SAMPLE_2040 3 0.000 1.000 0.0 0 1.0
#> SAMPLE_2055 3 0.000 1.000 0.0 0 1.0
#> SAMPLE_2068 3 0.000 1.000 0.0 0 1.0
#> SAMPLE_2151 1 0.296 0.891 0.9 0 0.1
#> SAMPLE_2209 2 0.000 1.000 0.0 1 0.0
#> SAMPLE_2213 3 0.000 1.000 0.0 0 1.0
#> SAMPLE_2224 1 0.000 0.984 1.0 0 0.0
#> SAMPLE_2265 2 0.000 1.000 0.0 1 0.0
#> SAMPLE_2439 1 0.556 0.593 0.7 0 0.3
#> SAMPLE_2482 2 0.000 1.000 0.0 1 0.0
#> SAMPLE_2631 2 0.000 1.000 0.0 1 0.0
#> SAMPLE_2632 2 0.000 1.000 0.0 1 0.0
#> SAMPLE_2648 2 0.000 1.000 0.0 1 0.0
#> SAMPLE_2680 2 0.000 1.000 0.0 1 0.0
#> SAMPLE_2681 2 0.000 1.000 0.0 1 0.0
#> SAMPLE_2688 1 0.296 0.891 0.9 0 0.1
#> SAMPLE_2778 2 0.000 1.000 0.0 1 0.0
cbind(get_classes(res, k = 4), get_membership(res, k = 4))
#> class entropy silhouette p1 p2 p3 p4
#> SAMPLE_127 1 0.000 0.964 1.00 0.00 0.00 0.0
#> SAMPLE_139 3 0.000 0.954 0.00 0.00 1.00 0.0
#> SAMPLE_145 1 0.000 0.964 1.00 0.00 0.00 0.0
#> SAMPLE_330 1 0.000 0.964 1.00 0.00 0.00 0.0
#> SAMPLE_339 1 0.000 0.964 1.00 0.00 0.00 0.0
#> SAMPLE_347 1 0.000 0.964 1.00 0.00 0.00 0.0
#> SAMPLE_348 1 0.000 0.964 1.00 0.00 0.00 0.0
#> SAMPLE_355 1 0.000 0.964 1.00 0.00 0.00 0.0
#> SAMPLE_361 1 0.000 0.964 1.00 0.00 0.00 0.0
#> SAMPLE_363 1 0.000 0.964 1.00 0.00 0.00 0.0
#> SAMPLE_375 1 0.000 0.964 1.00 0.00 0.00 0.0
#> SAMPLE_378 1 0.000 0.964 1.00 0.00 0.00 0.0
#> SAMPLE_470 2 0.000 1.000 0.00 1.00 0.00 0.0
#> SAMPLE_644 1 0.000 0.964 1.00 0.00 0.00 0.0
#> SAMPLE_748 1 0.000 0.964 1.00 0.00 0.00 0.0
#> SAMPLE_849 4 0.234 1.000 0.00 0.10 0.00 0.9
#> SAMPLE_899 4 0.234 1.000 0.00 0.10 0.00 0.9
#> SAMPLE_940 1 0.000 0.964 1.00 0.00 0.00 0.0
#> SAMPLE_941 1 0.000 0.964 1.00 0.00 0.00 0.0
#> SAMPLE_943 1 0.000 0.964 1.00 0.00 0.00 0.0
#> SAMPLE_945 2 0.000 1.000 0.00 1.00 0.00 0.0
#> SAMPLE_946 1 0.000 0.964 1.00 0.00 0.00 0.0
#> SAMPLE_948 1 0.000 0.964 1.00 0.00 0.00 0.0
#> SAMPLE_949 1 0.000 0.964 1.00 0.00 0.00 0.0
#> SAMPLE_950 1 0.000 0.964 1.00 0.00 0.00 0.0
#> SAMPLE_954 3 0.000 0.954 0.00 0.00 1.00 0.0
#> SAMPLE_955 1 0.000 0.964 1.00 0.00 0.00 0.0
#> SAMPLE_956 1 0.000 0.964 1.00 0.00 0.00 0.0
#> SAMPLE_957 1 0.000 0.964 1.00 0.00 0.00 0.0
#> SAMPLE_958 1 0.000 0.964 1.00 0.00 0.00 0.0
#> SAMPLE_959 1 0.000 0.964 1.00 0.00 0.00 0.0
#> SAMPLE_960 1 0.000 0.964 1.00 0.00 0.00 0.0
#> SAMPLE_1000 1 0.000 0.964 1.00 0.00 0.00 0.0
#> SAMPLE_1003 1 0.000 0.964 1.00 0.00 0.00 0.0
#> SAMPLE_1005 3 0.000 0.954 0.00 0.00 1.00 0.0
#> SAMPLE_1010 3 0.000 0.954 0.00 0.00 1.00 0.0
#> SAMPLE_1016 1 0.000 0.964 1.00 0.00 0.00 0.0
#> SAMPLE_1070 1 0.651 0.635 0.70 0.04 0.16 0.1
#> SAMPLE_1087 1 0.000 0.964 1.00 0.00 0.00 0.0
#> SAMPLE_1117 3 0.000 0.954 0.00 0.00 1.00 0.0
#> SAMPLE_1167 2 0.000 1.000 0.00 1.00 0.00 0.0
#> SAMPLE_1182 1 0.000 0.964 1.00 0.00 0.00 0.0
#> SAMPLE_1195 3 0.000 0.954 0.00 0.00 1.00 0.0
#> SAMPLE_1197 3 0.000 0.954 0.00 0.00 1.00 0.0
#> SAMPLE_1198 1 0.000 0.964 1.00 0.00 0.00 0.0
#> SAMPLE_1248 3 0.353 0.894 0.00 0.04 0.86 0.1
#> SAMPLE_1578 1 0.000 0.964 1.00 0.00 0.00 0.0
#> SAMPLE_1637 4 0.234 1.000 0.00 0.10 0.00 0.9
#> SAMPLE_1774 2 0.000 1.000 0.00 1.00 0.00 0.0
#> SAMPLE_1813 3 0.353 0.894 0.00 0.04 0.86 0.1
#> SAMPLE_2040 3 0.000 0.954 0.00 0.00 1.00 0.0
#> SAMPLE_2055 3 0.353 0.894 0.00 0.04 0.86 0.1
#> SAMPLE_2068 3 0.000 0.954 0.00 0.00 1.00 0.0
#> SAMPLE_2151 1 0.538 0.688 0.74 0.00 0.16 0.1
#> SAMPLE_2209 4 0.234 1.000 0.00 0.10 0.00 0.9
#> SAMPLE_2213 3 0.353 0.894 0.00 0.04 0.86 0.1
#> SAMPLE_2224 1 0.000 0.964 1.00 0.00 0.00 0.0
#> SAMPLE_2265 2 0.000 1.000 0.00 1.00 0.00 0.0
#> SAMPLE_2439 1 0.744 0.388 0.58 0.04 0.28 0.1
#> SAMPLE_2482 4 0.234 1.000 0.00 0.10 0.00 0.9
#> SAMPLE_2631 2 0.000 1.000 0.00 1.00 0.00 0.0
#> SAMPLE_2632 2 0.000 1.000 0.00 1.00 0.00 0.0
#> SAMPLE_2648 2 0.000 1.000 0.00 1.00 0.00 0.0
#> SAMPLE_2680 4 0.234 1.000 0.00 0.10 0.00 0.9
#> SAMPLE_2681 2 0.000 1.000 0.00 1.00 0.00 0.0
#> SAMPLE_2688 1 0.651 0.635 0.70 0.04 0.16 0.1
#> SAMPLE_2778 2 0.000 1.000 0.00 1.00 0.00 0.0
cbind(get_classes(res, k = 5), get_membership(res, k = 5))
#> class entropy silhouette p1 p2 p3 p4 p5
#> SAMPLE_127 1 0 1 1 0 0 0 0
#> SAMPLE_139 3 0 1 0 0 1 0 0
#> SAMPLE_145 1 0 1 1 0 0 0 0
#> SAMPLE_330 1 0 1 1 0 0 0 0
#> SAMPLE_339 1 0 1 1 0 0 0 0
#> SAMPLE_347 1 0 1 1 0 0 0 0
#> SAMPLE_348 1 0 1 1 0 0 0 0
#> SAMPLE_355 1 0 1 1 0 0 0 0
#> SAMPLE_361 1 0 1 1 0 0 0 0
#> SAMPLE_363 1 0 1 1 0 0 0 0
#> SAMPLE_375 1 0 1 1 0 0 0 0
#> SAMPLE_378 1 0 1 1 0 0 0 0
#> SAMPLE_470 2 0 1 0 1 0 0 0
#> SAMPLE_644 1 0 1 1 0 0 0 0
#> SAMPLE_748 1 0 1 1 0 0 0 0
#> SAMPLE_849 4 0 1 0 0 0 1 0
#> SAMPLE_899 4 0 1 0 0 0 1 0
#> SAMPLE_940 1 0 1 1 0 0 0 0
#> SAMPLE_941 1 0 1 1 0 0 0 0
#> SAMPLE_943 1 0 1 1 0 0 0 0
#> SAMPLE_945 2 0 1 0 1 0 0 0
#> SAMPLE_946 1 0 1 1 0 0 0 0
#> SAMPLE_948 1 0 1 1 0 0 0 0
#> SAMPLE_949 1 0 1 1 0 0 0 0
#> SAMPLE_950 1 0 1 1 0 0 0 0
#> SAMPLE_954 3 0 1 0 0 1 0 0
#> SAMPLE_955 1 0 1 1 0 0 0 0
#> SAMPLE_956 1 0 1 1 0 0 0 0
#> SAMPLE_957 1 0 1 1 0 0 0 0
#> SAMPLE_958 1 0 1 1 0 0 0 0
#> SAMPLE_959 1 0 1 1 0 0 0 0
#> SAMPLE_960 1 0 1 1 0 0 0 0
#> SAMPLE_1000 1 0 1 1 0 0 0 0
#> SAMPLE_1003 1 0 1 1 0 0 0 0
#> SAMPLE_1005 3 0 1 0 0 1 0 0
#> SAMPLE_1010 3 0 1 0 0 1 0 0
#> SAMPLE_1016 1 0 1 1 0 0 0 0
#> SAMPLE_1070 5 0 1 0 0 0 0 1
#> SAMPLE_1087 1 0 1 1 0 0 0 0
#> SAMPLE_1117 3 0 1 0 0 1 0 0
#> SAMPLE_1167 2 0 1 0 1 0 0 0
#> SAMPLE_1182 1 0 1 1 0 0 0 0
#> SAMPLE_1195 3 0 1 0 0 1 0 0
#> SAMPLE_1197 3 0 1 0 0 1 0 0
#> SAMPLE_1198 1 0 1 1 0 0 0 0
#> SAMPLE_1248 5 0 1 0 0 0 0 1
#> SAMPLE_1578 1 0 1 1 0 0 0 0
#> SAMPLE_1637 4 0 1 0 0 0 1 0
#> SAMPLE_1774 2 0 1 0 1 0 0 0
#> SAMPLE_1813 5 0 1 0 0 0 0 1
#> SAMPLE_2040 3 0 1 0 0 1 0 0
#> SAMPLE_2055 5 0 1 0 0 0 0 1
#> SAMPLE_2068 3 0 1 0 0 1 0 0
#> SAMPLE_2151 5 0 1 0 0 0 0 1
#> SAMPLE_2209 4 0 1 0 0 0 1 0
#> SAMPLE_2213 5 0 1 0 0 0 0 1
#> SAMPLE_2224 1 0 1 1 0 0 0 0
#> SAMPLE_2265 2 0 1 0 1 0 0 0
#> SAMPLE_2439 5 0 1 0 0 0 0 1
#> SAMPLE_2482 4 0 1 0 0 0 1 0
#> SAMPLE_2631 2 0 1 0 1 0 0 0
#> SAMPLE_2632 2 0 1 0 1 0 0 0
#> SAMPLE_2648 2 0 1 0 1 0 0 0
#> SAMPLE_2680 4 0 1 0 0 0 1 0
#> SAMPLE_2681 2 0 1 0 1 0 0 0
#> SAMPLE_2688 5 0 1 0 0 0 0 1
#> SAMPLE_2778 2 0 1 0 1 0 0 0
cbind(get_classes(res, k = 6), get_membership(res, k = 6))
#> class entropy silhouette p1 p2 p3 p4 p5 p6
#> SAMPLE_127 6 0.3851 1.000 0.46 0 0 0 0.00 0.54
#> SAMPLE_139 3 0.0000 1.000 0.00 0 1 0 0.00 0.00
#> SAMPLE_145 6 0.3851 1.000 0.46 0 0 0 0.00 0.54
#> SAMPLE_330 6 0.3851 1.000 0.46 0 0 0 0.00 0.54
#> SAMPLE_339 6 0.3851 1.000 0.46 0 0 0 0.00 0.54
#> SAMPLE_347 6 0.3851 1.000 0.46 0 0 0 0.00 0.54
#> SAMPLE_348 1 0.1267 0.824 0.94 0 0 0 0.00 0.06
#> SAMPLE_355 6 0.3851 1.000 0.46 0 0 0 0.00 0.54
#> SAMPLE_361 6 0.3851 1.000 0.46 0 0 0 0.00 0.54
#> SAMPLE_363 1 0.0000 0.887 1.00 0 0 0 0.00 0.00
#> SAMPLE_375 1 0.2631 0.530 0.82 0 0 0 0.00 0.18
#> SAMPLE_378 6 0.3851 1.000 0.46 0 0 0 0.00 0.54
#> SAMPLE_470 2 0.0000 1.000 0.00 1 0 0 0.00 0.00
#> SAMPLE_644 6 0.3851 1.000 0.46 0 0 0 0.00 0.54
#> SAMPLE_748 1 0.0000 0.887 1.00 0 0 0 0.00 0.00
#> SAMPLE_849 4 0.0000 1.000 0.00 0 0 1 0.00 0.00
#> SAMPLE_899 4 0.0000 1.000 0.00 0 0 1 0.00 0.00
#> SAMPLE_940 6 0.3851 1.000 0.46 0 0 0 0.00 0.54
#> SAMPLE_941 1 0.1267 0.824 0.94 0 0 0 0.00 0.06
#> SAMPLE_943 1 0.0000 0.887 1.00 0 0 0 0.00 0.00
#> SAMPLE_945 2 0.0000 1.000 0.00 1 0 0 0.00 0.00
#> SAMPLE_946 6 0.3851 1.000 0.46 0 0 0 0.00 0.54
#> SAMPLE_948 1 0.0547 0.872 0.98 0 0 0 0.00 0.02
#> SAMPLE_949 1 0.0000 0.887 1.00 0 0 0 0.00 0.00
#> SAMPLE_950 1 0.0000 0.887 1.00 0 0 0 0.00 0.00
#> SAMPLE_954 3 0.0000 1.000 0.00 0 1 0 0.00 0.00
#> SAMPLE_955 1 0.0000 0.887 1.00 0 0 0 0.00 0.00
#> SAMPLE_956 1 0.0000 0.887 1.00 0 0 0 0.00 0.00
#> SAMPLE_957 1 0.0000 0.887 1.00 0 0 0 0.00 0.00
#> SAMPLE_958 1 0.0000 0.887 1.00 0 0 0 0.00 0.00
#> SAMPLE_959 1 0.0000 0.887 1.00 0 0 0 0.00 0.00
#> SAMPLE_960 1 0.0937 0.853 0.96 0 0 0 0.00 0.04
#> SAMPLE_1000 6 0.3851 1.000 0.46 0 0 0 0.00 0.54
#> SAMPLE_1003 6 0.3851 1.000 0.46 0 0 0 0.00 0.54
#> SAMPLE_1005 3 0.0000 1.000 0.00 0 1 0 0.00 0.00
#> SAMPLE_1010 3 0.0000 1.000 0.00 0 1 0 0.00 0.00
#> SAMPLE_1016 1 0.0937 0.845 0.96 0 0 0 0.00 0.04
#> SAMPLE_1070 5 0.2631 0.745 0.00 0 0 0 0.82 0.18
#> SAMPLE_1087 1 0.0000 0.887 1.00 0 0 0 0.00 0.00
#> SAMPLE_1117 3 0.0000 1.000 0.00 0 1 0 0.00 0.00
#> SAMPLE_1167 2 0.0000 1.000 0.00 1 0 0 0.00 0.00
#> SAMPLE_1182 6 0.3851 1.000 0.46 0 0 0 0.00 0.54
#> SAMPLE_1195 3 0.0000 1.000 0.00 0 1 0 0.00 0.00
#> SAMPLE_1197 3 0.0000 1.000 0.00 0 1 0 0.00 0.00
#> SAMPLE_1198 1 0.3076 0.238 0.76 0 0 0 0.00 0.24
#> SAMPLE_1248 5 0.3309 0.858 0.00 0 0 0 0.72 0.28
#> SAMPLE_1578 1 0.0000 0.887 1.00 0 0 0 0.00 0.00
#> SAMPLE_1637 4 0.0000 1.000 0.00 0 0 1 0.00 0.00
#> SAMPLE_1774 2 0.0000 1.000 0.00 1 0 0 0.00 0.00
#> SAMPLE_1813 5 0.3309 0.858 0.00 0 0 0 0.72 0.28
#> SAMPLE_2040 3 0.0000 1.000 0.00 0 1 0 0.00 0.00
#> SAMPLE_2055 5 0.3309 0.858 0.00 0 0 0 0.72 0.28
#> SAMPLE_2068 3 0.0000 1.000 0.00 0 1 0 0.00 0.00
#> SAMPLE_2151 5 0.0000 0.847 0.00 0 0 0 1.00 0.00
#> SAMPLE_2209 4 0.0000 1.000 0.00 0 0 1 0.00 0.00
#> SAMPLE_2213 5 0.3309 0.858 0.00 0 0 0 0.72 0.28
#> SAMPLE_2224 1 0.3869 -0.912 0.50 0 0 0 0.00 0.50
#> SAMPLE_2265 2 0.0000 1.000 0.00 1 0 0 0.00 0.00
#> SAMPLE_2439 5 0.0000 0.847 0.00 0 0 0 1.00 0.00
#> SAMPLE_2482 4 0.0000 1.000 0.00 0 0 1 0.00 0.00
#> SAMPLE_2631 2 0.0000 1.000 0.00 1 0 0 0.00 0.00
#> SAMPLE_2632 2 0.0000 1.000 0.00 1 0 0 0.00 0.00
#> SAMPLE_2648 2 0.0000 1.000 0.00 1 0 0 0.00 0.00
#> SAMPLE_2680 4 0.0000 1.000 0.00 0 0 1 0.00 0.00
#> SAMPLE_2681 2 0.0000 1.000 0.00 1 0 0 0.00 0.00
#> SAMPLE_2688 5 0.0000 0.847 0.00 0 0 0 1.00 0.00
#> SAMPLE_2778 2 0.0000 1.000 0.00 1 0 0 0.00 0.00
cbind(get_classes(res, k = 7), get_membership(res, k = 7))
#> class entropy silhouette p1 p2 p3 p4 p5 p6 p7
#> SAMPLE_127 6 0.1433 0.958 0.08 0.00 0 0 0.0 0.92 0.00
#> SAMPLE_139 3 0.0000 1.000 0.00 0.00 1 0 0.0 0.00 0.00
#> SAMPLE_145 6 0.1433 0.958 0.08 0.00 0 0 0.0 0.92 0.00
#> SAMPLE_330 6 0.1433 0.958 0.08 0.00 0 0 0.0 0.92 0.00
#> SAMPLE_339 6 0.1433 0.958 0.08 0.00 0 0 0.0 0.92 0.00
#> SAMPLE_347 6 0.1433 0.958 0.08 0.00 0 0 0.0 0.92 0.00
#> SAMPLE_348 1 0.1433 0.907 0.92 0.00 0 0 0.0 0.08 0.00
#> SAMPLE_355 6 0.1433 0.958 0.08 0.00 0 0 0.0 0.92 0.00
#> SAMPLE_361 6 0.1433 0.958 0.08 0.00 0 0 0.0 0.92 0.00
#> SAMPLE_363 1 0.0504 0.942 0.98 0.00 0 0 0.0 0.02 0.00
#> SAMPLE_375 1 0.2422 0.782 0.82 0.00 0 0 0.0 0.18 0.00
#> SAMPLE_378 6 0.1433 0.958 0.08 0.00 0 0 0.0 0.92 0.00
#> SAMPLE_470 2 0.0000 0.992 0.00 1.00 0 0 0.0 0.00 0.00
#> SAMPLE_644 6 0.1433 0.958 0.08 0.00 0 0 0.0 0.92 0.00
#> SAMPLE_748 1 0.0000 0.950 1.00 0.00 0 0 0.0 0.00 0.00
#> SAMPLE_849 4 0.0000 1.000 0.00 0.00 0 1 0.0 0.00 0.00
#> SAMPLE_899 4 0.0000 1.000 0.00 0.00 0 1 0.0 0.00 0.00
#> SAMPLE_940 6 0.1433 0.958 0.08 0.00 0 0 0.0 0.92 0.00
#> SAMPLE_941 1 0.1166 0.920 0.94 0.00 0 0 0.0 0.06 0.00
#> SAMPLE_943 1 0.0863 0.933 0.96 0.00 0 0 0.0 0.04 0.00
#> SAMPLE_945 2 0.0000 0.992 0.00 1.00 0 0 0.0 0.00 0.00
#> SAMPLE_946 6 0.1433 0.958 0.08 0.00 0 0 0.0 0.92 0.00
#> SAMPLE_948 1 0.0504 0.943 0.98 0.00 0 0 0.0 0.02 0.00
#> SAMPLE_949 1 0.0000 0.950 1.00 0.00 0 0 0.0 0.00 0.00
#> SAMPLE_950 1 0.0000 0.950 1.00 0.00 0 0 0.0 0.00 0.00
#> SAMPLE_954 3 0.0000 1.000 0.00 0.00 1 0 0.0 0.00 0.00
#> SAMPLE_955 1 0.0000 0.950 1.00 0.00 0 0 0.0 0.00 0.00
#> SAMPLE_956 1 0.0000 0.950 1.00 0.00 0 0 0.0 0.00 0.00
#> SAMPLE_957 1 0.0000 0.950 1.00 0.00 0 0 0.0 0.00 0.00
#> SAMPLE_958 1 0.0000 0.950 1.00 0.00 0 0 0.0 0.00 0.00
#> SAMPLE_959 1 0.0000 0.950 1.00 0.00 0 0 0.0 0.00 0.00
#> SAMPLE_960 1 0.2422 0.787 0.82 0.00 0 0 0.0 0.18 0.00
#> SAMPLE_1000 6 0.1433 0.958 0.08 0.00 0 0 0.0 0.92 0.00
#> SAMPLE_1003 6 0.1433 0.958 0.08 0.00 0 0 0.0 0.92 0.00
#> SAMPLE_1005 3 0.0000 1.000 0.00 0.00 1 0 0.0 0.00 0.00
#> SAMPLE_1010 3 0.0000 1.000 0.00 0.00 1 0 0.0 0.00 0.00
#> SAMPLE_1016 1 0.1886 0.865 0.88 0.00 0 0 0.0 0.12 0.00
#> SAMPLE_1070 7 0.4461 0.467 0.00 0.00 0 0 0.4 0.06 0.54
#> SAMPLE_1087 1 0.0000 0.950 1.00 0.00 0 0 0.0 0.00 0.00
#> SAMPLE_1117 3 0.0000 1.000 0.00 0.00 1 0 0.0 0.00 0.00
#> SAMPLE_1167 2 0.0504 0.988 0.00 0.98 0 0 0.0 0.02 0.00
#> SAMPLE_1182 6 0.1433 0.958 0.08 0.00 0 0 0.0 0.92 0.00
#> SAMPLE_1195 3 0.0000 1.000 0.00 0.00 1 0 0.0 0.00 0.00
#> SAMPLE_1197 3 0.0000 1.000 0.00 0.00 1 0 0.0 0.00 0.00
#> SAMPLE_1198 6 0.3558 0.175 0.48 0.00 0 0 0.0 0.52 0.00
#> SAMPLE_1248 5 0.3459 1.000 0.00 0.00 0 0 0.6 0.00 0.40
#> SAMPLE_1578 1 0.0000 0.950 1.00 0.00 0 0 0.0 0.00 0.00
#> SAMPLE_1637 4 0.0000 1.000 0.00 0.00 0 1 0.0 0.00 0.00
#> SAMPLE_1774 2 0.0000 0.992 0.00 1.00 0 0 0.0 0.00 0.00
#> SAMPLE_1813 5 0.3459 1.000 0.00 0.00 0 0 0.6 0.00 0.40
#> SAMPLE_2040 3 0.0000 1.000 0.00 0.00 1 0 0.0 0.00 0.00
#> SAMPLE_2055 5 0.3459 1.000 0.00 0.00 0 0 0.6 0.00 0.40
#> SAMPLE_2068 3 0.0000 1.000 0.00 0.00 1 0 0.0 0.00 0.00
#> SAMPLE_2151 7 0.0000 0.752 0.00 0.00 0 0 0.0 0.00 1.00
#> SAMPLE_2209 4 0.0000 1.000 0.00 0.00 0 1 0.0 0.00 0.00
#> SAMPLE_2213 5 0.3459 1.000 0.00 0.00 0 0 0.6 0.00 0.40
#> SAMPLE_2224 6 0.2259 0.868 0.16 0.00 0 0 0.0 0.84 0.00
#> SAMPLE_2265 2 0.0000 0.992 0.00 1.00 0 0 0.0 0.00 0.00
#> SAMPLE_2439 7 0.0504 0.747 0.00 0.00 0 0 0.0 0.02 0.98
#> SAMPLE_2482 4 0.0000 1.000 0.00 0.00 0 1 0.0 0.00 0.00
#> SAMPLE_2631 2 0.0000 0.992 0.00 1.00 0 0 0.0 0.00 0.00
#> SAMPLE_2632 2 0.0504 0.988 0.00 0.98 0 0 0.0 0.02 0.00
#> SAMPLE_2648 2 0.0000 0.992 0.00 1.00 0 0 0.0 0.00 0.00
#> SAMPLE_2680 4 0.0000 1.000 0.00 0.00 0 1 0.0 0.00 0.00
#> SAMPLE_2681 2 0.0504 0.988 0.00 0.98 0 0 0.0 0.02 0.00
#> SAMPLE_2688 7 0.0000 0.752 0.00 0.00 0 0 0.0 0.00 1.00
#> SAMPLE_2778 2 0.0504 0.988 0.00 0.98 0 0 0.0 0.02 0.00
cbind(get_classes(res, k = 8), get_membership(res, k = 8))
#> class entropy silhouette p1 p2 p3 p4 p5 p6 p7 p8
#> SAMPLE_127 6 0.0000 0.952 0.00 0.00 0 0 0.00 1.00 0.00 0.00
#> SAMPLE_139 3 0.0000 1.000 0.00 0.00 1 0 0.00 0.00 0.00 0.00
#> SAMPLE_145 6 0.0000 0.952 0.00 0.00 0 0 0.00 1.00 0.00 0.00
#> SAMPLE_330 6 0.0000 0.952 0.00 0.00 0 0 0.00 1.00 0.00 0.00
#> SAMPLE_339 6 0.0000 0.952 0.00 0.00 0 0 0.00 1.00 0.00 0.00
#> SAMPLE_347 6 0.0000 0.952 0.00 0.00 0 0 0.00 1.00 0.00 0.00
#> SAMPLE_348 1 0.3404 0.763 0.72 0.00 0 0 0.00 0.24 0.00 0.04
#> SAMPLE_355 6 0.0000 0.952 0.00 0.00 0 0 0.00 1.00 0.00 0.00
#> SAMPLE_361 6 0.0000 0.952 0.00 0.00 0 0 0.00 1.00 0.00 0.00
#> SAMPLE_363 1 0.1765 0.858 0.88 0.00 0 0 0.00 0.12 0.00 0.00
#> SAMPLE_375 1 0.3943 0.505 0.56 0.00 0 0 0.00 0.40 0.00 0.04
#> SAMPLE_378 6 0.0000 0.952 0.00 0.00 0 0 0.00 1.00 0.00 0.00
#> SAMPLE_470 2 0.0808 0.924 0.00 0.96 0 0 0.00 0.00 0.04 0.00
#> SAMPLE_644 6 0.0000 0.952 0.00 0.00 0 0 0.00 1.00 0.00 0.00
#> SAMPLE_748 1 0.1341 0.875 0.92 0.00 0 0 0.00 0.08 0.00 0.00
#> SAMPLE_849 4 0.0000 1.000 0.00 0.00 0 1 0.00 0.00 0.00 0.00
#> SAMPLE_899 4 0.0000 1.000 0.00 0.00 0 1 0.00 0.00 0.00 0.00
#> SAMPLE_940 6 0.0000 0.952 0.00 0.00 0 0 0.00 1.00 0.00 0.00
#> SAMPLE_941 1 0.3675 0.697 0.66 0.00 0 0 0.00 0.30 0.00 0.04
#> SAMPLE_943 1 0.1341 0.875 0.92 0.00 0 0 0.00 0.08 0.00 0.00
#> SAMPLE_945 2 0.0808 0.924 0.00 0.96 0 0 0.00 0.00 0.04 0.00
#> SAMPLE_946 6 0.0000 0.952 0.00 0.00 0 0 0.00 1.00 0.00 0.00
#> SAMPLE_948 1 0.3404 0.766 0.72 0.00 0 0 0.00 0.24 0.00 0.04
#> SAMPLE_949 1 0.1341 0.875 0.92 0.00 0 0 0.00 0.08 0.00 0.00
#> SAMPLE_950 1 0.1091 0.865 0.94 0.00 0 0 0.00 0.06 0.00 0.00
#> SAMPLE_954 3 0.0000 1.000 0.00 0.00 1 0 0.00 0.00 0.00 0.00
#> SAMPLE_955 1 0.1341 0.875 0.92 0.00 0 0 0.00 0.08 0.00 0.00
#> SAMPLE_956 1 0.1091 0.865 0.94 0.00 0 0 0.00 0.06 0.00 0.00
#> SAMPLE_957 1 0.1091 0.865 0.94 0.00 0 0 0.00 0.06 0.00 0.00
#> SAMPLE_958 1 0.1341 0.875 0.92 0.00 0 0 0.00 0.08 0.00 0.00
#> SAMPLE_959 1 0.2132 0.862 0.88 0.00 0 0 0.00 0.08 0.00 0.04
#> SAMPLE_960 1 0.3142 0.628 0.64 0.00 0 0 0.00 0.36 0.00 0.00
#> SAMPLE_1000 6 0.0000 0.952 0.00 0.00 0 0 0.00 1.00 0.00 0.00
#> SAMPLE_1003 6 0.0000 0.952 0.00 0.00 0 0 0.00 1.00 0.00 0.00
#> SAMPLE_1005 3 0.0000 1.000 0.00 0.00 1 0 0.00 0.00 0.00 0.00
#> SAMPLE_1010 3 0.0000 1.000 0.00 0.00 1 0 0.00 0.00 0.00 0.00
#> SAMPLE_1016 1 0.2852 0.709 0.72 0.00 0 0 0.00 0.28 0.00 0.00
#> SAMPLE_1070 8 0.2534 0.000 0.00 0.00 0 0 0.00 0.00 0.22 0.78
#> SAMPLE_1087 1 0.1091 0.865 0.94 0.00 0 0 0.00 0.06 0.00 0.00
#> SAMPLE_1117 3 0.0000 1.000 0.00 0.00 1 0 0.00 0.00 0.00 0.00
#> SAMPLE_1167 2 0.4022 0.741 0.04 0.74 0 0 0.00 0.00 0.12 0.10
#> SAMPLE_1182 6 0.0000 0.952 0.00 0.00 0 0 0.00 1.00 0.00 0.00
#> SAMPLE_1195 3 0.0000 1.000 0.00 0.00 1 0 0.00 0.00 0.00 0.00
#> SAMPLE_1197 3 0.0000 1.000 0.00 0.00 1 0 0.00 0.00 0.00 0.00
#> SAMPLE_1198 6 0.3237 0.159 0.40 0.00 0 0 0.00 0.60 0.00 0.00
#> SAMPLE_1248 5 0.0000 1.000 0.00 0.00 0 0 1.00 0.00 0.00 0.00
#> SAMPLE_1578 1 0.1341 0.875 0.92 0.00 0 0 0.00 0.08 0.00 0.00
#> SAMPLE_1637 4 0.0000 1.000 0.00 0.00 0 1 0.00 0.00 0.00 0.00
#> SAMPLE_1774 2 0.1887 0.873 0.00 0.90 0 0 0.00 0.00 0.06 0.04
#> SAMPLE_1813 5 0.0000 1.000 0.00 0.00 0 0 1.00 0.00 0.00 0.00
#> SAMPLE_2040 3 0.0000 1.000 0.00 0.00 1 0 0.00 0.00 0.00 0.00
#> SAMPLE_2055 5 0.0000 1.000 0.00 0.00 0 0 1.00 0.00 0.00 0.00
#> SAMPLE_2068 3 0.0000 1.000 0.00 0.00 1 0 0.00 0.00 0.00 0.00
#> SAMPLE_2151 7 0.2650 0.921 0.00 0.00 0 0 0.24 0.00 0.76 0.00
#> SAMPLE_2209 4 0.0000 1.000 0.00 0.00 0 1 0.00 0.00 0.00 0.00
#> SAMPLE_2213 5 0.0000 1.000 0.00 0.00 0 0 1.00 0.00 0.00 0.00
#> SAMPLE_2224 6 0.2547 0.763 0.12 0.00 0 0 0.00 0.84 0.00 0.04
#> SAMPLE_2265 2 0.0808 0.924 0.00 0.96 0 0 0.00 0.00 0.04 0.00
#> SAMPLE_2439 7 0.4404 0.833 0.02 0.00 0 0 0.22 0.00 0.66 0.10
#> SAMPLE_2482 4 0.0000 1.000 0.00 0.00 0 1 0.00 0.00 0.00 0.00
#> SAMPLE_2631 2 0.0471 0.920 0.00 0.98 0 0 0.00 0.00 0.02 0.00
#> SAMPLE_2632 2 0.0941 0.918 0.00 0.96 0 0 0.00 0.00 0.02 0.02
#> SAMPLE_2648 2 0.0808 0.924 0.00 0.96 0 0 0.00 0.00 0.04 0.00
#> SAMPLE_2680 4 0.0000 1.000 0.00 0.00 0 1 0.00 0.00 0.00 0.00
#> SAMPLE_2681 2 0.1607 0.904 0.00 0.92 0 0 0.00 0.00 0.04 0.04
#> SAMPLE_2688 7 0.2650 0.921 0.00 0.00 0 0 0.24 0.00 0.76 0.00
#> SAMPLE_2778 2 0.1607 0.904 0.00 0.92 0 0 0.00 0.00 0.04 0.04
Heatmaps for the consensus matrix. It visualizes the probability of two samples to be in a same group.
consensus_heatmap(res, k = 2)
consensus_heatmap(res, k = 3)
consensus_heatmap(res, k = 4)
consensus_heatmap(res, k = 5)
consensus_heatmap(res, k = 6)
consensus_heatmap(res, k = 7)
consensus_heatmap(res, k = 8)
Heatmaps for the membership of samples in all partitions to see how consistent they are:
membership_heatmap(res, k = 2)
membership_heatmap(res, k = 3)
membership_heatmap(res, k = 4)
membership_heatmap(res, k = 5)
membership_heatmap(res, k = 6)
membership_heatmap(res, k = 7)
membership_heatmap(res, k = 8)
As soon as the classes for columns are determined, the signatures that are significantly different between subgroups can be looked for. Following are the heatmaps for signatures.
get_signatures(res, k = 2)
get_signatures(res, k = 3)
get_signatures(res, k = 4)
get_signatures(res, k = 5)
get_signatures(res, k = 6)
get_signatures(res, k = 7)
get_signatures(res, k = 8)
Compare the overlap of signatures from different k:
compare_signatures(res)
get_signature() returns a data frame invisibly. To get the list of signatures, the function
call should be assigned to a variable explicitly. In following code, if plot argument is set
to FALSE, no heatmap is plotted while only the differential analysis is performed.
# code only for demonstration
tb = get_signature(res, k = ..., plot = FALSE)
An example of the output of tb is:
#> which_row fdr mean_1 mean_2 scaled_mean_1 scaled_mean_2 km
#> 1 38 0.042760348 8.373488 9.131774 -0.5533452 0.5164555 1
#> 2 40 0.018707592 7.106213 8.469186 -0.6173731 0.5762149 1
#> 3 55 0.019134737 10.221463 11.207825 -0.6159697 0.5749050 1
#> 4 59 0.006059896 5.921854 7.869574 -0.6899429 0.6439467 1
#> 5 60 0.018055526 8.928898 10.211722 -0.6204761 0.5791110 1
#> 6 98 0.009384629 15.714769 14.887706 0.6635654 -0.6193277 2
...
The columns in tb are:
which_row: row indices corresponding to the input matrix.fdr: FDR for the differential test. mean_x: The mean value in group x.scaled_mean_x: The mean value in group x after rows are scaled.km: Row groups if k-means clustering is applied to rows (which is done by automatically selecting number of clusters).If there are too many signatures, top_signatures = ... can be set to only show the
signatures with the highest FDRs:
# code only for demonstration
# e.g. to show the top 500 most significant rows
tb = get_signature(res, k = ..., top_signatures = 500)
If the signatures are defined as these which are uniquely high in current group, diff_method argument
can be set to "uniquely_high_in_one_group":
# code only for demonstration
tb = get_signature(res, k = ..., diff_method = "uniquely_high_in_one_group")
UMAP plot which shows how samples are separated.
dimension_reduction(res, k = 2, method = "UMAP")
dimension_reduction(res, k = 3, method = "UMAP")
dimension_reduction(res, k = 4, method = "UMAP")
dimension_reduction(res, k = 5, method = "UMAP")
dimension_reduction(res, k = 6, method = "UMAP")
dimension_reduction(res, k = 7, method = "UMAP")
dimension_reduction(res, k = 8, method = "UMAP")
Following heatmap shows how subgroups are split when increasing k:
collect_classes(res)
Test correlation between subgroups and known annotations. If the known annotation is numeric, one-way ANOVA test is applied, and if the known annotation is discrete, chi-squared contingency table test is applied.
test_to_known_factors(res)
#> n_sample meth_class(p-value) tumor_type(p-value) k
#> ATC:skmeans 67 5.88e-11 1.10e-12 2
#> ATC:skmeans 67 6.94e-19 3.19e-11 3
#> ATC:skmeans 66 1.95e-28 5.30e-22 4
#> ATC:skmeans 67 2.97e-37 2.89e-31 5
#> ATC:skmeans 65 4.92e-32 4.50e-28 6
#> ATC:skmeans 65 4.13e-38 3.14e-29 7
#> ATC:skmeans 65 4.13e-38 3.14e-29 8
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.
Parent node: Node02. Child nodes: Node0111-leaf , Node0112-leaf , Node0113-leaf , Node0114-leaf , Node0121-leaf , Node0122-leaf , Node0123-leaf , Node0131-leaf , Node0132-leaf , Node0133-leaf , Node0134-leaf , Node0141-leaf , Node0142-leaf , Node0143-leaf , Node0144-leaf , Node0145-leaf , Node0161-leaf , Node0162-leaf , Node0163-leaf , Node0164-leaf , Node0165-leaf , Node0211 , Node0212 , Node0213 , Node0214 , Node0215-leaf , Node0216 , Node0217 , Node0221-leaf , Node0222-leaf , Node0223-leaf , Node0224-leaf , Node0225-leaf , Node0226-leaf , Node0227-leaf , Node0231 , Node0232 , Node0233 , Node0234-leaf , Node0235-leaf , Node0236 , Node0237 , Node0241-leaf , Node0242-leaf , Node0243 , Node0244-leaf , Node0245-leaf , Node0246-leaf , Node0247-leaf , Node0248-leaf .
The object with results only for a single top-value method and a single partitioning method can be extracted as:
res = res_rh["024"]
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, 7, 8.
#> On a matrix with 30000 rows and 373 columns.
#> Top rows (1000) are extracted by 'ATC' method.
#> Subgroups are detected by 'skmeans' method.
#> Performed in total 350 partitions by row resampling.
#> Best k for subgroups seems to be 8.
#>
#> Following methods can be applied to this 'ConsensusPartition' object:
#> [1] "cola_report" "collect_classes" "collect_plots"
#> [4] "collect_stats" "colnames" "compare_partitions"
#> [7] "compare_signatures" "consensus_heatmap" "dimension_reduction"
#> [10] "functional_enrichment" "get_anno_col" "get_anno"
#> [13] "get_classes" "get_consensus" "get_matrix"
#> [16] "get_membership" "get_param" "get_signatures"
#> [19] "get_stats" "is_best_k" "is_stable_k"
#> [22] "membership_heatmap" "ncol" "nrow"
#> [25] "plot_ecdf" "predict_classes" "rownames"
#> [28] "select_partition_number" "show" "suggest_best_k"
#> [31] "test_to_known_factors" "top_rows_heatmap"
collect_plots() function collects all the plots made from res for all k (number of subgroups)
into one single page to provide an easy and fast comparison between different k.
collect_plots(res)
The plots are:
k and the heatmap of
predicted classes for each k.k.k.k.All the plots in panels can be made by individual functions and they are plotted later in this section.
select_partition_number() produces several plots showing different
statistics for choosing “optimized” k. There are following statistics:
k;k, the area increased is defined as \(A_k - A_{k-1}\).The detailed explanations of these statistics can be found in the cola vignette.
Generally speaking, higher 1-PAC score, higher mean silhouette score or higher
concordance corresponds to better partition. Rand index and Jaccard index
measure how similar the current partition is compared to partition with k-1.
If they are too similar, we won't accept k is better than k-1.
select_partition_number(res)
The numeric values for all these statistics can be obtained by get_stats().
get_stats(res)
#> k 1-PAC mean_silhouette concordance area_increased Rand Jaccard
#> 2 2 1.000 1.000 1.000 0.3916 0.609 0.609
#> 3 3 1.000 0.980 0.992 0.6739 0.732 0.560
#> 4 4 0.987 0.966 0.986 0.0608 0.946 0.846
#> 5 5 0.959 0.975 0.979 0.0487 0.959 0.867
#> 6 6 0.853 0.853 0.909 0.0423 0.974 0.904
#> 7 7 0.901 0.767 0.860 0.0481 0.914 0.673
#> 8 8 0.997 0.957 0.981 0.0503 0.959 0.787
suggest_best_k() suggests the best \(k\) based on these statistics. The rules are as follows:
suggest_best_k(res)
#> [1] 8
#> attr(,"optional")
#> [1] 2 3 4 5 7
There is also optional best \(k\) = 2 3 4 5 7 that is worth to check.
Following is 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 subgroup
label for an item is determined with the group with highest probability it
belongs to.
In get_classes() function, the entropy is calculated from the membership
matrix and the silhouette score is calculated from the consensus matrix.
cbind(get_classes(res, k = 2), get_membership(res, k = 2))
#> class entropy silhouette p1 p2
#> SAMPLE_2 1 0 1 1 0
#> SAMPLE_4 1 0 1 1 0
#> SAMPLE_10 1 0 1 1 0
#> SAMPLE_11 1 0 1 1 0
#> SAMPLE_12 1 0 1 1 0
#> SAMPLE_17 1 0 1 1 0
#> SAMPLE_18 1 0 1 1 0
#> SAMPLE_22 1 0 1 1 0
#> SAMPLE_26 1 0 1 1 0
#> SAMPLE_27 1 0 1 1 0
#> SAMPLE_28 1 0 1 1 0
#> SAMPLE_68 2 0 1 0 1
#> SAMPLE_102 2 0 1 0 1
#> SAMPLE_121 2 0 1 0 1
#> SAMPLE_122 2 0 1 0 1
#> SAMPLE_123 1 0 1 1 0
#> SAMPLE_157 2 0 1 0 1
#> SAMPLE_211 1 0 1 1 0
#> SAMPLE_214 1 0 1 1 0
#> SAMPLE_219 2 0 1 0 1
#> SAMPLE_234 1 0 1 1 0
#> SAMPLE_235 1 0 1 1 0
#> SAMPLE_236 1 0 1 1 0
#> SAMPLE_238 1 0 1 1 0
#> SAMPLE_239 1 0 1 1 0
#> SAMPLE_241 1 0 1 1 0
#> SAMPLE_242 1 0 1 1 0
#> SAMPLE_245 1 0 1 1 0
#> SAMPLE_246 1 0 1 1 0
#> SAMPLE_247 1 0 1 1 0
#> SAMPLE_248 1 0 1 1 0
#> SAMPLE_250 1 0 1 1 0
#> SAMPLE_251 1 0 1 1 0
#> SAMPLE_253 1 0 1 1 0
#> SAMPLE_254 1 0 1 1 0
#> SAMPLE_255 1 0 1 1 0
#> SAMPLE_256 1 0 1 1 0
#> SAMPLE_257 1 0 1 1 0
#> SAMPLE_258 1 0 1 1 0
#> SAMPLE_262 1 0 1 1 0
#> SAMPLE_264 1 0 1 1 0
#> SAMPLE_266 1 0 1 1 0
#> SAMPLE_270 1 0 1 1 0
#> SAMPLE_271 1 0 1 1 0
#> SAMPLE_273 1 0 1 1 0
#> SAMPLE_337 1 0 1 1 0
#> SAMPLE_344 1 0 1 1 0
#> SAMPLE_351 1 0 1 1 0
#> SAMPLE_357 1 0 1 1 0
#> SAMPLE_360 1 0 1 1 0
#> SAMPLE_553 2 0 1 0 1
#> SAMPLE_609 2 0 1 0 1
#> SAMPLE_610 2 0 1 0 1
#> SAMPLE_618 1 0 1 1 0
#> SAMPLE_619 1 0 1 1 0
#> SAMPLE_622 1 0 1 1 0
#> SAMPLE_623 1 0 1 1 0
#> SAMPLE_624 1 0 1 1 0
#> SAMPLE_626 1 0 1 1 0
#> SAMPLE_628 1 0 1 1 0
#> SAMPLE_631 1 0 1 1 0
#> SAMPLE_632 1 0 1 1 0
#> SAMPLE_633 1 0 1 1 0
#> SAMPLE_635 1 0 1 1 0
#> SAMPLE_637 1 0 1 1 0
#> SAMPLE_745 1 0 1 1 0
#> SAMPLE_752 1 0 1 1 0
#> SAMPLE_753 2 0 1 0 1
#> SAMPLE_767 2 0 1 0 1
#> SAMPLE_794 2 0 1 0 1
#> SAMPLE_795 1 0 1 1 0
#> SAMPLE_816 1 0 1 1 0
#> SAMPLE_817 1 0 1 1 0
#> SAMPLE_819 1 0 1 1 0
#> SAMPLE_820 1 0 1 1 0
#> SAMPLE_821 1 0 1 1 0
#> SAMPLE_823 1 0 1 1 0
#> SAMPLE_824 1 0 1 1 0
#> SAMPLE_825 1 0 1 1 0
#> SAMPLE_827 1 0 1 1 0
#> SAMPLE_829 1 0 1 1 0
#> SAMPLE_830 1 0 1 1 0
#> SAMPLE_831 1 0 1 1 0
#> SAMPLE_832 1 0 1 1 0
#> SAMPLE_835 1 0 1 1 0
#> SAMPLE_836 1 0 1 1 0
#> SAMPLE_837 1 0 1 1 0
#> SAMPLE_841 1 0 1 1 0
#> SAMPLE_843 1 0 1 1 0
#> SAMPLE_853 2 0 1 0 1
#> SAMPLE_866 2 0 1 0 1
#> SAMPLE_871 1 0 1 1 0
#> SAMPLE_876 1 0 1 1 0
#> SAMPLE_896 1 0 1 1 0
#> SAMPLE_908 1 0 1 1 0
#> SAMPLE_927 1 0 1 1 0
#> SAMPLE_928 1 0 1 1 0
#> SAMPLE_938 1 0 1 1 0
#> SAMPLE_942 1 0 1 1 0
#> SAMPLE_944 1 0 1 1 0
#> SAMPLE_951 1 0 1 1 0
#> SAMPLE_952 1 0 1 1 0
#> SAMPLE_965 1 0 1 1 0
#> SAMPLE_968 1 0 1 1 0
#> SAMPLE_987 2 0 1 0 1
#> SAMPLE_990 1 0 1 1 0
#> SAMPLE_1012 1 0 1 1 0
#> SAMPLE_1017 1 0 1 1 0
#> SAMPLE_1024 1 0 1 1 0
#> SAMPLE_1164 1 0 1 1 0
#> SAMPLE_1170 1 0 1 1 0
#> SAMPLE_1188 1 0 1 1 0
#> SAMPLE_1189 1 0 1 1 0
#> SAMPLE_1207 1 0 1 1 0
#> SAMPLE_1214 1 0 1 1 0
#> SAMPLE_1223 2 0 1 0 1
#> SAMPLE_1225 2 0 1 0 1
#> SAMPLE_1251 1 0 1 1 0
#> SAMPLE_1263 1 0 1 1 0
#> SAMPLE_1279 1 0 1 1 0
#> SAMPLE_1285 2 0 1 0 1
#> SAMPLE_1289 2 0 1 0 1
#> SAMPLE_1296 2 0 1 0 1
#> SAMPLE_1299 2 0 1 0 1
#> SAMPLE_1300 2 0 1 0 1
#> SAMPLE_1305 2 0 1 0 1
#> SAMPLE_1311 2 0 1 0 1
#> SAMPLE_1345 2 0 1 0 1
#> SAMPLE_1351 2 0 1 0 1
#> SAMPLE_1398 2 0 1 0 1
#> SAMPLE_1404 2 0 1 0 1
#> SAMPLE_1425 2 0 1 0 1
#> SAMPLE_1426 2 0 1 0 1
#> SAMPLE_1461 1 0 1 1 0
#> SAMPLE_1492 2 0 1 0 1
#> SAMPLE_1493 2 0 1 0 1
#> SAMPLE_1494 2 0 1 0 1
#> SAMPLE_1496 2 0 1 0 1
#> SAMPLE_1497 2 0 1 0 1
#> SAMPLE_1498 2 0 1 0 1
#> SAMPLE_1500 2 0 1 0 1
#> SAMPLE_1504 2 0 1 0 1
#> SAMPLE_1507 2 0 1 0 1
#> SAMPLE_1508 2 0 1 0 1
#> SAMPLE_1509 2 0 1 0 1
#> SAMPLE_1510 2 0 1 0 1
#> SAMPLE_1511 2 0 1 0 1
#> SAMPLE_1517 2 0 1 0 1
#> SAMPLE_1521 2 0 1 0 1
#> SAMPLE_1522 2 0 1 0 1
#> SAMPLE_1537 1 0 1 1 0
#> SAMPLE_1547 1 0 1 1 0
#> SAMPLE_1555 2 0 1 0 1
#> SAMPLE_1559 2 0 1 0 1
#> SAMPLE_1561 2 0 1 0 1
#> SAMPLE_1562 2 0 1 0 1
#> SAMPLE_1564 2 0 1 0 1
#> SAMPLE_1567 2 0 1 0 1
#> SAMPLE_1571 2 0 1 0 1
#> SAMPLE_1574 2 0 1 0 1
#> SAMPLE_1576 2 0 1 0 1
#> SAMPLE_1580 2 0 1 0 1
#> SAMPLE_1604 1 0 1 1 0
#> SAMPLE_1634 1 0 1 1 0
#> SAMPLE_1636 1 0 1 1 0
#> SAMPLE_1640 1 0 1 1 0
#> SAMPLE_1641 1 0 1 1 0
#> SAMPLE_1642 1 0 1 1 0
#> SAMPLE_1644 1 0 1 1 0
#> SAMPLE_1647 1 0 1 1 0
#> SAMPLE_1648 1 0 1 1 0
#> SAMPLE_1649 1 0 1 1 0
#> SAMPLE_1652 1 0 1 1 0
#> SAMPLE_1655 1 0 1 1 0
#> SAMPLE_1656 1 0 1 1 0
#> SAMPLE_1658 2 0 1 0 1
#> SAMPLE_1671 1 0 1 1 0
#> SAMPLE_1674 1 0 1 1 0
#> SAMPLE_1675 1 0 1 1 0
#> SAMPLE_1676 1 0 1 1 0
#> SAMPLE_1681 1 0 1 1 0
#> SAMPLE_1685 2 0 1 0 1
#> SAMPLE_1686 1 0 1 1 0
#> SAMPLE_1716 1 0 1 1 0
#> SAMPLE_1720 1 0 1 1 0
#> SAMPLE_1721 1 0 1 1 0
#> SAMPLE_1724 1 0 1 1 0
#> SAMPLE_1726 1 0 1 1 0
#> SAMPLE_1729 1 0 1 1 0
#> SAMPLE_1737 1 0 1 1 0
#> SAMPLE_1740 1 0 1 1 0
#> SAMPLE_1745 1 0 1 1 0
#> SAMPLE_1747 1 0 1 1 0
#> SAMPLE_1749 1 0 1 1 0
#> SAMPLE_1750 1 0 1 1 0
#> SAMPLE_1751 1 0 1 1 0
#> SAMPLE_1754 1 0 1 1 0
#> SAMPLE_1760 1 0 1 1 0
#> SAMPLE_1761 1 0 1 1 0
#> SAMPLE_1775 1 0 1 1 0
#> SAMPLE_1780 1 0 1 1 0
#> SAMPLE_1782 1 0 1 1 0
#> SAMPLE_1784 1 0 1 1 0
#> SAMPLE_1787 1 0 1 1 0
#> SAMPLE_1788 1 0 1 1 0
#> SAMPLE_1789 1 0 1 1 0
#> SAMPLE_1794 1 0 1 1 0
#> SAMPLE_1795 1 0 1 1 0
#> SAMPLE_1802 1 0 1 1 0
#> SAMPLE_1804 1 0 1 1 0
#> SAMPLE_1805 1 0 1 1 0
#> SAMPLE_1806 1 0 1 1 0
#> SAMPLE_1807 1 0 1 1 0
#> SAMPLE_1810 1 0 1 1 0
#> SAMPLE_1811 1 0 1 1 0
#> SAMPLE_1812 1 0 1 1 0
#> SAMPLE_1818 1 0 1 1 0
#> SAMPLE_1819 1 0 1 1 0
#> SAMPLE_1820 1 0 1 1 0
#> SAMPLE_1822 1 0 1 1 0
#> SAMPLE_1823 1 0 1 1 0
#> SAMPLE_1825 1 0 1 1 0
#> SAMPLE_1826 1 0 1 1 0
#> SAMPLE_1832 1 0 1 1 0
#> SAMPLE_1834 1 0 1 1 0
#> SAMPLE_1844 1 0 1 1 0
#> SAMPLE_1848 1 0 1 1 0
#> SAMPLE_1849 1 0 1 1 0
#> SAMPLE_1850 1 0 1 1 0
#> SAMPLE_1861 1 0 1 1 0
#> SAMPLE_1863 1 0 1 1 0
#> SAMPLE_1872 2 0 1 0 1
#> SAMPLE_1873 2 0 1 0 1
#> SAMPLE_1885 1 0 1 1 0
#> SAMPLE_1912 2 0 1 0 1
#> SAMPLE_1913 1 0 1 1 0
#> SAMPLE_1914 1 0 1 1 0
#> SAMPLE_1958 2 0 1 0 1
#> SAMPLE_1960 1 0 1 1 0
#> SAMPLE_1963 1 0 1 1 0
#> SAMPLE_1966 2 0 1 0 1
#> SAMPLE_1970 1 0 1 1 0
#> SAMPLE_1971 1 0 1 1 0
#> SAMPLE_1972 1 0 1 1 0
#> SAMPLE_1974 1 0 1 1 0
#> SAMPLE_1977 1 0 1 1 0
#> SAMPLE_1980 2 0 1 0 1
#> SAMPLE_1987 2 0 1 0 1
#> SAMPLE_1989 2 0 1 0 1
#> SAMPLE_1993 1 0 1 1 0
#> SAMPLE_1999 2 0 1 0 1
#> SAMPLE_2019 1 0 1 1 0
#> SAMPLE_2021 1 0 1 1 0
#> SAMPLE_2022 1 0 1 1 0
#> SAMPLE_2023 1 0 1 1 0
#> SAMPLE_2037 1 0 1 1 0
#> SAMPLE_2038 1 0 1 1 0
#> SAMPLE_2081 2 0 1 0 1
#> SAMPLE_2083 2 0 1 0 1
#> SAMPLE_2104 2 0 1 0 1
#> SAMPLE_2109 2 0 1 0 1
#> SAMPLE_2111 2 0 1 0 1
#> SAMPLE_2125 2 0 1 0 1
#> SAMPLE_2135 2 0 1 0 1
#> SAMPLE_2138 2 0 1 0 1
#> SAMPLE_2139 1 0 1 1 0
#> SAMPLE_2142 1 0 1 1 0
#> SAMPLE_2143 1 0 1 1 0
#> SAMPLE_2145 1 0 1 1 0
#> SAMPLE_2150 1 0 1 1 0
#> SAMPLE_2153 1 0 1 1 0
#> SAMPLE_2155 2 0 1 0 1
#> SAMPLE_2170 1 0 1 1 0
#> SAMPLE_2171 1 0 1 1 0
#> SAMPLE_2172 1 0 1 1 0
#> SAMPLE_2174 1 0 1 1 0
#> SAMPLE_2200 1 0 1 1 0
#> SAMPLE_2203 1 0 1 1 0
#> SAMPLE_2205 2 0 1 0 1
#> SAMPLE_2214 2 0 1 0 1
#> SAMPLE_2223 1 0 1 1 0
#> SAMPLE_2231 1 0 1 1 0
#> SAMPLE_2248 1 0 1 1 0
#> SAMPLE_2250 2 0 1 0 1
#> SAMPLE_2254 1 0 1 1 0
#> SAMPLE_2256 1 0 1 1 0
#> SAMPLE_2269 1 0 1 1 0
#> SAMPLE_2276 1 0 1 1 0
#> SAMPLE_2277 1 0 1 1 0
#> SAMPLE_2278 1 0 1 1 0
#> SAMPLE_2286 1 0 1 1 0
#> SAMPLE_2293 1 0 1 1 0
#> SAMPLE_2294 1 0 1 1 0
#> SAMPLE_2301 1 0 1 1 0
#> SAMPLE_2303 2 0 1 0 1
#> SAMPLE_2306 1 0 1 1 0
#> SAMPLE_2310 1 0 1 1 0
#> SAMPLE_2312 1 0 1 1 0
#> SAMPLE_2320 1 0 1 1 0
#> SAMPLE_2321 1 0 1 1 0
#> SAMPLE_2323 1 0 1 1 0
#> SAMPLE_2324 1 0 1 1 0
#> SAMPLE_2331 1 0 1 1 0
#> SAMPLE_2332 1 0 1 1 0
#> SAMPLE_2337 1 0 1 1 0
#> SAMPLE_2350 2 0 1 0 1
#> SAMPLE_2356 1 0 1 1 0
#> SAMPLE_2358 1 0 1 1 0
#> SAMPLE_2389 1 0 1 1 0
#> SAMPLE_2390 1 0 1 1 0
#> SAMPLE_2391 2 0 1 0 1
#> SAMPLE_2416 1 0 1 1 0
#> SAMPLE_2417 1 0 1 1 0
#> SAMPLE_2422 2 0 1 0 1
#> SAMPLE_2424 1 0 1 1 0
#> SAMPLE_2434 1 0 1 1 0
#> SAMPLE_2437 1 0 1 1 0
#> SAMPLE_2438 1 0 1 1 0
#> SAMPLE_2441 1 0 1 1 0
#> SAMPLE_2453 1 0 1 1 0
#> SAMPLE_2454 1 0 1 1 0
#> SAMPLE_2455 1 0 1 1 0
#> SAMPLE_2457 1 0 1 1 0
#> SAMPLE_2464 1 0 1 1 0
#> SAMPLE_2469 1 0 1 1 0
#> SAMPLE_2473 1 0 1 1 0
#> SAMPLE_2517 1 0 1 1 0
#> SAMPLE_2519 1 0 1 1 0
#> SAMPLE_2520 1 0 1 1 0
#> SAMPLE_2521 1 0 1 1 0
#> SAMPLE_2523 1 0 1 1 0
#> SAMPLE_2526 1 0 1 1 0
#> SAMPLE_2527 1 0 1 1 0
#> SAMPLE_2532 1 0 1 1 0
#> SAMPLE_2572 1 0 1 1 0
#> SAMPLE_2573 2 0 1 0 1
#> SAMPLE_2577 1 0 1 1 0
#> SAMPLE_2587 1 0 1 1 0
#> SAMPLE_2588 1 0 1 1 0
#> SAMPLE_2597 1 0 1 1 0
#> SAMPLE_2602 1 0 1 1 0
#> SAMPLE_2607 1 0 1 1 0
#> SAMPLE_2610 1 0 1 1 0
#> SAMPLE_2614 1 0 1 1 0
#> SAMPLE_2616 1 0 1 1 0
#> SAMPLE_2617 1 0 1 1 0
#> SAMPLE_2621 1 0 1 1 0
#> SAMPLE_2633 1 0 1 1 0
#> SAMPLE_2642 1 0 1 1 0
#> SAMPLE_2647 1 0 1 1 0
#> SAMPLE_2649 1 0 1 1 0
#> SAMPLE_2689 2 0 1 0 1
#> SAMPLE_2693 2 0 1 0 1
#> SAMPLE_2694 2 0 1 0 1
#> SAMPLE_2697 2 0 1 0 1
#> SAMPLE_2703 1 0 1 1 0
#> SAMPLE_2704 1 0 1 1 0
#> SAMPLE_2710 2 0 1 0 1
#> SAMPLE_2715 2 0 1 0 1
#> SAMPLE_2717 2 0 1 0 1
#> SAMPLE_2727 1 0 1 1 0
#> SAMPLE_2735 1 0 1 1 0
#> SAMPLE_2763 2 0 1 0 1
#> SAMPLE_2768 2 0 1 0 1
#> SAMPLE_2769 2 0 1 0 1
#> SAMPLE_2771 2 0 1 0 1
#> SAMPLE_2776 2 0 1 0 1
#> SAMPLE_2786 1 0 1 1 0
#> SAMPLE_2789 2 0 1 0 1
#> SAMPLE_2793 2 0 1 0 1
#> SAMPLE_2794 2 0 1 0 1
#> SAMPLE_2798 1 0 1 1 0
#> SAMPLE_2799 1 0 1 1 0
cbind(get_classes(res, k = 3), get_membership(res, k = 3))
#> class entropy silhouette p1 p2 p3
#> SAMPLE_2 3 0.0000 0.9851 0.00 0.00 1.00
#> SAMPLE_4 3 0.0000 0.9851 0.00 0.00 1.00
#> SAMPLE_10 3 0.0000 0.9851 0.00 0.00 1.00
#> SAMPLE_11 3 0.0000 0.9851 0.00 0.00 1.00
#> SAMPLE_12 3 0.0000 0.9851 0.00 0.00 1.00
#> SAMPLE_17 3 0.6045 0.3942 0.38 0.00 0.62
#> SAMPLE_18 3 0.0000 0.9851 0.00 0.00 1.00
#> SAMPLE_22 3 0.0000 0.9851 0.00 0.00 1.00
#> SAMPLE_26 3 0.0000 0.9851 0.00 0.00 1.00
#> SAMPLE_27 1 0.4555 0.7441 0.80 0.00 0.20
#> SAMPLE_28 3 0.0000 0.9851 0.00 0.00 1.00
#> SAMPLE_68 2 0.0000 0.9927 0.00 1.00 0.00
#> SAMPLE_102 2 0.0000 0.9927 0.00 1.00 0.00
#> SAMPLE_121 2 0.0000 0.9927 0.00 1.00 0.00
#> SAMPLE_122 2 0.0000 0.9927 0.00 1.00 0.00
#> SAMPLE_123 3 0.0000 0.9851 0.00 0.00 1.00
#> SAMPLE_157 2 0.0000 0.9927 0.00 1.00 0.00
#> SAMPLE_211 3 0.0000 0.9851 0.00 0.00 1.00
#> SAMPLE_214 3 0.0000 0.9851 0.00 0.00 1.00
#> SAMPLE_219 2 0.0000 0.9927 0.00 1.00 0.00
#> SAMPLE_234 1 0.0000 0.9957 1.00 0.00 0.00
#> SAMPLE_235 1 0.0000 0.9957 1.00 0.00 0.00
#> SAMPLE_236 1 0.0000 0.9957 1.00 0.00 0.00
#> SAMPLE_238 1 0.0000 0.9957 1.00 0.00 0.00
#> SAMPLE_239 1 0.0000 0.9957 1.00 0.00 0.00
#> SAMPLE_241 1 0.0000 0.9957 1.00 0.00 0.00
#> SAMPLE_242 1 0.0000 0.9957 1.00 0.00 0.00
#> SAMPLE_245 1 0.0000 0.9957 1.00 0.00 0.00
#> SAMPLE_246 1 0.0000 0.9957 1.00 0.00 0.00
#> SAMPLE_247 1 0.0000 0.9957 1.00 0.00 0.00
#> SAMPLE_248 1 0.0000 0.9957 1.00 0.00 0.00
#> SAMPLE_250 1 0.0000 0.9957 1.00 0.00 0.00
#> SAMPLE_251 1 0.0000 0.9957 1.00 0.00 0.00
#> SAMPLE_253 1 0.0000 0.9957 1.00 0.00 0.00
#> SAMPLE_254 1 0.0000 0.9957 1.00 0.00 0.00
#> SAMPLE_255 1 0.0000 0.9957 1.00 0.00 0.00
#> SAMPLE_256 1 0.0000 0.9957 1.00 0.00 0.00
#> SAMPLE_257 1 0.0000 0.9957 1.00 0.00 0.00
#> SAMPLE_258 1 0.0000 0.9957 1.00 0.00 0.00
#> SAMPLE_262 3 0.0000 0.9851 0.00 0.00 1.00
#> SAMPLE_264 3 0.0000 0.9851 0.00 0.00 1.00
#> SAMPLE_266 3 0.0000 0.9851 0.00 0.00 1.00
#> SAMPLE_270 1 0.0000 0.9957 1.00 0.00 0.00
#> SAMPLE_271 1 0.0000 0.9957 1.00 0.00 0.00
#> SAMPLE_273 3 0.0000 0.9851 0.00 0.00 1.00
#> SAMPLE_337 3 0.6309 0.0104 0.50 0.00 0.50
#> SAMPLE_344 3 0.0000 0.9851 0.00 0.00 1.00
#> SAMPLE_351 3 0.0000 0.9851 0.00 0.00 1.00
#> SAMPLE_357 3 0.0000 0.9851 0.00 0.00 1.00
#> SAMPLE_360 3 0.0000 0.9851 0.00 0.00 1.00
#> SAMPLE_553 3 0.2537 0.9012 0.00 0.08 0.92
#> SAMPLE_609 2 0.0000 0.9927 0.00 1.00 0.00
#> SAMPLE_610 2 0.0000 0.9927 0.00 1.00 0.00
#> SAMPLE_618 1 0.0000 0.9957 1.00 0.00 0.00
#> SAMPLE_619 1 0.0000 0.9957 1.00 0.00 0.00
#> SAMPLE_622 1 0.0000 0.9957 1.00 0.00 0.00
#> SAMPLE_623 1 0.0000 0.9957 1.00 0.00 0.00
#> SAMPLE_624 1 0.0000 0.9957 1.00 0.00 0.00
#> SAMPLE_626 1 0.0000 0.9957 1.00 0.00 0.00
#> SAMPLE_628 1 0.0000 0.9957 1.00 0.00 0.00
#> SAMPLE_631 1 0.0000 0.9957 1.00 0.00 0.00
#> SAMPLE_632 1 0.0000 0.9957 1.00 0.00 0.00
#> SAMPLE_633 1 0.0000 0.9957 1.00 0.00 0.00
#> SAMPLE_635 1 0.0000 0.9957 1.00 0.00 0.00
#> SAMPLE_637 3 0.0000 0.9851 0.00 0.00 1.00
#> SAMPLE_745 1 0.0000 0.9957 1.00 0.00 0.00
#> SAMPLE_752 3 0.0000 0.9851 0.00 0.00 1.00
#> SAMPLE_753 2 0.0000 0.9927 0.00 1.00 0.00
#> SAMPLE_767 2 0.6045 0.3864 0.00 0.62 0.38
#> SAMPLE_794 2 0.0000 0.9927 0.00 1.00 0.00
#> SAMPLE_795 1 0.0000 0.9957 1.00 0.00 0.00
#> SAMPLE_816 1 0.0000 0.9957 1.00 0.00 0.00
#> SAMPLE_817 1 0.0000 0.9957 1.00 0.00 0.00
#> SAMPLE_819 1 0.0000 0.9957 1.00 0.00 0.00
#> SAMPLE_820 1 0.0000 0.9957 1.00 0.00 0.00
#> SAMPLE_821 1 0.0000 0.9957 1.00 0.00 0.00
#> SAMPLE_823 1 0.0000 0.9957 1.00 0.00 0.00
#> SAMPLE_824 1 0.0000 0.9957 1.00 0.00 0.00
#> SAMPLE_825 1 0.0000 0.9957 1.00 0.00 0.00
#> SAMPLE_827 1 0.0000 0.9957 1.00 0.00 0.00
#> SAMPLE_829 1 0.0000 0.9957 1.00 0.00 0.00
#> SAMPLE_830 1 0.0000 0.9957 1.00 0.00 0.00
#> SAMPLE_831 1 0.0000 0.9957 1.00 0.00 0.00
#> SAMPLE_832 1 0.0000 0.9957 1.00 0.00 0.00
#> SAMPLE_835 1 0.0000 0.9957 1.00 0.00 0.00
#> SAMPLE_836 1 0.0000 0.9957 1.00 0.00 0.00
#> SAMPLE_837 1 0.0000 0.9957 1.00 0.00 0.00
#> SAMPLE_841 3 0.0000 0.9851 0.00 0.00 1.00
#> SAMPLE_843 1 0.0000 0.9957 1.00 0.00 0.00
#> SAMPLE_853 2 0.2537 0.9088 0.08 0.92 0.00
#> SAMPLE_866 2 0.0000 0.9927 0.00 1.00 0.00
#> SAMPLE_871 1 0.0000 0.9957 1.00 0.00 0.00
#> SAMPLE_876 1 0.0000 0.9957 1.00 0.00 0.00
#> SAMPLE_896 3 0.0000 0.9851 0.00 0.00 1.00
#> SAMPLE_908 3 0.0000 0.9851 0.00 0.00 1.00
#> SAMPLE_927 3 0.0000 0.9851 0.00 0.00 1.00
#> SAMPLE_928 3 0.0000 0.9851 0.00 0.00 1.00
#> SAMPLE_938 3 0.0000 0.9851 0.00 0.00 1.00
#> SAMPLE_942 3 0.0000 0.9851 0.00 0.00 1.00
#> SAMPLE_944 3 0.0000 0.9851 0.00 0.00 1.00
#> SAMPLE_951 3 0.0000 0.9851 0.00 0.00 1.00
#> SAMPLE_952 3 0.0000 0.9851 0.00 0.00 1.00
#> SAMPLE_965 3 0.0000 0.9851 0.00 0.00 1.00
#> SAMPLE_968 3 0.0000 0.9851 0.00 0.00 1.00
#> SAMPLE_987 2 0.0000 0.9927 0.00 1.00 0.00
#> SAMPLE_990 3 0.0000 0.9851 0.00 0.00 1.00
#> SAMPLE_1012 3 0.0000 0.9851 0.00 0.00 1.00
#> SAMPLE_1017 3 0.0000 0.9851 0.00 0.00 1.00
#> SAMPLE_1024 3 0.0000 0.9851 0.00 0.00 1.00
#> SAMPLE_1164 3 0.0000 0.9851 0.00 0.00 1.00
#> SAMPLE_1170 3 0.0000 0.9851 0.00 0.00 1.00
#> SAMPLE_1188 3 0.0000 0.9851 0.00 0.00 1.00
#> SAMPLE_1189 1 0.0000 0.9957 1.00 0.00 0.00
#> SAMPLE_1207 3 0.0000 0.9851 0.00 0.00 1.00
#> SAMPLE_1214 3 0.0000 0.9851 0.00 0.00 1.00
#> SAMPLE_1223 2 0.0000 0.9927 0.00 1.00 0.00
#> SAMPLE_1225 2 0.0000 0.9927 0.00 1.00 0.00
#> SAMPLE_1251 3 0.0000 0.9851 0.00 0.00 1.00
#> SAMPLE_1263 3 0.0000 0.9851 0.00 0.00 1.00
#> SAMPLE_1279 3 0.0000 0.9851 0.00 0.00 1.00
#> SAMPLE_1285 2 0.0000 0.9927 0.00 1.00 0.00
#> SAMPLE_1289 2 0.0000 0.9927 0.00 1.00 0.00
#> SAMPLE_1296 2 0.0000 0.9927 0.00 1.00 0.00
#> SAMPLE_1299 2 0.0000 0.9927 0.00 1.00 0.00
#> SAMPLE_1300 2 0.0000 0.9927 0.00 1.00 0.00
#> SAMPLE_1305 2 0.0000 0.9927 0.00 1.00 0.00
#> SAMPLE_1311 2 0.0000 0.9927 0.00 1.00 0.00
#> SAMPLE_1345 2 0.0000 0.9927 0.00 1.00 0.00
#> SAMPLE_1351 2 0.3340 0.8631 0.12 0.88 0.00
#> SAMPLE_1398 2 0.0000 0.9927 0.00 1.00 0.00
#> SAMPLE_1404 2 0.2066 0.9308 0.06 0.94 0.00
#> SAMPLE_1425 2 0.0000 0.9927 0.00 1.00 0.00
#> SAMPLE_1426 2 0.0000 0.9927 0.00 1.00 0.00
#> SAMPLE_1461 3 0.0000 0.9851 0.00 0.00 1.00
#> SAMPLE_1492 2 0.0000 0.9927 0.00 1.00 0.00
#> SAMPLE_1493 2 0.0000 0.9927 0.00 1.00 0.00
#> SAMPLE_1494 2 0.0000 0.9927 0.00 1.00 0.00
#> SAMPLE_1496 2 0.0000 0.9927 0.00 1.00 0.00
#> SAMPLE_1497 2 0.0000 0.9927 0.00 1.00 0.00
#> SAMPLE_1498 2 0.0000 0.9927 0.00 1.00 0.00
#> SAMPLE_1500 2 0.0000 0.9927 0.00 1.00 0.00
#> SAMPLE_1504 2 0.0000 0.9927 0.00 1.00 0.00
#> SAMPLE_1507 2 0.0000 0.9927 0.00 1.00 0.00
#> SAMPLE_1508 2 0.0000 0.9927 0.00 1.00 0.00
#> SAMPLE_1509 2 0.0000 0.9927 0.00 1.00 0.00
#> SAMPLE_1510 2 0.0000 0.9927 0.00 1.00 0.00
#> SAMPLE_1511 2 0.0000 0.9927 0.00 1.00 0.00
#> SAMPLE_1517 2 0.0000 0.9927 0.00 1.00 0.00
#> SAMPLE_1521 2 0.0000 0.9927 0.00 1.00 0.00
#> SAMPLE_1522 2 0.0000 0.9927 0.00 1.00 0.00
#> SAMPLE_1537 3 0.0000 0.9851 0.00 0.00 1.00
#> SAMPLE_1547 3 0.0000 0.9851 0.00 0.00 1.00
#> SAMPLE_1555 2 0.0000 0.9927 0.00 1.00 0.00
#> SAMPLE_1559 2 0.0000 0.9927 0.00 1.00 0.00
#> SAMPLE_1561 2 0.0000 0.9927 0.00 1.00 0.00
#> SAMPLE_1562 2 0.0000 0.9927 0.00 1.00 0.00
#> SAMPLE_1564 2 0.0000 0.9927 0.00 1.00 0.00
#> SAMPLE_1567 2 0.0000 0.9927 0.00 1.00 0.00
#> SAMPLE_1571 2 0.0000 0.9927 0.00 1.00 0.00
#> SAMPLE_1574 2 0.0000 0.9927 0.00 1.00 0.00
#> SAMPLE_1576 2 0.0000 0.9927 0.00 1.00 0.00
#> SAMPLE_1580 2 0.0000 0.9927 0.00 1.00 0.00
#> SAMPLE_1604 3 0.0000 0.9851 0.00 0.00 1.00
#> SAMPLE_1634 3 0.0000 0.9851 0.00 0.00 1.00
#> SAMPLE_1636 3 0.5397 0.6141 0.28 0.00 0.72
#> SAMPLE_1640 3 0.0000 0.9851 0.00 0.00 1.00
#> SAMPLE_1641 3 0.0000 0.9851 0.00 0.00 1.00
#> SAMPLE_1642 3 0.0000 0.9851 0.00 0.00 1.00
#> SAMPLE_1644 3 0.0000 0.9851 0.00 0.00 1.00
#> SAMPLE_1647 3 0.0000 0.9851 0.00 0.00 1.00
#> SAMPLE_1648 3 0.0000 0.9851 0.00 0.00 1.00
#> SAMPLE_1649 3 0.0000 0.9851 0.00 0.00 1.00
#> SAMPLE_1652 3 0.0000 0.9851 0.00 0.00 1.00
#> SAMPLE_1655 3 0.0000 0.9851 0.00 0.00 1.00
#> SAMPLE_1656 3 0.0000 0.9851 0.00 0.00 1.00
#> SAMPLE_1658 2 0.0000 0.9927 0.00 1.00 0.00
#> SAMPLE_1671 3 0.0000 0.9851 0.00 0.00 1.00
#> SAMPLE_1674 1 0.0000 0.9957 1.00 0.00 0.00
#> SAMPLE_1675 1 0.0000 0.9957 1.00 0.00 0.00
#> SAMPLE_1676 3 0.0000 0.9851 0.00 0.00 1.00
#> SAMPLE_1681 3 0.0000 0.9851 0.00 0.00 1.00
#> SAMPLE_1685 2 0.0000 0.9927 0.00 1.00 0.00
#> SAMPLE_1686 1 0.0000 0.9957 1.00 0.00 0.00
#> SAMPLE_1716 1 0.0000 0.9957 1.00 0.00 0.00
#> SAMPLE_1720 1 0.0000 0.9957 1.00 0.00 0.00
#> SAMPLE_1721 1 0.0000 0.9957 1.00 0.00 0.00
#> SAMPLE_1724 1 0.0000 0.9957 1.00 0.00 0.00
#> SAMPLE_1726 1 0.0000 0.9957 1.00 0.00 0.00
#> SAMPLE_1729 1 0.0000 0.9957 1.00 0.00 0.00
#> SAMPLE_1737 1 0.0000 0.9957 1.00 0.00 0.00
#> SAMPLE_1740 1 0.0000 0.9957 1.00 0.00 0.00
#> SAMPLE_1745 1 0.0000 0.9957 1.00 0.00 0.00
#> SAMPLE_1747 1 0.0000 0.9957 1.00 0.00 0.00
#> SAMPLE_1749 1 0.0000 0.9957 1.00 0.00 0.00
#> SAMPLE_1750 1 0.0000 0.9957 1.00 0.00 0.00
#> SAMPLE_1751 1 0.0000 0.9957 1.00 0.00 0.00
#> SAMPLE_1754 3 0.0000 0.9851 0.00 0.00 1.00
#> SAMPLE_1760 3 0.0000 0.9851 0.00 0.00 1.00
#> SAMPLE_1761 3 0.0000 0.9851 0.00 0.00 1.00
#> SAMPLE_1775 1 0.0000 0.9957 1.00 0.00 0.00
#> SAMPLE_1780 1 0.0000 0.9957 1.00 0.00 0.00
#> SAMPLE_1782 1 0.0000 0.9957 1.00 0.00 0.00
#> SAMPLE_1784 1 0.0000 0.9957 1.00 0.00 0.00
#> SAMPLE_1787 1 0.0000 0.9957 1.00 0.00 0.00
#> SAMPLE_1788 1 0.0000 0.9957 1.00 0.00 0.00
#> SAMPLE_1789 1 0.0000 0.9957 1.00 0.00 0.00
#> SAMPLE_1794 1 0.0000 0.9957 1.00 0.00 0.00
#> SAMPLE_1795 1 0.0000 0.9957 1.00 0.00 0.00
#> SAMPLE_1802 3 0.0000 0.9851 0.00 0.00 1.00
#> SAMPLE_1804 3 0.0000 0.9851 0.00 0.00 1.00
#> SAMPLE_1805 3 0.0000 0.9851 0.00 0.00 1.00
#> SAMPLE_1806 3 0.0000 0.9851 0.00 0.00 1.00
#> SAMPLE_1807 3 0.0000 0.9851 0.00 0.00 1.00
#> SAMPLE_1810 3 0.0000 0.9851 0.00 0.00 1.00
#> SAMPLE_1811 3 0.0000 0.9851 0.00 0.00 1.00
#> SAMPLE_1812 3 0.0000 0.9851 0.00 0.00 1.00
#> SAMPLE_1818 3 0.0000 0.9851 0.00 0.00 1.00
#> SAMPLE_1819 3 0.0000 0.9851 0.00 0.00 1.00
#> SAMPLE_1820 3 0.0000 0.9851 0.00 0.00 1.00
#> SAMPLE_1822 3 0.0000 0.9851 0.00 0.00 1.00
#> SAMPLE_1823 3 0.0000 0.9851 0.00 0.00 1.00
#> SAMPLE_1825 3 0.0000 0.9851 0.00 0.00 1.00
#> SAMPLE_1826 3 0.0000 0.9851 0.00 0.00 1.00
#> SAMPLE_1832 3 0.4555 0.7506 0.20 0.00 0.80
#> SAMPLE_1834 1 0.0000 0.9957 1.00 0.00 0.00
#> SAMPLE_1844 3 0.0000 0.9851 0.00 0.00 1.00
#> SAMPLE_1848 1 0.0000 0.9957 1.00 0.00 0.00
#> SAMPLE_1849 1 0.0000 0.9957 1.00 0.00 0.00
#> SAMPLE_1850 3 0.0000 0.9851 0.00 0.00 1.00
#> SAMPLE_1861 1 0.0000 0.9957 1.00 0.00 0.00
#> SAMPLE_1863 1 0.0000 0.9957 1.00 0.00 0.00
#> SAMPLE_1872 2 0.0000 0.9927 0.00 1.00 0.00
#> SAMPLE_1873 2 0.0000 0.9927 0.00 1.00 0.00
#> SAMPLE_1885 1 0.0000 0.9957 1.00 0.00 0.00
#> SAMPLE_1912 2 0.0000 0.9927 0.00 1.00 0.00
#> SAMPLE_1913 3 0.0000 0.9851 0.00 0.00 1.00
#> SAMPLE_1914 3 0.0000 0.9851 0.00 0.00 1.00
#> SAMPLE_1958 2 0.0000 0.9927 0.00 1.00 0.00
#> SAMPLE_1960 3 0.0000 0.9851 0.00 0.00 1.00
#> SAMPLE_1963 3 0.0000 0.9851 0.00 0.00 1.00
#> SAMPLE_1966 2 0.0000 0.9927 0.00 1.00 0.00
#> SAMPLE_1970 3 0.0000 0.9851 0.00 0.00 1.00
#> SAMPLE_1971 3 0.0000 0.9851 0.00 0.00 1.00
#> SAMPLE_1972 3 0.0000 0.9851 0.00 0.00 1.00
#> SAMPLE_1974 1 0.0000 0.9957 1.00 0.00 0.00
#> SAMPLE_1977 1 0.0000 0.9957 1.00 0.00 0.00
#> SAMPLE_1980 2 0.0000 0.9927 0.00 1.00 0.00
#> SAMPLE_1987 2 0.0000 0.9927 0.00 1.00 0.00
#> SAMPLE_1989 2 0.0000 0.9927 0.00 1.00 0.00
#> SAMPLE_1993 1 0.0000 0.9957 1.00 0.00 0.00
#> SAMPLE_1999 2 0.0000 0.9927 0.00 1.00 0.00
#> SAMPLE_2019 3 0.0000 0.9851 0.00 0.00 1.00
#> SAMPLE_2021 1 0.0000 0.9957 1.00 0.00 0.00
#> SAMPLE_2022 3 0.0000 0.9851 0.00 0.00 1.00
#> SAMPLE_2023 1 0.0000 0.9957 1.00 0.00 0.00
#> SAMPLE_2037 3 0.0000 0.9851 0.00 0.00 1.00
#> SAMPLE_2038 1 0.0000 0.9957 1.00 0.00 0.00
#> SAMPLE_2081 2 0.0000 0.9927 0.00 1.00 0.00
#> SAMPLE_2083 2 0.0000 0.9927 0.00 1.00 0.00
#> SAMPLE_2104 2 0.0000 0.9927 0.00 1.00 0.00
#> SAMPLE_2109 2 0.0000 0.9927 0.00 1.00 0.00
#> SAMPLE_2111 2 0.0000 0.9927 0.00 1.00 0.00
#> SAMPLE_2125 2 0.0000 0.9927 0.00 1.00 0.00
#> SAMPLE_2135 2 0.0000 0.9927 0.00 1.00 0.00
#> SAMPLE_2138 2 0.0000 0.9927 0.00 1.00 0.00
#> SAMPLE_2139 1 0.0000 0.9957 1.00 0.00 0.00
#> SAMPLE_2142 1 0.0000 0.9957 1.00 0.00 0.00
#> SAMPLE_2143 1 0.0000 0.9957 1.00 0.00 0.00
#> SAMPLE_2145 1 0.0000 0.9957 1.00 0.00 0.00
#> SAMPLE_2150 3 0.0000 0.9851 0.00 0.00 1.00
#> SAMPLE_2153 3 0.0000 0.9851 0.00 0.00 1.00
#> SAMPLE_2155 2 0.0000 0.9927 0.00 1.00 0.00
#> SAMPLE_2170 1 0.6192 0.2596 0.58 0.00 0.42
#> SAMPLE_2171 3 0.0000 0.9851 0.00 0.00 1.00
#> SAMPLE_2172 1 0.0000 0.9957 1.00 0.00 0.00
#> SAMPLE_2174 1 0.0000 0.9957 1.00 0.00 0.00
#> SAMPLE_2200 1 0.0000 0.9957 1.00 0.00 0.00
#> SAMPLE_2203 1 0.0000 0.9957 1.00 0.00 0.00
#> SAMPLE_2205 2 0.0000 0.9927 0.00 1.00 0.00
#> SAMPLE_2214 2 0.0000 0.9927 0.00 1.00 0.00
#> SAMPLE_2223 3 0.0000 0.9851 0.00 0.00 1.00
#> SAMPLE_2231 1 0.0000 0.9957 1.00 0.00 0.00
#> SAMPLE_2248 1 0.0000 0.9957 1.00 0.00 0.00
#> SAMPLE_2250 2 0.0000 0.9927 0.00 1.00 0.00
#> SAMPLE_2254 1 0.0000 0.9957 1.00 0.00 0.00
#> SAMPLE_2256 1 0.0000 0.9957 1.00 0.00 0.00
#> SAMPLE_2269 3 0.0000 0.9851 0.00 0.00 1.00
#> SAMPLE_2276 1 0.0000 0.9957 1.00 0.00 0.00
#> SAMPLE_2277 1 0.0000 0.9957 1.00 0.00 0.00
#> SAMPLE_2278 1 0.0000 0.9957 1.00 0.00 0.00
#> SAMPLE_2286 1 0.0000 0.9957 1.00 0.00 0.00
#> SAMPLE_2293 1 0.0000 0.9957 1.00 0.00 0.00
#> SAMPLE_2294 1 0.0000 0.9957 1.00 0.00 0.00
#> SAMPLE_2301 1 0.0000 0.9957 1.00 0.00 0.00
#> SAMPLE_2303 2 0.1529 0.9520 0.04 0.96 0.00
#> SAMPLE_2306 1 0.0000 0.9957 1.00 0.00 0.00
#> SAMPLE_2310 1 0.0000 0.9957 1.00 0.00 0.00
#> SAMPLE_2312 1 0.0000 0.9957 1.00 0.00 0.00
#> SAMPLE_2320 1 0.0000 0.9957 1.00 0.00 0.00
#> SAMPLE_2321 1 0.0000 0.9957 1.00 0.00 0.00
#> SAMPLE_2323 1 0.0000 0.9957 1.00 0.00 0.00
#> SAMPLE_2324 1 0.0000 0.9957 1.00 0.00 0.00
#> SAMPLE_2331 1 0.0000 0.9957 1.00 0.00 0.00
#> SAMPLE_2332 1 0.0000 0.9957 1.00 0.00 0.00
#> SAMPLE_2337 3 0.0000 0.9851 0.00 0.00 1.00
#> SAMPLE_2350 2 0.0000 0.9927 0.00 1.00 0.00
#> SAMPLE_2356 1 0.0000 0.9957 1.00 0.00 0.00
#> SAMPLE_2358 1 0.0000 0.9957 1.00 0.00 0.00
#> SAMPLE_2389 1 0.0000 0.9957 1.00 0.00 0.00
#> SAMPLE_2390 1 0.0000 0.9957 1.00 0.00 0.00
#> SAMPLE_2391 2 0.0000 0.9927 0.00 1.00 0.00
#> SAMPLE_2416 1 0.0000 0.9957 1.00 0.00 0.00
#> SAMPLE_2417 1 0.0000 0.9957 1.00 0.00 0.00
#> SAMPLE_2422 2 0.0000 0.9927 0.00 1.00 0.00
#> SAMPLE_2424 1 0.0000 0.9957 1.00 0.00 0.00
#> SAMPLE_2434 1 0.0000 0.9957 1.00 0.00 0.00
#> SAMPLE_2437 3 0.0000 0.9851 0.00 0.00 1.00
#> SAMPLE_2438 3 0.0000 0.9851 0.00 0.00 1.00
#> SAMPLE_2441 1 0.0000 0.9957 1.00 0.00 0.00
#> SAMPLE_2453 1 0.0000 0.9957 1.00 0.00 0.00
#> SAMPLE_2454 3 0.0000 0.9851 0.00 0.00 1.00
#> SAMPLE_2455 3 0.0000 0.9851 0.00 0.00 1.00
#> SAMPLE_2457 1 0.0000 0.9957 1.00 0.00 0.00
#> SAMPLE_2464 1 0.0000 0.9957 1.00 0.00 0.00
#> SAMPLE_2469 3 0.3340 0.8514 0.12 0.00 0.88
#> SAMPLE_2473 1 0.0000 0.9957 1.00 0.00 0.00
#> SAMPLE_2517 1 0.0000 0.9957 1.00 0.00 0.00
#> SAMPLE_2519 1 0.0000 0.9957 1.00 0.00 0.00
#> SAMPLE_2520 1 0.0000 0.9957 1.00 0.00 0.00
#> SAMPLE_2521 1 0.0000 0.9957 1.00 0.00 0.00
#> SAMPLE_2523 3 0.0000 0.9851 0.00 0.00 1.00
#> SAMPLE_2526 3 0.0000 0.9851 0.00 0.00 1.00
#> SAMPLE_2527 1 0.0000 0.9957 1.00 0.00 0.00
#> SAMPLE_2532 1 0.0000 0.9957 1.00 0.00 0.00
#> SAMPLE_2572 3 0.0000 0.9851 0.00 0.00 1.00
#> SAMPLE_2573 2 0.0000 0.9927 0.00 1.00 0.00
#> SAMPLE_2577 1 0.0000 0.9957 1.00 0.00 0.00
#> SAMPLE_2587 1 0.0000 0.9957 1.00 0.00 0.00
#> SAMPLE_2588 1 0.0000 0.9957 1.00 0.00 0.00
#> SAMPLE_2597 3 0.0000 0.9851 0.00 0.00 1.00
#> SAMPLE_2602 3 0.0000 0.9851 0.00 0.00 1.00
#> SAMPLE_2607 1 0.0000 0.9957 1.00 0.00 0.00
#> SAMPLE_2610 1 0.0000 0.9957 1.00 0.00 0.00
#> SAMPLE_2614 1 0.0000 0.9957 1.00 0.00 0.00
#> SAMPLE_2616 1 0.0000 0.9957 1.00 0.00 0.00
#> SAMPLE_2617 1 0.0000 0.9957 1.00 0.00 0.00
#> SAMPLE_2621 1 0.0000 0.9957 1.00 0.00 0.00
#> SAMPLE_2633 1 0.0000 0.9957 1.00 0.00 0.00
#> SAMPLE_2642 1 0.0000 0.9957 1.00 0.00 0.00
#> SAMPLE_2647 1 0.0000 0.9957 1.00 0.00 0.00
#> SAMPLE_2649 3 0.0000 0.9851 0.00 0.00 1.00
#> SAMPLE_2689 2 0.0000 0.9927 0.00 1.00 0.00
#> SAMPLE_2693 2 0.0000 0.9927 0.00 1.00 0.00
#> SAMPLE_2694 2 0.0000 0.9927 0.00 1.00 0.00
#> SAMPLE_2697 2 0.0000 0.9927 0.00 1.00 0.00
#> SAMPLE_2703 1 0.0000 0.9957 1.00 0.00 0.00
#> SAMPLE_2704 1 0.0000 0.9957 1.00 0.00 0.00
#> SAMPLE_2710 2 0.0000 0.9927 0.00 1.00 0.00
#> SAMPLE_2715 2 0.0000 0.9927 0.00 1.00 0.00
#> SAMPLE_2717 2 0.0000 0.9927 0.00 1.00 0.00
#> SAMPLE_2727 1 0.0000 0.9957 1.00 0.00 0.00
#> SAMPLE_2735 3 0.0000 0.9851 0.00 0.00 1.00
#> SAMPLE_2763 2 0.0000 0.9927 0.00 1.00 0.00
#> SAMPLE_2768 2 0.0000 0.9927 0.00 1.00 0.00
#> SAMPLE_2769 2 0.0000 0.9927 0.00 1.00 0.00
#> SAMPLE_2771 2 0.0000 0.9927 0.00 1.00 0.00
#> SAMPLE_2776 2 0.0000 0.9927 0.00 1.00 0.00
#> SAMPLE_2786 1 0.0892 0.9749 0.98 0.00 0.02
#> SAMPLE_2789 2 0.0000 0.9927 0.00 1.00 0.00
#> SAMPLE_2793 2 0.0000 0.9927 0.00 1.00 0.00
#> SAMPLE_2794 2 0.0000 0.9927 0.00 1.00 0.00
#> SAMPLE_2798 3 0.0000 0.9851 0.00 0.00 1.00
#> SAMPLE_2799 3 0.0000 0.9851 0.00 0.00 1.00
cbind(get_classes(res, k = 4), get_membership(res, k = 4))
#> class entropy silhouette p1 p2 p3 p4
#> SAMPLE_2 3 0.0000 0.983 0.00 0.00 1.00 0.00
#> SAMPLE_4 3 0.0000 0.983 0.00 0.00 1.00 0.00
#> SAMPLE_10 3 0.0000 0.983 0.00 0.00 1.00 0.00
#> SAMPLE_11 3 0.0000 0.983 0.00 0.00 1.00 0.00
#> SAMPLE_12 3 0.0000 0.983 0.00 0.00 1.00 0.00
#> SAMPLE_17 3 0.4277 0.575 0.28 0.00 0.72 0.00
#> SAMPLE_18 3 0.0000 0.983 0.00 0.00 1.00 0.00
#> SAMPLE_22 3 0.0000 0.983 0.00 0.00 1.00 0.00
#> SAMPLE_26 3 0.0000 0.983 0.00 0.00 1.00 0.00
#> SAMPLE_27 1 0.3975 0.668 0.76 0.00 0.24 0.00
#> SAMPLE_28 3 0.0000 0.983 0.00 0.00 1.00 0.00
#> SAMPLE_68 2 0.3801 0.769 0.00 0.78 0.00 0.22
#> SAMPLE_102 4 0.0000 0.982 0.00 0.00 0.00 1.00
#> SAMPLE_121 2 0.3975 0.742 0.00 0.76 0.00 0.24
#> SAMPLE_122 2 0.3801 0.769 0.00 0.78 0.00 0.22
#> SAMPLE_123 3 0.0000 0.983 0.00 0.00 1.00 0.00
#> SAMPLE_157 4 0.0000 0.982 0.00 0.00 0.00 1.00
#> SAMPLE_211 3 0.0000 0.983 0.00 0.00 1.00 0.00
#> SAMPLE_214 3 0.0000 0.983 0.00 0.00 1.00 0.00
#> SAMPLE_219 4 0.0000 0.982 0.00 0.00 0.00 1.00
#> SAMPLE_234 1 0.0000 0.995 1.00 0.00 0.00 0.00
#> SAMPLE_235 1 0.0000 0.995 1.00 0.00 0.00 0.00
#> SAMPLE_236 1 0.0000 0.995 1.00 0.00 0.00 0.00
#> SAMPLE_238 1 0.0000 0.995 1.00 0.00 0.00 0.00
#> SAMPLE_239 1 0.0000 0.995 1.00 0.00 0.00 0.00
#> SAMPLE_241 1 0.0000 0.995 1.00 0.00 0.00 0.00
#> SAMPLE_242 1 0.0000 0.995 1.00 0.00 0.00 0.00
#> SAMPLE_245 1 0.0000 0.995 1.00 0.00 0.00 0.00
#> SAMPLE_246 1 0.0000 0.995 1.00 0.00 0.00 0.00
#> SAMPLE_247 1 0.0000 0.995 1.00 0.00 0.00 0.00
#> SAMPLE_248 1 0.0000 0.995 1.00 0.00 0.00 0.00
#> SAMPLE_250 1 0.0000 0.995 1.00 0.00 0.00 0.00
#> SAMPLE_251 1 0.0000 0.995 1.00 0.00 0.00 0.00
#> SAMPLE_253 1 0.0000 0.995 1.00 0.00 0.00 0.00
#> SAMPLE_254 1 0.0000 0.995 1.00 0.00 0.00 0.00
#> SAMPLE_255 1 0.0000 0.995 1.00 0.00 0.00 0.00
#> SAMPLE_256 1 0.0000 0.995 1.00 0.00 0.00 0.00
#> SAMPLE_257 1 0.0000 0.995 1.00 0.00 0.00 0.00
#> SAMPLE_258 1 0.0000 0.995 1.00 0.00 0.00 0.00
#> SAMPLE_262 3 0.0000 0.983 0.00 0.00 1.00 0.00
#> SAMPLE_264 3 0.0000 0.983 0.00 0.00 1.00 0.00
#> SAMPLE_266 3 0.0000 0.983 0.00 0.00 1.00 0.00
#> SAMPLE_270 1 0.0000 0.995 1.00 0.00 0.00 0.00
#> SAMPLE_271 1 0.0000 0.995 1.00 0.00 0.00 0.00
#> SAMPLE_273 3 0.0000 0.983 0.00 0.00 1.00 0.00
#> SAMPLE_337 1 0.4948 0.195 0.56 0.00 0.44 0.00
#> SAMPLE_344 3 0.0000 0.983 0.00 0.00 1.00 0.00
#> SAMPLE_351 3 0.0000 0.983 0.00 0.00 1.00 0.00
#> SAMPLE_357 3 0.0000 0.983 0.00 0.00 1.00 0.00
#> SAMPLE_360 3 0.0000 0.983 0.00 0.00 1.00 0.00
#> SAMPLE_553 4 0.0000 0.982 0.00 0.00 0.00 1.00
#> SAMPLE_609 4 0.0000 0.982 0.00 0.00 0.00 1.00
#> SAMPLE_610 4 0.0000 0.982 0.00 0.00 0.00 1.00
#> SAMPLE_618 1 0.0000 0.995 1.00 0.00 0.00 0.00
#> SAMPLE_619 1 0.0000 0.995 1.00 0.00 0.00 0.00
#> SAMPLE_622 1 0.0000 0.995 1.00 0.00 0.00 0.00
#> SAMPLE_623 1 0.0000 0.995 1.00 0.00 0.00 0.00
#> SAMPLE_624 1 0.0000 0.995 1.00 0.00 0.00 0.00
#> SAMPLE_626 1 0.0000 0.995 1.00 0.00 0.00 0.00
#> SAMPLE_628 1 0.0000 0.995 1.00 0.00 0.00 0.00
#> SAMPLE_631 1 0.0000 0.995 1.00 0.00 0.00 0.00
#> SAMPLE_632 1 0.0000 0.995 1.00 0.00 0.00 0.00
#> SAMPLE_633 1 0.0000 0.995 1.00 0.00 0.00 0.00
#> SAMPLE_635 1 0.0000 0.995 1.00 0.00 0.00 0.00
#> SAMPLE_637 3 0.0000 0.983 0.00 0.00 1.00 0.00
#> SAMPLE_745 1 0.0000 0.995 1.00 0.00 0.00 0.00
#> SAMPLE_752 4 0.0707 0.959 0.00 0.00 0.02 0.98
#> SAMPLE_753 4 0.0000 0.982 0.00 0.00 0.00 1.00
#> SAMPLE_767 4 0.0000 0.982 0.00 0.00 0.00 1.00
#> SAMPLE_794 4 0.0000 0.982 0.00 0.00 0.00 1.00
#> SAMPLE_795 1 0.0000 0.995 1.00 0.00 0.00 0.00
#> SAMPLE_816 1 0.0000 0.995 1.00 0.00 0.00 0.00
#> SAMPLE_817 1 0.0000 0.995 1.00 0.00 0.00 0.00
#> SAMPLE_819 1 0.0000 0.995 1.00 0.00 0.00 0.00
#> SAMPLE_820 1 0.0000 0.995 1.00 0.00 0.00 0.00
#> SAMPLE_821 1 0.0000 0.995 1.00 0.00 0.00 0.00
#> SAMPLE_823 1 0.0000 0.995 1.00 0.00 0.00 0.00
#> SAMPLE_824 1 0.0000 0.995 1.00 0.00 0.00 0.00
#> SAMPLE_825 1 0.0000 0.995 1.00 0.00 0.00 0.00
#> SAMPLE_827 1 0.0000 0.995 1.00 0.00 0.00 0.00
#> SAMPLE_829 1 0.0000 0.995 1.00 0.00 0.00 0.00
#> SAMPLE_830 1 0.0000 0.995 1.00 0.00 0.00 0.00
#> SAMPLE_831 1 0.0000 0.995 1.00 0.00 0.00 0.00
#> SAMPLE_832 1 0.0000 0.995 1.00 0.00 0.00 0.00
#> SAMPLE_835 1 0.0000 0.995 1.00 0.00 0.00 0.00
#> SAMPLE_836 1 0.0000 0.995 1.00 0.00 0.00 0.00
#> SAMPLE_837 1 0.0000 0.995 1.00 0.00 0.00 0.00
#> SAMPLE_841 4 0.3610 0.723 0.00 0.00 0.20 0.80
#> SAMPLE_843 1 0.0000 0.995 1.00 0.00 0.00 0.00
#> SAMPLE_853 4 0.0000 0.982 0.00 0.00 0.00 1.00
#> SAMPLE_866 2 0.3801 0.769 0.00 0.78 0.00 0.22
#> SAMPLE_871 1 0.0000 0.995 1.00 0.00 0.00 0.00
#> SAMPLE_876 1 0.0000 0.995 1.00 0.00 0.00 0.00
#> SAMPLE_896 3 0.0000 0.983 0.00 0.00 1.00 0.00
#> SAMPLE_908 3 0.0000 0.983 0.00 0.00 1.00 0.00
#> SAMPLE_927 4 0.0000 0.982 0.00 0.00 0.00 1.00
#> SAMPLE_928 3 0.0000 0.983 0.00 0.00 1.00 0.00
#> SAMPLE_938 3 0.0000 0.983 0.00 0.00 1.00 0.00
#> SAMPLE_942 3 0.0000 0.983 0.00 0.00 1.00 0.00
#> SAMPLE_944 3 0.0000 0.983 0.00 0.00 1.00 0.00
#> SAMPLE_951 3 0.0000 0.983 0.00 0.00 1.00 0.00
#> SAMPLE_952 3 0.0000 0.983 0.00 0.00 1.00 0.00
#> SAMPLE_965 3 0.0000 0.983 0.00 0.00 1.00 0.00
#> SAMPLE_968 3 0.0000 0.983 0.00 0.00 1.00 0.00
#> SAMPLE_987 2 0.0000 0.956 0.00 1.00 0.00 0.00
#> SAMPLE_990 3 0.0000 0.983 0.00 0.00 1.00 0.00
#> SAMPLE_1012 3 0.0000 0.983 0.00 0.00 1.00 0.00
#> SAMPLE_1017 3 0.0000 0.983 0.00 0.00 1.00 0.00
#> SAMPLE_1024 3 0.0000 0.983 0.00 0.00 1.00 0.00
#> SAMPLE_1164 3 0.0000 0.983 0.00 0.00 1.00 0.00
#> SAMPLE_1170 3 0.0000 0.983 0.00 0.00 1.00 0.00
#> SAMPLE_1188 3 0.0000 0.983 0.00 0.00 1.00 0.00
#> SAMPLE_1189 1 0.0000 0.995 1.00 0.00 0.00 0.00
#> SAMPLE_1207 3 0.0000 0.983 0.00 0.00 1.00 0.00
#> SAMPLE_1214 3 0.0000 0.983 0.00 0.00 1.00 0.00
#> SAMPLE_1223 4 0.0000 0.982 0.00 0.00 0.00 1.00
#> SAMPLE_1225 4 0.0000 0.982 0.00 0.00 0.00 1.00
#> SAMPLE_1251 3 0.0000 0.983 0.00 0.00 1.00 0.00
#> SAMPLE_1263 3 0.0000 0.983 0.00 0.00 1.00 0.00
#> SAMPLE_1279 3 0.0000 0.983 0.00 0.00 1.00 0.00
#> SAMPLE_1285 2 0.0000 0.956 0.00 1.00 0.00 0.00
#> SAMPLE_1289 2 0.0000 0.956 0.00 1.00 0.00 0.00
#> SAMPLE_1296 4 0.0000 0.982 0.00 0.00 0.00 1.00
#> SAMPLE_1299 4 0.0000 0.982 0.00 0.00 0.00 1.00
#> SAMPLE_1300 4 0.0000 0.982 0.00 0.00 0.00 1.00
#> SAMPLE_1305 4 0.0000 0.982 0.00 0.00 0.00 1.00
#> SAMPLE_1311 2 0.3801 0.769 0.00 0.78 0.00 0.22
#> SAMPLE_1345 4 0.0000 0.982 0.00 0.00 0.00 1.00
#> SAMPLE_1351 4 0.0000 0.982 0.00 0.00 0.00 1.00
#> SAMPLE_1398 4 0.0000 0.982 0.00 0.00 0.00 1.00
#> SAMPLE_1404 4 0.0000 0.982 0.00 0.00 0.00 1.00
#> SAMPLE_1425 2 0.0000 0.956 0.00 1.00 0.00 0.00
#> SAMPLE_1426 2 0.0000 0.956 0.00 1.00 0.00 0.00
#> SAMPLE_1461 3 0.0000 0.983 0.00 0.00 1.00 0.00
#> SAMPLE_1492 2 0.0000 0.956 0.00 1.00 0.00 0.00
#> SAMPLE_1493 2 0.0000 0.956 0.00 1.00 0.00 0.00
#> SAMPLE_1494 2 0.0000 0.956 0.00 1.00 0.00 0.00
#> SAMPLE_1496 2 0.0000 0.956 0.00 1.00 0.00 0.00
#> SAMPLE_1497 2 0.0000 0.956 0.00 1.00 0.00 0.00
#> SAMPLE_1498 2 0.0000 0.956 0.00 1.00 0.00 0.00
#> SAMPLE_1500 2 0.0000 0.956 0.00 1.00 0.00 0.00
#> SAMPLE_1504 2 0.0000 0.956 0.00 1.00 0.00 0.00
#> SAMPLE_1507 2 0.0000 0.956 0.00 1.00 0.00 0.00
#> SAMPLE_1508 2 0.0000 0.956 0.00 1.00 0.00 0.00
#> SAMPLE_1509 2 0.0000 0.956 0.00 1.00 0.00 0.00
#> SAMPLE_1510 2 0.0000 0.956 0.00 1.00 0.00 0.00
#> SAMPLE_1511 2 0.0000 0.956 0.00 1.00 0.00 0.00
#> SAMPLE_1517 2 0.0000 0.956 0.00 1.00 0.00 0.00
#> SAMPLE_1521 2 0.0000 0.956 0.00 1.00 0.00 0.00
#> SAMPLE_1522 2 0.0000 0.956 0.00 1.00 0.00 0.00
#> SAMPLE_1537 3 0.0000 0.983 0.00 0.00 1.00 0.00
#> SAMPLE_1547 3 0.0000 0.983 0.00 0.00 1.00 0.00
#> SAMPLE_1555 2 0.0000 0.956 0.00 1.00 0.00 0.00
#> SAMPLE_1559 2 0.0000 0.956 0.00 1.00 0.00 0.00
#> SAMPLE_1561 2 0.0000 0.956 0.00 1.00 0.00 0.00
#> SAMPLE_1562 2 0.0000 0.956 0.00 1.00 0.00 0.00
#> SAMPLE_1564 2 0.0000 0.956 0.00 1.00 0.00 0.00
#> SAMPLE_1567 2 0.0000 0.956 0.00 1.00 0.00 0.00
#> SAMPLE_1571 2 0.0000 0.956 0.00 1.00 0.00 0.00
#> SAMPLE_1574 2 0.0000 0.956 0.00 1.00 0.00 0.00
#> SAMPLE_1576 2 0.0000 0.956 0.00 1.00 0.00 0.00
#> SAMPLE_1580 4 0.0000 0.982 0.00 0.00 0.00 1.00
#> SAMPLE_1604 3 0.0000 0.983 0.00 0.00 1.00 0.00
#> SAMPLE_1634 3 0.0000 0.983 0.00 0.00 1.00 0.00
#> SAMPLE_1636 3 0.3610 0.702 0.20 0.00 0.80 0.00
#> SAMPLE_1640 3 0.0000 0.983 0.00 0.00 1.00 0.00
#> SAMPLE_1641 3 0.0000 0.983 0.00 0.00 1.00 0.00
#> SAMPLE_1642 3 0.0000 0.983 0.00 0.00 1.00 0.00
#> SAMPLE_1644 3 0.0000 0.983 0.00 0.00 1.00 0.00
#> SAMPLE_1647 3 0.0000 0.983 0.00 0.00 1.00 0.00
#> SAMPLE_1648 3 0.0000 0.983 0.00 0.00 1.00 0.00
#> SAMPLE_1649 3 0.0000 0.983 0.00 0.00 1.00 0.00
#> SAMPLE_1652 3 0.0000 0.983 0.00 0.00 1.00 0.00
#> SAMPLE_1655 3 0.0000 0.983 0.00 0.00 1.00 0.00
#> SAMPLE_1656 3 0.0000 0.983 0.00 0.00 1.00 0.00
#> SAMPLE_1658 2 0.0000 0.956 0.00 1.00 0.00 0.00
#> SAMPLE_1671 3 0.0000 0.983 0.00 0.00 1.00 0.00
#> SAMPLE_1674 1 0.0000 0.995 1.00 0.00 0.00 0.00
#> SAMPLE_1675 1 0.0000 0.995 1.00 0.00 0.00 0.00
#> SAMPLE_1676 3 0.0000 0.983 0.00 0.00 1.00 0.00
#> SAMPLE_1681 3 0.0000 0.983 0.00 0.00 1.00 0.00
#> SAMPLE_1685 2 0.3801 0.769 0.00 0.78 0.00 0.22
#> SAMPLE_1686 1 0.0000 0.995 1.00 0.00 0.00 0.00
#> SAMPLE_1716 1 0.0000 0.995 1.00 0.00 0.00 0.00
#> SAMPLE_1720 1 0.0000 0.995 1.00 0.00 0.00 0.00
#> SAMPLE_1721 1 0.0000 0.995 1.00 0.00 0.00 0.00
#> SAMPLE_1724 1 0.0000 0.995 1.00 0.00 0.00 0.00
#> SAMPLE_1726 1 0.0000 0.995 1.00 0.00 0.00 0.00
#> SAMPLE_1729 1 0.0000 0.995 1.00 0.00 0.00 0.00
#> SAMPLE_1737 4 0.0000 0.982 0.00 0.00 0.00 1.00
#> SAMPLE_1740 1 0.0000 0.995 1.00 0.00 0.00 0.00
#> SAMPLE_1745 1 0.0000 0.995 1.00 0.00 0.00 0.00
#> SAMPLE_1747 1 0.0000 0.995 1.00 0.00 0.00 0.00
#> SAMPLE_1749 1 0.0000 0.995 1.00 0.00 0.00 0.00
#> SAMPLE_1750 1 0.0000 0.995 1.00 0.00 0.00 0.00
#> SAMPLE_1751 1 0.0000 0.995 1.00 0.00 0.00 0.00
#> SAMPLE_1754 3 0.0000 0.983 0.00 0.00 1.00 0.00
#> SAMPLE_1760 3 0.0000 0.983 0.00 0.00 1.00 0.00
#> SAMPLE_1761 3 0.0000 0.983 0.00 0.00 1.00 0.00
#> SAMPLE_1775 1 0.0000 0.995 1.00 0.00 0.00 0.00
#> SAMPLE_1780 1 0.0000 0.995 1.00 0.00 0.00 0.00
#> SAMPLE_1782 1 0.0000 0.995 1.00 0.00 0.00 0.00
#> SAMPLE_1784 1 0.0000 0.995 1.00 0.00 0.00 0.00
#> SAMPLE_1787 1 0.0000 0.995 1.00 0.00 0.00 0.00
#> SAMPLE_1788 1 0.0000 0.995 1.00 0.00 0.00 0.00
#> SAMPLE_1789 1 0.0000 0.995 1.00 0.00 0.00 0.00
#> SAMPLE_1794 1 0.0000 0.995 1.00 0.00 0.00 0.00
#> SAMPLE_1795 1 0.0000 0.995 1.00 0.00 0.00 0.00
#> SAMPLE_1802 3 0.0000 0.983 0.00 0.00 1.00 0.00
#> SAMPLE_1804 3 0.0000 0.983 0.00 0.00 1.00 0.00
#> SAMPLE_1805 3 0.0000 0.983 0.00 0.00 1.00 0.00
#> SAMPLE_1806 3 0.0000 0.983 0.00 0.00 1.00 0.00
#> SAMPLE_1807 3 0.0000 0.983 0.00 0.00 1.00 0.00
#> SAMPLE_1810 3 0.0000 0.983 0.00 0.00 1.00 0.00
#> SAMPLE_1811 3 0.0000 0.983 0.00 0.00 1.00 0.00
#> SAMPLE_1812 3 0.0000 0.983 0.00 0.00 1.00 0.00
#> SAMPLE_1818 3 0.0000 0.983 0.00 0.00 1.00 0.00
#> SAMPLE_1819 3 0.0000 0.983 0.00 0.00 1.00 0.00
#> SAMPLE_1820 3 0.0000 0.983 0.00 0.00 1.00 0.00
#> SAMPLE_1822 3 0.0000 0.983 0.00 0.00 1.00 0.00
#> SAMPLE_1823 3 0.0000 0.983 0.00 0.00 1.00 0.00
#> SAMPLE_1825 3 0.0000 0.983 0.00 0.00 1.00 0.00
#> SAMPLE_1826 3 0.0000 0.983 0.00 0.00 1.00 0.00
#> SAMPLE_1832 3 0.4948 0.225 0.44 0.00 0.56 0.00
#> SAMPLE_1834 1 0.0000 0.995 1.00 0.00 0.00 0.00
#> SAMPLE_1844 3 0.0000 0.983 0.00 0.00 1.00 0.00
#> SAMPLE_1848 1 0.0000 0.995 1.00 0.00 0.00 0.00
#> SAMPLE_1849 1 0.0000 0.995 1.00 0.00 0.00 0.00
#> SAMPLE_1850 3 0.0000 0.983 0.00 0.00 1.00 0.00
#> SAMPLE_1861 1 0.0000 0.995 1.00 0.00 0.00 0.00
#> SAMPLE_1863 1 0.0000 0.995 1.00 0.00 0.00 0.00
#> SAMPLE_1872 2 0.0000 0.956 0.00 1.00 0.00 0.00
#> SAMPLE_1873 2 0.0000 0.956 0.00 1.00 0.00 0.00
#> SAMPLE_1885 1 0.0000 0.995 1.00 0.00 0.00 0.00
#> SAMPLE_1912 4 0.0000 0.982 0.00 0.00 0.00 1.00
#> SAMPLE_1913 3 0.0000 0.983 0.00 0.00 1.00 0.00
#> SAMPLE_1914 3 0.0000 0.983 0.00 0.00 1.00 0.00
#> SAMPLE_1958 4 0.0000 0.982 0.00 0.00 0.00 1.00
#> SAMPLE_1960 3 0.0000 0.983 0.00 0.00 1.00 0.00
#> SAMPLE_1963 3 0.0000 0.983 0.00 0.00 1.00 0.00
#> SAMPLE_1966 2 0.0000 0.956 0.00 1.00 0.00 0.00
#> SAMPLE_1970 4 0.3801 0.697 0.00 0.00 0.22 0.78
#> SAMPLE_1971 3 0.0000 0.983 0.00 0.00 1.00 0.00
#> SAMPLE_1972 3 0.0000 0.983 0.00 0.00 1.00 0.00
#> SAMPLE_1974 1 0.0000 0.995 1.00 0.00 0.00 0.00
#> SAMPLE_1977 1 0.0000 0.995 1.00 0.00 0.00 0.00
#> SAMPLE_1980 4 0.0000 0.982 0.00 0.00 0.00 1.00
#> SAMPLE_1987 4 0.0000 0.982 0.00 0.00 0.00 1.00
#> SAMPLE_1989 4 0.0000 0.982 0.00 0.00 0.00 1.00
#> SAMPLE_1993 1 0.0000 0.995 1.00 0.00 0.00 0.00
#> SAMPLE_1999 4 0.0000 0.982 0.00 0.00 0.00 1.00
#> SAMPLE_2019 3 0.0000 0.983 0.00 0.00 1.00 0.00
#> SAMPLE_2021 1 0.0000 0.995 1.00 0.00 0.00 0.00
#> SAMPLE_2022 3 0.0000 0.983 0.00 0.00 1.00 0.00
#> SAMPLE_2023 1 0.0000 0.995 1.00 0.00 0.00 0.00
#> SAMPLE_2037 3 0.0000 0.983 0.00 0.00 1.00 0.00
#> SAMPLE_2038 1 0.0000 0.995 1.00 0.00 0.00 0.00
#> SAMPLE_2081 4 0.2647 0.843 0.00 0.12 0.00 0.88
#> SAMPLE_2083 2 0.3610 0.792 0.00 0.80 0.00 0.20
#> SAMPLE_2104 4 0.0707 0.963 0.00 0.02 0.00 0.98
#> SAMPLE_2109 2 0.3610 0.792 0.00 0.80 0.00 0.20
#> SAMPLE_2111 2 0.3610 0.792 0.00 0.80 0.00 0.20
#> SAMPLE_2125 2 0.3801 0.769 0.00 0.78 0.00 0.22
#> SAMPLE_2135 2 0.3610 0.792 0.00 0.80 0.00 0.20
#> SAMPLE_2138 2 0.3610 0.792 0.00 0.80 0.00 0.20
#> SAMPLE_2139 1 0.0000 0.995 1.00 0.00 0.00 0.00
#> SAMPLE_2142 1 0.0000 0.995 1.00 0.00 0.00 0.00
#> SAMPLE_2143 1 0.0000 0.995 1.00 0.00 0.00 0.00
#> SAMPLE_2145 1 0.0000 0.995 1.00 0.00 0.00 0.00
#> SAMPLE_2150 3 0.0000 0.983 0.00 0.00 1.00 0.00
#> SAMPLE_2153 3 0.0000 0.983 0.00 0.00 1.00 0.00
#> SAMPLE_2155 2 0.0000 0.956 0.00 1.00 0.00 0.00
#> SAMPLE_2170 3 0.4977 0.159 0.46 0.00 0.54 0.00
#> SAMPLE_2171 3 0.0000 0.983 0.00 0.00 1.00 0.00
#> SAMPLE_2172 1 0.0000 0.995 1.00 0.00 0.00 0.00
#> SAMPLE_2174 1 0.0000 0.995 1.00 0.00 0.00 0.00
#> SAMPLE_2200 1 0.0000 0.995 1.00 0.00 0.00 0.00
#> SAMPLE_2203 1 0.0000 0.995 1.00 0.00 0.00 0.00
#> SAMPLE_2205 4 0.0000 0.982 0.00 0.00 0.00 1.00
#> SAMPLE_2214 4 0.0000 0.982 0.00 0.00 0.00 1.00
#> SAMPLE_2223 3 0.0000 0.983 0.00 0.00 1.00 0.00
#> SAMPLE_2231 1 0.0000 0.995 1.00 0.00 0.00 0.00
#> SAMPLE_2248 1 0.0000 0.995 1.00 0.00 0.00 0.00
#> SAMPLE_2250 4 0.0000 0.982 0.00 0.00 0.00 1.00
#> SAMPLE_2254 1 0.0000 0.995 1.00 0.00 0.00 0.00
#> SAMPLE_2256 1 0.0000 0.995 1.00 0.00 0.00 0.00
#> SAMPLE_2269 3 0.0000 0.983 0.00 0.00 1.00 0.00
#> SAMPLE_2276 1 0.0000 0.995 1.00 0.00 0.00 0.00
#> SAMPLE_2277 1 0.0000 0.995 1.00 0.00 0.00 0.00
#> SAMPLE_2278 1 0.0000 0.995 1.00 0.00 0.00 0.00
#> SAMPLE_2286 1 0.0000 0.995 1.00 0.00 0.00 0.00
#> SAMPLE_2293 1 0.0000 0.995 1.00 0.00 0.00 0.00
#> SAMPLE_2294 1 0.0000 0.995 1.00 0.00 0.00 0.00
#> SAMPLE_2301 1 0.0000 0.995 1.00 0.00 0.00 0.00
#> SAMPLE_2303 4 0.0000 0.982 0.00 0.00 0.00 1.00
#> SAMPLE_2306 1 0.0000 0.995 1.00 0.00 0.00 0.00
#> SAMPLE_2310 1 0.0000 0.995 1.00 0.00 0.00 0.00
#> SAMPLE_2312 1 0.0000 0.995 1.00 0.00 0.00 0.00
#> SAMPLE_2320 1 0.0000 0.995 1.00 0.00 0.00 0.00
#> SAMPLE_2321 1 0.0000 0.995 1.00 0.00 0.00 0.00
#> SAMPLE_2323 1 0.0000 0.995 1.00 0.00 0.00 0.00
#> SAMPLE_2324 1 0.0000 0.995 1.00 0.00 0.00 0.00
#> SAMPLE_2331 1 0.0000 0.995 1.00 0.00 0.00 0.00
#> SAMPLE_2332 1 0.0000 0.995 1.00 0.00 0.00 0.00
#> SAMPLE_2337 3 0.0000 0.983 0.00 0.00 1.00 0.00
#> SAMPLE_2350 4 0.0000 0.982 0.00 0.00 0.00 1.00
#> SAMPLE_2356 1 0.0000 0.995 1.00 0.00 0.00 0.00
#> SAMPLE_2358 1 0.0000 0.995 1.00 0.00 0.00 0.00
#> SAMPLE_2389 1 0.0000 0.995 1.00 0.00 0.00 0.00
#> SAMPLE_2390 1 0.0000 0.995 1.00 0.00 0.00 0.00
#> SAMPLE_2391 4 0.0000 0.982 0.00 0.00 0.00 1.00
#> SAMPLE_2416 1 0.0000 0.995 1.00 0.00 0.00 0.00
#> SAMPLE_2417 1 0.0000 0.995 1.00 0.00 0.00 0.00
#> SAMPLE_2422 4 0.0000 0.982 0.00 0.00 0.00 1.00
#> SAMPLE_2424 1 0.0000 0.995 1.00 0.00 0.00 0.00
#> SAMPLE_2434 1 0.0000 0.995 1.00 0.00 0.00 0.00
#> SAMPLE_2437 3 0.0000 0.983 0.00 0.00 1.00 0.00
#> SAMPLE_2438 3 0.0000 0.983 0.00 0.00 1.00 0.00
#> SAMPLE_2441 1 0.0000 0.995 1.00 0.00 0.00 0.00
#> SAMPLE_2453 1 0.0000 0.995 1.00 0.00 0.00 0.00
#> SAMPLE_2454 3 0.0000 0.983 0.00 0.00 1.00 0.00
#> SAMPLE_2455 3 0.0000 0.983 0.00 0.00 1.00 0.00
#> SAMPLE_2457 1 0.0000 0.995 1.00 0.00 0.00 0.00
#> SAMPLE_2464 1 0.0000 0.995 1.00 0.00 0.00 0.00
#> SAMPLE_2469 3 0.2345 0.851 0.10 0.00 0.90 0.00
#> SAMPLE_2473 1 0.0000 0.995 1.00 0.00 0.00 0.00
#> SAMPLE_2517 1 0.0000 0.995 1.00 0.00 0.00 0.00
#> SAMPLE_2519 1 0.0000 0.995 1.00 0.00 0.00 0.00
#> SAMPLE_2520 1 0.0000 0.995 1.00 0.00 0.00 0.00
#> SAMPLE_2521 1 0.0000 0.995 1.00 0.00 0.00 0.00
#> SAMPLE_2523 3 0.0000 0.983 0.00 0.00 1.00 0.00
#> SAMPLE_2526 3 0.0000 0.983 0.00 0.00 1.00 0.00
#> SAMPLE_2527 1 0.0000 0.995 1.00 0.00 0.00 0.00
#> SAMPLE_2532 1 0.0000 0.995 1.00 0.00 0.00 0.00
#> SAMPLE_2572 3 0.0000 0.983 0.00 0.00 1.00 0.00
#> SAMPLE_2573 2 0.0000 0.956 0.00 1.00 0.00 0.00
#> SAMPLE_2577 1 0.0000 0.995 1.00 0.00 0.00 0.00
#> SAMPLE_2587 1 0.0000 0.995 1.00 0.00 0.00 0.00
#> SAMPLE_2588 1 0.0000 0.995 1.00 0.00 0.00 0.00
#> SAMPLE_2597 3 0.0000 0.983 0.00 0.00 1.00 0.00
#> SAMPLE_2602 3 0.0000 0.983 0.00 0.00 1.00 0.00
#> SAMPLE_2607 1 0.0000 0.995 1.00 0.00 0.00 0.00
#> SAMPLE_2610 1 0.0000 0.995 1.00 0.00 0.00 0.00
#> SAMPLE_2614 1 0.0000 0.995 1.00 0.00 0.00 0.00
#> SAMPLE_2616 1 0.0000 0.995 1.00 0.00 0.00 0.00
#> SAMPLE_2617 1 0.0000 0.995 1.00 0.00 0.00 0.00
#> SAMPLE_2621 1 0.0000 0.995 1.00 0.00 0.00 0.00
#> SAMPLE_2633 1 0.0000 0.995 1.00 0.00 0.00 0.00
#> SAMPLE_2642 1 0.0000 0.995 1.00 0.00 0.00 0.00
#> SAMPLE_2647 1 0.0000 0.995 1.00 0.00 0.00 0.00
#> SAMPLE_2649 3 0.0000 0.983 0.00 0.00 1.00 0.00
#> SAMPLE_2689 2 0.0000 0.956 0.00 1.00 0.00 0.00
#> SAMPLE_2693 2 0.0000 0.956 0.00 1.00 0.00 0.00
#> SAMPLE_2694 2 0.0000 0.956 0.00 1.00 0.00 0.00
#> SAMPLE_2697 2 0.0000 0.956 0.00 1.00 0.00 0.00
#> SAMPLE_2703 1 0.0000 0.995 1.00 0.00 0.00 0.00
#> SAMPLE_2704 1 0.0000 0.995 1.00 0.00 0.00 0.00
#> SAMPLE_2710 2 0.0000 0.956 0.00 1.00 0.00 0.00
#> SAMPLE_2715 2 0.0000 0.956 0.00 1.00 0.00 0.00
#> SAMPLE_2717 2 0.0000 0.956 0.00 1.00 0.00 0.00
#> SAMPLE_2727 1 0.0000 0.995 1.00 0.00 0.00 0.00
#> SAMPLE_2735 3 0.0000 0.983 0.00 0.00 1.00 0.00
#> SAMPLE_2763 2 0.0000 0.956 0.00 1.00 0.00 0.00
#> SAMPLE_2768 2 0.0000 0.956 0.00 1.00 0.00 0.00
#> SAMPLE_2769 2 0.0000 0.956 0.00 1.00 0.00 0.00
#> SAMPLE_2771 4 0.0000 0.982 0.00 0.00 0.00 1.00
#> SAMPLE_2776 4 0.0000 0.982 0.00 0.00 0.00 1.00
#> SAMPLE_2786 1 0.0707 0.972 0.98 0.00 0.02 0.00
#> SAMPLE_2789 2 0.0000 0.956 0.00 1.00 0.00 0.00
#> SAMPLE_2793 2 0.0000 0.956 0.00 1.00 0.00 0.00
#> SAMPLE_2794 2 0.0000 0.956 0.00 1.00 0.00 0.00
#> SAMPLE_2798 3 0.0000 0.983 0.00 0.00 1.00 0.00
#> SAMPLE_2799 3 0.0000 0.983 0.00 0.00 1.00 0.00
cbind(get_classes(res, k = 5), get_membership(res, k = 5))
#> class entropy silhouette p1 p2 p3 p4 p5
#> SAMPLE_2 3 0.0000 0.975 0.00 0.00 1.00 0.00 0.00
#> SAMPLE_4 3 0.0000 0.975 0.00 0.00 1.00 0.00 0.00
#> SAMPLE_10 3 0.0609 0.973 0.00 0.00 0.98 0.00 0.02
#> SAMPLE_11 3 0.0609 0.973 0.00 0.00 0.98 0.00 0.02
#> SAMPLE_12 3 0.0609 0.973 0.00 0.00 0.98 0.00 0.02
#> SAMPLE_17 3 0.0000 0.975 0.00 0.00 1.00 0.00 0.00
#> SAMPLE_18 3 0.0609 0.973 0.00 0.00 0.98 0.00 0.02
#> SAMPLE_22 3 0.0000 0.975 0.00 0.00 1.00 0.00 0.00
#> SAMPLE_26 3 0.0000 0.975 0.00 0.00 1.00 0.00 0.00
#> SAMPLE_27 3 0.2280 0.785 0.12 0.00 0.88 0.00 0.00
#> SAMPLE_28 3 0.0609 0.973 0.00 0.00 0.98 0.00 0.02
#> SAMPLE_68 2 0.2516 0.876 0.00 0.86 0.00 0.14 0.00
#> SAMPLE_102 4 0.0000 0.969 0.00 0.00 0.00 1.00 0.00
#> SAMPLE_121 2 0.2732 0.854 0.00 0.84 0.00 0.16 0.00
#> SAMPLE_122 2 0.2516 0.876 0.00 0.86 0.00 0.14 0.00
#> SAMPLE_123 5 0.2020 0.998 0.00 0.00 0.10 0.00 0.90
#> SAMPLE_157 4 0.2020 0.929 0.00 0.00 0.00 0.90 0.10
#> SAMPLE_211 5 0.2020 0.998 0.00 0.00 0.10 0.00 0.90
#> SAMPLE_214 3 0.0609 0.973 0.00 0.00 0.98 0.00 0.02
#> SAMPLE_219 4 0.0000 0.969 0.00 0.00 0.00 1.00 0.00
#> SAMPLE_234 1 0.0000 0.998 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_235 1 0.0000 0.998 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_236 1 0.0000 0.998 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_238 1 0.1732 0.921 0.92 0.00 0.00 0.00 0.08
#> SAMPLE_239 1 0.0000 0.998 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_241 1 0.0609 0.981 0.98 0.00 0.00 0.00 0.02
#> SAMPLE_242 1 0.0000 0.998 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_245 1 0.0000 0.998 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_246 1 0.0000 0.998 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_247 1 0.0000 0.998 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_248 1 0.0000 0.998 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_250 1 0.0000 0.998 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_251 1 0.0000 0.998 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_253 1 0.0000 0.998 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_254 1 0.0000 0.998 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_255 1 0.0000 0.998 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_256 1 0.0000 0.998 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_257 1 0.0000 0.998 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_258 1 0.0000 0.998 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_262 3 0.0000 0.975 0.00 0.00 1.00 0.00 0.00
#> SAMPLE_264 3 0.0609 0.973 0.00 0.00 0.98 0.00 0.02
#> SAMPLE_266 3 0.0000 0.975 0.00 0.00 1.00 0.00 0.00
#> SAMPLE_270 1 0.0000 0.998 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_271 1 0.0000 0.998 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_273 5 0.2020 0.998 0.00 0.00 0.10 0.00 0.90
#> SAMPLE_337 3 0.4262 0.202 0.44 0.00 0.56 0.00 0.00
#> SAMPLE_344 5 0.2020 0.998 0.00 0.00 0.10 0.00 0.90
#> SAMPLE_351 5 0.2020 0.998 0.00 0.00 0.10 0.00 0.90
#> SAMPLE_357 5 0.2020 0.998 0.00 0.00 0.10 0.00 0.90
#> SAMPLE_360 5 0.2020 0.998 0.00 0.00 0.10 0.00 0.90
#> SAMPLE_553 4 0.0000 0.969 0.00 0.00 0.00 1.00 0.00
#> SAMPLE_609 4 0.0000 0.969 0.00 0.00 0.00 1.00 0.00
#> SAMPLE_610 4 0.0000 0.969 0.00 0.00 0.00 1.00 0.00
#> SAMPLE_618 1 0.0000 0.998 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_619 1 0.0609 0.981 0.98 0.00 0.00 0.00 0.02
#> SAMPLE_622 1 0.0000 0.998 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_623 1 0.0000 0.998 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_624 1 0.0000 0.998 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_626 1 0.0000 0.998 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_628 1 0.0000 0.998 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_631 1 0.0000 0.998 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_632 1 0.0000 0.998 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_633 1 0.0000 0.998 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_635 1 0.0000 0.998 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_637 3 0.0000 0.975 0.00 0.00 1.00 0.00 0.00
#> SAMPLE_745 1 0.0000 0.998 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_752 4 0.1216 0.949 0.00 0.00 0.02 0.96 0.02
#> SAMPLE_753 4 0.0000 0.969 0.00 0.00 0.00 1.00 0.00
#> SAMPLE_767 4 0.0000 0.969 0.00 0.00 0.00 1.00 0.00
#> SAMPLE_794 4 0.2020 0.929 0.00 0.00 0.00 0.90 0.10
#> SAMPLE_795 1 0.0000 0.998 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_816 1 0.0000 0.998 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_817 1 0.0000 0.998 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_819 1 0.0000 0.998 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_820 1 0.0000 0.998 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_821 1 0.0000 0.998 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_823 1 0.0000 0.998 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_824 1 0.0000 0.998 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_825 1 0.0000 0.998 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_827 1 0.0000 0.998 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_829 1 0.0000 0.998 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_830 1 0.0000 0.998 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_831 1 0.0609 0.981 0.98 0.00 0.00 0.00 0.02
#> SAMPLE_832 1 0.0000 0.998 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_835 1 0.0000 0.998 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_836 1 0.0000 0.998 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_837 1 0.0000 0.998 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_841 4 0.2616 0.902 0.00 0.00 0.02 0.88 0.10
#> SAMPLE_843 1 0.0000 0.998 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_853 4 0.2020 0.929 0.00 0.00 0.00 0.90 0.10
#> SAMPLE_866 2 0.2516 0.876 0.00 0.86 0.00 0.14 0.00
#> SAMPLE_871 1 0.0000 0.998 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_876 1 0.1043 0.962 0.96 0.00 0.00 0.00 0.04
#> SAMPLE_896 3 0.0609 0.973 0.00 0.00 0.98 0.00 0.02
#> SAMPLE_908 3 0.0000 0.975 0.00 0.00 1.00 0.00 0.00
#> SAMPLE_927 4 0.0609 0.964 0.00 0.00 0.00 0.98 0.02
#> SAMPLE_928 5 0.2020 0.998 0.00 0.00 0.10 0.00 0.90
#> SAMPLE_938 5 0.2020 0.998 0.00 0.00 0.10 0.00 0.90
#> SAMPLE_942 5 0.2020 0.998 0.00 0.00 0.10 0.00 0.90
#> SAMPLE_944 5 0.2020 0.998 0.00 0.00 0.10 0.00 0.90
#> SAMPLE_951 5 0.2020 0.998 0.00 0.00 0.10 0.00 0.90
#> SAMPLE_952 5 0.2020 0.998 0.00 0.00 0.10 0.00 0.90
#> SAMPLE_965 5 0.2020 0.998 0.00 0.00 0.10 0.00 0.90
#> SAMPLE_968 5 0.2020 0.998 0.00 0.00 0.10 0.00 0.90
#> SAMPLE_987 2 0.0000 0.969 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_990 5 0.2020 0.998 0.00 0.00 0.10 0.00 0.90
#> SAMPLE_1012 5 0.2020 0.998 0.00 0.00 0.10 0.00 0.90
#> SAMPLE_1017 5 0.2020 0.998 0.00 0.00 0.10 0.00 0.90
#> SAMPLE_1024 5 0.2020 0.998 0.00 0.00 0.10 0.00 0.90
#> SAMPLE_1164 3 0.0609 0.973 0.00 0.00 0.98 0.00 0.02
#> SAMPLE_1170 3 0.0000 0.975 0.00 0.00 1.00 0.00 0.00
#> SAMPLE_1188 3 0.0000 0.975 0.00 0.00 1.00 0.00 0.00
#> SAMPLE_1189 1 0.0000 0.998 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_1207 3 0.0609 0.973 0.00 0.00 0.98 0.00 0.02
#> SAMPLE_1214 3 0.0609 0.973 0.00 0.00 0.98 0.00 0.02
#> SAMPLE_1223 4 0.0000 0.969 0.00 0.00 0.00 1.00 0.00
#> SAMPLE_1225 4 0.0000 0.969 0.00 0.00 0.00 1.00 0.00
#> SAMPLE_1251 3 0.0000 0.975 0.00 0.00 1.00 0.00 0.00
#> SAMPLE_1263 5 0.2020 0.998 0.00 0.00 0.10 0.00 0.90
#> SAMPLE_1279 3 0.0000 0.975 0.00 0.00 1.00 0.00 0.00
#> SAMPLE_1285 2 0.0000 0.969 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_1289 2 0.0000 0.969 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_1296 4 0.0000 0.969 0.00 0.00 0.00 1.00 0.00
#> SAMPLE_1299 4 0.0000 0.969 0.00 0.00 0.00 1.00 0.00
#> SAMPLE_1300 4 0.0000 0.969 0.00 0.00 0.00 1.00 0.00
#> SAMPLE_1305 4 0.0000 0.969 0.00 0.00 0.00 1.00 0.00
#> SAMPLE_1311 2 0.2516 0.876 0.00 0.86 0.00 0.14 0.00
#> SAMPLE_1345 4 0.0000 0.969 0.00 0.00 0.00 1.00 0.00
#> SAMPLE_1351 4 0.2020 0.929 0.00 0.00 0.00 0.90 0.10
#> SAMPLE_1398 4 0.0000 0.969 0.00 0.00 0.00 1.00 0.00
#> SAMPLE_1404 4 0.2020 0.929 0.00 0.00 0.00 0.90 0.10
#> SAMPLE_1425 2 0.0000 0.969 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_1426 2 0.0000 0.969 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_1461 5 0.2020 0.998 0.00 0.00 0.10 0.00 0.90
#> SAMPLE_1492 2 0.0000 0.969 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_1493 2 0.0000 0.969 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_1494 2 0.0000 0.969 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_1496 2 0.0000 0.969 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_1497 2 0.0000 0.969 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_1498 2 0.0000 0.969 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_1500 2 0.0000 0.969 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_1504 2 0.0000 0.969 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_1507 2 0.0000 0.969 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_1508 2 0.0000 0.969 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_1509 2 0.0000 0.969 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_1510 2 0.0000 0.969 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_1511 2 0.0000 0.969 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_1517 2 0.0000 0.969 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_1521 2 0.0000 0.969 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_1522 2 0.0000 0.969 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_1537 5 0.2020 0.998 0.00 0.00 0.10 0.00 0.90
#> SAMPLE_1547 5 0.2020 0.998 0.00 0.00 0.10 0.00 0.90
#> SAMPLE_1555 2 0.0000 0.969 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_1559 2 0.0000 0.969 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_1561 2 0.0000 0.969 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_1562 2 0.0000 0.969 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_1564 2 0.0000 0.969 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_1567 2 0.0000 0.969 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_1571 2 0.0000 0.969 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_1574 2 0.0000 0.969 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_1576 2 0.0000 0.969 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_1580 4 0.0609 0.964 0.00 0.00 0.00 0.98 0.02
#> SAMPLE_1604 3 0.0609 0.973 0.00 0.00 0.98 0.00 0.02
#> SAMPLE_1634 5 0.2516 0.956 0.00 0.00 0.14 0.00 0.86
#> SAMPLE_1636 3 0.0000 0.975 0.00 0.00 1.00 0.00 0.00
#> SAMPLE_1640 3 0.0000 0.975 0.00 0.00 1.00 0.00 0.00
#> SAMPLE_1641 3 0.0609 0.973 0.00 0.00 0.98 0.00 0.02
#> SAMPLE_1642 3 0.0000 0.975 0.00 0.00 1.00 0.00 0.00
#> SAMPLE_1644 3 0.0000 0.975 0.00 0.00 1.00 0.00 0.00
#> SAMPLE_1647 3 0.0000 0.975 0.00 0.00 1.00 0.00 0.00
#> SAMPLE_1648 3 0.0609 0.973 0.00 0.00 0.98 0.00 0.02
#> SAMPLE_1649 3 0.0609 0.973 0.00 0.00 0.98 0.00 0.02
#> SAMPLE_1652 3 0.0609 0.973 0.00 0.00 0.98 0.00 0.02
#> SAMPLE_1655 3 0.0609 0.973 0.00 0.00 0.98 0.00 0.02
#> SAMPLE_1656 3 0.0000 0.975 0.00 0.00 1.00 0.00 0.00
#> SAMPLE_1658 2 0.0000 0.969 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_1671 5 0.2020 0.998 0.00 0.00 0.10 0.00 0.90
#> SAMPLE_1674 1 0.0609 0.979 0.98 0.00 0.02 0.00 0.00
#> SAMPLE_1675 1 0.0000 0.998 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_1676 3 0.0000 0.975 0.00 0.00 1.00 0.00 0.00
#> SAMPLE_1681 3 0.0609 0.973 0.00 0.00 0.98 0.00 0.02
#> SAMPLE_1685 2 0.2516 0.876 0.00 0.86 0.00 0.14 0.00
#> SAMPLE_1686 1 0.0000 0.998 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_1716 1 0.0000 0.998 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_1720 1 0.0000 0.998 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_1721 1 0.0000 0.998 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_1724 1 0.0000 0.998 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_1726 1 0.0000 0.998 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_1729 1 0.0000 0.998 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_1737 4 0.2020 0.929 0.00 0.00 0.00 0.90 0.10
#> SAMPLE_1740 1 0.0000 0.998 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_1745 1 0.0609 0.981 0.98 0.00 0.00 0.00 0.02
#> SAMPLE_1747 1 0.0000 0.998 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_1749 1 0.0000 0.998 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_1750 1 0.0000 0.998 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_1751 1 0.0000 0.998 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_1754 3 0.0000 0.975 0.00 0.00 1.00 0.00 0.00
#> SAMPLE_1760 3 0.0000 0.975 0.00 0.00 1.00 0.00 0.00
#> SAMPLE_1761 3 0.0000 0.975 0.00 0.00 1.00 0.00 0.00
#> SAMPLE_1775 1 0.0000 0.998 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_1780 1 0.0000 0.998 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_1782 1 0.0000 0.998 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_1784 1 0.0000 0.998 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_1787 1 0.0000 0.998 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_1788 1 0.0000 0.998 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_1789 1 0.0000 0.998 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_1794 1 0.0000 0.998 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_1795 1 0.0000 0.998 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_1802 3 0.0609 0.973 0.00 0.00 0.98 0.00 0.02
#> SAMPLE_1804 3 0.0609 0.973 0.00 0.00 0.98 0.00 0.02
#> SAMPLE_1805 3 0.0609 0.973 0.00 0.00 0.98 0.00 0.02
#> SAMPLE_1806 3 0.0000 0.975 0.00 0.00 1.00 0.00 0.00
#> SAMPLE_1807 3 0.0000 0.975 0.00 0.00 1.00 0.00 0.00
#> SAMPLE_1810 3 0.0609 0.973 0.00 0.00 0.98 0.00 0.02
#> SAMPLE_1811 3 0.0000 0.975 0.00 0.00 1.00 0.00 0.00
#> SAMPLE_1812 3 0.0609 0.973 0.00 0.00 0.98 0.00 0.02
#> SAMPLE_1818 3 0.0000 0.975 0.00 0.00 1.00 0.00 0.00
#> SAMPLE_1819 3 0.0000 0.975 0.00 0.00 1.00 0.00 0.00
#> SAMPLE_1820 3 0.0609 0.973 0.00 0.00 0.98 0.00 0.02
#> SAMPLE_1822 3 0.0609 0.973 0.00 0.00 0.98 0.00 0.02
#> SAMPLE_1823 3 0.0609 0.973 0.00 0.00 0.98 0.00 0.02
#> SAMPLE_1825 3 0.0609 0.973 0.00 0.00 0.98 0.00 0.02
#> SAMPLE_1826 3 0.0609 0.973 0.00 0.00 0.98 0.00 0.02
#> SAMPLE_1832 3 0.1648 0.900 0.04 0.00 0.94 0.00 0.02
#> SAMPLE_1834 1 0.0000 0.998 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_1844 3 0.0000 0.975 0.00 0.00 1.00 0.00 0.00
#> SAMPLE_1848 1 0.0000 0.998 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_1849 1 0.0000 0.998 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_1850 3 0.0609 0.973 0.00 0.00 0.98 0.00 0.02
#> SAMPLE_1861 1 0.0000 0.998 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_1863 1 0.0000 0.998 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_1872 2 0.0000 0.969 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_1873 2 0.0000 0.969 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_1885 1 0.0000 0.998 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_1912 4 0.0000 0.969 0.00 0.00 0.00 1.00 0.00
#> SAMPLE_1913 3 0.0609 0.973 0.00 0.00 0.98 0.00 0.02
#> SAMPLE_1914 3 0.0609 0.973 0.00 0.00 0.98 0.00 0.02
#> SAMPLE_1958 4 0.0000 0.969 0.00 0.00 0.00 1.00 0.00
#> SAMPLE_1960 3 0.0609 0.973 0.00 0.00 0.98 0.00 0.02
#> SAMPLE_1963 3 0.0609 0.973 0.00 0.00 0.98 0.00 0.02
#> SAMPLE_1966 2 0.0000 0.969 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_1970 4 0.3110 0.845 0.00 0.00 0.06 0.86 0.08
#> SAMPLE_1971 3 0.0609 0.973 0.00 0.00 0.98 0.00 0.02
#> SAMPLE_1972 3 0.0000 0.975 0.00 0.00 1.00 0.00 0.00
#> SAMPLE_1974 1 0.0000 0.998 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_1977 1 0.0000 0.998 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_1980 4 0.0000 0.969 0.00 0.00 0.00 1.00 0.00
#> SAMPLE_1987 4 0.0000 0.969 0.00 0.00 0.00 1.00 0.00
#> SAMPLE_1989 4 0.0000 0.969 0.00 0.00 0.00 1.00 0.00
#> SAMPLE_1993 1 0.0000 0.998 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_1999 4 0.0000 0.969 0.00 0.00 0.00 1.00 0.00
#> SAMPLE_2019 3 0.0609 0.961 0.00 0.00 0.98 0.00 0.02
#> SAMPLE_2021 1 0.0000 0.998 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_2022 5 0.2020 0.998 0.00 0.00 0.10 0.00 0.90
#> SAMPLE_2023 1 0.0000 0.998 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_2037 3 0.0000 0.975 0.00 0.00 1.00 0.00 0.00
#> SAMPLE_2038 1 0.0000 0.998 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_2081 4 0.1732 0.889 0.00 0.08 0.00 0.92 0.00
#> SAMPLE_2083 2 0.2516 0.876 0.00 0.86 0.00 0.14 0.00
#> SAMPLE_2104 4 0.0609 0.954 0.00 0.02 0.00 0.98 0.00
#> SAMPLE_2109 2 0.2516 0.876 0.00 0.86 0.00 0.14 0.00
#> SAMPLE_2111 2 0.2516 0.876 0.00 0.86 0.00 0.14 0.00
#> SAMPLE_2125 2 0.2516 0.876 0.00 0.86 0.00 0.14 0.00
#> SAMPLE_2135 2 0.2516 0.876 0.00 0.86 0.00 0.14 0.00
#> SAMPLE_2138 2 0.2516 0.876 0.00 0.86 0.00 0.14 0.00
#> SAMPLE_2139 1 0.0000 0.998 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_2142 1 0.0000 0.998 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_2143 1 0.0000 0.998 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_2145 1 0.0000 0.998 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_2150 3 0.0000 0.975 0.00 0.00 1.00 0.00 0.00
#> SAMPLE_2153 3 0.0000 0.975 0.00 0.00 1.00 0.00 0.00
#> SAMPLE_2155 2 0.1732 0.919 0.00 0.92 0.00 0.08 0.00
#> SAMPLE_2170 3 0.2732 0.709 0.16 0.00 0.84 0.00 0.00
#> SAMPLE_2171 3 0.0000 0.975 0.00 0.00 1.00 0.00 0.00
#> SAMPLE_2172 1 0.0000 0.998 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_2174 1 0.0000 0.998 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_2200 1 0.0000 0.998 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_2203 1 0.0000 0.998 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_2205 4 0.0000 0.969 0.00 0.00 0.00 1.00 0.00
#> SAMPLE_2214 4 0.0609 0.964 0.00 0.00 0.00 0.98 0.02
#> SAMPLE_2223 5 0.2020 0.998 0.00 0.00 0.10 0.00 0.90
#> SAMPLE_2231 1 0.0000 0.998 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_2248 1 0.0000 0.998 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_2250 4 0.0000 0.969 0.00 0.00 0.00 1.00 0.00
#> SAMPLE_2254 1 0.0000 0.998 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_2256 1 0.0000 0.998 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_2269 3 0.0000 0.975 0.00 0.00 1.00 0.00 0.00
#> SAMPLE_2276 1 0.0000 0.998 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_2277 1 0.0000 0.998 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_2278 1 0.0000 0.998 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_2286 1 0.0000 0.998 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_2293 1 0.0000 0.998 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_2294 1 0.0000 0.998 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_2301 1 0.0609 0.981 0.98 0.00 0.00 0.00 0.02
#> SAMPLE_2303 4 0.2020 0.929 0.00 0.00 0.00 0.90 0.10
#> SAMPLE_2306 1 0.0000 0.998 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_2310 1 0.0000 0.998 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_2312 1 0.0000 0.998 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_2320 1 0.0000 0.998 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_2321 1 0.0000 0.998 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_2323 1 0.0000 0.998 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_2324 1 0.0000 0.998 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_2331 1 0.0000 0.998 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_2332 1 0.0000 0.998 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_2337 3 0.0000 0.975 0.00 0.00 1.00 0.00 0.00
#> SAMPLE_2350 4 0.2020 0.929 0.00 0.00 0.00 0.90 0.10
#> SAMPLE_2356 1 0.0000 0.998 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_2358 1 0.0000 0.998 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_2389 1 0.0000 0.998 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_2390 1 0.0609 0.979 0.98 0.00 0.02 0.00 0.00
#> SAMPLE_2391 4 0.0000 0.969 0.00 0.00 0.00 1.00 0.00
#> SAMPLE_2416 1 0.0000 0.998 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_2417 1 0.0000 0.998 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_2422 4 0.0000 0.969 0.00 0.00 0.00 1.00 0.00
#> SAMPLE_2424 1 0.0000 0.998 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_2434 1 0.0000 0.998 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_2437 3 0.0000 0.975 0.00 0.00 1.00 0.00 0.00
#> SAMPLE_2438 3 0.0609 0.973 0.00 0.00 0.98 0.00 0.02
#> SAMPLE_2441 1 0.0000 0.998 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_2453 1 0.0000 0.998 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_2454 3 0.0000 0.975 0.00 0.00 1.00 0.00 0.00
#> SAMPLE_2455 3 0.0000 0.975 0.00 0.00 1.00 0.00 0.00
#> SAMPLE_2457 1 0.0000 0.998 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_2464 1 0.0000 0.998 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_2469 3 0.0609 0.952 0.02 0.00 0.98 0.00 0.00
#> SAMPLE_2473 1 0.0000 0.998 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_2517 1 0.0000 0.998 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_2519 1 0.0000 0.998 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_2520 1 0.0000 0.998 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_2521 1 0.0000 0.998 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_2523 3 0.0000 0.975 0.00 0.00 1.00 0.00 0.00
#> SAMPLE_2526 3 0.0000 0.975 0.00 0.00 1.00 0.00 0.00
#> SAMPLE_2527 1 0.0609 0.979 0.98 0.00 0.02 0.00 0.00
#> SAMPLE_2532 1 0.0000 0.998 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_2572 3 0.0609 0.973 0.00 0.00 0.98 0.00 0.02
#> SAMPLE_2573 2 0.0000 0.969 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_2577 1 0.0000 0.998 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_2587 1 0.0000 0.998 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_2588 1 0.0000 0.998 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_2597 3 0.0000 0.975 0.00 0.00 1.00 0.00 0.00
#> SAMPLE_2602 3 0.0000 0.975 0.00 0.00 1.00 0.00 0.00
#> SAMPLE_2607 1 0.0000 0.998 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_2610 1 0.0000 0.998 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_2614 1 0.0000 0.998 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_2616 1 0.0000 0.998 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_2617 1 0.0000 0.998 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_2621 1 0.0000 0.998 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_2633 1 0.0000 0.998 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_2642 1 0.0000 0.998 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_2647 1 0.0000 0.998 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_2649 3 0.0609 0.973 0.00 0.00 0.98 0.00 0.02
#> SAMPLE_2689 2 0.0000 0.969 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_2693 2 0.0000 0.969 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_2694 2 0.0000 0.969 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_2697 2 0.0000 0.969 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_2703 1 0.0000 0.998 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_2704 1 0.0000 0.998 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_2710 2 0.0000 0.969 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_2715 2 0.0000 0.969 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_2717 2 0.0000 0.969 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_2727 1 0.1043 0.956 0.96 0.00 0.04 0.00 0.00
#> SAMPLE_2735 3 0.0609 0.973 0.00 0.00 0.98 0.00 0.02
#> SAMPLE_2763 2 0.0000 0.969 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_2768 2 0.0000 0.969 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_2769 2 0.0000 0.969 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_2771 4 0.2020 0.929 0.00 0.00 0.00 0.90 0.10
#> SAMPLE_2776 4 0.0609 0.964 0.00 0.00 0.00 0.98 0.02
#> SAMPLE_2786 1 0.0609 0.979 0.98 0.00 0.02 0.00 0.00
#> SAMPLE_2789 2 0.0000 0.969 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_2793 2 0.0000 0.969 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_2794 2 0.0000 0.969 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_2798 3 0.0609 0.973 0.00 0.00 0.98 0.00 0.02
#> SAMPLE_2799 3 0.0000 0.975 0.00 0.00 1.00 0.00 0.00
cbind(get_classes(res, k = 6), get_membership(res, k = 6))
#> class entropy silhouette p1 p2 p3 p4 p5 p6
#> SAMPLE_2 3 0.0000 0.9148 0.00 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_4 3 0.1267 0.8879 0.00 0.00 0.94 0.00 0.00 0.06
#> SAMPLE_10 3 0.0000 0.9148 0.00 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_11 3 0.0000 0.9148 0.00 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_12 3 0.0000 0.9148 0.00 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_17 3 0.4834 0.6005 0.10 0.00 0.64 0.00 0.00 0.26
#> SAMPLE_18 3 0.0000 0.9148 0.00 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_22 3 0.0000 0.9148 0.00 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_26 3 0.2048 0.8410 0.00 0.00 0.88 0.00 0.00 0.12
#> SAMPLE_27 3 0.5406 0.3230 0.12 0.00 0.50 0.00 0.00 0.38
#> SAMPLE_28 3 0.0000 0.9148 0.00 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_68 4 0.3309 0.6431 0.00 0.28 0.00 0.72 0.00 0.00
#> SAMPLE_102 4 0.0000 0.8120 0.00 0.00 0.00 1.00 0.00 0.00
#> SAMPLE_121 4 0.3309 0.6431 0.00 0.28 0.00 0.72 0.00 0.00
#> SAMPLE_122 4 0.3309 0.6431 0.00 0.28 0.00 0.72 0.00 0.00
#> SAMPLE_123 5 0.2260 0.9445 0.00 0.00 0.14 0.00 0.86 0.00
#> SAMPLE_157 6 0.5428 0.6650 0.00 0.00 0.00 0.32 0.14 0.54
#> SAMPLE_211 5 0.2260 0.9445 0.00 0.00 0.14 0.00 0.86 0.00
#> SAMPLE_214 3 0.0000 0.9148 0.00 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_219 4 0.0000 0.8120 0.00 0.00 0.00 1.00 0.00 0.00
#> SAMPLE_234 1 0.2941 0.8071 0.78 0.00 0.00 0.00 0.00 0.22
#> SAMPLE_235 1 0.0000 0.9163 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_236 1 0.0000 0.9163 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_238 6 0.3679 0.3567 0.20 0.00 0.00 0.00 0.04 0.76
#> SAMPLE_239 1 0.3409 0.7305 0.70 0.00 0.00 0.00 0.00 0.30
#> SAMPLE_241 1 0.2941 0.8071 0.78 0.00 0.00 0.00 0.00 0.22
#> SAMPLE_242 1 0.0000 0.9163 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_245 1 0.2941 0.8071 0.78 0.00 0.00 0.00 0.00 0.22
#> SAMPLE_246 1 0.2941 0.8071 0.78 0.00 0.00 0.00 0.00 0.22
#> SAMPLE_247 1 0.0000 0.9163 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_248 1 0.2048 0.8665 0.88 0.00 0.00 0.00 0.00 0.12
#> SAMPLE_250 1 0.2631 0.8304 0.82 0.00 0.00 0.00 0.00 0.18
#> SAMPLE_251 1 0.0000 0.9163 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_253 1 0.2941 0.8071 0.78 0.00 0.00 0.00 0.00 0.22
#> SAMPLE_254 1 0.0000 0.9163 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_255 1 0.0000 0.9163 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_256 1 0.0000 0.9163 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_257 1 0.2454 0.8424 0.84 0.00 0.00 0.00 0.00 0.16
#> SAMPLE_258 1 0.2941 0.8071 0.78 0.00 0.00 0.00 0.00 0.22
#> SAMPLE_262 3 0.0000 0.9148 0.00 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_264 3 0.0000 0.9148 0.00 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_266 3 0.0000 0.9148 0.00 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_270 1 0.0547 0.9057 0.98 0.00 0.00 0.00 0.00 0.02
#> SAMPLE_271 1 0.0000 0.9163 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_273 5 0.2260 0.9445 0.00 0.00 0.14 0.00 0.86 0.00
#> SAMPLE_337 6 0.5963 0.0188 0.24 0.00 0.32 0.00 0.00 0.44
#> SAMPLE_344 5 0.2260 0.9445 0.00 0.00 0.14 0.00 0.86 0.00
#> SAMPLE_351 5 0.2260 0.9445 0.00 0.00 0.14 0.00 0.86 0.00
#> SAMPLE_357 5 0.2260 0.9445 0.00 0.00 0.14 0.00 0.86 0.00
#> SAMPLE_360 5 0.2260 0.9445 0.00 0.00 0.14 0.00 0.86 0.00
#> SAMPLE_553 4 0.0000 0.8120 0.00 0.00 0.00 1.00 0.00 0.00
#> SAMPLE_609 4 0.0000 0.8120 0.00 0.00 0.00 1.00 0.00 0.00
#> SAMPLE_610 4 0.0000 0.8120 0.00 0.00 0.00 1.00 0.00 0.00
#> SAMPLE_618 1 0.0937 0.9010 0.96 0.00 0.00 0.00 0.00 0.04
#> SAMPLE_619 1 0.2941 0.8071 0.78 0.00 0.00 0.00 0.00 0.22
#> SAMPLE_622 1 0.0000 0.9163 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_623 1 0.0000 0.9163 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_624 1 0.0000 0.9163 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_626 1 0.0000 0.9163 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_628 1 0.0000 0.9163 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_631 1 0.0000 0.9163 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_632 1 0.0000 0.9163 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_633 1 0.0000 0.9163 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_635 1 0.0000 0.9163 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_637 3 0.1267 0.8879 0.00 0.00 0.94 0.00 0.00 0.06
#> SAMPLE_745 1 0.0000 0.9163 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_752 5 0.6331 -0.2198 0.00 0.00 0.02 0.38 0.40 0.20
#> SAMPLE_753 4 0.0000 0.8120 0.00 0.00 0.00 1.00 0.00 0.00
#> SAMPLE_767 4 0.0000 0.8120 0.00 0.00 0.00 1.00 0.00 0.00
#> SAMPLE_794 6 0.5428 0.6650 0.00 0.00 0.00 0.32 0.14 0.54
#> SAMPLE_795 1 0.0000 0.9163 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_816 1 0.0000 0.9163 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_817 1 0.0000 0.9163 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_819 1 0.0937 0.9014 0.96 0.00 0.00 0.00 0.00 0.04
#> SAMPLE_820 1 0.0000 0.9163 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_821 1 0.0000 0.9163 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_823 1 0.0000 0.9163 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_824 1 0.0000 0.9163 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_825 1 0.0000 0.9163 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_827 1 0.0000 0.9163 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_829 1 0.2941 0.8071 0.78 0.00 0.00 0.00 0.00 0.22
#> SAMPLE_830 1 0.0000 0.9163 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_831 1 0.2941 0.8071 0.78 0.00 0.00 0.00 0.00 0.22
#> SAMPLE_832 1 0.0000 0.9163 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_835 1 0.0000 0.9163 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_836 1 0.0000 0.9163 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_837 1 0.2941 0.8071 0.78 0.00 0.00 0.00 0.00 0.22
#> SAMPLE_841 6 0.6721 0.4463 0.00 0.00 0.06 0.28 0.20 0.46
#> SAMPLE_843 1 0.0000 0.9163 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_853 6 0.5428 0.6650 0.00 0.00 0.00 0.32 0.14 0.54
#> SAMPLE_866 4 0.3309 0.6431 0.00 0.28 0.00 0.72 0.00 0.00
#> SAMPLE_871 1 0.0000 0.9163 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_876 1 0.4337 0.3424 0.50 0.00 0.00 0.00 0.02 0.48
#> SAMPLE_896 3 0.0000 0.9148 0.00 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_908 3 0.0000 0.9148 0.00 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_927 4 0.3460 0.4631 0.00 0.00 0.00 0.76 0.02 0.22
#> SAMPLE_928 5 0.2260 0.9445 0.00 0.00 0.14 0.00 0.86 0.00
#> SAMPLE_938 5 0.2260 0.9445 0.00 0.00 0.14 0.00 0.86 0.00
#> SAMPLE_942 5 0.2260 0.9445 0.00 0.00 0.14 0.00 0.86 0.00
#> SAMPLE_944 5 0.2260 0.9445 0.00 0.00 0.14 0.00 0.86 0.00
#> SAMPLE_951 5 0.2260 0.9445 0.00 0.00 0.14 0.00 0.86 0.00
#> SAMPLE_952 5 0.2260 0.9445 0.00 0.00 0.14 0.00 0.86 0.00
#> SAMPLE_965 5 0.2260 0.9445 0.00 0.00 0.14 0.00 0.86 0.00
#> SAMPLE_968 5 0.2260 0.9445 0.00 0.00 0.14 0.00 0.86 0.00
#> SAMPLE_987 2 0.0000 1.0000 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_990 5 0.2260 0.9445 0.00 0.00 0.14 0.00 0.86 0.00
#> SAMPLE_1012 5 0.2260 0.9445 0.00 0.00 0.14 0.00 0.86 0.00
#> SAMPLE_1017 5 0.2260 0.9445 0.00 0.00 0.14 0.00 0.86 0.00
#> SAMPLE_1024 5 0.2260 0.9445 0.00 0.00 0.14 0.00 0.86 0.00
#> SAMPLE_1164 3 0.0000 0.9148 0.00 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_1170 3 0.2941 0.7972 0.00 0.00 0.78 0.00 0.00 0.22
#> SAMPLE_1188 3 0.2941 0.7972 0.00 0.00 0.78 0.00 0.00 0.22
#> SAMPLE_1189 1 0.0000 0.9163 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1207 3 0.0000 0.9148 0.00 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_1214 3 0.0000 0.9148 0.00 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_1223 4 0.0000 0.8120 0.00 0.00 0.00 1.00 0.00 0.00
#> SAMPLE_1225 4 0.0000 0.8120 0.00 0.00 0.00 1.00 0.00 0.00
#> SAMPLE_1251 3 0.2793 0.8122 0.00 0.00 0.80 0.00 0.00 0.20
#> SAMPLE_1263 5 0.2260 0.9445 0.00 0.00 0.14 0.00 0.86 0.00
#> SAMPLE_1279 3 0.3076 0.7798 0.00 0.00 0.76 0.00 0.00 0.24
#> SAMPLE_1285 2 0.0000 1.0000 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_1289 2 0.0000 1.0000 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_1296 4 0.0000 0.8120 0.00 0.00 0.00 1.00 0.00 0.00
#> SAMPLE_1299 4 0.0000 0.8120 0.00 0.00 0.00 1.00 0.00 0.00
#> SAMPLE_1300 4 0.0000 0.8120 0.00 0.00 0.00 1.00 0.00 0.00
#> SAMPLE_1305 4 0.0000 0.8120 0.00 0.00 0.00 1.00 0.00 0.00
#> SAMPLE_1311 4 0.3309 0.6431 0.00 0.28 0.00 0.72 0.00 0.00
#> SAMPLE_1345 4 0.0000 0.8120 0.00 0.00 0.00 1.00 0.00 0.00
#> SAMPLE_1351 6 0.5428 0.6650 0.00 0.00 0.00 0.32 0.14 0.54
#> SAMPLE_1398 4 0.0000 0.8120 0.00 0.00 0.00 1.00 0.00 0.00
#> SAMPLE_1404 6 0.5428 0.6650 0.00 0.00 0.00 0.32 0.14 0.54
#> SAMPLE_1425 2 0.0000 1.0000 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_1426 2 0.0000 1.0000 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_1461 5 0.2260 0.9445 0.00 0.00 0.14 0.00 0.86 0.00
#> SAMPLE_1492 2 0.0000 1.0000 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_1493 2 0.0000 1.0000 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_1494 2 0.0000 1.0000 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_1496 2 0.0000 1.0000 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_1497 2 0.0000 1.0000 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_1498 2 0.0000 1.0000 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_1500 2 0.0000 1.0000 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_1504 2 0.0000 1.0000 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_1507 2 0.0000 1.0000 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_1508 2 0.0000 1.0000 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_1509 2 0.0000 1.0000 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_1510 2 0.0000 1.0000 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_1511 2 0.0000 1.0000 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_1517 2 0.0000 1.0000 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_1521 2 0.0000 1.0000 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_1522 2 0.0000 1.0000 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_1537 5 0.2260 0.9445 0.00 0.00 0.14 0.00 0.86 0.00
#> SAMPLE_1547 5 0.2260 0.9445 0.00 0.00 0.14 0.00 0.86 0.00
#> SAMPLE_1555 2 0.0000 1.0000 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_1559 2 0.0000 1.0000 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_1561 2 0.0000 1.0000 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_1562 2 0.0000 1.0000 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_1564 2 0.0000 1.0000 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_1567 2 0.0000 1.0000 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_1571 2 0.0000 1.0000 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_1574 2 0.0000 1.0000 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_1576 2 0.0000 1.0000 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_1580 4 0.3315 0.5050 0.00 0.00 0.00 0.78 0.02 0.20
#> SAMPLE_1604 3 0.0000 0.9148 0.00 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_1634 5 0.4328 0.7267 0.00 0.00 0.10 0.00 0.72 0.18
#> SAMPLE_1636 3 0.3198 0.7573 0.00 0.00 0.74 0.00 0.00 0.26
#> SAMPLE_1640 3 0.2941 0.7972 0.00 0.00 0.78 0.00 0.00 0.22
#> SAMPLE_1641 3 0.0000 0.9148 0.00 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_1642 3 0.2260 0.8503 0.00 0.00 0.86 0.00 0.00 0.14
#> SAMPLE_1644 3 0.0000 0.9148 0.00 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_1647 3 0.3076 0.7798 0.00 0.00 0.76 0.00 0.00 0.24
#> SAMPLE_1648 3 0.0000 0.9148 0.00 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_1649 3 0.0000 0.9148 0.00 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_1652 3 0.0000 0.9148 0.00 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_1655 3 0.0000 0.9148 0.00 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_1656 3 0.0000 0.9148 0.00 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_1658 2 0.0000 1.0000 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_1671 5 0.2260 0.9445 0.00 0.00 0.14 0.00 0.86 0.00
#> SAMPLE_1674 1 0.3409 0.7305 0.70 0.00 0.00 0.00 0.00 0.30
#> SAMPLE_1675 1 0.0000 0.9163 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1676 3 0.0547 0.9075 0.00 0.00 0.98 0.00 0.00 0.02
#> SAMPLE_1681 3 0.0000 0.9148 0.00 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_1685 4 0.3309 0.6431 0.00 0.28 0.00 0.72 0.00 0.00
#> SAMPLE_1686 1 0.0000 0.9163 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1716 1 0.0000 0.9163 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1720 1 0.0000 0.9163 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1721 1 0.2941 0.8071 0.78 0.00 0.00 0.00 0.00 0.22
#> SAMPLE_1724 1 0.0000 0.9163 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1726 1 0.0000 0.9163 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1729 1 0.2941 0.8071 0.78 0.00 0.00 0.00 0.00 0.22
#> SAMPLE_1737 6 0.4552 0.6065 0.00 0.00 0.00 0.30 0.06 0.64
#> SAMPLE_1740 1 0.0000 0.9163 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1745 1 0.2941 0.8071 0.78 0.00 0.00 0.00 0.00 0.22
#> SAMPLE_1747 1 0.0000 0.9163 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1749 1 0.3076 0.7926 0.76 0.00 0.00 0.00 0.00 0.24
#> SAMPLE_1750 1 0.0000 0.9163 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1751 1 0.2941 0.8071 0.78 0.00 0.00 0.00 0.00 0.22
#> SAMPLE_1754 3 0.0937 0.8983 0.00 0.00 0.96 0.00 0.00 0.04
#> SAMPLE_1760 3 0.3076 0.7798 0.00 0.00 0.76 0.00 0.00 0.24
#> SAMPLE_1761 3 0.3076 0.7798 0.00 0.00 0.76 0.00 0.00 0.24
#> SAMPLE_1775 1 0.2941 0.8071 0.78 0.00 0.00 0.00 0.00 0.22
#> SAMPLE_1780 1 0.0000 0.9163 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1782 1 0.0000 0.9163 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1784 1 0.0000 0.9163 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1787 1 0.0000 0.9163 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1788 1 0.0000 0.9163 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1789 1 0.0000 0.9163 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1794 1 0.0000 0.9163 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1795 1 0.3198 0.6560 0.74 0.00 0.00 0.00 0.00 0.26
#> SAMPLE_1802 3 0.0000 0.9148 0.00 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_1804 3 0.0000 0.9148 0.00 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_1805 3 0.0000 0.9148 0.00 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_1806 3 0.3076 0.7798 0.00 0.00 0.76 0.00 0.00 0.24
#> SAMPLE_1807 3 0.0000 0.9148 0.00 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_1810 3 0.0000 0.9148 0.00 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_1811 3 0.0000 0.9148 0.00 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_1812 3 0.0000 0.9148 0.00 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_1818 3 0.2631 0.8205 0.00 0.00 0.82 0.00 0.00 0.18
#> SAMPLE_1819 3 0.2941 0.7972 0.00 0.00 0.78 0.00 0.00 0.22
#> SAMPLE_1820 3 0.0000 0.9148 0.00 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_1822 3 0.0000 0.9148 0.00 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_1823 3 0.0000 0.9148 0.00 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_1825 3 0.0000 0.9148 0.00 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_1826 3 0.0000 0.9148 0.00 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_1832 3 0.3916 0.5649 0.02 0.00 0.68 0.00 0.00 0.30
#> SAMPLE_1834 1 0.0000 0.9163 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1844 3 0.0937 0.8991 0.00 0.00 0.96 0.00 0.00 0.04
#> SAMPLE_1848 1 0.3076 0.7926 0.76 0.00 0.00 0.00 0.00 0.24
#> SAMPLE_1849 1 0.0000 0.9163 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1850 3 0.0000 0.9148 0.00 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_1861 1 0.0000 0.9163 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1863 1 0.3076 0.7926 0.76 0.00 0.00 0.00 0.00 0.24
#> SAMPLE_1872 2 0.0000 1.0000 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_1873 2 0.0000 1.0000 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_1885 1 0.0000 0.9163 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1912 4 0.0000 0.8120 0.00 0.00 0.00 1.00 0.00 0.00
#> SAMPLE_1913 3 0.0000 0.9148 0.00 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_1914 3 0.0000 0.9148 0.00 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_1958 4 0.0000 0.8120 0.00 0.00 0.00 1.00 0.00 0.00
#> SAMPLE_1960 3 0.0000 0.9148 0.00 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_1963 3 0.0000 0.9148 0.00 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_1966 2 0.0000 1.0000 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_1970 5 0.7000 -0.2199 0.00 0.00 0.06 0.28 0.36 0.30
#> SAMPLE_1971 3 0.0000 0.9148 0.00 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_1972 3 0.2941 0.7972 0.00 0.00 0.78 0.00 0.00 0.22
#> SAMPLE_1974 1 0.0000 0.9163 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1977 1 0.2941 0.8071 0.78 0.00 0.00 0.00 0.00 0.22
#> SAMPLE_1980 4 0.0000 0.8120 0.00 0.00 0.00 1.00 0.00 0.00
#> SAMPLE_1987 4 0.0000 0.8120 0.00 0.00 0.00 1.00 0.00 0.00
#> SAMPLE_1989 4 0.0000 0.8120 0.00 0.00 0.00 1.00 0.00 0.00
#> SAMPLE_1993 1 0.0000 0.9163 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1999 4 0.0000 0.8120 0.00 0.00 0.00 1.00 0.00 0.00
#> SAMPLE_2019 6 0.5575 -0.2113 0.00 0.00 0.40 0.00 0.14 0.46
#> SAMPLE_2021 1 0.0937 0.9002 0.96 0.00 0.00 0.00 0.00 0.04
#> SAMPLE_2022 5 0.2260 0.9445 0.00 0.00 0.14 0.00 0.86 0.00
#> SAMPLE_2023 1 0.3578 0.6027 0.66 0.00 0.00 0.00 0.00 0.34
#> SAMPLE_2037 3 0.0000 0.9148 0.00 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_2038 1 0.0000 0.9163 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2081 4 0.0937 0.7889 0.00 0.04 0.00 0.96 0.00 0.00
#> SAMPLE_2083 4 0.3309 0.6431 0.00 0.28 0.00 0.72 0.00 0.00
#> SAMPLE_2104 4 0.0000 0.8120 0.00 0.00 0.00 1.00 0.00 0.00
#> SAMPLE_2109 4 0.3309 0.6431 0.00 0.28 0.00 0.72 0.00 0.00
#> SAMPLE_2111 4 0.3309 0.6431 0.00 0.28 0.00 0.72 0.00 0.00
#> SAMPLE_2125 4 0.3309 0.6431 0.00 0.28 0.00 0.72 0.00 0.00
#> SAMPLE_2135 4 0.3309 0.6431 0.00 0.28 0.00 0.72 0.00 0.00
#> SAMPLE_2138 4 0.3309 0.6431 0.00 0.28 0.00 0.72 0.00 0.00
#> SAMPLE_2139 1 0.0547 0.9057 0.98 0.00 0.00 0.00 0.00 0.02
#> SAMPLE_2142 1 0.0000 0.9163 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2143 1 0.0000 0.9163 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2145 1 0.0000 0.9163 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2150 3 0.2941 0.7972 0.00 0.00 0.78 0.00 0.00 0.22
#> SAMPLE_2153 3 0.2941 0.7972 0.00 0.00 0.78 0.00 0.00 0.22
#> SAMPLE_2155 4 0.3706 0.5084 0.00 0.38 0.00 0.62 0.00 0.00
#> SAMPLE_2170 3 0.5712 0.3398 0.22 0.00 0.52 0.00 0.00 0.26
#> SAMPLE_2171 3 0.2793 0.8122 0.00 0.00 0.80 0.00 0.00 0.20
#> SAMPLE_2172 1 0.0000 0.9163 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2174 1 0.0000 0.9163 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2200 1 0.0000 0.9163 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2203 1 0.0000 0.9163 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2205 4 0.0000 0.8120 0.00 0.00 0.00 1.00 0.00 0.00
#> SAMPLE_2214 4 0.3460 0.4631 0.00 0.00 0.00 0.76 0.02 0.22
#> SAMPLE_2223 5 0.2260 0.9445 0.00 0.00 0.14 0.00 0.86 0.00
#> SAMPLE_2231 1 0.0000 0.9163 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2248 1 0.0000 0.9163 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2250 4 0.0000 0.8120 0.00 0.00 0.00 1.00 0.00 0.00
#> SAMPLE_2254 1 0.2941 0.8071 0.78 0.00 0.00 0.00 0.00 0.22
#> SAMPLE_2256 1 0.2941 0.8071 0.78 0.00 0.00 0.00 0.00 0.22
#> SAMPLE_2269 3 0.2048 0.8410 0.00 0.00 0.88 0.00 0.00 0.12
#> SAMPLE_2276 1 0.2631 0.8322 0.82 0.00 0.00 0.00 0.00 0.18
#> SAMPLE_2277 1 0.2454 0.8424 0.84 0.00 0.00 0.00 0.00 0.16
#> SAMPLE_2278 1 0.0000 0.9163 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2286 1 0.0547 0.9086 0.98 0.00 0.00 0.00 0.00 0.02
#> SAMPLE_2293 1 0.0000 0.9163 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2294 1 0.0000 0.9163 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2301 1 0.3076 0.7926 0.76 0.00 0.00 0.00 0.00 0.24
#> SAMPLE_2303 6 0.5428 0.6650 0.00 0.00 0.00 0.32 0.14 0.54
#> SAMPLE_2306 1 0.0000 0.9163 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2310 1 0.3409 0.7305 0.70 0.00 0.00 0.00 0.00 0.30
#> SAMPLE_2312 1 0.0000 0.9163 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2320 1 0.0000 0.9163 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2321 1 0.0000 0.9163 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2323 1 0.0000 0.9163 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2324 1 0.0000 0.9163 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2331 1 0.0000 0.9163 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2332 1 0.2941 0.8071 0.78 0.00 0.00 0.00 0.00 0.22
#> SAMPLE_2337 3 0.0000 0.9148 0.00 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_2350 6 0.5428 0.6650 0.00 0.00 0.00 0.32 0.14 0.54
#> SAMPLE_2356 1 0.0000 0.9163 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2358 1 0.0000 0.9163 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2389 1 0.0000 0.9163 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2390 1 0.3198 0.6560 0.74 0.00 0.00 0.00 0.00 0.26
#> SAMPLE_2391 4 0.0000 0.8120 0.00 0.00 0.00 1.00 0.00 0.00
#> SAMPLE_2416 1 0.0000 0.9163 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2417 1 0.0000 0.9163 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2422 4 0.0000 0.8120 0.00 0.00 0.00 1.00 0.00 0.00
#> SAMPLE_2424 1 0.3076 0.7926 0.76 0.00 0.00 0.00 0.00 0.24
#> SAMPLE_2434 1 0.1267 0.8931 0.94 0.00 0.00 0.00 0.00 0.06
#> SAMPLE_2437 3 0.0000 0.9148 0.00 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_2438 3 0.0000 0.9148 0.00 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_2441 1 0.3076 0.7926 0.76 0.00 0.00 0.00 0.00 0.24
#> SAMPLE_2453 1 0.3076 0.7926 0.76 0.00 0.00 0.00 0.00 0.24
#> SAMPLE_2454 3 0.1267 0.8879 0.00 0.00 0.94 0.00 0.00 0.06
#> SAMPLE_2455 3 0.2793 0.8100 0.00 0.00 0.80 0.00 0.00 0.20
#> SAMPLE_2457 1 0.0000 0.9163 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2464 1 0.0000 0.9163 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2469 3 0.3499 0.6819 0.00 0.00 0.68 0.00 0.00 0.32
#> SAMPLE_2473 1 0.2941 0.8071 0.78 0.00 0.00 0.00 0.00 0.22
#> SAMPLE_2517 1 0.2941 0.8071 0.78 0.00 0.00 0.00 0.00 0.22
#> SAMPLE_2519 1 0.2941 0.8071 0.78 0.00 0.00 0.00 0.00 0.22
#> SAMPLE_2520 1 0.0000 0.9163 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2521 1 0.0000 0.9163 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2523 3 0.1267 0.8879 0.00 0.00 0.94 0.00 0.00 0.06
#> SAMPLE_2526 3 0.0547 0.9075 0.00 0.00 0.98 0.00 0.00 0.02
#> SAMPLE_2527 1 0.3198 0.6560 0.74 0.00 0.00 0.00 0.00 0.26
#> SAMPLE_2532 1 0.3076 0.7926 0.76 0.00 0.00 0.00 0.00 0.24
#> SAMPLE_2572 3 0.0000 0.9148 0.00 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_2573 2 0.0000 1.0000 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_2577 1 0.2941 0.8071 0.78 0.00 0.00 0.00 0.00 0.22
#> SAMPLE_2587 1 0.0000 0.9163 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2588 1 0.2260 0.8548 0.86 0.00 0.00 0.00 0.00 0.14
#> SAMPLE_2597 3 0.2941 0.7972 0.00 0.00 0.78 0.00 0.00 0.22
#> SAMPLE_2602 3 0.0000 0.9148 0.00 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_2607 1 0.2941 0.8071 0.78 0.00 0.00 0.00 0.00 0.22
#> SAMPLE_2610 1 0.1556 0.8844 0.92 0.00 0.00 0.00 0.00 0.08
#> SAMPLE_2614 1 0.2941 0.8071 0.78 0.00 0.00 0.00 0.00 0.22
#> SAMPLE_2616 1 0.0000 0.9163 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2617 1 0.3309 0.7536 0.72 0.00 0.00 0.00 0.00 0.28
#> SAMPLE_2621 1 0.0000 0.9163 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2633 1 0.0547 0.9057 0.98 0.00 0.00 0.00 0.00 0.02
#> SAMPLE_2642 1 0.0000 0.9163 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2647 1 0.0000 0.9163 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2649 3 0.0000 0.9148 0.00 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_2689 2 0.0000 1.0000 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_2693 2 0.0000 1.0000 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_2694 2 0.0000 1.0000 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_2697 2 0.0000 1.0000 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_2703 1 0.0000 0.9163 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2704 1 0.0000 0.9163 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2710 2 0.0000 1.0000 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_2715 2 0.0000 1.0000 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_2717 2 0.0000 1.0000 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_2727 1 0.4328 0.4299 0.52 0.00 0.02 0.00 0.00 0.46
#> SAMPLE_2735 3 0.0000 0.9148 0.00 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_2763 2 0.0000 1.0000 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_2768 2 0.0000 1.0000 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_2769 2 0.0000 1.0000 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_2771 6 0.5428 0.6650 0.00 0.00 0.00 0.32 0.14 0.54
#> SAMPLE_2776 4 0.2454 0.6126 0.00 0.00 0.00 0.84 0.00 0.16
#> SAMPLE_2786 1 0.3578 0.6027 0.66 0.00 0.00 0.00 0.00 0.34
#> SAMPLE_2789 2 0.0000 1.0000 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_2793 2 0.0000 1.0000 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_2794 2 0.0000 1.0000 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_2798 3 0.0000 0.9148 0.00 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_2799 3 0.2048 0.8410 0.00 0.00 0.88 0.00 0.00 0.12
cbind(get_classes(res, k = 7), get_membership(res, k = 7))
#> class entropy silhouette p1 p2 p3 p4 p5 p6 p7
#> SAMPLE_2 3 0.0000 0.9428 0.00 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_4 3 0.1433 0.8476 0.00 0.00 0.92 0.00 0.00 0.00 0.08
#> SAMPLE_10 3 0.0000 0.9428 0.00 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_11 3 0.0000 0.9428 0.00 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_12 3 0.0000 0.9428 0.00 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_17 7 0.4003 0.6814 0.04 0.00 0.32 0.00 0.00 0.00 0.64
#> SAMPLE_18 3 0.0000 0.9428 0.00 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_22 3 0.0000 0.9428 0.00 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_26 3 0.1664 0.8462 0.00 0.00 0.92 0.00 0.00 0.06 0.02
#> SAMPLE_27 7 0.4594 0.6507 0.00 0.00 0.22 0.00 0.00 0.14 0.64
#> SAMPLE_28 3 0.0000 0.9428 0.00 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_68 4 0.0863 0.9444 0.00 0.04 0.00 0.96 0.00 0.00 0.00
#> SAMPLE_102 4 0.0000 0.9631 0.00 0.00 0.00 1.00 0.00 0.00 0.00
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#> SAMPLE_866 4 0.0863 0.9444 0.00 0.04 0.00 0.96 0.00 0.00 0.00
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#> SAMPLE_1207 3 0.0000 0.9428 0.00 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_1214 3 0.0000 0.9428 0.00 0.00 1.00 0.00 0.00 0.00 0.00
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#> SAMPLE_1834 1 0.0000 0.8913 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1844 3 0.2572 0.6479 0.00 0.00 0.80 0.00 0.00 0.00 0.20
#> SAMPLE_1848 6 0.4278 0.5064 0.46 0.00 0.00 0.00 0.00 0.50 0.04
#> SAMPLE_1849 1 0.0000 0.8913 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1850 3 0.0000 0.9428 0.00 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_1861 1 0.0000 0.8913 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1863 6 0.4278 0.5064 0.46 0.00 0.00 0.00 0.00 0.50 0.04
#> SAMPLE_1872 2 0.0000 1.0000 0.00 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1873 2 0.0000 1.0000 0.00 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1885 1 0.0000 0.8913 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1912 4 0.0000 0.9631 0.00 0.00 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_1913 3 0.0000 0.9428 0.00 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_1914 3 0.0000 0.9428 0.00 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_1958 4 0.0000 0.9631 0.00 0.00 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_1960 3 0.0000 0.9428 0.00 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_1963 3 0.0000 0.9428 0.00 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_1966 2 0.0000 1.0000 0.00 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1970 5 0.5716 0.6051 0.00 0.00 0.04 0.04 0.56 0.30 0.06
#> SAMPLE_1971 3 0.0000 0.9428 0.00 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_1972 7 0.3459 0.6457 0.00 0.00 0.40 0.00 0.00 0.00 0.60
#> SAMPLE_1974 1 0.0000 0.8913 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1977 6 0.3562 0.4611 0.50 0.00 0.00 0.00 0.00 0.50 0.00
#> SAMPLE_1980 4 0.0000 0.9631 0.00 0.00 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_1987 4 0.0000 0.9631 0.00 0.00 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_1989 4 0.0000 0.9631 0.00 0.00 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_1993 1 0.0000 0.8913 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1999 4 0.0000 0.9631 0.00 0.00 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_2019 7 0.3562 0.2016 0.00 0.00 0.00 0.00 0.00 0.50 0.50
#> SAMPLE_2021 1 0.0863 0.8410 0.96 0.00 0.00 0.00 0.00 0.00 0.04
#> SAMPLE_2022 5 0.1433 0.9658 0.00 0.00 0.08 0.00 0.92 0.00 0.00
#> SAMPLE_2023 7 0.4535 0.4370 0.24 0.00 0.00 0.00 0.00 0.12 0.64
#> SAMPLE_2037 3 0.0863 0.8998 0.00 0.00 0.96 0.00 0.00 0.00 0.04
#> SAMPLE_2038 1 0.0000 0.8913 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2081 4 0.0000 0.9631 0.00 0.00 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_2083 4 0.0863 0.9444 0.00 0.04 0.00 0.96 0.00 0.00 0.00
#> SAMPLE_2104 4 0.0000 0.9631 0.00 0.00 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_2109 4 0.0863 0.9444 0.00 0.04 0.00 0.96 0.00 0.00 0.00
#> SAMPLE_2111 4 0.0863 0.9444 0.00 0.04 0.00 0.96 0.00 0.00 0.00
#> SAMPLE_2125 4 0.0863 0.9444 0.00 0.04 0.00 0.96 0.00 0.00 0.00
#> SAMPLE_2135 4 0.0863 0.9444 0.00 0.04 0.00 0.96 0.00 0.00 0.00
#> SAMPLE_2138 4 0.0863 0.9444 0.00 0.04 0.00 0.96 0.00 0.00 0.00
#> SAMPLE_2139 1 0.0863 0.8410 0.96 0.00 0.00 0.00 0.00 0.00 0.04
#> SAMPLE_2142 1 0.0000 0.8913 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2143 1 0.0000 0.8913 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2145 1 0.0000 0.8913 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2150 7 0.3459 0.6457 0.00 0.00 0.40 0.00 0.00 0.00 0.60
#> SAMPLE_2153 7 0.3459 0.6457 0.00 0.00 0.40 0.00 0.00 0.00 0.60
#> SAMPLE_2155 4 0.2572 0.7615 0.00 0.20 0.00 0.80 0.00 0.00 0.00
#> SAMPLE_2170 7 0.4451 0.6582 0.10 0.00 0.26 0.00 0.00 0.00 0.64
#> SAMPLE_2171 3 0.3525 -0.2131 0.00 0.00 0.56 0.00 0.00 0.00 0.44
#> SAMPLE_2172 1 0.0000 0.8913 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2174 1 0.0000 0.8913 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2200 1 0.0000 0.8913 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2203 1 0.0504 0.8683 0.98 0.00 0.00 0.00 0.00 0.02 0.00
#> SAMPLE_2205 4 0.0000 0.9631 0.00 0.00 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_2214 4 0.3770 0.7412 0.00 0.00 0.00 0.74 0.00 0.18 0.08
#> SAMPLE_2223 5 0.1433 0.9658 0.00 0.00 0.08 0.00 0.92 0.00 0.00
#> SAMPLE_2231 1 0.0000 0.8913 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2248 1 0.0000 0.8913 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2250 4 0.0000 0.9631 0.00 0.00 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_2254 6 0.3562 0.4611 0.50 0.00 0.00 0.00 0.00 0.50 0.00
#> SAMPLE_2256 6 0.3562 0.4611 0.50 0.00 0.00 0.00 0.00 0.50 0.00
#> SAMPLE_2269 3 0.1664 0.8528 0.00 0.00 0.92 0.00 0.00 0.02 0.06
#> SAMPLE_2276 1 0.3546 -0.3704 0.54 0.00 0.00 0.00 0.00 0.46 0.00
#> SAMPLE_2277 1 0.3525 -0.3092 0.56 0.00 0.00 0.00 0.00 0.44 0.00
#> SAMPLE_2278 1 0.0000 0.8913 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2286 1 0.0000 0.8913 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2293 1 0.0000 0.8913 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2294 1 0.0000 0.8913 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2301 6 0.4278 0.5064 0.46 0.00 0.00 0.00 0.00 0.50 0.04
#> SAMPLE_2303 6 0.5577 -0.0844 0.00 0.00 0.00 0.06 0.08 0.50 0.36
#> SAMPLE_2306 1 0.0000 0.8913 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2310 6 0.4505 0.5103 0.44 0.00 0.00 0.00 0.00 0.50 0.06
#> SAMPLE_2312 1 0.0000 0.8913 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2320 1 0.0000 0.8913 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2321 1 0.0000 0.8913 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2323 1 0.0000 0.8913 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2324 1 0.0000 0.8913 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2331 1 0.0000 0.8913 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2332 6 0.4278 0.5064 0.46 0.00 0.00 0.00 0.00 0.50 0.04
#> SAMPLE_2337 3 0.0504 0.9225 0.00 0.00 0.98 0.00 0.00 0.00 0.02
#> SAMPLE_2350 6 0.5577 -0.0844 0.00 0.00 0.00 0.06 0.08 0.50 0.36
#> SAMPLE_2356 1 0.0000 0.8913 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2358 1 0.0000 0.8913 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2389 1 0.0000 0.8913 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2390 7 0.3358 0.3847 0.36 0.00 0.00 0.00 0.00 0.00 0.64
#> SAMPLE_2391 4 0.0000 0.9631 0.00 0.00 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_2416 1 0.0000 0.8913 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2417 1 0.0000 0.8913 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2422 4 0.0000 0.9631 0.00 0.00 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_2424 6 0.4278 0.5064 0.46 0.00 0.00 0.00 0.00 0.50 0.04
#> SAMPLE_2434 1 0.1433 0.7855 0.92 0.00 0.00 0.00 0.00 0.08 0.00
#> SAMPLE_2437 3 0.0000 0.9428 0.00 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_2438 3 0.0000 0.9428 0.00 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_2441 6 0.4278 0.5064 0.46 0.00 0.00 0.00 0.00 0.50 0.04
#> SAMPLE_2453 6 0.4278 0.5064 0.46 0.00 0.00 0.00 0.00 0.50 0.04
#> SAMPLE_2454 3 0.1433 0.8476 0.00 0.00 0.92 0.00 0.00 0.00 0.08
#> SAMPLE_2455 7 0.3459 0.6457 0.00 0.00 0.40 0.00 0.00 0.00 0.60
#> SAMPLE_2457 1 0.0000 0.8913 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2464 1 0.0000 0.8913 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2469 7 0.4535 0.6586 0.00 0.00 0.24 0.00 0.00 0.12 0.64
#> SAMPLE_2473 6 0.3562 0.4611 0.50 0.00 0.00 0.00 0.00 0.50 0.00
#> SAMPLE_2517 1 0.3562 -0.4794 0.50 0.00 0.00 0.00 0.00 0.50 0.00
#> SAMPLE_2519 1 0.3562 -0.4794 0.50 0.00 0.00 0.00 0.00 0.50 0.00
#> SAMPLE_2520 1 0.0000 0.8913 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2521 1 0.0000 0.8913 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2523 3 0.1433 0.8476 0.00 0.00 0.92 0.00 0.00 0.00 0.08
#> SAMPLE_2526 3 0.0000 0.9428 0.00 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_2527 7 0.3358 0.3847 0.36 0.00 0.00 0.00 0.00 0.00 0.64
#> SAMPLE_2532 6 0.4278 0.5064 0.46 0.00 0.00 0.00 0.00 0.50 0.04
#> SAMPLE_2572 3 0.0000 0.9428 0.00 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_2573 2 0.0000 1.0000 0.00 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2577 1 0.3562 -0.4794 0.50 0.00 0.00 0.00 0.00 0.50 0.00
#> SAMPLE_2587 1 0.0000 0.8913 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2588 1 0.3047 0.3151 0.72 0.00 0.00 0.00 0.00 0.28 0.00
#> SAMPLE_2597 7 0.3459 0.6457 0.00 0.00 0.40 0.00 0.00 0.00 0.60
#> SAMPLE_2602 3 0.0000 0.9428 0.00 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_2607 6 0.3562 0.4611 0.50 0.00 0.00 0.00 0.00 0.50 0.00
#> SAMPLE_2610 1 0.1166 0.8159 0.94 0.00 0.00 0.00 0.00 0.06 0.00
#> SAMPLE_2614 1 0.3562 -0.4794 0.50 0.00 0.00 0.00 0.00 0.50 0.00
#> SAMPLE_2616 1 0.0000 0.8913 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2617 6 0.4505 0.5103 0.44 0.00 0.00 0.00 0.00 0.50 0.06
#> SAMPLE_2621 1 0.0000 0.8913 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2633 1 0.0863 0.8410 0.96 0.00 0.00 0.00 0.00 0.00 0.04
#> SAMPLE_2642 1 0.0000 0.8913 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2647 1 0.0504 0.8673 0.98 0.00 0.00 0.00 0.00 0.00 0.02
#> SAMPLE_2649 3 0.0000 0.9428 0.00 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_2689 2 0.0000 1.0000 0.00 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2693 2 0.0000 1.0000 0.00 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2694 2 0.0000 1.0000 0.00 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2697 2 0.0000 1.0000 0.00 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2703 1 0.0000 0.8913 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2704 1 0.0000 0.8913 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2710 2 0.0000 1.0000 0.00 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2715 2 0.0000 1.0000 0.00 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2717 2 0.0000 1.0000 0.00 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2727 7 0.3496 0.3244 0.00 0.00 0.00 0.00 0.00 0.42 0.58
#> SAMPLE_2735 3 0.0000 0.9428 0.00 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_2763 2 0.0000 1.0000 0.00 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2768 2 0.0000 1.0000 0.00 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2769 2 0.0000 1.0000 0.00 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2771 6 0.5577 -0.0844 0.00 0.00 0.00 0.06 0.08 0.50 0.36
#> SAMPLE_2776 4 0.2313 0.8761 0.00 0.00 0.00 0.88 0.00 0.06 0.06
#> SAMPLE_2786 7 0.4451 0.4311 0.26 0.00 0.00 0.00 0.00 0.10 0.64
#> SAMPLE_2789 2 0.0000 1.0000 0.00 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2793 2 0.0000 1.0000 0.00 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2794 2 0.0000 1.0000 0.00 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2798 3 0.0000 0.9428 0.00 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_2799 3 0.1166 0.8660 0.00 0.00 0.94 0.00 0.00 0.06 0.00
cbind(get_classes(res, k = 8), get_membership(res, k = 8))
#> class entropy silhouette p1 p2 p3 p4 p5 p6 p7 p8
#> SAMPLE_2 3 0.0000 0.992 0.00 0.00 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_4 3 0.0000 0.992 0.00 0.00 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_10 3 0.0000 0.992 0.00 0.00 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_11 3 0.0000 0.992 0.00 0.00 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_12 3 0.0000 0.992 0.00 0.00 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_17 7 0.0471 0.907 0.00 0.00 0.02 0.00 0.00 0.00 0.98 0.00
#> SAMPLE_18 3 0.0000 0.992 0.00 0.00 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_22 3 0.0000 0.992 0.00 0.00 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_26 3 0.0000 0.992 0.00 0.00 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_27 7 0.0471 0.907 0.00 0.00 0.02 0.00 0.00 0.00 0.98 0.00
#> SAMPLE_28 3 0.0000 0.992 0.00 0.00 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_68 4 0.0000 0.975 0.00 0.00 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_102 4 0.0000 0.975 0.00 0.00 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_121 4 0.0000 0.975 0.00 0.00 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_122 4 0.0000 0.975 0.00 0.00 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_123 5 0.0000 0.945 0.00 0.00 0.00 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_157 8 0.0000 1.000 0.00 0.00 0.00 0.00 0.00 0.00 0.00 1.00
#> SAMPLE_211 5 0.0000 0.945 0.00 0.00 0.00 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_214 3 0.0000 0.992 0.00 0.00 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_219 4 0.0000 0.975 0.00 0.00 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_234 6 0.0471 0.977 0.02 0.00 0.00 0.00 0.00 0.98 0.00 0.00
#> SAMPLE_235 1 0.0000 0.990 1.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_236 1 0.0000 0.990 1.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_238 6 0.0000 0.957 0.00 0.00 0.00 0.00 0.00 1.00 0.00 0.00
#> SAMPLE_239 6 0.0000 0.957 0.00 0.00 0.00 0.00 0.00 1.00 0.00 0.00
#> SAMPLE_241 6 0.0471 0.977 0.02 0.00 0.00 0.00 0.00 0.98 0.00 0.00
#> SAMPLE_242 1 0.0000 0.990 1.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_245 6 0.0471 0.977 0.02 0.00 0.00 0.00 0.00 0.98 0.00 0.00
#> SAMPLE_246 6 0.0471 0.977 0.02 0.00 0.00 0.00 0.00 0.98 0.00 0.00
#> SAMPLE_247 1 0.0000 0.990 1.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_248 1 0.1341 0.901 0.92 0.00 0.00 0.00 0.00 0.08 0.00 0.00
#> SAMPLE_250 6 0.0471 0.977 0.02 0.00 0.00 0.00 0.00 0.98 0.00 0.00
#> SAMPLE_251 1 0.0000 0.990 1.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_253 6 0.0471 0.977 0.02 0.00 0.00 0.00 0.00 0.98 0.00 0.00
#> SAMPLE_254 1 0.0000 0.990 1.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_255 1 0.0000 0.990 1.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_256 1 0.0000 0.990 1.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_257 6 0.0471 0.977 0.02 0.00 0.00 0.00 0.00 0.98 0.00 0.00
#> SAMPLE_258 6 0.0471 0.977 0.02 0.00 0.00 0.00 0.00 0.98 0.00 0.00
#> SAMPLE_262 3 0.0000 0.992 0.00 0.00 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_264 3 0.0000 0.992 0.00 0.00 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_266 3 0.0000 0.992 0.00 0.00 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_270 1 0.0000 0.990 1.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_271 1 0.0000 0.990 1.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_273 5 0.0000 0.945 0.00 0.00 0.00 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_337 7 0.0471 0.881 0.00 0.00 0.00 0.00 0.00 0.02 0.98 0.00
#> SAMPLE_344 5 0.0000 0.945 0.00 0.00 0.00 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_351 5 0.0000 0.945 0.00 0.00 0.00 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_357 5 0.0000 0.945 0.00 0.00 0.00 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_360 5 0.0000 0.945 0.00 0.00 0.00 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_553 4 0.0941 0.956 0.00 0.00 0.00 0.96 0.00 0.02 0.02 0.00
#> SAMPLE_609 4 0.0471 0.969 0.00 0.00 0.00 0.98 0.00 0.00 0.02 0.00
#> SAMPLE_610 4 0.0000 0.975 0.00 0.00 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_618 1 0.1341 0.900 0.92 0.00 0.00 0.00 0.00 0.08 0.00 0.00
#> SAMPLE_619 6 0.0471 0.977 0.02 0.00 0.00 0.00 0.00 0.98 0.00 0.00
#> SAMPLE_622 1 0.0000 0.990 1.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_623 1 0.0000 0.990 1.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_624 1 0.0000 0.990 1.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_626 1 0.0000 0.990 1.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_628 1 0.0000 0.990 1.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_631 1 0.0000 0.990 1.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_632 1 0.0000 0.990 1.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_633 1 0.0000 0.990 1.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_635 1 0.0000 0.990 1.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_637 3 0.0000 0.992 0.00 0.00 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_745 1 0.0000 0.990 1.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_752 5 0.4605 0.539 0.00 0.00 0.00 0.18 0.68 0.02 0.02 0.10
#> SAMPLE_753 4 0.0471 0.969 0.00 0.00 0.00 0.98 0.00 0.00 0.02 0.00
#> SAMPLE_767 4 0.0471 0.963 0.00 0.00 0.00 0.98 0.00 0.02 0.00 0.00
#> SAMPLE_794 8 0.0000 1.000 0.00 0.00 0.00 0.00 0.00 0.00 0.00 1.00
#> SAMPLE_795 1 0.0000 0.990 1.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_816 1 0.0000 0.990 1.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_817 1 0.0000 0.990 1.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_819 1 0.2756 0.629 0.74 0.00 0.00 0.00 0.00 0.26 0.00 0.00
#> SAMPLE_820 1 0.0000 0.990 1.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_821 1 0.0000 0.990 1.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_823 1 0.0000 0.990 1.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_824 1 0.0000 0.990 1.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_825 1 0.0000 0.990 1.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_827 1 0.0000 0.990 1.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_829 6 0.0471 0.977 0.02 0.00 0.00 0.00 0.00 0.98 0.00 0.00
#> SAMPLE_830 1 0.0000 0.990 1.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_831 6 0.0000 0.957 0.00 0.00 0.00 0.00 0.00 1.00 0.00 0.00
#> SAMPLE_832 1 0.0000 0.990 1.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_835 1 0.0000 0.990 1.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_836 1 0.0000 0.990 1.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_837 6 0.0471 0.977 0.02 0.00 0.00 0.00 0.00 0.98 0.00 0.00
#> SAMPLE_841 5 0.6909 0.113 0.00 0.00 0.12 0.04 0.42 0.28 0.02 0.12
#> SAMPLE_843 1 0.0000 0.990 1.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_853 8 0.0000 1.000 0.00 0.00 0.00 0.00 0.00 0.00 0.00 1.00
#> SAMPLE_866 4 0.0000 0.975 0.00 0.00 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_871 1 0.0000 0.990 1.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_876 6 0.0000 0.957 0.00 0.00 0.00 0.00 0.00 1.00 0.00 0.00
#> SAMPLE_896 3 0.0000 0.992 0.00 0.00 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_908 3 0.0000 0.992 0.00 0.00 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_927 4 0.2680 0.838 0.00 0.00 0.00 0.84 0.00 0.02 0.02 0.12
#> SAMPLE_928 5 0.0000 0.945 0.00 0.00 0.00 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_938 5 0.0000 0.945 0.00 0.00 0.00 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_942 5 0.0000 0.945 0.00 0.00 0.00 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_944 5 0.0000 0.945 0.00 0.00 0.00 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_951 5 0.0000 0.945 0.00 0.00 0.00 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_952 5 0.0000 0.945 0.00 0.00 0.00 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_965 5 0.0000 0.945 0.00 0.00 0.00 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_968 5 0.0000 0.945 0.00 0.00 0.00 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_987 2 0.0000 1.000 0.00 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_990 5 0.0000 0.945 0.00 0.00 0.00 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_1012 5 0.0000 0.945 0.00 0.00 0.00 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_1017 5 0.0000 0.945 0.00 0.00 0.00 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_1024 5 0.0000 0.945 0.00 0.00 0.00 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_1164 3 0.0000 0.992 0.00 0.00 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1170 7 0.0471 0.907 0.00 0.00 0.02 0.00 0.00 0.00 0.98 0.00
#> SAMPLE_1188 7 0.0471 0.907 0.00 0.00 0.02 0.00 0.00 0.00 0.98 0.00
#> SAMPLE_1189 1 0.0000 0.990 1.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1207 3 0.0000 0.992 0.00 0.00 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1214 3 0.0000 0.992 0.00 0.00 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1223 4 0.0471 0.969 0.00 0.00 0.00 0.98 0.00 0.00 0.02 0.00
#> SAMPLE_1225 4 0.0471 0.969 0.00 0.00 0.00 0.98 0.00 0.00 0.02 0.00
#> SAMPLE_1251 7 0.0471 0.907 0.00 0.00 0.02 0.00 0.00 0.00 0.98 0.00
#> SAMPLE_1263 5 0.0000 0.945 0.00 0.00 0.00 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_1279 7 0.0471 0.907 0.00 0.00 0.02 0.00 0.00 0.00 0.98 0.00
#> SAMPLE_1285 2 0.0000 1.000 0.00 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1289 2 0.0000 1.000 0.00 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1296 4 0.0000 0.975 0.00 0.00 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_1299 4 0.0000 0.975 0.00 0.00 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_1300 4 0.0000 0.975 0.00 0.00 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_1305 4 0.0000 0.975 0.00 0.00 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_1311 4 0.0000 0.975 0.00 0.00 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_1345 4 0.0471 0.969 0.00 0.00 0.00 0.98 0.00 0.00 0.02 0.00
#> SAMPLE_1351 8 0.0000 1.000 0.00 0.00 0.00 0.00 0.00 0.00 0.00 1.00
#> SAMPLE_1398 4 0.0000 0.975 0.00 0.00 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_1404 8 0.0000 1.000 0.00 0.00 0.00 0.00 0.00 0.00 0.00 1.00
#> SAMPLE_1425 2 0.0000 1.000 0.00 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1426 2 0.0000 1.000 0.00 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1461 5 0.0000 0.945 0.00 0.00 0.00 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_1492 2 0.0000 1.000 0.00 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1493 2 0.0000 1.000 0.00 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1494 2 0.0000 1.000 0.00 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1496 2 0.0000 1.000 0.00 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1497 2 0.0000 1.000 0.00 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1498 2 0.0000 1.000 0.00 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1500 2 0.0000 1.000 0.00 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1504 2 0.0000 1.000 0.00 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1507 2 0.0000 1.000 0.00 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1508 2 0.0000 1.000 0.00 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1509 2 0.0000 1.000 0.00 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1510 2 0.0000 1.000 0.00 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1511 2 0.0000 1.000 0.00 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1517 2 0.0000 1.000 0.00 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1521 2 0.0000 1.000 0.00 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1522 2 0.0000 1.000 0.00 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1537 5 0.0000 0.945 0.00 0.00 0.00 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_1547 5 0.0000 0.945 0.00 0.00 0.00 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_1555 2 0.0000 1.000 0.00 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1559 2 0.0000 1.000 0.00 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1561 2 0.0000 1.000 0.00 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1562 2 0.0000 1.000 0.00 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1564 2 0.0000 1.000 0.00 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1567 2 0.0000 1.000 0.00 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1571 2 0.0000 1.000 0.00 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1574 2 0.0000 1.000 0.00 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1576 2 0.0000 1.000 0.00 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1580 4 0.1765 0.866 0.00 0.00 0.00 0.88 0.00 0.00 0.00 0.12
#> SAMPLE_1604 3 0.0000 0.992 0.00 0.00 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1634 5 0.2406 0.697 0.00 0.00 0.00 0.00 0.80 0.00 0.20 0.00
#> SAMPLE_1636 7 0.0471 0.907 0.00 0.00 0.02 0.00 0.00 0.00 0.98 0.00
#> SAMPLE_1640 7 0.0471 0.907 0.00 0.00 0.02 0.00 0.00 0.00 0.98 0.00
#> SAMPLE_1641 3 0.0000 0.992 0.00 0.00 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1642 7 0.3142 0.431 0.00 0.00 0.36 0.00 0.00 0.00 0.64 0.00
#> SAMPLE_1644 3 0.0000 0.992 0.00 0.00 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1647 7 0.0471 0.907 0.00 0.00 0.02 0.00 0.00 0.00 0.98 0.00
#> SAMPLE_1648 3 0.0000 0.992 0.00 0.00 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1649 3 0.0000 0.992 0.00 0.00 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1652 3 0.0000 0.992 0.00 0.00 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1655 3 0.0000 0.992 0.00 0.00 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1656 3 0.0000 0.992 0.00 0.00 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1658 2 0.0000 1.000 0.00 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1671 5 0.0000 0.945 0.00 0.00 0.00 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_1674 6 0.0000 0.957 0.00 0.00 0.00 0.00 0.00 1.00 0.00 0.00
#> SAMPLE_1675 1 0.0000 0.990 1.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1676 3 0.0000 0.992 0.00 0.00 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1681 3 0.0000 0.992 0.00 0.00 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1685 4 0.0000 0.975 0.00 0.00 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_1686 1 0.0000 0.990 1.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1716 1 0.0000 0.990 1.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1720 1 0.0000 0.990 1.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1721 6 0.0471 0.977 0.02 0.00 0.00 0.00 0.00 0.98 0.00 0.00
#> SAMPLE_1724 1 0.0000 0.990 1.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1726 1 0.0000 0.990 1.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1729 6 0.1091 0.916 0.06 0.00 0.00 0.00 0.00 0.94 0.00 0.00
#> SAMPLE_1737 6 0.1765 0.829 0.00 0.00 0.00 0.00 0.00 0.88 0.00 0.12
#> SAMPLE_1740 1 0.0000 0.990 1.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1745 6 0.0471 0.977 0.02 0.00 0.00 0.00 0.00 0.98 0.00 0.00
#> SAMPLE_1747 1 0.0000 0.990 1.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1749 6 0.0471 0.977 0.02 0.00 0.00 0.00 0.00 0.98 0.00 0.00
#> SAMPLE_1750 1 0.0000 0.990 1.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1751 6 0.0471 0.977 0.02 0.00 0.00 0.00 0.00 0.98 0.00 0.00
#> SAMPLE_1754 3 0.0000 0.992 0.00 0.00 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1760 7 0.0471 0.907 0.00 0.00 0.02 0.00 0.00 0.00 0.98 0.00
#> SAMPLE_1761 7 0.0471 0.907 0.00 0.00 0.02 0.00 0.00 0.00 0.98 0.00
#> SAMPLE_1775 6 0.0471 0.977 0.02 0.00 0.00 0.00 0.00 0.98 0.00 0.00
#> SAMPLE_1780 1 0.0000 0.990 1.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1782 1 0.0000 0.990 1.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1784 1 0.0000 0.990 1.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1787 1 0.0000 0.990 1.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1788 1 0.0000 0.990 1.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1789 1 0.0000 0.990 1.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1794 1 0.0000 0.990 1.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1795 7 0.0471 0.881 0.02 0.00 0.00 0.00 0.00 0.00 0.98 0.00
#> SAMPLE_1802 3 0.0000 0.992 0.00 0.00 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1804 3 0.0000 0.992 0.00 0.00 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1805 3 0.0000 0.992 0.00 0.00 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1806 7 0.0471 0.907 0.00 0.00 0.02 0.00 0.00 0.00 0.98 0.00
#> SAMPLE_1807 3 0.0000 0.992 0.00 0.00 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1810 3 0.0000 0.992 0.00 0.00 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1811 3 0.0000 0.992 0.00 0.00 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1812 3 0.0000 0.992 0.00 0.00 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1818 7 0.2404 0.749 0.00 0.00 0.14 0.00 0.02 0.00 0.84 0.00
#> SAMPLE_1819 7 0.2406 0.675 0.00 0.00 0.20 0.00 0.00 0.00 0.80 0.00
#> SAMPLE_1820 3 0.0000 0.992 0.00 0.00 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1822 3 0.0000 0.992 0.00 0.00 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1823 3 0.0000 0.992 0.00 0.00 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1825 3 0.0000 0.992 0.00 0.00 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1826 3 0.0000 0.992 0.00 0.00 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1832 6 0.0000 0.957 0.00 0.00 0.00 0.00 0.00 1.00 0.00 0.00
#> SAMPLE_1834 1 0.0000 0.990 1.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1844 3 0.3272 0.203 0.00 0.00 0.58 0.00 0.00 0.00 0.42 0.00
#> SAMPLE_1848 6 0.0471 0.977 0.02 0.00 0.00 0.00 0.00 0.98 0.00 0.00
#> SAMPLE_1849 1 0.0000 0.990 1.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1850 3 0.0000 0.992 0.00 0.00 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1861 1 0.0000 0.990 1.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1863 6 0.0471 0.977 0.02 0.00 0.00 0.00 0.00 0.98 0.00 0.00
#> SAMPLE_1872 2 0.0000 1.000 0.00 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1873 2 0.0000 1.000 0.00 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1885 1 0.0000 0.990 1.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1912 4 0.0471 0.969 0.00 0.00 0.00 0.98 0.00 0.00 0.02 0.00
#> SAMPLE_1913 3 0.0000 0.992 0.00 0.00 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1914 3 0.0000 0.992 0.00 0.00 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1958 4 0.0471 0.969 0.00 0.00 0.00 0.98 0.00 0.00 0.02 0.00
#> SAMPLE_1960 3 0.0000 0.992 0.00 0.00 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1963 3 0.0000 0.992 0.00 0.00 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1966 2 0.0000 1.000 0.00 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1970 5 0.4647 0.561 0.00 0.00 0.00 0.02 0.68 0.16 0.02 0.12
#> SAMPLE_1971 3 0.0000 0.992 0.00 0.00 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1972 7 0.0471 0.907 0.00 0.00 0.02 0.00 0.00 0.00 0.98 0.00
#> SAMPLE_1974 1 0.0000 0.990 1.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1977 6 0.0471 0.977 0.02 0.00 0.00 0.00 0.00 0.98 0.00 0.00
#> SAMPLE_1980 4 0.0000 0.975 0.00 0.00 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_1987 4 0.0000 0.975 0.00 0.00 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_1989 4 0.0000 0.975 0.00 0.00 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_1993 1 0.0000 0.990 1.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1999 4 0.0471 0.969 0.00 0.00 0.00 0.98 0.00 0.00 0.02 0.00
#> SAMPLE_2019 6 0.0000 0.957 0.00 0.00 0.00 0.00 0.00 1.00 0.00 0.00
#> SAMPLE_2021 1 0.0000 0.990 1.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2022 5 0.0000 0.945 0.00 0.00 0.00 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_2023 7 0.0471 0.881 0.02 0.00 0.00 0.00 0.00 0.00 0.98 0.00
#> SAMPLE_2037 3 0.0000 0.992 0.00 0.00 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2038 1 0.0000 0.990 1.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2081 4 0.0000 0.975 0.00 0.00 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_2083 4 0.0000 0.975 0.00 0.00 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_2104 4 0.0000 0.975 0.00 0.00 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_2109 4 0.0000 0.975 0.00 0.00 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_2111 4 0.0000 0.975 0.00 0.00 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_2125 4 0.0000 0.975 0.00 0.00 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_2135 4 0.0000 0.975 0.00 0.00 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_2138 4 0.0000 0.975 0.00 0.00 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_2139 1 0.0000 0.990 1.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2142 1 0.0000 0.990 1.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2143 1 0.0000 0.990 1.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2145 1 0.0000 0.990 1.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2150 7 0.0471 0.907 0.00 0.00 0.02 0.00 0.00 0.00 0.98 0.00
#> SAMPLE_2153 7 0.0471 0.907 0.00 0.00 0.02 0.00 0.00 0.00 0.98 0.00
#> SAMPLE_2155 4 0.2267 0.723 0.00 0.18 0.00 0.82 0.00 0.00 0.00 0.00
#> SAMPLE_2170 7 0.0471 0.907 0.00 0.00 0.02 0.00 0.00 0.00 0.98 0.00
#> SAMPLE_2171 7 0.3299 0.277 0.00 0.00 0.44 0.00 0.00 0.00 0.56 0.00
#> SAMPLE_2172 1 0.0000 0.990 1.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2174 1 0.0000 0.990 1.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2200 1 0.0000 0.990 1.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2203 1 0.1091 0.925 0.94 0.00 0.00 0.00 0.00 0.06 0.00 0.00
#> SAMPLE_2205 4 0.0471 0.969 0.00 0.00 0.00 0.98 0.00 0.00 0.02 0.00
#> SAMPLE_2214 4 0.2224 0.847 0.00 0.00 0.00 0.86 0.00 0.02 0.00 0.12
#> SAMPLE_2223 5 0.0000 0.945 0.00 0.00 0.00 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_2231 1 0.0000 0.990 1.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2248 1 0.0000 0.990 1.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2250 4 0.0471 0.969 0.00 0.00 0.00 0.98 0.00 0.00 0.02 0.00
#> SAMPLE_2254 6 0.0471 0.977 0.02 0.00 0.00 0.00 0.00 0.98 0.00 0.00
#> SAMPLE_2256 6 0.0471 0.977 0.02 0.00 0.00 0.00 0.00 0.98 0.00 0.00
#> SAMPLE_2269 3 0.0000 0.992 0.00 0.00 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2276 6 0.0471 0.977 0.02 0.00 0.00 0.00 0.00 0.98 0.00 0.00
#> SAMPLE_2277 6 0.0471 0.977 0.02 0.00 0.00 0.00 0.00 0.98 0.00 0.00
#> SAMPLE_2278 1 0.0000 0.990 1.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2286 1 0.0000 0.990 1.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2293 1 0.0000 0.990 1.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2294 1 0.0000 0.990 1.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2301 6 0.0000 0.957 0.00 0.00 0.00 0.00 0.00 1.00 0.00 0.00
#> SAMPLE_2303 8 0.0000 1.000 0.00 0.00 0.00 0.00 0.00 0.00 0.00 1.00
#> SAMPLE_2306 1 0.0000 0.990 1.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2310 6 0.0000 0.957 0.00 0.00 0.00 0.00 0.00 1.00 0.00 0.00
#> SAMPLE_2312 1 0.0000 0.990 1.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2320 1 0.0000 0.990 1.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2321 1 0.0000 0.990 1.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2323 1 0.0000 0.990 1.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2324 1 0.0000 0.990 1.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2331 1 0.0000 0.990 1.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2332 6 0.0471 0.977 0.02 0.00 0.00 0.00 0.00 0.98 0.00 0.00
#> SAMPLE_2337 3 0.0000 0.992 0.00 0.00 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2350 8 0.0000 1.000 0.00 0.00 0.00 0.00 0.00 0.00 0.00 1.00
#> SAMPLE_2356 1 0.0000 0.990 1.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2358 1 0.0000 0.990 1.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2389 1 0.0000 0.990 1.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2390 7 0.0471 0.881 0.02 0.00 0.00 0.00 0.00 0.00 0.98 0.00
#> SAMPLE_2391 4 0.0000 0.975 0.00 0.00 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_2416 1 0.0000 0.990 1.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2417 1 0.0000 0.990 1.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2422 4 0.0471 0.969 0.00 0.00 0.00 0.98 0.00 0.00 0.02 0.00
#> SAMPLE_2424 6 0.0471 0.977 0.02 0.00 0.00 0.00 0.00 0.98 0.00 0.00
#> SAMPLE_2434 1 0.2114 0.793 0.84 0.00 0.00 0.00 0.00 0.16 0.00 0.00
#> SAMPLE_2437 3 0.0000 0.992 0.00 0.00 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2438 3 0.0000 0.992 0.00 0.00 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2441 6 0.0471 0.977 0.02 0.00 0.00 0.00 0.00 0.98 0.00 0.00
#> SAMPLE_2453 6 0.0471 0.977 0.02 0.00 0.00 0.00 0.00 0.98 0.00 0.00
#> SAMPLE_2454 3 0.0000 0.992 0.00 0.00 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2455 7 0.0471 0.907 0.00 0.00 0.02 0.00 0.00 0.00 0.98 0.00
#> SAMPLE_2457 1 0.0000 0.990 1.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2464 1 0.0000 0.990 1.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2469 7 0.0471 0.907 0.00 0.00 0.02 0.00 0.00 0.00 0.98 0.00
#> SAMPLE_2473 6 0.0471 0.977 0.02 0.00 0.00 0.00 0.00 0.98 0.00 0.00
#> SAMPLE_2517 6 0.0471 0.977 0.02 0.00 0.00 0.00 0.00 0.98 0.00 0.00
#> SAMPLE_2519 6 0.0471 0.977 0.02 0.00 0.00 0.00 0.00 0.98 0.00 0.00
#> SAMPLE_2520 1 0.0000 0.990 1.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2521 1 0.0000 0.990 1.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2523 3 0.0000 0.992 0.00 0.00 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2526 3 0.0000 0.992 0.00 0.00 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2527 7 0.0471 0.881 0.02 0.00 0.00 0.00 0.00 0.00 0.98 0.00
#> SAMPLE_2532 6 0.0471 0.977 0.02 0.00 0.00 0.00 0.00 0.98 0.00 0.00
#> SAMPLE_2572 3 0.0000 0.992 0.00 0.00 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2573 2 0.0000 1.000 0.00 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2577 6 0.0471 0.977 0.02 0.00 0.00 0.00 0.00 0.98 0.00 0.00
#> SAMPLE_2587 1 0.0000 0.990 1.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2588 6 0.3083 0.398 0.34 0.00 0.00 0.00 0.00 0.66 0.00 0.00
#> SAMPLE_2597 7 0.0471 0.907 0.00 0.00 0.02 0.00 0.00 0.00 0.98 0.00
#> SAMPLE_2602 3 0.0000 0.992 0.00 0.00 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2607 6 0.0471 0.977 0.02 0.00 0.00 0.00 0.00 0.98 0.00 0.00
#> SAMPLE_2610 1 0.2406 0.728 0.80 0.00 0.00 0.00 0.00 0.20 0.00 0.00
#> SAMPLE_2614 6 0.0471 0.977 0.02 0.00 0.00 0.00 0.00 0.98 0.00 0.00
#> SAMPLE_2616 1 0.0000 0.990 1.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2617 6 0.0471 0.977 0.02 0.00 0.00 0.00 0.00 0.98 0.00 0.00
#> SAMPLE_2621 1 0.0000 0.990 1.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2633 1 0.0000 0.990 1.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2642 1 0.0000 0.990 1.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2647 1 0.0000 0.990 1.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2649 3 0.0000 0.992 0.00 0.00 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2689 2 0.0000 1.000 0.00 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2693 2 0.0000 1.000 0.00 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2694 2 0.0000 1.000 0.00 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2697 2 0.0000 1.000 0.00 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2703 1 0.0000 0.990 1.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2704 1 0.0000 0.990 1.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2710 2 0.0000 1.000 0.00 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2715 2 0.0000 1.000 0.00 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2717 2 0.0000 1.000 0.00 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2727 7 0.3333 -0.017 0.00 0.00 0.00 0.00 0.00 0.50 0.50 0.00
#> SAMPLE_2735 3 0.0000 0.992 0.00 0.00 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2763 2 0.0000 1.000 0.00 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2768 2 0.0000 1.000 0.00 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2769 2 0.0000 1.000 0.00 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2771 8 0.0000 1.000 0.00 0.00 0.00 0.00 0.00 0.00 0.00 1.00
#> SAMPLE_2776 4 0.1765 0.866 0.00 0.00 0.00 0.88 0.00 0.00 0.00 0.12
#> SAMPLE_2786 7 0.0471 0.881 0.02 0.00 0.00 0.00 0.00 0.00 0.98 0.00
#> SAMPLE_2789 2 0.0000 1.000 0.00 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2793 2 0.0000 1.000 0.00 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2794 2 0.0000 1.000 0.00 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2798 3 0.0000 0.992 0.00 0.00 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2799 3 0.0471 0.971 0.00 0.00 0.98 0.00 0.00 0.02 0.00 0.00
Heatmaps for the consensus matrix. It visualizes the probability of two samples to be in a same group.
consensus_heatmap(res, k = 2)
consensus_heatmap(res, k = 3)
consensus_heatmap(res, k = 4)
consensus_heatmap(res, k = 5)
consensus_heatmap(res, k = 6)
consensus_heatmap(res, k = 7)
consensus_heatmap(res, k = 8)
Heatmaps for the membership of samples in all partitions to see how consistent they are:
membership_heatmap(res, k = 2)
membership_heatmap(res, k = 3)
membership_heatmap(res, k = 4)
membership_heatmap(res, k = 5)
membership_heatmap(res, k = 6)
membership_heatmap(res, k = 7)
membership_heatmap(res, k = 8)
As soon as the classes for columns are determined, the signatures that are significantly different between subgroups can be looked for. Following are the heatmaps for signatures.
get_signatures(res, k = 2)
get_signatures(res, k = 3)
get_signatures(res, k = 4)
get_signatures(res, k = 5)
get_signatures(res, k = 6)
get_signatures(res, k = 7)
get_signatures(res, k = 8)
Compare the overlap of signatures from different k:
compare_signatures(res)
get_signature() returns a data frame invisibly. To get the list of signatures, the function
call should be assigned to a variable explicitly. In following code, if plot argument is set
to FALSE, no heatmap is plotted while only the differential analysis is performed.
# code only for demonstration
tb = get_signature(res, k = ..., plot = FALSE)
An example of the output of tb is:
#> which_row fdr mean_1 mean_2 scaled_mean_1 scaled_mean_2 km
#> 1 38 0.042760348 8.373488 9.131774 -0.5533452 0.5164555 1
#> 2 40 0.018707592 7.106213 8.469186 -0.6173731 0.5762149 1
#> 3 55 0.019134737 10.221463 11.207825 -0.6159697 0.5749050 1
#> 4 59 0.006059896 5.921854 7.869574 -0.6899429 0.6439467 1
#> 5 60 0.018055526 8.928898 10.211722 -0.6204761 0.5791110 1
#> 6 98 0.009384629 15.714769 14.887706 0.6635654 -0.6193277 2
...
The columns in tb are:
which_row: row indices corresponding to the input matrix.fdr: FDR for the differential test. mean_x: The mean value in group x.scaled_mean_x: The mean value in group x after rows are scaled.km: Row groups if k-means clustering is applied to rows (which is done by automatically selecting number of clusters).If there are too many signatures, top_signatures = ... can be set to only show the
signatures with the highest FDRs:
# code only for demonstration
# e.g. to show the top 500 most significant rows
tb = get_signature(res, k = ..., top_signatures = 500)
If the signatures are defined as these which are uniquely high in current group, diff_method argument
can be set to "uniquely_high_in_one_group":
# code only for demonstration
tb = get_signature(res, k = ..., diff_method = "uniquely_high_in_one_group")
UMAP plot which shows how samples are separated.
dimension_reduction(res, k = 2, method = "UMAP")
dimension_reduction(res, k = 3, method = "UMAP")
dimension_reduction(res, k = 4, method = "UMAP")
dimension_reduction(res, k = 5, method = "UMAP")
dimension_reduction(res, k = 6, method = "UMAP")
dimension_reduction(res, k = 7, method = "UMAP")
dimension_reduction(res, k = 8, method = "UMAP")
Following heatmap shows how subgroups are split when increasing k:
collect_classes(res)
Test correlation between subgroups and known annotations. If the known annotation is numeric, one-way ANOVA test is applied, and if the known annotation is discrete, chi-squared contingency table test is applied.
test_to_known_factors(res)
#> n_sample meth_class(p-value) tumor_type(p-value) k
#> ATC:skmeans 373 3.33e-59 7.26e-73 2
#> ATC:skmeans 369 8.38e-108 2.59e-81 3
#> ATC:skmeans 370 2.15e-150 4.41e-122 4
#> ATC:skmeans 372 7.42e-203 2.69e-179 5
#> ATC:skmeans 361 4.62e-265 4.49e-260 6
#> ATC:skmeans 319 4.57e-202 4.06e-160 7
#> ATC:skmeans 367 2.90e-299 1.53e-254 8
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.
Parent node: Node024. Child nodes: Node02111-leaf , Node02112-leaf , Node02113-leaf , Node02114-leaf , Node02115-leaf , Node02116-leaf , Node02117-leaf , Node02121-leaf , Node02122-leaf , Node02123-leaf , Node02124-leaf , Node02131-leaf , Node02132-leaf , Node02133-leaf , Node02134-leaf , Node02135-leaf , Node02136-leaf , Node02137-leaf , Node02141-leaf , Node02142-leaf , Node02143-leaf , Node02144-leaf , Node02145-leaf , Node02161-leaf , Node02162-leaf , Node02163-leaf , Node02164-leaf , Node02165-leaf , Node02166-leaf , Node02171-leaf , Node02172-leaf , Node02173-leaf , Node02174-leaf , Node02311-leaf , Node02312-leaf , Node02313-leaf , Node02314-leaf , Node02321-leaf , Node02322-leaf , Node02323-leaf , Node02324-leaf , Node02325-leaf , Node02326-leaf , Node02331-leaf , Node02332-leaf , Node02333-leaf , Node02361-leaf , Node02362 , Node02363-leaf , Node02364-leaf , Node02371-leaf , Node02372-leaf , Node02373-leaf , Node02374-leaf , Node02375-leaf , Node02431-leaf , Node02432-leaf , Node02433-leaf .
The object with results only for a single top-value method and a single partitioning method can be extracted as:
res = res_rh["0243"]
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, 7, 8.
#> On a matrix with 30000 rows and 63 columns.
#> Top rows (1000) are extracted by 'SD' method.
#> Subgroups are detected by 'skmeans' method.
#> Performed in total 350 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_partitions"
#> [7] "compare_signatures" "consensus_heatmap" "dimension_reduction"
#> [10] "functional_enrichment" "get_anno_col" "get_anno"
#> [13] "get_classes" "get_consensus" "get_matrix"
#> [16] "get_membership" "get_param" "get_signatures"
#> [19] "get_stats" "is_best_k" "is_stable_k"
#> [22] "membership_heatmap" "ncol" "nrow"
#> [25] "plot_ecdf" "predict_classes" "rownames"
#> [28] "select_partition_number" "show" "suggest_best_k"
#> [31] "test_to_known_factors" "top_rows_heatmap"
collect_plots() function collects all the plots made from res for all k (number of subgroups)
into one single page to provide an easy and fast comparison between different k.
collect_plots(res)
The plots are:
k and the heatmap of
predicted classes for each k.k.k.k.All the plots in panels can be made by individual functions and they are plotted later in this section.
select_partition_number() produces several plots showing different
statistics for choosing “optimized” k. There are following statistics:
k;k, the area increased is defined as \(A_k - A_{k-1}\).The detailed explanations of these statistics can be found in the cola vignette.
Generally speaking, higher 1-PAC score, higher mean silhouette score or higher
concordance corresponds to better partition. Rand index and Jaccard index
measure how similar the current partition is compared to partition with k-1.
If they are too similar, we won't accept k is better than k-1.
select_partition_number(res)
The numeric values for all these statistics can be obtained by get_stats().
get_stats(res)
#> k 1-PAC mean_silhouette concordance area_increased Rand Jaccard
#> 2 2 0.966 0.961 0.983 0.4812 0.521 0.521
#> 3 3 1.000 1.000 1.000 0.3692 0.796 0.618
#> 4 4 0.919 0.937 0.952 0.0480 0.988 0.964
#> 5 5 0.797 0.794 0.883 0.0738 0.930 0.788
#> 6 6 0.731 0.708 0.837 0.0553 0.965 0.868
#> 7 7 0.729 0.455 0.797 0.0341 0.970 0.882
#> 8 8 0.712 0.517 0.677 0.0298 0.922 0.673
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 is 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 subgroup
label for an item is determined with the group with highest probability it
belongs to.
In get_classes() function, the entropy is calculated from the membership
matrix and the silhouette score is calculated from the consensus matrix.
cbind(get_classes(res, k = 2), get_membership(res, k = 2))
#> class entropy silhouette p1 p2
#> SAMPLE_2 2 0.000 0.982 0.00 1.00
#> SAMPLE_4 2 0.000 0.982 0.00 1.00
#> SAMPLE_10 2 0.000 0.982 0.00 1.00
#> SAMPLE_11 1 0.000 0.983 1.00 0.00
#> SAMPLE_12 2 0.000 0.982 0.00 1.00
#> SAMPLE_18 2 0.000 0.982 0.00 1.00
#> SAMPLE_22 2 0.469 0.885 0.10 0.90
#> SAMPLE_26 2 0.000 0.982 0.00 1.00
#> SAMPLE_28 1 0.000 0.983 1.00 0.00
#> SAMPLE_214 2 0.584 0.840 0.14 0.86
#> SAMPLE_262 2 0.141 0.966 0.02 0.98
#> SAMPLE_264 1 0.000 0.983 1.00 0.00
#> SAMPLE_266 1 0.000 0.983 1.00 0.00
#> SAMPLE_637 2 0.000 0.982 0.00 1.00
#> SAMPLE_896 2 0.000 0.982 0.00 1.00
#> SAMPLE_908 1 0.000 0.983 1.00 0.00
#> SAMPLE_1164 2 0.000 0.982 0.00 1.00
#> SAMPLE_1207 2 0.760 0.730 0.22 0.78
#> SAMPLE_1214 2 0.000 0.982 0.00 1.00
#> SAMPLE_1604 2 0.000 0.982 0.00 1.00
#> SAMPLE_1641 2 0.000 0.982 0.00 1.00
#> SAMPLE_1644 1 0.000 0.983 1.00 0.00
#> SAMPLE_1648 1 0.000 0.983 1.00 0.00
#> SAMPLE_1649 1 0.000 0.983 1.00 0.00
#> SAMPLE_1652 2 0.000 0.982 0.00 1.00
#> SAMPLE_1655 2 0.000 0.982 0.00 1.00
#> SAMPLE_1656 1 0.000 0.983 1.00 0.00
#> SAMPLE_1676 2 0.000 0.982 0.00 1.00
#> SAMPLE_1681 2 0.000 0.982 0.00 1.00
#> SAMPLE_1754 2 0.000 0.982 0.00 1.00
#> SAMPLE_1802 1 0.000 0.983 1.00 0.00
#> SAMPLE_1804 1 0.000 0.983 1.00 0.00
#> SAMPLE_1805 2 0.680 0.791 0.18 0.82
#> SAMPLE_1807 2 0.000 0.982 0.00 1.00
#> SAMPLE_1810 1 0.000 0.983 1.00 0.00
#> SAMPLE_1811 2 0.000 0.982 0.00 1.00
#> SAMPLE_1812 2 0.000 0.982 0.00 1.00
#> SAMPLE_1820 2 0.000 0.982 0.00 1.00
#> SAMPLE_1822 1 0.000 0.983 1.00 0.00
#> SAMPLE_1823 1 0.000 0.983 1.00 0.00
#> SAMPLE_1825 1 0.000 0.983 1.00 0.00
#> SAMPLE_1826 2 0.141 0.966 0.02 0.98
#> SAMPLE_1844 2 0.000 0.982 0.00 1.00
#> SAMPLE_1850 2 0.000 0.982 0.00 1.00
#> SAMPLE_1913 1 0.000 0.983 1.00 0.00
#> SAMPLE_1914 1 0.000 0.983 1.00 0.00
#> SAMPLE_1960 1 0.000 0.983 1.00 0.00
#> SAMPLE_1963 2 0.000 0.982 0.00 1.00
#> SAMPLE_1971 1 0.000 0.983 1.00 0.00
#> SAMPLE_2037 1 0.000 0.983 1.00 0.00
#> SAMPLE_2269 2 0.000 0.982 0.00 1.00
#> SAMPLE_2337 1 0.000 0.983 1.00 0.00
#> SAMPLE_2437 1 0.958 0.360 0.62 0.38
#> SAMPLE_2438 1 0.000 0.983 1.00 0.00
#> SAMPLE_2454 2 0.000 0.982 0.00 1.00
#> SAMPLE_2523 2 0.000 0.982 0.00 1.00
#> SAMPLE_2526 2 0.000 0.982 0.00 1.00
#> SAMPLE_2572 2 0.000 0.982 0.00 1.00
#> SAMPLE_2602 2 0.000 0.982 0.00 1.00
#> SAMPLE_2649 2 0.000 0.982 0.00 1.00
#> SAMPLE_2735 1 0.000 0.983 1.00 0.00
#> SAMPLE_2798 2 0.000 0.982 0.00 1.00
#> SAMPLE_2799 2 0.000 0.982 0.00 1.00
cbind(get_classes(res, k = 3), get_membership(res, k = 3))
#> class entropy silhouette p1 p2 p3
#> SAMPLE_2 2 0 1 0 1 0
#> SAMPLE_4 2 0 1 0 1 0
#> SAMPLE_10 2 0 1 0 1 0
#> SAMPLE_11 1 0 1 1 0 0
#> SAMPLE_12 2 0 1 0 1 0
#> SAMPLE_18 2 0 1 0 1 0
#> SAMPLE_22 1 0 1 1 0 0
#> SAMPLE_26 2 0 1 0 1 0
#> SAMPLE_28 1 0 1 1 0 0
#> SAMPLE_214 3 0 1 0 0 1
#> SAMPLE_262 2 0 1 0 1 0
#> SAMPLE_264 1 0 1 1 0 0
#> SAMPLE_266 1 0 1 1 0 0
#> SAMPLE_637 2 0 1 0 1 0
#> SAMPLE_896 2 0 1 0 1 0
#> SAMPLE_908 1 0 1 1 0 0
#> SAMPLE_1164 2 0 1 0 1 0
#> SAMPLE_1207 3 0 1 0 0 1
#> SAMPLE_1214 3 0 1 0 0 1
#> SAMPLE_1604 2 0 1 0 1 0
#> SAMPLE_1641 2 0 1 0 1 0
#> SAMPLE_1644 1 0 1 1 0 0
#> SAMPLE_1648 1 0 1 1 0 0
#> SAMPLE_1649 1 0 1 1 0 0
#> SAMPLE_1652 2 0 1 0 1 0
#> SAMPLE_1655 2 0 1 0 1 0
#> SAMPLE_1656 1 0 1 1 0 0
#> SAMPLE_1676 3 0 1 0 0 1
#> SAMPLE_1681 2 0 1 0 1 0
#> SAMPLE_1754 3 0 1 0 0 1
#> SAMPLE_1802 1 0 1 1 0 0
#> SAMPLE_1804 1 0 1 1 0 0
#> SAMPLE_1805 2 0 1 0 1 0
#> SAMPLE_1807 2 0 1 0 1 0
#> SAMPLE_1810 1 0 1 1 0 0
#> SAMPLE_1811 2 0 1 0 1 0
#> SAMPLE_1812 2 0 1 0 1 0
#> SAMPLE_1820 2 0 1 0 1 0
#> SAMPLE_1822 1 0 1 1 0 0
#> SAMPLE_1823 1 0 1 1 0 0
#> SAMPLE_1825 1 0 1 1 0 0
#> SAMPLE_1826 2 0 1 0 1 0
#> SAMPLE_1844 2 0 1 0 1 0
#> SAMPLE_1850 2 0 1 0 1 0
#> SAMPLE_1913 1 0 1 1 0 0
#> SAMPLE_1914 1 0 1 1 0 0
#> SAMPLE_1960 1 0 1 1 0 0
#> SAMPLE_1963 2 0 1 0 1 0
#> SAMPLE_1971 1 0 1 1 0 0
#> SAMPLE_2037 1 0 1 1 0 0
#> SAMPLE_2269 3 0 1 0 0 1
#> SAMPLE_2337 1 0 1 1 0 0
#> SAMPLE_2437 1 0 1 1 0 0
#> SAMPLE_2438 1 0 1 1 0 0
#> SAMPLE_2454 3 0 1 0 0 1
#> SAMPLE_2523 3 0 1 0 0 1
#> SAMPLE_2526 3 0 1 0 0 1
#> SAMPLE_2572 3 0 1 0 0 1
#> SAMPLE_2602 3 0 1 0 0 1
#> SAMPLE_2649 3 0 1 0 0 1
#> SAMPLE_2735 1 0 1 1 0 0
#> SAMPLE_2798 3 0 1 0 0 1
#> SAMPLE_2799 3 0 1 0 0 1
cbind(get_classes(res, k = 4), get_membership(res, k = 4))
#> class entropy silhouette p1 p2 p3 p4
#> SAMPLE_2 2 0.0000 0.987 0.00 1.00 0.00 0.00
#> SAMPLE_4 2 0.0707 0.974 0.00 0.98 0.00 0.02
#> SAMPLE_10 2 0.0000 0.987 0.00 1.00 0.00 0.00
#> SAMPLE_11 1 0.3172 0.870 0.84 0.00 0.00 0.16
#> SAMPLE_12 2 0.0000 0.987 0.00 1.00 0.00 0.00
#> SAMPLE_18 2 0.0000 0.987 0.00 1.00 0.00 0.00
#> SAMPLE_22 1 0.0707 0.903 0.98 0.00 0.00 0.02
#> SAMPLE_26 2 0.0707 0.974 0.00 0.98 0.00 0.02
#> SAMPLE_28 1 0.3400 0.859 0.82 0.00 0.00 0.18
#> SAMPLE_214 4 0.3400 0.937 0.00 0.00 0.18 0.82
#> SAMPLE_262 2 0.0000 0.987 0.00 1.00 0.00 0.00
#> SAMPLE_264 1 0.3172 0.870 0.84 0.00 0.00 0.16
#> SAMPLE_266 1 0.0707 0.903 0.98 0.00 0.00 0.02
#> SAMPLE_637 2 0.0707 0.974 0.00 0.98 0.00 0.02
#> SAMPLE_896 2 0.0000 0.987 0.00 1.00 0.00 0.00
#> SAMPLE_908 1 0.0707 0.903 0.98 0.00 0.00 0.02
#> SAMPLE_1164 2 0.0000 0.987 0.00 1.00 0.00 0.00
#> SAMPLE_1207 4 0.2921 0.939 0.00 0.00 0.14 0.86
#> SAMPLE_1214 3 0.0707 0.976 0.00 0.00 0.98 0.02
#> SAMPLE_1604 2 0.0000 0.987 0.00 1.00 0.00 0.00
#> SAMPLE_1641 2 0.0707 0.974 0.00 0.98 0.00 0.02
#> SAMPLE_1644 1 0.0707 0.903 0.98 0.00 0.00 0.02
#> SAMPLE_1648 1 0.3975 0.813 0.76 0.00 0.00 0.24
#> SAMPLE_1649 1 0.0000 0.906 1.00 0.00 0.00 0.00
#> SAMPLE_1652 2 0.0000 0.987 0.00 1.00 0.00 0.00
#> SAMPLE_1655 2 0.0000 0.987 0.00 1.00 0.00 0.00
#> SAMPLE_1656 1 0.0707 0.906 0.98 0.00 0.00 0.02
#> SAMPLE_1676 3 0.0000 0.998 0.00 0.00 1.00 0.00
#> SAMPLE_1681 2 0.0000 0.987 0.00 1.00 0.00 0.00
#> SAMPLE_1754 3 0.0000 0.998 0.00 0.00 1.00 0.00
#> SAMPLE_1802 1 0.3172 0.870 0.84 0.00 0.00 0.16
#> SAMPLE_1804 1 0.0707 0.903 0.98 0.00 0.00 0.02
#> SAMPLE_1805 2 0.3400 0.775 0.00 0.82 0.00 0.18
#> SAMPLE_1807 2 0.0707 0.974 0.00 0.98 0.00 0.02
#> SAMPLE_1810 1 0.0000 0.906 1.00 0.00 0.00 0.00
#> SAMPLE_1811 2 0.0000 0.987 0.00 1.00 0.00 0.00
#> SAMPLE_1812 2 0.0000 0.987 0.00 1.00 0.00 0.00
#> SAMPLE_1820 2 0.0000 0.987 0.00 1.00 0.00 0.00
#> SAMPLE_1822 1 0.2345 0.890 0.90 0.00 0.00 0.10
#> SAMPLE_1823 1 0.0000 0.906 1.00 0.00 0.00 0.00
#> SAMPLE_1825 1 0.0707 0.903 0.98 0.00 0.00 0.02
#> SAMPLE_1826 2 0.0000 0.987 0.00 1.00 0.00 0.00
#> SAMPLE_1844 2 0.0000 0.987 0.00 1.00 0.00 0.00
#> SAMPLE_1850 2 0.0000 0.987 0.00 1.00 0.00 0.00
#> SAMPLE_1913 1 0.3172 0.870 0.84 0.00 0.00 0.16
#> SAMPLE_1914 1 0.4277 0.773 0.72 0.00 0.00 0.28
#> SAMPLE_1960 1 0.0000 0.906 1.00 0.00 0.00 0.00
#> SAMPLE_1963 2 0.0000 0.987 0.00 1.00 0.00 0.00
#> SAMPLE_1971 1 0.0000 0.906 1.00 0.00 0.00 0.00
#> SAMPLE_2037 1 0.0707 0.906 0.98 0.00 0.00 0.02
#> SAMPLE_2269 3 0.0000 0.998 0.00 0.00 1.00 0.00
#> SAMPLE_2337 1 0.0707 0.903 0.98 0.00 0.00 0.02
#> SAMPLE_2437 1 0.5327 0.763 0.72 0.00 0.06 0.22
#> SAMPLE_2438 1 0.4790 0.637 0.62 0.00 0.00 0.38
#> SAMPLE_2454 3 0.0000 0.998 0.00 0.00 1.00 0.00
#> SAMPLE_2523 3 0.0000 0.998 0.00 0.00 1.00 0.00
#> SAMPLE_2526 3 0.0000 0.998 0.00 0.00 1.00 0.00
#> SAMPLE_2572 3 0.0000 0.998 0.00 0.00 1.00 0.00
#> SAMPLE_2602 3 0.0000 0.998 0.00 0.00 1.00 0.00
#> SAMPLE_2649 3 0.0000 0.998 0.00 0.00 1.00 0.00
#> SAMPLE_2735 1 0.2647 0.884 0.88 0.00 0.00 0.12
#> SAMPLE_2798 3 0.0000 0.998 0.00 0.00 1.00 0.00
#> SAMPLE_2799 3 0.0000 0.998 0.00 0.00 1.00 0.00
cbind(get_classes(res, k = 5), get_membership(res, k = 5))
#> class entropy silhouette p1 p2 p3 p4 p5
#> SAMPLE_2 2 0.2438 0.8837 0.04 0.90 0.00 0.00 0.06
#> SAMPLE_4 2 0.2797 0.8716 0.06 0.88 0.00 0.00 0.06
#> SAMPLE_10 2 0.1043 0.9137 0.00 0.96 0.00 0.00 0.04
#> SAMPLE_11 5 0.4182 0.7999 0.40 0.00 0.00 0.00 0.60
#> SAMPLE_12 2 0.0000 0.9201 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_18 2 0.2020 0.8806 0.00 0.90 0.00 0.00 0.10
#> SAMPLE_22 1 0.2438 0.6270 0.90 0.04 0.00 0.00 0.06
#> SAMPLE_26 2 0.3110 0.8564 0.08 0.86 0.00 0.00 0.06
#> SAMPLE_28 5 0.3983 0.8324 0.34 0.00 0.00 0.00 0.66
#> SAMPLE_214 4 0.0000 1.0000 0.00 0.00 0.00 1.00 0.00
#> SAMPLE_262 2 0.3641 0.8177 0.12 0.82 0.00 0.00 0.06
#> SAMPLE_264 5 0.4126 0.8359 0.38 0.00 0.00 0.00 0.62
#> SAMPLE_266 1 0.0000 0.7349 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_637 2 0.3110 0.8564 0.08 0.86 0.00 0.00 0.06
#> SAMPLE_896 2 0.0000 0.9201 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_908 1 0.1043 0.7025 0.96 0.00 0.00 0.00 0.04
#> SAMPLE_1164 2 0.1043 0.9137 0.00 0.96 0.00 0.00 0.04
#> SAMPLE_1207 4 0.0000 1.0000 0.00 0.00 0.00 1.00 0.00
#> SAMPLE_1214 3 0.2331 0.9097 0.00 0.00 0.90 0.02 0.08
#> SAMPLE_1604 2 0.1410 0.9152 0.00 0.94 0.00 0.00 0.06
#> SAMPLE_1641 2 0.2797 0.8716 0.06 0.88 0.00 0.00 0.06
#> SAMPLE_1644 1 0.0609 0.7212 0.98 0.00 0.00 0.00 0.02
#> SAMPLE_1648 5 0.3796 0.7950 0.30 0.00 0.00 0.00 0.70
#> SAMPLE_1649 1 0.2020 0.7152 0.90 0.00 0.00 0.00 0.10
#> SAMPLE_1652 2 0.1410 0.9064 0.00 0.94 0.00 0.00 0.06
#> SAMPLE_1655 2 0.0000 0.9201 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_1656 1 0.3513 0.6445 0.80 0.00 0.00 0.02 0.18
#> SAMPLE_1676 3 0.0000 0.9809 0.00 0.00 1.00 0.00 0.00
#> SAMPLE_1681 2 0.0609 0.9188 0.00 0.98 0.00 0.00 0.02
#> SAMPLE_1754 3 0.0000 0.9809 0.00 0.00 1.00 0.00 0.00
#> SAMPLE_1802 5 0.4126 0.8359 0.38 0.00 0.00 0.00 0.62
#> SAMPLE_1804 1 0.0000 0.7349 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_1805 2 0.4818 0.2514 0.00 0.52 0.00 0.02 0.46
#> SAMPLE_1807 2 0.2438 0.8837 0.04 0.90 0.00 0.00 0.06
#> SAMPLE_1810 1 0.3274 0.5701 0.78 0.00 0.00 0.00 0.22
#> SAMPLE_1811 2 0.0000 0.9201 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_1812 2 0.0000 0.9201 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_1820 2 0.1043 0.9137 0.00 0.96 0.00 0.00 0.04
#> SAMPLE_1822 1 0.4675 -0.0416 0.60 0.00 0.00 0.02 0.38
#> SAMPLE_1823 1 0.2616 0.7098 0.88 0.00 0.00 0.02 0.10
#> SAMPLE_1825 1 0.0000 0.7349 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_1826 2 0.0609 0.9165 0.00 0.98 0.00 0.00 0.02
#> SAMPLE_1844 2 0.1043 0.9137 0.00 0.96 0.00 0.00 0.04
#> SAMPLE_1850 2 0.0609 0.9188 0.00 0.98 0.00 0.00 0.02
#> SAMPLE_1913 5 0.4126 0.8359 0.38 0.00 0.00 0.00 0.62
#> SAMPLE_1914 5 0.3561 0.7813 0.26 0.00 0.00 0.00 0.74
#> SAMPLE_1960 1 0.2020 0.7152 0.90 0.00 0.00 0.00 0.10
#> SAMPLE_1963 2 0.0000 0.9201 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_1971 1 0.3319 0.6609 0.82 0.00 0.00 0.02 0.16
#> SAMPLE_2037 1 0.2929 0.6474 0.82 0.00 0.00 0.00 0.18
#> SAMPLE_2269 3 0.0000 0.9809 0.00 0.00 1.00 0.00 0.00
#> SAMPLE_2337 1 0.0000 0.7349 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_2437 1 0.7050 -0.1587 0.44 0.04 0.08 0.02 0.42
#> SAMPLE_2438 5 0.3731 0.6306 0.16 0.00 0.00 0.04 0.80
#> SAMPLE_2454 3 0.0000 0.9809 0.00 0.00 1.00 0.00 0.00
#> SAMPLE_2523 3 0.0000 0.9809 0.00 0.00 1.00 0.00 0.00
#> SAMPLE_2526 3 0.0000 0.9809 0.00 0.00 1.00 0.00 0.00
#> SAMPLE_2572 3 0.2331 0.9097 0.00 0.00 0.90 0.02 0.08
#> SAMPLE_2602 3 0.0000 0.9809 0.00 0.00 1.00 0.00 0.00
#> SAMPLE_2649 3 0.0609 0.9694 0.00 0.00 0.98 0.00 0.02
#> SAMPLE_2735 1 0.4262 -0.3370 0.56 0.00 0.00 0.00 0.44
#> SAMPLE_2798 3 0.0000 0.9809 0.00 0.00 1.00 0.00 0.00
#> SAMPLE_2799 3 0.0000 0.9809 0.00 0.00 1.00 0.00 0.00
cbind(get_classes(res, k = 6), get_membership(res, k = 6))
#> class entropy silhouette p1 p2 p3 p4 p5 p6
#> SAMPLE_2 2 0.2581 0.735 0.02 0.86 0.00 0.00 0.00 0.12
#> SAMPLE_4 2 0.2581 0.723 0.02 0.86 0.00 0.00 0.00 0.12
#> SAMPLE_10 2 0.2793 0.654 0.00 0.80 0.00 0.00 0.00 0.20
#> SAMPLE_11 5 0.3660 0.768 0.16 0.00 0.00 0.00 0.78 0.06
#> SAMPLE_12 2 0.1267 0.769 0.00 0.94 0.00 0.00 0.00 0.06
#> SAMPLE_18 2 0.3756 0.230 0.00 0.60 0.00 0.00 0.00 0.40
#> SAMPLE_22 1 0.3787 0.539 0.78 0.10 0.00 0.00 0.00 0.12
#> SAMPLE_26 2 0.2581 0.723 0.02 0.86 0.00 0.00 0.00 0.12
#> SAMPLE_28 5 0.5027 0.630 0.20 0.00 0.00 0.00 0.64 0.16
#> SAMPLE_214 4 0.0000 1.000 0.00 0.00 0.00 1.00 0.00 0.00
#> SAMPLE_262 2 0.4680 0.475 0.12 0.68 0.00 0.00 0.00 0.20
#> SAMPLE_264 5 0.3315 0.732 0.20 0.00 0.00 0.00 0.78 0.02
#> SAMPLE_266 1 0.0547 0.745 0.98 0.00 0.00 0.00 0.02 0.00
#> SAMPLE_637 2 0.3351 0.686 0.04 0.80 0.00 0.00 0.00 0.16
#> SAMPLE_896 2 0.2048 0.749 0.00 0.88 0.00 0.00 0.00 0.12
#> SAMPLE_908 1 0.1865 0.694 0.92 0.04 0.00 0.00 0.00 0.04
#> SAMPLE_1164 2 0.3409 0.522 0.00 0.70 0.00 0.00 0.00 0.30
#> SAMPLE_1207 4 0.0000 1.000 0.00 0.00 0.00 1.00 0.00 0.00
#> SAMPLE_1214 3 0.2784 0.887 0.00 0.00 0.88 0.04 0.04 0.04
#> SAMPLE_1604 2 0.1814 0.746 0.00 0.90 0.00 0.00 0.00 0.10
#> SAMPLE_1641 2 0.2581 0.736 0.02 0.86 0.00 0.00 0.00 0.12
#> SAMPLE_1644 1 0.0000 0.743 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1648 5 0.4444 0.751 0.16 0.00 0.00 0.02 0.74 0.08
#> SAMPLE_1649 1 0.3711 0.622 0.72 0.00 0.00 0.00 0.26 0.02
#> SAMPLE_1652 2 0.3309 0.554 0.00 0.72 0.00 0.00 0.00 0.28
#> SAMPLE_1655 2 0.1814 0.750 0.00 0.90 0.00 0.00 0.00 0.10
#> SAMPLE_1656 1 0.3156 0.694 0.80 0.00 0.00 0.00 0.18 0.02
#> SAMPLE_1676 3 0.0000 0.959 0.00 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_1681 2 0.1267 0.762 0.00 0.94 0.00 0.00 0.00 0.06
#> SAMPLE_1754 3 0.0000 0.959 0.00 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_1802 5 0.3660 0.768 0.16 0.00 0.00 0.00 0.78 0.06
#> SAMPLE_1804 1 0.0937 0.744 0.96 0.00 0.00 0.00 0.04 0.00
#> SAMPLE_1805 6 0.6525 0.000 0.00 0.30 0.00 0.04 0.20 0.46
#> SAMPLE_1807 2 0.2350 0.736 0.02 0.88 0.00 0.00 0.00 0.10
#> SAMPLE_1810 1 0.3409 0.581 0.70 0.00 0.00 0.00 0.30 0.00
#> SAMPLE_1811 2 0.1267 0.763 0.00 0.94 0.00 0.00 0.00 0.06
#> SAMPLE_1812 2 0.0547 0.769 0.00 0.98 0.00 0.00 0.00 0.02
#> SAMPLE_1820 2 0.2454 0.706 0.00 0.84 0.00 0.00 0.00 0.16
#> SAMPLE_1822 5 0.4420 0.487 0.34 0.00 0.00 0.00 0.62 0.04
#> SAMPLE_1823 1 0.3156 0.690 0.80 0.00 0.00 0.00 0.18 0.02
#> SAMPLE_1825 1 0.0000 0.743 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1826 2 0.2350 0.733 0.00 0.88 0.00 0.00 0.02 0.10
#> SAMPLE_1844 2 0.2631 0.678 0.00 0.82 0.00 0.00 0.00 0.18
#> SAMPLE_1850 2 0.2454 0.716 0.00 0.84 0.00 0.00 0.00 0.16
#> SAMPLE_1913 5 0.3351 0.766 0.16 0.00 0.00 0.00 0.80 0.04
#> SAMPLE_1914 5 0.4088 0.700 0.10 0.00 0.00 0.02 0.78 0.10
#> SAMPLE_1960 1 0.2260 0.721 0.86 0.00 0.00 0.00 0.14 0.00
#> SAMPLE_1963 2 0.2048 0.739 0.00 0.88 0.00 0.00 0.00 0.12
#> SAMPLE_1971 1 0.4172 0.578 0.68 0.00 0.00 0.00 0.28 0.04
#> SAMPLE_2037 1 0.3592 0.644 0.74 0.00 0.00 0.00 0.24 0.02
#> SAMPLE_2269 3 0.0937 0.955 0.00 0.00 0.96 0.00 0.00 0.04
#> SAMPLE_2337 1 0.0000 0.743 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2437 1 0.8550 -0.117 0.32 0.04 0.14 0.02 0.24 0.24
#> SAMPLE_2438 5 0.5210 0.342 0.04 0.00 0.00 0.06 0.64 0.26
#> SAMPLE_2454 3 0.0937 0.955 0.00 0.00 0.96 0.00 0.00 0.04
#> SAMPLE_2523 3 0.0000 0.959 0.00 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_2526 3 0.0547 0.958 0.00 0.00 0.98 0.00 0.00 0.02
#> SAMPLE_2572 3 0.2784 0.887 0.00 0.00 0.88 0.04 0.04 0.04
#> SAMPLE_2602 3 0.0937 0.955 0.00 0.00 0.96 0.00 0.00 0.04
#> SAMPLE_2649 3 0.1480 0.933 0.00 0.00 0.94 0.00 0.04 0.02
#> SAMPLE_2735 5 0.4282 0.325 0.42 0.00 0.00 0.00 0.56 0.02
#> SAMPLE_2798 3 0.0937 0.955 0.00 0.00 0.96 0.00 0.00 0.04
#> SAMPLE_2799 3 0.0000 0.959 0.00 0.00 1.00 0.00 0.00 0.00
cbind(get_classes(res, k = 7), get_membership(res, k = 7))
#> class entropy silhouette p1 p2 p3 p4 p5 p6 p7
#> SAMPLE_2 2 0.3546 -0.2759 0.00 0.54 0.00 0.00 0.00 0.46 0.00
#> SAMPLE_4 2 0.3546 -0.2759 0.00 0.54 0.00 0.00 0.00 0.46 0.00
#> SAMPLE_10 2 0.0863 0.3603 0.00 0.96 0.00 0.00 0.00 0.00 0.04
#> SAMPLE_11 5 0.1860 0.5732 0.02 0.00 0.00 0.00 0.92 0.04 0.02
#> SAMPLE_12 2 0.3606 0.0751 0.00 0.68 0.00 0.00 0.00 0.30 0.02
#> SAMPLE_18 2 0.3745 0.1578 0.00 0.70 0.00 0.00 0.00 0.04 0.26
#> SAMPLE_22 1 0.4191 0.3124 0.64 0.00 0.00 0.00 0.00 0.30 0.06
#> SAMPLE_26 2 0.3985 -0.3467 0.00 0.52 0.00 0.00 0.00 0.46 0.02
#> SAMPLE_28 5 0.5680 0.3344 0.14 0.00 0.00 0.00 0.60 0.10 0.16
#> SAMPLE_214 4 0.0000 1.0000 0.00 0.00 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_262 6 0.4701 0.0000 0.04 0.44 0.00 0.00 0.02 0.50 0.00
#> SAMPLE_264 5 0.2912 0.5736 0.14 0.00 0.00 0.00 0.82 0.00 0.04
#> SAMPLE_266 1 0.1006 0.7743 0.96 0.00 0.00 0.00 0.02 0.00 0.02
#> SAMPLE_637 2 0.4212 -0.2625 0.02 0.62 0.00 0.00 0.00 0.34 0.02
#> SAMPLE_896 2 0.3745 0.0740 0.00 0.70 0.00 0.00 0.00 0.26 0.04
#> SAMPLE_908 1 0.2313 0.7080 0.88 0.00 0.00 0.00 0.00 0.06 0.06
#> SAMPLE_1164 2 0.3086 0.2584 0.00 0.80 0.00 0.00 0.00 0.04 0.16
#> SAMPLE_1207 4 0.0000 1.0000 0.00 0.00 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_1214 3 0.2569 0.8389 0.00 0.00 0.84 0.00 0.00 0.02 0.14
#> SAMPLE_1604 2 0.2722 0.3093 0.00 0.84 0.00 0.00 0.00 0.12 0.04
#> SAMPLE_1641 2 0.3525 -0.2508 0.00 0.56 0.00 0.00 0.00 0.44 0.00
#> SAMPLE_1644 1 0.1718 0.7372 0.92 0.00 0.00 0.00 0.00 0.04 0.04
#> SAMPLE_1648 5 0.4905 0.5263 0.10 0.00 0.00 0.00 0.68 0.06 0.16
#> SAMPLE_1649 1 0.3244 0.7258 0.78 0.00 0.00 0.00 0.18 0.00 0.04
#> SAMPLE_1652 2 0.2569 0.2995 0.00 0.84 0.00 0.00 0.00 0.02 0.14
#> SAMPLE_1655 2 0.2832 0.1863 0.00 0.76 0.00 0.00 0.00 0.24 0.00
#> SAMPLE_1656 1 0.4308 0.6306 0.72 0.00 0.00 0.00 0.16 0.02 0.10
#> SAMPLE_1676 3 0.0000 0.9316 0.00 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_1681 2 0.3139 0.0387 0.00 0.70 0.00 0.00 0.00 0.30 0.00
#> SAMPLE_1754 3 0.0000 0.9316 0.00 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_1802 5 0.1006 0.5926 0.02 0.00 0.00 0.00 0.96 0.02 0.00
#> SAMPLE_1804 1 0.0504 0.7770 0.98 0.00 0.00 0.00 0.02 0.00 0.00
#> SAMPLE_1805 2 0.6899 -0.1572 0.00 0.38 0.00 0.02 0.12 0.34 0.14
#> SAMPLE_1807 2 0.3459 -0.2095 0.00 0.60 0.00 0.00 0.00 0.40 0.00
#> SAMPLE_1810 1 0.3186 0.7010 0.76 0.00 0.00 0.00 0.22 0.00 0.02
#> SAMPLE_1811 2 0.2572 0.2459 0.00 0.80 0.00 0.00 0.00 0.20 0.00
#> SAMPLE_1812 2 0.2832 0.1773 0.00 0.76 0.00 0.00 0.00 0.24 0.00
#> SAMPLE_1820 2 0.1718 0.3517 0.00 0.92 0.00 0.00 0.00 0.04 0.04
#> SAMPLE_1822 5 0.4214 0.2643 0.40 0.00 0.00 0.00 0.56 0.00 0.04
#> SAMPLE_1823 1 0.2906 0.7359 0.80 0.00 0.00 0.00 0.18 0.00 0.02
#> SAMPLE_1825 1 0.0863 0.7612 0.96 0.00 0.00 0.00 0.00 0.00 0.04
#> SAMPLE_1826 2 0.4577 -0.1648 0.00 0.58 0.00 0.00 0.02 0.36 0.04
#> SAMPLE_1844 2 0.0863 0.3577 0.00 0.96 0.00 0.00 0.00 0.00 0.04
#> SAMPLE_1850 2 0.1886 0.3196 0.00 0.88 0.00 0.00 0.00 0.12 0.00
#> SAMPLE_1913 5 0.2803 0.6060 0.10 0.00 0.00 0.00 0.84 0.00 0.06
#> SAMPLE_1914 5 0.4574 0.5205 0.06 0.00 0.00 0.00 0.72 0.12 0.10
#> SAMPLE_1960 1 0.1928 0.7743 0.90 0.00 0.00 0.00 0.08 0.00 0.02
#> SAMPLE_1963 2 0.3052 0.2631 0.00 0.78 0.00 0.00 0.00 0.20 0.02
#> SAMPLE_1971 1 0.3307 0.6789 0.74 0.00 0.00 0.00 0.24 0.00 0.02
#> SAMPLE_2037 1 0.3086 0.7406 0.80 0.00 0.00 0.00 0.16 0.00 0.04
#> SAMPLE_2269 3 0.1363 0.9159 0.00 0.00 0.94 0.00 0.00 0.02 0.04
#> SAMPLE_2337 1 0.1363 0.7522 0.94 0.00 0.00 0.00 0.00 0.02 0.04
#> SAMPLE_2437 7 0.7435 0.0000 0.18 0.02 0.08 0.00 0.14 0.10 0.48
#> SAMPLE_2438 5 0.5898 0.1803 0.02 0.02 0.00 0.02 0.58 0.12 0.24
#> SAMPLE_2454 3 0.0863 0.9230 0.00 0.00 0.96 0.00 0.00 0.00 0.04
#> SAMPLE_2523 3 0.0000 0.9316 0.00 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_2526 3 0.0000 0.9316 0.00 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_2572 3 0.2912 0.8205 0.00 0.00 0.82 0.00 0.00 0.04 0.14
#> SAMPLE_2602 3 0.1664 0.9064 0.00 0.00 0.92 0.00 0.00 0.02 0.06
#> SAMPLE_2649 3 0.2081 0.8560 0.00 0.00 0.86 0.00 0.00 0.00 0.14
#> SAMPLE_2735 5 0.4638 0.3405 0.38 0.00 0.00 0.00 0.54 0.00 0.08
#> SAMPLE_2798 3 0.1664 0.9064 0.00 0.00 0.92 0.00 0.00 0.02 0.06
#> SAMPLE_2799 3 0.0000 0.9316 0.00 0.00 1.00 0.00 0.00 0.00 0.00
cbind(get_classes(res, k = 8), get_membership(res, k = 8))
#> class entropy silhouette p1 p2 p3 p4 p5 p6 p7 p8
#> SAMPLE_2 6 0.0471 0.5801 0.00 0.00 0.00 0.00 0.00 0.98 0.00 0.02
#> SAMPLE_4 6 0.0000 0.5834 0.00 0.00 0.00 0.00 0.00 1.00 0.00 0.00
#> SAMPLE_10 2 0.4487 0.4197 0.00 0.62 0.00 0.00 0.00 0.28 0.08 0.02
#> SAMPLE_11 5 0.3185 0.5574 0.08 0.00 0.00 0.00 0.82 0.00 0.04 0.06
#> SAMPLE_12 2 0.4399 0.2649 0.00 0.50 0.00 0.00 0.00 0.44 0.04 0.02
#> SAMPLE_18 2 0.5180 0.3173 0.00 0.62 0.00 0.00 0.00 0.14 0.14 0.10
#> SAMPLE_22 1 0.4556 0.2219 0.54 0.00 0.00 0.00 0.00 0.38 0.02 0.06
#> SAMPLE_26 6 0.1408 0.5656 0.02 0.02 0.00 0.00 0.00 0.94 0.02 0.00
#> SAMPLE_28 5 0.5470 0.1629 0.06 0.02 0.00 0.00 0.60 0.00 0.18 0.14
#> SAMPLE_214 4 0.0000 1.0000 0.00 0.00 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_262 6 0.6378 0.0321 0.06 0.36 0.00 0.00 0.00 0.40 0.06 0.12
#> SAMPLE_264 5 0.3073 0.5926 0.10 0.00 0.00 0.00 0.80 0.00 0.10 0.00
#> SAMPLE_266 1 0.0471 0.7683 0.98 0.00 0.00 0.00 0.02 0.00 0.00 0.00
#> SAMPLE_637 6 0.4241 0.2608 0.04 0.26 0.00 0.00 0.00 0.66 0.00 0.04
#> SAMPLE_896 2 0.3658 0.3440 0.00 0.58 0.00 0.00 0.00 0.40 0.00 0.02
#> SAMPLE_908 1 0.2591 0.7067 0.86 0.00 0.00 0.00 0.00 0.08 0.02 0.04
#> SAMPLE_1164 2 0.6297 0.3266 0.00 0.44 0.00 0.00 0.02 0.30 0.12 0.12
#> SAMPLE_1207 4 0.0000 1.0000 0.00 0.00 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_1214 3 0.3675 0.6260 0.00 0.00 0.66 0.00 0.00 0.00 0.04 0.30
#> SAMPLE_1604 6 0.3907 -0.0338 0.00 0.38 0.00 0.00 0.00 0.58 0.04 0.00
#> SAMPLE_1641 6 0.0000 0.5834 0.00 0.00 0.00 0.00 0.00 1.00 0.00 0.00
#> SAMPLE_1644 1 0.1557 0.7488 0.92 0.00 0.00 0.00 0.00 0.00 0.02 0.06
#> SAMPLE_1648 5 0.4723 0.4132 0.14 0.00 0.00 0.00 0.52 0.00 0.34 0.00
#> SAMPLE_1649 1 0.3299 0.6573 0.76 0.00 0.00 0.00 0.18 0.00 0.06 0.00
#> SAMPLE_1652 2 0.4255 0.3976 0.00 0.58 0.00 0.00 0.00 0.34 0.00 0.08
#> SAMPLE_1655 2 0.3943 0.3572 0.00 0.56 0.00 0.00 0.00 0.40 0.00 0.04
#> SAMPLE_1656 1 0.4650 0.5178 0.66 0.00 0.00 0.00 0.20 0.00 0.06 0.08
#> SAMPLE_1676 3 0.0941 0.8639 0.00 0.00 0.96 0.00 0.00 0.00 0.02 0.02
#> SAMPLE_1681 6 0.2404 0.4715 0.00 0.14 0.00 0.00 0.02 0.84 0.00 0.00
#> SAMPLE_1754 3 0.0471 0.8664 0.00 0.00 0.98 0.00 0.00 0.00 0.00 0.02
#> SAMPLE_1802 5 0.2591 0.5657 0.08 0.00 0.00 0.00 0.86 0.00 0.04 0.02
#> SAMPLE_1804 1 0.1275 0.7653 0.94 0.00 0.00 0.00 0.04 0.00 0.02 0.00
#> SAMPLE_1805 2 0.6165 -0.0262 0.00 0.50 0.00 0.00 0.12 0.04 0.26 0.08
#> SAMPLE_1807 6 0.0471 0.5800 0.00 0.02 0.00 0.00 0.00 0.98 0.00 0.00
#> SAMPLE_1810 1 0.3431 0.6264 0.74 0.00 0.00 0.00 0.20 0.00 0.06 0.00
#> SAMPLE_1811 6 0.3729 -0.2560 0.00 0.46 0.00 0.00 0.00 0.52 0.00 0.02
#> SAMPLE_1812 6 0.2852 0.2574 0.00 0.28 0.00 0.00 0.00 0.72 0.00 0.00
#> SAMPLE_1820 6 0.4383 -0.1179 0.00 0.42 0.00 0.00 0.00 0.52 0.02 0.04
#> SAMPLE_1822 5 0.4471 0.3835 0.34 0.00 0.00 0.00 0.58 0.00 0.06 0.02
#> SAMPLE_1823 1 0.2680 0.7378 0.84 0.00 0.00 0.00 0.12 0.00 0.02 0.02
#> SAMPLE_1825 1 0.0808 0.7608 0.96 0.00 0.00 0.00 0.00 0.00 0.00 0.04
#> SAMPLE_1826 2 0.4100 0.3337 0.00 0.58 0.00 0.00 0.00 0.36 0.00 0.06
#> SAMPLE_1844 2 0.3808 0.4110 0.00 0.62 0.00 0.00 0.00 0.34 0.04 0.00
#> SAMPLE_1850 2 0.3618 0.4061 0.00 0.60 0.00 0.00 0.00 0.38 0.00 0.02
#> SAMPLE_1913 5 0.2224 0.5914 0.12 0.00 0.00 0.00 0.86 0.00 0.02 0.00
#> SAMPLE_1914 5 0.3991 0.3295 0.06 0.00 0.00 0.00 0.62 0.00 0.32 0.00
#> SAMPLE_1960 1 0.1804 0.7560 0.90 0.00 0.00 0.00 0.08 0.00 0.02 0.00
#> SAMPLE_1963 2 0.5128 0.3112 0.02 0.52 0.00 0.00 0.00 0.36 0.02 0.08
#> SAMPLE_1971 1 0.4199 0.4747 0.60 0.00 0.00 0.00 0.32 0.00 0.08 0.00
#> SAMPLE_2037 1 0.2547 0.7313 0.84 0.00 0.00 0.00 0.12 0.00 0.04 0.00
#> SAMPLE_2269 3 0.2025 0.8452 0.00 0.00 0.88 0.00 0.00 0.00 0.02 0.10
#> SAMPLE_2337 1 0.2265 0.7415 0.88 0.02 0.00 0.00 0.02 0.00 0.00 0.08
#> SAMPLE_2437 7 0.7862 0.2498 0.12 0.04 0.12 0.00 0.04 0.06 0.40 0.22
#> SAMPLE_2438 7 0.4518 0.0764 0.00 0.00 0.00 0.02 0.36 0.00 0.56 0.06
#> SAMPLE_2454 3 0.1563 0.8485 0.00 0.00 0.90 0.00 0.00 0.00 0.00 0.10
#> SAMPLE_2523 3 0.0471 0.8670 0.00 0.00 0.98 0.00 0.00 0.00 0.02 0.00
#> SAMPLE_2526 3 0.0471 0.8670 0.00 0.00 0.98 0.00 0.00 0.00 0.02 0.00
#> SAMPLE_2572 3 0.3374 0.6523 0.00 0.00 0.68 0.00 0.00 0.00 0.02 0.30
#> SAMPLE_2602 3 0.2025 0.8452 0.00 0.00 0.88 0.00 0.00 0.00 0.02 0.10
#> SAMPLE_2649 3 0.2406 0.7711 0.00 0.00 0.80 0.00 0.00 0.00 0.00 0.20
#> SAMPLE_2735 5 0.4999 0.2967 0.40 0.00 0.00 0.00 0.42 0.00 0.18 0.00
#> SAMPLE_2798 3 0.2025 0.8452 0.00 0.00 0.88 0.00 0.00 0.00 0.02 0.10
#> SAMPLE_2799 3 0.0941 0.8639 0.00 0.00 0.96 0.00 0.00 0.00 0.02 0.02
Heatmaps for the consensus matrix. It visualizes the probability of two samples to be in a same group.
consensus_heatmap(res, k = 2)
consensus_heatmap(res, k = 3)
consensus_heatmap(res, k = 4)
consensus_heatmap(res, k = 5)
consensus_heatmap(res, k = 6)
consensus_heatmap(res, k = 7)
consensus_heatmap(res, k = 8)
Heatmaps for the membership of samples in all partitions to see how consistent they are:
membership_heatmap(res, k = 2)
membership_heatmap(res, k = 3)
membership_heatmap(res, k = 4)
membership_heatmap(res, k = 5)
membership_heatmap(res, k = 6)
membership_heatmap(res, k = 7)
membership_heatmap(res, k = 8)
As soon as the classes for columns are determined, the signatures that are significantly different between subgroups can be looked for. Following are the heatmaps for signatures.
get_signatures(res, k = 2)
get_signatures(res, k = 3)
get_signatures(res, k = 4)
get_signatures(res, k = 5)
get_signatures(res, k = 6)
get_signatures(res, k = 7)
get_signatures(res, k = 8)
Compare the overlap of signatures from different k:
compare_signatures(res)
get_signature() returns a data frame invisibly. To get the list of signatures, the function
call should be assigned to a variable explicitly. In following code, if plot argument is set
to FALSE, no heatmap is plotted while only the differential analysis is performed.
# code only for demonstration
tb = get_signature(res, k = ..., plot = FALSE)
An example of the output of tb is:
#> which_row fdr mean_1 mean_2 scaled_mean_1 scaled_mean_2 km
#> 1 38 0.042760348 8.373488 9.131774 -0.5533452 0.5164555 1
#> 2 40 0.018707592 7.106213 8.469186 -0.6173731 0.5762149 1
#> 3 55 0.019134737 10.221463 11.207825 -0.6159697 0.5749050 1
#> 4 59 0.006059896 5.921854 7.869574 -0.6899429 0.6439467 1
#> 5 60 0.018055526 8.928898 10.211722 -0.6204761 0.5791110 1
#> 6 98 0.009384629 15.714769 14.887706 0.6635654 -0.6193277 2
...
The columns in tb are:
which_row: row indices corresponding to the input matrix.fdr: FDR for the differential test. mean_x: The mean value in group x.scaled_mean_x: The mean value in group x after rows are scaled.km: Row groups if k-means clustering is applied to rows (which is done by automatically selecting number of clusters).If there are too many signatures, top_signatures = ... can be set to only show the
signatures with the highest FDRs:
# code only for demonstration
# e.g. to show the top 500 most significant rows
tb = get_signature(res, k = ..., top_signatures = 500)
If the signatures are defined as these which are uniquely high in current group, diff_method argument
can be set to "uniquely_high_in_one_group":
# code only for demonstration
tb = get_signature(res, k = ..., diff_method = "uniquely_high_in_one_group")
UMAP plot which shows how samples are separated.
dimension_reduction(res, k = 2, method = "UMAP")
dimension_reduction(res, k = 3, method = "UMAP")
dimension_reduction(res, k = 4, method = "UMAP")
dimension_reduction(res, k = 5, method = "UMAP")
dimension_reduction(res, k = 6, method = "UMAP")
dimension_reduction(res, k = 7, method = "UMAP")
dimension_reduction(res, k = 8, method = "UMAP")
Following heatmap shows how subgroups are split when increasing k:
collect_classes(res)
Test correlation between subgroups and known annotations. If the known annotation is numeric, one-way ANOVA test is applied, and if the known annotation is discrete, chi-squared contingency table test is applied.
test_to_known_factors(res)
#> n_sample meth_class(p-value) tumor_type(p-value) k
#> SD:skmeans 62 3.06e-02 1.94e-02 2
#> SD:skmeans 63 1.20e-10 1.81e-09 3
#> SD:skmeans 63 3.91e-21 6.72e-21 4
#> SD:skmeans 59 1.33e-17 3.40e-18 5
#> SD:skmeans 56 1.87e-16 4.07e-17 6
#> SD:skmeans 33 1.78e-09 6.20e-10 7
#> SD:skmeans 35 9.98e-09 1.16e-09 8
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.
Parent node: Node0. Child nodes: Node011 , Node012 , Node013 , Node014 , Node015-leaf , Node016 , Node021 , Node022 , Node023 , Node024 , Node031-leaf , Node032-leaf , Node033-leaf .
The object with results only for a single top-value method and a single partitioning method can be extracted as:
res = res_rh["03"]
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, 7, 8.
#> On a matrix with 30000 rows and 208 columns.
#> Top rows (1000) are extracted by 'ATC' method.
#> Subgroups are detected by 'kmeans' method.
#> Performed in total 350 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_partitions"
#> [7] "compare_signatures" "consensus_heatmap" "dimension_reduction"
#> [10] "functional_enrichment" "get_anno_col" "get_anno"
#> [13] "get_classes" "get_consensus" "get_matrix"
#> [16] "get_membership" "get_param" "get_signatures"
#> [19] "get_stats" "is_best_k" "is_stable_k"
#> [22] "membership_heatmap" "ncol" "nrow"
#> [25] "plot_ecdf" "predict_classes" "rownames"
#> [28] "select_partition_number" "show" "suggest_best_k"
#> [31] "test_to_known_factors" "top_rows_heatmap"
collect_plots() function collects all the plots made from res for all k (number of subgroups)
into one single page to provide an easy and fast comparison between different k.
collect_plots(res)
The plots are:
k and the heatmap of
predicted classes for each k.k.k.k.All the plots in panels can be made by individual functions and they are plotted later in this section.
select_partition_number() produces several plots showing different
statistics for choosing “optimized” k. There are following statistics:
k;k, the area increased is defined as \(A_k - A_{k-1}\).The detailed explanations of these statistics can be found in the cola vignette.
Generally speaking, higher 1-PAC score, higher mean silhouette score or higher
concordance corresponds to better partition. Rand index and Jaccard index
measure how similar the current partition is compared to partition with k-1.
If they are too similar, we won't accept k is better than k-1.
select_partition_number(res)
The numeric values for all these statistics can be obtained by get_stats().
get_stats(res)
#> k 1-PAC mean_silhouette concordance area_increased Rand Jaccard
#> 2 2 1.000 0.988 0.996 0.2817 0.719 0.719
#> 3 3 1.000 0.995 0.998 0.5835 0.805 0.734
#> 4 4 0.891 0.946 0.972 0.4420 0.755 0.574
#> 5 5 0.986 0.946 0.969 0.0948 0.853 0.627
#> 6 6 0.777 0.640 0.795 0.0805 0.946 0.819
#> 7 7 0.769 0.800 0.863 0.0523 0.834 0.452
#> 8 8 0.778 0.783 0.859 0.0206 0.966 0.826
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
There is also optional best \(k\) = 2 3 that is worth to check.
Following is 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 subgroup
label for an item is determined with the group with highest probability it
belongs to.
In get_classes() function, the entropy is calculated from the membership
matrix and the silhouette score is calculated from the consensus matrix.
cbind(get_classes(res, k = 2), get_membership(res, k = 2))
#> class entropy silhouette p1 p2
#> SAMPLE_654 1 0.000 0.998 1.00 0.00
#> SAMPLE_663 2 0.000 0.986 0.00 1.00
#> SAMPLE_716 2 0.000 0.986 0.00 1.00
#> SAMPLE_717 1 0.000 0.998 1.00 0.00
#> SAMPLE_718 1 0.000 0.998 1.00 0.00
#> SAMPLE_719 1 0.000 0.998 1.00 0.00
#> SAMPLE_721 1 0.000 0.998 1.00 0.00
#> SAMPLE_733 1 0.000 0.998 1.00 0.00
#> SAMPLE_734 1 0.000 0.998 1.00 0.00
#> SAMPLE_735 1 0.000 0.998 1.00 0.00
#> SAMPLE_736 1 0.000 0.998 1.00 0.00
#> SAMPLE_737 2 0.000 0.986 0.00 1.00
#> SAMPLE_738 1 0.000 0.998 1.00 0.00
#> SAMPLE_754 1 0.000 0.998 1.00 0.00
#> SAMPLE_755 1 0.000 0.998 1.00 0.00
#> SAMPLE_756 1 0.000 0.998 1.00 0.00
#> SAMPLE_763 1 0.000 0.998 1.00 0.00
#> SAMPLE_764 1 0.000 0.998 1.00 0.00
#> SAMPLE_792 2 0.000 0.986 0.00 1.00
#> SAMPLE_852 2 0.000 0.986 0.00 1.00
#> SAMPLE_854 2 0.000 0.986 0.00 1.00
#> SAMPLE_872 1 0.000 0.998 1.00 0.00
#> SAMPLE_873 1 0.000 0.998 1.00 0.00
#> SAMPLE_875 1 0.000 0.998 1.00 0.00
#> SAMPLE_877 1 0.000 0.998 1.00 0.00
#> SAMPLE_881 1 0.000 0.998 1.00 0.00
#> SAMPLE_882 2 0.000 0.986 0.00 1.00
#> SAMPLE_883 1 0.000 0.998 1.00 0.00
#> SAMPLE_888 1 0.000 0.998 1.00 0.00
#> SAMPLE_897 2 0.000 0.986 0.00 1.00
#> SAMPLE_906 1 0.000 0.998 1.00 0.00
#> SAMPLE_974 2 0.000 0.986 0.00 1.00
#> SAMPLE_988 2 0.995 0.143 0.46 0.54
#> SAMPLE_1099 1 0.000 0.998 1.00 0.00
#> SAMPLE_1206 1 0.000 0.998 1.00 0.00
#> SAMPLE_1209 1 0.000 0.998 1.00 0.00
#> SAMPLE_1252 1 0.000 0.998 1.00 0.00
#> SAMPLE_1253 1 0.000 0.998 1.00 0.00
#> SAMPLE_1254 1 0.000 0.998 1.00 0.00
#> SAMPLE_1255 1 0.000 0.998 1.00 0.00
#> SAMPLE_1264 1 0.000 0.998 1.00 0.00
#> SAMPLE_1281 1 0.000 0.998 1.00 0.00
#> SAMPLE_1287 1 0.000 0.998 1.00 0.00
#> SAMPLE_1353 1 0.000 0.998 1.00 0.00
#> SAMPLE_1356 1 0.000 0.998 1.00 0.00
#> SAMPLE_1357 1 0.000 0.998 1.00 0.00
#> SAMPLE_1358 1 0.000 0.998 1.00 0.00
#> SAMPLE_1359 2 0.000 0.986 0.00 1.00
#> SAMPLE_1360 1 0.000 0.998 1.00 0.00
#> SAMPLE_1361 1 0.000 0.998 1.00 0.00
#> SAMPLE_1362 1 0.000 0.998 1.00 0.00
#> SAMPLE_1363 1 0.000 0.998 1.00 0.00
#> SAMPLE_1364 1 0.000 0.998 1.00 0.00
#> SAMPLE_1365 1 0.000 0.998 1.00 0.00
#> SAMPLE_1366 1 0.000 0.998 1.00 0.00
#> SAMPLE_1367 1 0.000 0.998 1.00 0.00
#> SAMPLE_1368 1 0.000 0.998 1.00 0.00
#> SAMPLE_1369 2 0.000 0.986 0.00 1.00
#> SAMPLE_1370 1 0.000 0.998 1.00 0.00
#> SAMPLE_1371 1 0.000 0.998 1.00 0.00
#> SAMPLE_1372 1 0.000 0.998 1.00 0.00
#> SAMPLE_1373 1 0.000 0.998 1.00 0.00
#> SAMPLE_1374 2 0.000 0.986 0.00 1.00
#> SAMPLE_1375 2 0.000 0.986 0.00 1.00
#> SAMPLE_1376 1 0.000 0.998 1.00 0.00
#> SAMPLE_1377 1 0.000 0.998 1.00 0.00
#> SAMPLE_1378 1 0.000 0.998 1.00 0.00
#> SAMPLE_1379 1 0.000 0.998 1.00 0.00
#> SAMPLE_1380 1 0.000 0.998 1.00 0.00
#> SAMPLE_1381 1 0.000 0.998 1.00 0.00
#> SAMPLE_1382 1 0.000 0.998 1.00 0.00
#> SAMPLE_1383 1 0.000 0.998 1.00 0.00
#> SAMPLE_1384 1 0.000 0.998 1.00 0.00
#> SAMPLE_1385 1 0.000 0.998 1.00 0.00
#> SAMPLE_1433 1 0.000 0.998 1.00 0.00
#> SAMPLE_1489 1 0.000 0.998 1.00 0.00
#> SAMPLE_1490 2 0.000 0.986 0.00 1.00
#> SAMPLE_1579 1 0.000 0.998 1.00 0.00
#> SAMPLE_1582 1 0.000 0.998 1.00 0.00
#> SAMPLE_1626 1 0.000 0.998 1.00 0.00
#> SAMPLE_1664 1 0.000 0.998 1.00 0.00
#> SAMPLE_1682 1 0.000 0.998 1.00 0.00
#> SAMPLE_1709 1 0.000 0.998 1.00 0.00
#> SAMPLE_1733 1 0.000 0.998 1.00 0.00
#> SAMPLE_1797 1 0.000 0.998 1.00 0.00
#> SAMPLE_1827 1 0.000 0.998 1.00 0.00
#> SAMPLE_1828 1 0.000 0.998 1.00 0.00
#> SAMPLE_1830 1 0.000 0.998 1.00 0.00
#> SAMPLE_1831 1 0.000 0.998 1.00 0.00
#> SAMPLE_1835 1 0.000 0.998 1.00 0.00
#> SAMPLE_1845 2 0.000 0.986 0.00 1.00
#> SAMPLE_1847 1 0.000 0.998 1.00 0.00
#> SAMPLE_1884 2 0.000 0.986 0.00 1.00
#> SAMPLE_1895 1 0.000 0.998 1.00 0.00
#> SAMPLE_1896 1 0.000 0.998 1.00 0.00
#> SAMPLE_1897 1 0.000 0.998 1.00 0.00
#> SAMPLE_1898 1 0.000 0.998 1.00 0.00
#> SAMPLE_1899 1 0.000 0.998 1.00 0.00
#> SAMPLE_1900 1 0.000 0.998 1.00 0.00
#> SAMPLE_1901 1 0.000 0.998 1.00 0.00
#> SAMPLE_1902 1 0.000 0.998 1.00 0.00
#> SAMPLE_1903 1 0.000 0.998 1.00 0.00
#> SAMPLE_1904 1 0.000 0.998 1.00 0.00
#> SAMPLE_1910 1 0.000 0.998 1.00 0.00
#> SAMPLE_1911 1 0.000 0.998 1.00 0.00
#> SAMPLE_1926 1 0.000 0.998 1.00 0.00
#> SAMPLE_1928 1 0.000 0.998 1.00 0.00
#> SAMPLE_1937 1 0.000 0.998 1.00 0.00
#> SAMPLE_1992 1 0.000 0.998 1.00 0.00
#> SAMPLE_2014 1 0.000 0.998 1.00 0.00
#> SAMPLE_2025 1 0.000 0.998 1.00 0.00
#> SAMPLE_2026 1 0.000 0.998 1.00 0.00
#> SAMPLE_2031 1 0.000 0.998 1.00 0.00
#> SAMPLE_2032 1 0.000 0.998 1.00 0.00
#> SAMPLE_2033 1 0.000 0.998 1.00 0.00
#> SAMPLE_2034 1 0.000 0.998 1.00 0.00
#> SAMPLE_2035 1 0.000 0.998 1.00 0.00
#> SAMPLE_2036 1 0.000 0.998 1.00 0.00
#> SAMPLE_2052 1 0.000 0.998 1.00 0.00
#> SAMPLE_2053 1 0.000 0.998 1.00 0.00
#> SAMPLE_2054 1 0.000 0.998 1.00 0.00
#> SAMPLE_2059 1 0.000 0.998 1.00 0.00
#> SAMPLE_2064 1 0.000 0.998 1.00 0.00
#> SAMPLE_2066 1 0.000 0.998 1.00 0.00
#> SAMPLE_2146 1 0.000 0.998 1.00 0.00
#> SAMPLE_2173 1 0.000 0.998 1.00 0.00
#> SAMPLE_2179 2 0.000 0.986 0.00 1.00
#> SAMPLE_2184 1 0.000 0.998 1.00 0.00
#> SAMPLE_2185 1 0.000 0.998 1.00 0.00
#> SAMPLE_2201 1 0.000 0.998 1.00 0.00
#> SAMPLE_2210 1 0.000 0.998 1.00 0.00
#> SAMPLE_2216 1 0.000 0.998 1.00 0.00
#> SAMPLE_2228 1 0.000 0.998 1.00 0.00
#> SAMPLE_2233 1 0.000 0.998 1.00 0.00
#> SAMPLE_2235 1 0.000 0.998 1.00 0.00
#> SAMPLE_2236 1 0.000 0.998 1.00 0.00
#> SAMPLE_2240 1 0.000 0.998 1.00 0.00
#> SAMPLE_2241 1 0.000 0.998 1.00 0.00
#> SAMPLE_2242 1 0.000 0.998 1.00 0.00
#> SAMPLE_2243 1 0.000 0.998 1.00 0.00
#> SAMPLE_2244 1 0.000 0.998 1.00 0.00
#> SAMPLE_2245 1 0.000 0.998 1.00 0.00
#> SAMPLE_2246 1 0.000 0.998 1.00 0.00
#> SAMPLE_2249 2 0.000 0.986 0.00 1.00
#> SAMPLE_2253 1 0.000 0.998 1.00 0.00
#> SAMPLE_2260 1 0.000 0.998 1.00 0.00
#> SAMPLE_2264 1 0.000 0.998 1.00 0.00
#> SAMPLE_2268 1 0.000 0.998 1.00 0.00
#> SAMPLE_2290 1 0.000 0.998 1.00 0.00
#> SAMPLE_2291 2 0.000 0.986 0.00 1.00
#> SAMPLE_2296 1 0.000 0.998 1.00 0.00
#> SAMPLE_2299 1 0.000 0.998 1.00 0.00
#> SAMPLE_2304 1 0.000 0.998 1.00 0.00
#> SAMPLE_2314 1 0.000 0.998 1.00 0.00
#> SAMPLE_2315 1 0.000 0.998 1.00 0.00
#> SAMPLE_2316 1 0.000 0.998 1.00 0.00
#> SAMPLE_2317 1 0.000 0.998 1.00 0.00
#> SAMPLE_2318 1 0.000 0.998 1.00 0.00
#> SAMPLE_2339 1 0.000 0.998 1.00 0.00
#> SAMPLE_2340 1 0.000 0.998 1.00 0.00
#> SAMPLE_2341 1 0.000 0.998 1.00 0.00
#> SAMPLE_2342 1 0.000 0.998 1.00 0.00
#> SAMPLE_2343 1 0.000 0.998 1.00 0.00
#> SAMPLE_2349 1 0.000 0.998 1.00 0.00
#> SAMPLE_2351 1 0.000 0.998 1.00 0.00
#> SAMPLE_2363 1 0.000 0.998 1.00 0.00
#> SAMPLE_2392 1 0.000 0.998 1.00 0.00
#> SAMPLE_2393 1 0.000 0.998 1.00 0.00
#> SAMPLE_2397 1 0.000 0.998 1.00 0.00
#> SAMPLE_2420 2 0.000 0.986 0.00 1.00
#> SAMPLE_2423 2 0.000 0.986 0.00 1.00
#> SAMPLE_2426 1 0.000 0.998 1.00 0.00
#> SAMPLE_2430 1 0.000 0.998 1.00 0.00
#> SAMPLE_2431 1 0.000 0.998 1.00 0.00
#> SAMPLE_2432 1 0.000 0.998 1.00 0.00
#> SAMPLE_2435 1 0.000 0.998 1.00 0.00
#> SAMPLE_2442 1 0.000 0.998 1.00 0.00
#> SAMPLE_2443 1 0.000 0.998 1.00 0.00
#> SAMPLE_2444 1 0.000 0.998 1.00 0.00
#> SAMPLE_2446 1 0.000 0.998 1.00 0.00
#> SAMPLE_2449 2 0.000 0.986 0.00 1.00
#> SAMPLE_2460 1 0.000 0.998 1.00 0.00
#> SAMPLE_2470 2 0.000 0.986 0.00 1.00
#> SAMPLE_2471 1 0.000 0.998 1.00 0.00
#> SAMPLE_2484 1 0.000 0.998 1.00 0.00
#> SAMPLE_2486 2 0.000 0.986 0.00 1.00
#> SAMPLE_2525 2 0.000 0.986 0.00 1.00
#> SAMPLE_2529 1 0.000 0.998 1.00 0.00
#> SAMPLE_2530 1 0.000 0.998 1.00 0.00
#> SAMPLE_2533 1 0.000 0.998 1.00 0.00
#> SAMPLE_2580 2 0.000 0.986 0.00 1.00
#> SAMPLE_2591 1 0.981 0.258 0.58 0.42
#> SAMPLE_2596 2 0.000 0.986 0.00 1.00
#> SAMPLE_2618 1 0.000 0.998 1.00 0.00
#> SAMPLE_2641 2 0.000 0.986 0.00 1.00
#> SAMPLE_2646 1 0.000 0.998 1.00 0.00
#> SAMPLE_2650 1 0.000 0.998 1.00 0.00
#> SAMPLE_2652 2 0.000 0.986 0.00 1.00
#> SAMPLE_2653 2 0.000 0.986 0.00 1.00
#> SAMPLE_2654 2 0.000 0.986 0.00 1.00
#> SAMPLE_2655 1 0.000 0.998 1.00 0.00
#> SAMPLE_2658 1 0.000 0.998 1.00 0.00
#> SAMPLE_2659 1 0.000 0.998 1.00 0.00
#> SAMPLE_2661 2 0.000 0.986 0.00 1.00
#> SAMPLE_2662 2 0.000 0.986 0.00 1.00
#> SAMPLE_2663 1 0.000 0.998 1.00 0.00
#> SAMPLE_2692 1 0.000 0.998 1.00 0.00
#> SAMPLE_2795 2 0.000 0.986 0.00 1.00
cbind(get_classes(res, k = 3), get_membership(res, k = 3))
#> class entropy silhouette p1 p2 p3
#> SAMPLE_654 1 0.000 1.000 1.00 0.00 0.00
#> SAMPLE_663 2 0.000 1.000 0.00 1.00 0.00
#> SAMPLE_716 3 0.000 0.988 0.00 0.00 1.00
#> SAMPLE_717 1 0.000 1.000 1.00 0.00 0.00
#> SAMPLE_718 3 0.000 0.988 0.00 0.00 1.00
#> SAMPLE_719 1 0.000 1.000 1.00 0.00 0.00
#> SAMPLE_721 1 0.000 1.000 1.00 0.00 0.00
#> SAMPLE_733 3 0.000 0.988 0.00 0.00 1.00
#> SAMPLE_734 1 0.000 1.000 1.00 0.00 0.00
#> SAMPLE_735 1 0.000 1.000 1.00 0.00 0.00
#> SAMPLE_736 1 0.000 1.000 1.00 0.00 0.00
#> SAMPLE_737 3 0.000 0.988 0.00 0.00 1.00
#> SAMPLE_738 1 0.000 1.000 1.00 0.00 0.00
#> SAMPLE_754 3 0.000 0.988 0.00 0.00 1.00
#> SAMPLE_755 1 0.000 1.000 1.00 0.00 0.00
#> SAMPLE_756 1 0.000 1.000 1.00 0.00 0.00
#> SAMPLE_763 1 0.000 1.000 1.00 0.00 0.00
#> SAMPLE_764 1 0.000 1.000 1.00 0.00 0.00
#> SAMPLE_792 2 0.000 1.000 0.00 1.00 0.00
#> SAMPLE_852 2 0.000 1.000 0.00 1.00 0.00
#> SAMPLE_854 2 0.000 1.000 0.00 1.00 0.00
#> SAMPLE_872 1 0.000 1.000 1.00 0.00 0.00
#> SAMPLE_873 1 0.000 1.000 1.00 0.00 0.00
#> SAMPLE_875 3 0.000 0.988 0.00 0.00 1.00
#> SAMPLE_877 1 0.000 1.000 1.00 0.00 0.00
#> SAMPLE_881 1 0.000 1.000 1.00 0.00 0.00
#> SAMPLE_882 2 0.000 1.000 0.00 1.00 0.00
#> SAMPLE_883 1 0.000 1.000 1.00 0.00 0.00
#> SAMPLE_888 1 0.000 1.000 1.00 0.00 0.00
#> SAMPLE_897 2 0.000 1.000 0.00 1.00 0.00
#> SAMPLE_906 1 0.000 1.000 1.00 0.00 0.00
#> SAMPLE_974 3 0.000 0.988 0.00 0.00 1.00
#> SAMPLE_988 3 0.000 0.988 0.00 0.00 1.00
#> SAMPLE_1099 1 0.000 1.000 1.00 0.00 0.00
#> SAMPLE_1206 1 0.000 1.000 1.00 0.00 0.00
#> SAMPLE_1209 1 0.000 1.000 1.00 0.00 0.00
#> SAMPLE_1252 1 0.000 1.000 1.00 0.00 0.00
#> SAMPLE_1253 1 0.000 1.000 1.00 0.00 0.00
#> SAMPLE_1254 1 0.000 1.000 1.00 0.00 0.00
#> SAMPLE_1255 1 0.000 1.000 1.00 0.00 0.00
#> SAMPLE_1264 1 0.000 1.000 1.00 0.00 0.00
#> SAMPLE_1281 1 0.000 1.000 1.00 0.00 0.00
#> SAMPLE_1287 1 0.000 1.000 1.00 0.00 0.00
#> SAMPLE_1353 1 0.000 1.000 1.00 0.00 0.00
#> SAMPLE_1356 1 0.000 1.000 1.00 0.00 0.00
#> SAMPLE_1357 1 0.000 1.000 1.00 0.00 0.00
#> SAMPLE_1358 1 0.000 1.000 1.00 0.00 0.00
#> SAMPLE_1359 3 0.000 0.988 0.00 0.00 1.00
#> SAMPLE_1360 1 0.000 1.000 1.00 0.00 0.00
#> SAMPLE_1361 1 0.000 1.000 1.00 0.00 0.00
#> SAMPLE_1362 1 0.000 1.000 1.00 0.00 0.00
#> SAMPLE_1363 1 0.000 1.000 1.00 0.00 0.00
#> SAMPLE_1364 1 0.000 1.000 1.00 0.00 0.00
#> SAMPLE_1365 3 0.000 0.988 0.00 0.00 1.00
#> SAMPLE_1366 1 0.000 1.000 1.00 0.00 0.00
#> SAMPLE_1367 1 0.000 1.000 1.00 0.00 0.00
#> SAMPLE_1368 3 0.000 0.988 0.00 0.00 1.00
#> SAMPLE_1369 3 0.000 0.988 0.00 0.00 1.00
#> SAMPLE_1370 1 0.000 1.000 1.00 0.00 0.00
#> SAMPLE_1371 1 0.000 1.000 1.00 0.00 0.00
#> SAMPLE_1372 3 0.153 0.918 0.04 0.00 0.96
#> SAMPLE_1373 1 0.000 1.000 1.00 0.00 0.00
#> SAMPLE_1374 2 0.000 1.000 0.00 1.00 0.00
#> SAMPLE_1375 2 0.000 1.000 0.00 1.00 0.00
#> SAMPLE_1376 1 0.000 1.000 1.00 0.00 0.00
#> SAMPLE_1377 1 0.000 1.000 1.00 0.00 0.00
#> SAMPLE_1378 1 0.000 1.000 1.00 0.00 0.00
#> SAMPLE_1379 1 0.000 1.000 1.00 0.00 0.00
#> SAMPLE_1380 3 0.000 0.988 0.00 0.00 1.00
#> SAMPLE_1381 3 0.000 0.988 0.00 0.00 1.00
#> SAMPLE_1382 1 0.000 1.000 1.00 0.00 0.00
#> SAMPLE_1383 3 0.000 0.988 0.00 0.00 1.00
#> SAMPLE_1384 1 0.000 1.000 1.00 0.00 0.00
#> SAMPLE_1385 1 0.000 1.000 1.00 0.00 0.00
#> SAMPLE_1433 1 0.000 1.000 1.00 0.00 0.00
#> SAMPLE_1489 1 0.000 1.000 1.00 0.00 0.00
#> SAMPLE_1490 3 0.000 0.988 0.00 0.00 1.00
#> SAMPLE_1579 1 0.000 1.000 1.00 0.00 0.00
#> SAMPLE_1582 1 0.000 1.000 1.00 0.00 0.00
#> SAMPLE_1626 1 0.000 1.000 1.00 0.00 0.00
#> SAMPLE_1664 1 0.000 1.000 1.00 0.00 0.00
#> SAMPLE_1682 1 0.000 1.000 1.00 0.00 0.00
#> SAMPLE_1709 1 0.000 1.000 1.00 0.00 0.00
#> SAMPLE_1733 1 0.000 1.000 1.00 0.00 0.00
#> SAMPLE_1797 3 0.000 0.988 0.00 0.00 1.00
#> SAMPLE_1827 1 0.000 1.000 1.00 0.00 0.00
#> SAMPLE_1828 1 0.000 1.000 1.00 0.00 0.00
#> SAMPLE_1830 1 0.000 1.000 1.00 0.00 0.00
#> SAMPLE_1831 1 0.000 1.000 1.00 0.00 0.00
#> SAMPLE_1835 1 0.000 1.000 1.00 0.00 0.00
#> SAMPLE_1845 3 0.000 0.988 0.00 0.00 1.00
#> SAMPLE_1847 3 0.000 0.988 0.00 0.00 1.00
#> SAMPLE_1884 3 0.000 0.988 0.00 0.00 1.00
#> SAMPLE_1895 1 0.000 1.000 1.00 0.00 0.00
#> SAMPLE_1896 1 0.000 1.000 1.00 0.00 0.00
#> SAMPLE_1897 1 0.000 1.000 1.00 0.00 0.00
#> SAMPLE_1898 1 0.000 1.000 1.00 0.00 0.00
#> SAMPLE_1899 3 0.000 0.988 0.00 0.00 1.00
#> SAMPLE_1900 1 0.000 1.000 1.00 0.00 0.00
#> SAMPLE_1901 1 0.000 1.000 1.00 0.00 0.00
#> SAMPLE_1902 1 0.000 1.000 1.00 0.00 0.00
#> SAMPLE_1903 1 0.000 1.000 1.00 0.00 0.00
#> SAMPLE_1904 1 0.000 1.000 1.00 0.00 0.00
#> SAMPLE_1910 3 0.000 0.988 0.00 0.00 1.00
#> SAMPLE_1911 1 0.000 1.000 1.00 0.00 0.00
#> SAMPLE_1926 1 0.000 1.000 1.00 0.00 0.00
#> SAMPLE_1928 1 0.000 1.000 1.00 0.00 0.00
#> SAMPLE_1937 1 0.000 1.000 1.00 0.00 0.00
#> SAMPLE_1992 1 0.000 1.000 1.00 0.00 0.00
#> SAMPLE_2014 1 0.000 1.000 1.00 0.00 0.00
#> SAMPLE_2025 1 0.000 1.000 1.00 0.00 0.00
#> SAMPLE_2026 1 0.000 1.000 1.00 0.00 0.00
#> SAMPLE_2031 1 0.000 1.000 1.00 0.00 0.00
#> SAMPLE_2032 1 0.000 1.000 1.00 0.00 0.00
#> SAMPLE_2033 1 0.000 1.000 1.00 0.00 0.00
#> SAMPLE_2034 1 0.000 1.000 1.00 0.00 0.00
#> SAMPLE_2035 1 0.000 1.000 1.00 0.00 0.00
#> SAMPLE_2036 1 0.000 1.000 1.00 0.00 0.00
#> SAMPLE_2052 1 0.000 1.000 1.00 0.00 0.00
#> SAMPLE_2053 1 0.000 1.000 1.00 0.00 0.00
#> SAMPLE_2054 1 0.000 1.000 1.00 0.00 0.00
#> SAMPLE_2059 1 0.000 1.000 1.00 0.00 0.00
#> SAMPLE_2064 1 0.000 1.000 1.00 0.00 0.00
#> SAMPLE_2066 1 0.000 1.000 1.00 0.00 0.00
#> SAMPLE_2146 1 0.000 1.000 1.00 0.00 0.00
#> SAMPLE_2173 3 0.000 0.988 0.00 0.00 1.00
#> SAMPLE_2179 2 0.000 1.000 0.00 1.00 0.00
#> SAMPLE_2184 1 0.000 1.000 1.00 0.00 0.00
#> SAMPLE_2185 1 0.000 1.000 1.00 0.00 0.00
#> SAMPLE_2201 1 0.000 1.000 1.00 0.00 0.00
#> SAMPLE_2210 1 0.000 1.000 1.00 0.00 0.00
#> SAMPLE_2216 1 0.000 1.000 1.00 0.00 0.00
#> SAMPLE_2228 1 0.000 1.000 1.00 0.00 0.00
#> SAMPLE_2233 1 0.000 1.000 1.00 0.00 0.00
#> SAMPLE_2235 1 0.000 1.000 1.00 0.00 0.00
#> SAMPLE_2236 1 0.000 1.000 1.00 0.00 0.00
#> SAMPLE_2240 1 0.000 1.000 1.00 0.00 0.00
#> SAMPLE_2241 1 0.000 1.000 1.00 0.00 0.00
#> SAMPLE_2242 1 0.000 1.000 1.00 0.00 0.00
#> SAMPLE_2243 1 0.000 1.000 1.00 0.00 0.00
#> SAMPLE_2244 1 0.000 1.000 1.00 0.00 0.00
#> SAMPLE_2245 1 0.000 1.000 1.00 0.00 0.00
#> SAMPLE_2246 1 0.000 1.000 1.00 0.00 0.00
#> SAMPLE_2249 2 0.000 1.000 0.00 1.00 0.00
#> SAMPLE_2253 1 0.000 1.000 1.00 0.00 0.00
#> SAMPLE_2260 1 0.000 1.000 1.00 0.00 0.00
#> SAMPLE_2264 1 0.000 1.000 1.00 0.00 0.00
#> SAMPLE_2268 1 0.000 1.000 1.00 0.00 0.00
#> SAMPLE_2290 1 0.000 1.000 1.00 0.00 0.00
#> SAMPLE_2291 3 0.000 0.988 0.00 0.00 1.00
#> SAMPLE_2296 1 0.000 1.000 1.00 0.00 0.00
#> SAMPLE_2299 1 0.000 1.000 1.00 0.00 0.00
#> SAMPLE_2304 1 0.000 1.000 1.00 0.00 0.00
#> SAMPLE_2314 1 0.000 1.000 1.00 0.00 0.00
#> SAMPLE_2315 1 0.000 1.000 1.00 0.00 0.00
#> SAMPLE_2316 1 0.000 1.000 1.00 0.00 0.00
#> SAMPLE_2317 1 0.000 1.000 1.00 0.00 0.00
#> SAMPLE_2318 1 0.000 1.000 1.00 0.00 0.00
#> SAMPLE_2339 1 0.000 1.000 1.00 0.00 0.00
#> SAMPLE_2340 3 0.000 0.988 0.00 0.00 1.00
#> SAMPLE_2341 1 0.000 1.000 1.00 0.00 0.00
#> SAMPLE_2342 1 0.000 1.000 1.00 0.00 0.00
#> SAMPLE_2343 3 0.000 0.988 0.00 0.00 1.00
#> SAMPLE_2349 3 0.000 0.988 0.00 0.00 1.00
#> SAMPLE_2351 1 0.000 1.000 1.00 0.00 0.00
#> SAMPLE_2363 1 0.000 1.000 1.00 0.00 0.00
#> SAMPLE_2392 1 0.000 1.000 1.00 0.00 0.00
#> SAMPLE_2393 1 0.000 1.000 1.00 0.00 0.00
#> SAMPLE_2397 1 0.000 1.000 1.00 0.00 0.00
#> SAMPLE_2420 3 0.000 0.988 0.00 0.00 1.00
#> SAMPLE_2423 2 0.000 1.000 0.00 1.00 0.00
#> SAMPLE_2426 1 0.000 1.000 1.00 0.00 0.00
#> SAMPLE_2430 1 0.000 1.000 1.00 0.00 0.00
#> SAMPLE_2431 1 0.000 1.000 1.00 0.00 0.00
#> SAMPLE_2432 1 0.000 1.000 1.00 0.00 0.00
#> SAMPLE_2435 1 0.000 1.000 1.00 0.00 0.00
#> SAMPLE_2442 1 0.000 1.000 1.00 0.00 0.00
#> SAMPLE_2443 3 0.000 0.988 0.00 0.00 1.00
#> SAMPLE_2444 3 0.000 0.988 0.00 0.00 1.00
#> SAMPLE_2446 3 0.000 0.988 0.00 0.00 1.00
#> SAMPLE_2449 2 0.000 1.000 0.00 1.00 0.00
#> SAMPLE_2460 1 0.000 1.000 1.00 0.00 0.00
#> SAMPLE_2470 3 0.000 0.988 0.00 0.00 1.00
#> SAMPLE_2471 1 0.000 1.000 1.00 0.00 0.00
#> SAMPLE_2484 1 0.000 1.000 1.00 0.00 0.00
#> SAMPLE_2486 2 0.000 1.000 0.00 1.00 0.00
#> SAMPLE_2525 3 0.604 0.387 0.00 0.38 0.62
#> SAMPLE_2529 1 0.000 1.000 1.00 0.00 0.00
#> SAMPLE_2530 1 0.000 1.000 1.00 0.00 0.00
#> SAMPLE_2533 1 0.000 1.000 1.00 0.00 0.00
#> SAMPLE_2580 2 0.000 1.000 0.00 1.00 0.00
#> SAMPLE_2591 3 0.000 0.988 0.00 0.00 1.00
#> SAMPLE_2596 2 0.000 1.000 0.00 1.00 0.00
#> SAMPLE_2618 3 0.000 0.988 0.00 0.00 1.00
#> SAMPLE_2641 2 0.000 1.000 0.00 1.00 0.00
#> SAMPLE_2646 3 0.000 0.988 0.00 0.00 1.00
#> SAMPLE_2650 1 0.000 1.000 1.00 0.00 0.00
#> SAMPLE_2652 2 0.000 1.000 0.00 1.00 0.00
#> SAMPLE_2653 2 0.000 1.000 0.00 1.00 0.00
#> SAMPLE_2654 2 0.000 1.000 0.00 1.00 0.00
#> SAMPLE_2655 1 0.000 1.000 1.00 0.00 0.00
#> SAMPLE_2658 1 0.000 1.000 1.00 0.00 0.00
#> SAMPLE_2659 1 0.000 1.000 1.00 0.00 0.00
#> SAMPLE_2661 3 0.000 0.988 0.00 0.00 1.00
#> SAMPLE_2662 2 0.000 1.000 0.00 1.00 0.00
#> SAMPLE_2663 1 0.000 1.000 1.00 0.00 0.00
#> SAMPLE_2692 1 0.000 1.000 1.00 0.00 0.00
#> SAMPLE_2795 2 0.000 1.000 0.00 1.00 0.00
cbind(get_classes(res, k = 4), get_membership(res, k = 4))
#> class entropy silhouette p1 p2 p3 p4
#> SAMPLE_654 1 0.0000 0.988 1.00 0.00 0.00 0.00
#> SAMPLE_663 2 0.0000 0.994 0.00 1.00 0.00 0.00
#> SAMPLE_716 3 0.0000 0.953 0.00 0.00 1.00 0.00
#> SAMPLE_717 4 0.0707 0.922 0.02 0.00 0.00 0.98
#> SAMPLE_718 3 0.2647 0.909 0.00 0.00 0.88 0.12
#> SAMPLE_719 1 0.0000 0.988 1.00 0.00 0.00 0.00
#> SAMPLE_721 1 0.0000 0.988 1.00 0.00 0.00 0.00
#> SAMPLE_733 3 0.0707 0.959 0.00 0.00 0.98 0.02
#> SAMPLE_734 1 0.0000 0.988 1.00 0.00 0.00 0.00
#> SAMPLE_735 1 0.0000 0.988 1.00 0.00 0.00 0.00
#> SAMPLE_736 1 0.0000 0.988 1.00 0.00 0.00 0.00
#> SAMPLE_737 3 0.0707 0.959 0.00 0.00 0.98 0.02
#> SAMPLE_738 4 0.0707 0.922 0.02 0.00 0.00 0.98
#> SAMPLE_754 4 0.0000 0.908 0.00 0.00 0.00 1.00
#> SAMPLE_755 1 0.0000 0.988 1.00 0.00 0.00 0.00
#> SAMPLE_756 1 0.0000 0.988 1.00 0.00 0.00 0.00
#> SAMPLE_763 1 0.2345 0.880 0.90 0.00 0.00 0.10
#> SAMPLE_764 4 0.2647 0.864 0.12 0.00 0.00 0.88
#> SAMPLE_792 2 0.0000 0.994 0.00 1.00 0.00 0.00
#> SAMPLE_852 2 0.0000 0.994 0.00 1.00 0.00 0.00
#> SAMPLE_854 2 0.0000 0.994 0.00 1.00 0.00 0.00
#> SAMPLE_872 1 0.0000 0.988 1.00 0.00 0.00 0.00
#> SAMPLE_873 1 0.0000 0.988 1.00 0.00 0.00 0.00
#> SAMPLE_875 4 0.0000 0.908 0.00 0.00 0.00 1.00
#> SAMPLE_877 1 0.0707 0.970 0.98 0.00 0.00 0.02
#> SAMPLE_881 1 0.0000 0.988 1.00 0.00 0.00 0.00
#> SAMPLE_882 2 0.0000 0.994 0.00 1.00 0.00 0.00
#> SAMPLE_883 4 0.0000 0.908 0.00 0.00 0.00 1.00
#> SAMPLE_888 4 0.2647 0.864 0.12 0.00 0.00 0.88
#> SAMPLE_897 2 0.0000 0.994 0.00 1.00 0.00 0.00
#> SAMPLE_906 1 0.1211 0.950 0.96 0.00 0.00 0.04
#> SAMPLE_974 3 0.0000 0.953 0.00 0.00 1.00 0.00
#> SAMPLE_988 3 0.0707 0.959 0.00 0.00 0.98 0.02
#> SAMPLE_1099 1 0.0000 0.988 1.00 0.00 0.00 0.00
#> SAMPLE_1206 1 0.0000 0.988 1.00 0.00 0.00 0.00
#> SAMPLE_1209 1 0.0000 0.988 1.00 0.00 0.00 0.00
#> SAMPLE_1252 4 0.0707 0.922 0.02 0.00 0.00 0.98
#> SAMPLE_1253 1 0.0000 0.988 1.00 0.00 0.00 0.00
#> SAMPLE_1254 4 0.0707 0.922 0.02 0.00 0.00 0.98
#> SAMPLE_1255 1 0.0000 0.988 1.00 0.00 0.00 0.00
#> SAMPLE_1264 4 0.0707 0.922 0.02 0.00 0.00 0.98
#> SAMPLE_1281 4 0.2647 0.864 0.12 0.00 0.00 0.88
#> SAMPLE_1287 4 0.0707 0.922 0.02 0.00 0.00 0.98
#> SAMPLE_1353 4 0.0707 0.922 0.02 0.00 0.00 0.98
#> SAMPLE_1356 4 0.0707 0.922 0.02 0.00 0.00 0.98
#> SAMPLE_1357 1 0.0000 0.988 1.00 0.00 0.00 0.00
#> SAMPLE_1358 1 0.0000 0.988 1.00 0.00 0.00 0.00
#> SAMPLE_1359 3 0.0000 0.953 0.00 0.00 1.00 0.00
#> SAMPLE_1360 1 0.0000 0.988 1.00 0.00 0.00 0.00
#> SAMPLE_1361 1 0.0707 0.970 0.98 0.00 0.00 0.02
#> SAMPLE_1362 1 0.0000 0.988 1.00 0.00 0.00 0.00
#> SAMPLE_1363 1 0.0000 0.988 1.00 0.00 0.00 0.00
#> SAMPLE_1364 1 0.0000 0.988 1.00 0.00 0.00 0.00
#> SAMPLE_1365 3 0.0707 0.959 0.00 0.00 0.98 0.02
#> SAMPLE_1366 4 0.0707 0.922 0.02 0.00 0.00 0.98
#> SAMPLE_1367 1 0.0000 0.988 1.00 0.00 0.00 0.00
#> SAMPLE_1368 3 0.2647 0.909 0.00 0.00 0.88 0.12
#> SAMPLE_1369 3 0.0707 0.959 0.00 0.00 0.98 0.02
#> SAMPLE_1370 4 0.0000 0.908 0.00 0.00 0.00 1.00
#> SAMPLE_1371 4 0.0707 0.922 0.02 0.00 0.00 0.98
#> SAMPLE_1372 4 0.0000 0.908 0.00 0.00 0.00 1.00
#> SAMPLE_1373 4 0.0707 0.922 0.02 0.00 0.00 0.98
#> SAMPLE_1374 2 0.1211 0.973 0.00 0.96 0.04 0.00
#> SAMPLE_1375 2 0.0707 0.988 0.00 0.98 0.02 0.00
#> SAMPLE_1376 1 0.0000 0.988 1.00 0.00 0.00 0.00
#> SAMPLE_1377 1 0.0000 0.988 1.00 0.00 0.00 0.00
#> SAMPLE_1378 1 0.0000 0.988 1.00 0.00 0.00 0.00
#> SAMPLE_1379 1 0.0707 0.970 0.98 0.00 0.00 0.02
#> SAMPLE_1380 4 0.2345 0.821 0.00 0.00 0.10 0.90
#> SAMPLE_1381 3 0.2647 0.909 0.00 0.00 0.88 0.12
#> SAMPLE_1382 1 0.0000 0.988 1.00 0.00 0.00 0.00
#> SAMPLE_1383 3 0.0707 0.959 0.00 0.00 0.98 0.02
#> SAMPLE_1384 1 0.0000 0.988 1.00 0.00 0.00 0.00
#> SAMPLE_1385 1 0.0707 0.970 0.98 0.00 0.00 0.02
#> SAMPLE_1433 1 0.0707 0.970 0.98 0.00 0.00 0.02
#> SAMPLE_1489 1 0.0000 0.988 1.00 0.00 0.00 0.00
#> SAMPLE_1490 3 0.0000 0.953 0.00 0.00 1.00 0.00
#> SAMPLE_1579 1 0.0000 0.988 1.00 0.00 0.00 0.00
#> SAMPLE_1582 1 0.0000 0.988 1.00 0.00 0.00 0.00
#> SAMPLE_1626 4 0.0707 0.922 0.02 0.00 0.00 0.98
#> SAMPLE_1664 1 0.0000 0.988 1.00 0.00 0.00 0.00
#> SAMPLE_1682 1 0.0707 0.970 0.98 0.00 0.00 0.02
#> SAMPLE_1709 1 0.0000 0.988 1.00 0.00 0.00 0.00
#> SAMPLE_1733 4 0.2647 0.864 0.12 0.00 0.00 0.88
#> SAMPLE_1797 3 0.2647 0.909 0.00 0.00 0.88 0.12
#> SAMPLE_1827 1 0.0000 0.988 1.00 0.00 0.00 0.00
#> SAMPLE_1828 1 0.0000 0.988 1.00 0.00 0.00 0.00
#> SAMPLE_1830 1 0.0000 0.988 1.00 0.00 0.00 0.00
#> SAMPLE_1831 1 0.0000 0.988 1.00 0.00 0.00 0.00
#> SAMPLE_1835 1 0.0000 0.988 1.00 0.00 0.00 0.00
#> SAMPLE_1845 3 0.0707 0.959 0.00 0.00 0.98 0.02
#> SAMPLE_1847 4 0.0707 0.895 0.00 0.00 0.02 0.98
#> SAMPLE_1884 3 0.0707 0.959 0.00 0.00 0.98 0.02
#> SAMPLE_1895 1 0.0000 0.988 1.00 0.00 0.00 0.00
#> SAMPLE_1896 1 0.0000 0.988 1.00 0.00 0.00 0.00
#> SAMPLE_1897 1 0.0000 0.988 1.00 0.00 0.00 0.00
#> SAMPLE_1898 1 0.0000 0.988 1.00 0.00 0.00 0.00
#> SAMPLE_1899 3 0.2647 0.909 0.00 0.00 0.88 0.12
#> SAMPLE_1900 1 0.0000 0.988 1.00 0.00 0.00 0.00
#> SAMPLE_1901 1 0.0000 0.988 1.00 0.00 0.00 0.00
#> SAMPLE_1902 1 0.0000 0.988 1.00 0.00 0.00 0.00
#> SAMPLE_1903 1 0.0000 0.988 1.00 0.00 0.00 0.00
#> SAMPLE_1904 1 0.0000 0.988 1.00 0.00 0.00 0.00
#> SAMPLE_1910 4 0.0000 0.908 0.00 0.00 0.00 1.00
#> SAMPLE_1911 4 0.0000 0.908 0.00 0.00 0.00 1.00
#> SAMPLE_1926 1 0.0000 0.988 1.00 0.00 0.00 0.00
#> SAMPLE_1928 4 0.0707 0.922 0.02 0.00 0.00 0.98
#> SAMPLE_1937 4 0.0000 0.908 0.00 0.00 0.00 1.00
#> SAMPLE_1992 1 0.0000 0.988 1.00 0.00 0.00 0.00
#> SAMPLE_2014 1 0.0000 0.988 1.00 0.00 0.00 0.00
#> SAMPLE_2025 4 0.0707 0.922 0.02 0.00 0.00 0.98
#> SAMPLE_2026 1 0.0000 0.988 1.00 0.00 0.00 0.00
#> SAMPLE_2031 1 0.0000 0.988 1.00 0.00 0.00 0.00
#> SAMPLE_2032 1 0.0000 0.988 1.00 0.00 0.00 0.00
#> SAMPLE_2033 1 0.0000 0.988 1.00 0.00 0.00 0.00
#> SAMPLE_2034 4 0.2647 0.864 0.12 0.00 0.00 0.88
#> SAMPLE_2035 4 0.1211 0.914 0.04 0.00 0.00 0.96
#> SAMPLE_2036 4 0.2647 0.864 0.12 0.00 0.00 0.88
#> SAMPLE_2052 1 0.0000 0.988 1.00 0.00 0.00 0.00
#> SAMPLE_2053 1 0.0000 0.988 1.00 0.00 0.00 0.00
#> SAMPLE_2054 1 0.4948 0.128 0.56 0.00 0.00 0.44
#> SAMPLE_2059 1 0.0000 0.988 1.00 0.00 0.00 0.00
#> SAMPLE_2064 1 0.0000 0.988 1.00 0.00 0.00 0.00
#> SAMPLE_2066 1 0.0000 0.988 1.00 0.00 0.00 0.00
#> SAMPLE_2146 1 0.0000 0.988 1.00 0.00 0.00 0.00
#> SAMPLE_2173 4 0.1211 0.880 0.00 0.00 0.04 0.96
#> SAMPLE_2179 2 0.0707 0.988 0.00 0.98 0.02 0.00
#> SAMPLE_2184 1 0.0000 0.988 1.00 0.00 0.00 0.00
#> SAMPLE_2185 1 0.0000 0.988 1.00 0.00 0.00 0.00
#> SAMPLE_2201 1 0.0000 0.988 1.00 0.00 0.00 0.00
#> SAMPLE_2210 4 0.1637 0.903 0.06 0.00 0.00 0.94
#> SAMPLE_2216 4 0.0707 0.922 0.02 0.00 0.00 0.98
#> SAMPLE_2228 4 0.0707 0.922 0.02 0.00 0.00 0.98
#> SAMPLE_2233 1 0.0000 0.988 1.00 0.00 0.00 0.00
#> SAMPLE_2235 1 0.0000 0.988 1.00 0.00 0.00 0.00
#> SAMPLE_2236 1 0.0000 0.988 1.00 0.00 0.00 0.00
#> SAMPLE_2240 1 0.0000 0.988 1.00 0.00 0.00 0.00
#> SAMPLE_2241 1 0.0000 0.988 1.00 0.00 0.00 0.00
#> SAMPLE_2242 4 0.2647 0.864 0.12 0.00 0.00 0.88
#> SAMPLE_2243 1 0.0000 0.988 1.00 0.00 0.00 0.00
#> SAMPLE_2244 1 0.0000 0.988 1.00 0.00 0.00 0.00
#> SAMPLE_2245 1 0.0000 0.988 1.00 0.00 0.00 0.00
#> SAMPLE_2246 1 0.0000 0.988 1.00 0.00 0.00 0.00
#> SAMPLE_2249 2 0.0000 0.994 0.00 1.00 0.00 0.00
#> SAMPLE_2253 1 0.0000 0.988 1.00 0.00 0.00 0.00
#> SAMPLE_2260 1 0.0000 0.988 1.00 0.00 0.00 0.00
#> SAMPLE_2264 4 0.2647 0.864 0.12 0.00 0.00 0.88
#> SAMPLE_2268 1 0.0000 0.988 1.00 0.00 0.00 0.00
#> SAMPLE_2290 4 0.4522 0.576 0.32 0.00 0.00 0.68
#> SAMPLE_2291 3 0.0707 0.959 0.00 0.00 0.98 0.02
#> SAMPLE_2296 4 0.2921 0.840 0.14 0.00 0.00 0.86
#> SAMPLE_2299 1 0.0000 0.988 1.00 0.00 0.00 0.00
#> SAMPLE_2304 1 0.0000 0.988 1.00 0.00 0.00 0.00
#> SAMPLE_2314 4 0.2647 0.864 0.12 0.00 0.00 0.88
#> SAMPLE_2315 1 0.0000 0.988 1.00 0.00 0.00 0.00
#> SAMPLE_2316 1 0.0000 0.988 1.00 0.00 0.00 0.00
#> SAMPLE_2317 1 0.0000 0.988 1.00 0.00 0.00 0.00
#> SAMPLE_2318 1 0.0000 0.988 1.00 0.00 0.00 0.00
#> SAMPLE_2339 1 0.0000 0.988 1.00 0.00 0.00 0.00
#> SAMPLE_2340 4 0.0000 0.908 0.00 0.00 0.00 1.00
#> SAMPLE_2341 4 0.2345 0.879 0.10 0.00 0.00 0.90
#> SAMPLE_2342 4 0.4790 0.468 0.38 0.00 0.00 0.62
#> SAMPLE_2343 3 0.2647 0.909 0.00 0.00 0.88 0.12
#> SAMPLE_2349 4 0.3975 0.612 0.00 0.00 0.24 0.76
#> SAMPLE_2351 1 0.0000 0.988 1.00 0.00 0.00 0.00
#> SAMPLE_2363 1 0.0000 0.988 1.00 0.00 0.00 0.00
#> SAMPLE_2392 4 0.2921 0.840 0.14 0.00 0.00 0.86
#> SAMPLE_2393 1 0.0000 0.988 1.00 0.00 0.00 0.00
#> SAMPLE_2397 4 0.2647 0.864 0.12 0.00 0.00 0.88
#> SAMPLE_2420 3 0.0000 0.953 0.00 0.00 1.00 0.00
#> SAMPLE_2423 2 0.0000 0.994 0.00 1.00 0.00 0.00
#> SAMPLE_2426 1 0.0000 0.988 1.00 0.00 0.00 0.00
#> SAMPLE_2430 4 0.0707 0.922 0.02 0.00 0.00 0.98
#> SAMPLE_2431 4 0.0707 0.922 0.02 0.00 0.00 0.98
#> SAMPLE_2432 1 0.0000 0.988 1.00 0.00 0.00 0.00
#> SAMPLE_2435 1 0.0000 0.988 1.00 0.00 0.00 0.00
#> SAMPLE_2442 1 0.0000 0.988 1.00 0.00 0.00 0.00
#> SAMPLE_2443 3 0.0707 0.959 0.00 0.00 0.98 0.02
#> SAMPLE_2444 3 0.0707 0.959 0.00 0.00 0.98 0.02
#> SAMPLE_2446 3 0.2647 0.909 0.00 0.00 0.88 0.12
#> SAMPLE_2449 2 0.0000 0.994 0.00 1.00 0.00 0.00
#> SAMPLE_2460 4 0.2345 0.879 0.10 0.00 0.00 0.90
#> SAMPLE_2470 3 0.0000 0.953 0.00 0.00 1.00 0.00
#> SAMPLE_2471 1 0.0000 0.988 1.00 0.00 0.00 0.00
#> SAMPLE_2484 1 0.4406 0.538 0.70 0.00 0.00 0.30
#> SAMPLE_2486 2 0.0000 0.994 0.00 1.00 0.00 0.00
#> SAMPLE_2525 3 0.0000 0.953 0.00 0.00 1.00 0.00
#> SAMPLE_2529 1 0.0000 0.988 1.00 0.00 0.00 0.00
#> SAMPLE_2530 1 0.2647 0.855 0.88 0.00 0.00 0.12
#> SAMPLE_2533 1 0.0000 0.988 1.00 0.00 0.00 0.00
#> SAMPLE_2580 2 0.0000 0.994 0.00 1.00 0.00 0.00
#> SAMPLE_2591 3 0.0707 0.959 0.00 0.00 0.98 0.02
#> SAMPLE_2596 2 0.0707 0.988 0.00 0.98 0.02 0.00
#> SAMPLE_2618 3 0.2647 0.909 0.00 0.00 0.88 0.12
#> SAMPLE_2641 2 0.0000 0.994 0.00 1.00 0.00 0.00
#> SAMPLE_2646 4 0.0000 0.908 0.00 0.00 0.00 1.00
#> SAMPLE_2650 4 0.0707 0.922 0.02 0.00 0.00 0.98
#> SAMPLE_2652 2 0.0000 0.994 0.00 1.00 0.00 0.00
#> SAMPLE_2653 2 0.0000 0.994 0.00 1.00 0.00 0.00
#> SAMPLE_2654 2 0.0707 0.988 0.00 0.98 0.02 0.00
#> SAMPLE_2655 4 0.0707 0.922 0.02 0.00 0.00 0.98
#> SAMPLE_2658 1 0.0000 0.988 1.00 0.00 0.00 0.00
#> SAMPLE_2659 1 0.0000 0.988 1.00 0.00 0.00 0.00
#> SAMPLE_2661 3 0.0000 0.953 0.00 0.00 1.00 0.00
#> SAMPLE_2662 2 0.0707 0.988 0.00 0.98 0.02 0.00
#> SAMPLE_2663 1 0.0707 0.970 0.98 0.00 0.00 0.02
#> SAMPLE_2692 4 0.0707 0.922 0.02 0.00 0.00 0.98
#> SAMPLE_2795 2 0.0707 0.988 0.00 0.98 0.02 0.00
cbind(get_classes(res, k = 5), get_membership(res, k = 5))
#> class entropy silhouette p1 p2 p3 p4 p5
#> SAMPLE_654 1 0.0000 0.993 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_663 2 0.0000 0.961 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_716 5 0.0609 0.935 0.00 0.00 0.02 0.00 0.98
#> SAMPLE_717 4 0.0000 0.931 0.00 0.00 0.00 1.00 0.00
#> SAMPLE_718 3 0.1043 0.968 0.00 0.00 0.96 0.04 0.00
#> SAMPLE_719 1 0.0000 0.993 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_721 1 0.0000 0.993 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_733 3 0.1043 0.942 0.00 0.00 0.96 0.00 0.04
#> SAMPLE_734 1 0.0000 0.993 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_735 1 0.0000 0.993 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_736 1 0.0000 0.993 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_737 5 0.1410 0.926 0.00 0.00 0.06 0.00 0.94
#> SAMPLE_738 4 0.0000 0.931 0.00 0.00 0.00 1.00 0.00
#> SAMPLE_754 3 0.1732 0.932 0.00 0.00 0.92 0.08 0.00
#> SAMPLE_755 4 0.1410 0.918 0.06 0.00 0.00 0.94 0.00
#> SAMPLE_756 1 0.0000 0.993 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_763 4 0.1043 0.933 0.04 0.00 0.00 0.96 0.00
#> SAMPLE_764 4 0.1043 0.933 0.04 0.00 0.00 0.96 0.00
#> SAMPLE_792 2 0.0609 0.957 0.00 0.98 0.00 0.00 0.02
#> SAMPLE_852 2 0.0609 0.957 0.00 0.98 0.00 0.00 0.02
#> SAMPLE_854 2 0.0000 0.961 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_872 1 0.0000 0.993 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_873 1 0.0000 0.993 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_875 3 0.1410 0.954 0.00 0.00 0.94 0.06 0.00
#> SAMPLE_877 4 0.1410 0.918 0.06 0.00 0.00 0.94 0.00
#> SAMPLE_881 1 0.0000 0.993 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_882 2 0.0000 0.961 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_883 4 0.0000 0.931 0.00 0.00 0.00 1.00 0.00
#> SAMPLE_888 4 0.1043 0.933 0.04 0.00 0.00 0.96 0.00
#> SAMPLE_897 2 0.0000 0.961 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_906 4 0.1410 0.918 0.06 0.00 0.00 0.94 0.00
#> SAMPLE_974 5 0.0609 0.935 0.00 0.00 0.02 0.00 0.98
#> SAMPLE_988 5 0.3983 0.545 0.00 0.00 0.34 0.00 0.66
#> SAMPLE_1099 1 0.0000 0.993 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_1206 1 0.0000 0.993 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_1209 1 0.0000 0.993 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_1252 4 0.0000 0.931 0.00 0.00 0.00 1.00 0.00
#> SAMPLE_1253 1 0.0000 0.993 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_1254 4 0.0000 0.931 0.00 0.00 0.00 1.00 0.00
#> SAMPLE_1255 1 0.0000 0.993 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_1264 4 0.0000 0.931 0.00 0.00 0.00 1.00 0.00
#> SAMPLE_1281 4 0.1043 0.933 0.04 0.00 0.00 0.96 0.00
#> SAMPLE_1287 4 0.0000 0.931 0.00 0.00 0.00 1.00 0.00
#> SAMPLE_1353 4 0.0000 0.931 0.00 0.00 0.00 1.00 0.00
#> SAMPLE_1356 4 0.0000 0.931 0.00 0.00 0.00 1.00 0.00
#> SAMPLE_1357 1 0.0000 0.993 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_1358 1 0.0000 0.993 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_1359 5 0.0609 0.935 0.00 0.00 0.02 0.00 0.98
#> SAMPLE_1360 1 0.0000 0.993 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_1361 4 0.3424 0.688 0.24 0.00 0.00 0.76 0.00
#> SAMPLE_1362 1 0.0000 0.993 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_1363 1 0.0000 0.993 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_1364 1 0.0000 0.993 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_1365 3 0.1043 0.942 0.00 0.00 0.96 0.00 0.04
#> SAMPLE_1366 4 0.0000 0.931 0.00 0.00 0.00 1.00 0.00
#> SAMPLE_1367 1 0.3796 0.534 0.70 0.00 0.00 0.30 0.00
#> SAMPLE_1368 3 0.1043 0.968 0.00 0.00 0.96 0.04 0.00
#> SAMPLE_1369 5 0.1410 0.926 0.00 0.00 0.06 0.00 0.94
#> SAMPLE_1370 4 0.0000 0.931 0.00 0.00 0.00 1.00 0.00
#> SAMPLE_1371 4 0.0000 0.931 0.00 0.00 0.00 1.00 0.00
#> SAMPLE_1372 3 0.2020 0.903 0.00 0.00 0.90 0.10 0.00
#> SAMPLE_1373 4 0.0000 0.931 0.00 0.00 0.00 1.00 0.00
#> SAMPLE_1374 5 0.1648 0.899 0.00 0.02 0.04 0.00 0.94
#> SAMPLE_1375 2 0.2077 0.940 0.00 0.92 0.04 0.00 0.04
#> SAMPLE_1376 1 0.2020 0.869 0.90 0.00 0.00 0.10 0.00
#> SAMPLE_1377 1 0.0000 0.993 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_1378 1 0.0000 0.993 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_1379 4 0.2732 0.799 0.16 0.00 0.00 0.84 0.00
#> SAMPLE_1380 3 0.1043 0.968 0.00 0.00 0.96 0.04 0.00
#> SAMPLE_1381 3 0.1043 0.968 0.00 0.00 0.96 0.04 0.00
#> SAMPLE_1382 1 0.0000 0.993 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_1383 3 0.1043 0.942 0.00 0.00 0.96 0.00 0.04
#> SAMPLE_1384 1 0.0000 0.993 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_1385 4 0.1410 0.918 0.06 0.00 0.00 0.94 0.00
#> SAMPLE_1433 4 0.1410 0.918 0.06 0.00 0.00 0.94 0.00
#> SAMPLE_1489 1 0.0000 0.993 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_1490 5 0.1410 0.916 0.00 0.00 0.06 0.00 0.94
#> SAMPLE_1579 1 0.0000 0.993 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_1582 1 0.0000 0.993 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_1626 4 0.0000 0.931 0.00 0.00 0.00 1.00 0.00
#> SAMPLE_1664 1 0.0000 0.993 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_1682 4 0.1410 0.918 0.06 0.00 0.00 0.94 0.00
#> SAMPLE_1709 1 0.0000 0.993 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_1733 4 0.1043 0.933 0.04 0.00 0.00 0.96 0.00
#> SAMPLE_1797 3 0.1043 0.968 0.00 0.00 0.96 0.04 0.00
#> SAMPLE_1827 1 0.0000 0.993 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_1828 1 0.0000 0.993 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_1830 1 0.0000 0.993 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_1831 1 0.0000 0.993 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_1835 1 0.0000 0.993 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_1845 5 0.3109 0.786 0.00 0.00 0.20 0.00 0.80
#> SAMPLE_1847 3 0.1043 0.968 0.00 0.00 0.96 0.04 0.00
#> SAMPLE_1884 5 0.1410 0.926 0.00 0.00 0.06 0.00 0.94
#> SAMPLE_1895 1 0.0000 0.993 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_1896 1 0.0000 0.993 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_1897 1 0.0000 0.993 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_1898 1 0.0000 0.993 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_1899 3 0.1043 0.968 0.00 0.00 0.96 0.04 0.00
#> SAMPLE_1900 4 0.3424 0.689 0.24 0.00 0.00 0.76 0.00
#> SAMPLE_1901 1 0.0000 0.993 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_1902 1 0.0000 0.993 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_1903 1 0.0000 0.993 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_1904 1 0.0000 0.993 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_1910 3 0.1410 0.954 0.00 0.00 0.94 0.06 0.00
#> SAMPLE_1911 4 0.0000 0.931 0.00 0.00 0.00 1.00 0.00
#> SAMPLE_1926 1 0.0000 0.993 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_1928 4 0.0000 0.931 0.00 0.00 0.00 1.00 0.00
#> SAMPLE_1937 4 0.0000 0.931 0.00 0.00 0.00 1.00 0.00
#> SAMPLE_1992 1 0.0000 0.993 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_2014 4 0.3274 0.718 0.22 0.00 0.00 0.78 0.00
#> SAMPLE_2025 4 0.0000 0.931 0.00 0.00 0.00 1.00 0.00
#> SAMPLE_2026 1 0.1732 0.896 0.92 0.00 0.00 0.08 0.00
#> SAMPLE_2031 1 0.0000 0.993 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_2032 4 0.3684 0.624 0.28 0.00 0.00 0.72 0.00
#> SAMPLE_2033 4 0.4060 0.491 0.36 0.00 0.00 0.64 0.00
#> SAMPLE_2034 4 0.0609 0.934 0.02 0.00 0.00 0.98 0.00
#> SAMPLE_2035 4 0.0000 0.931 0.00 0.00 0.00 1.00 0.00
#> SAMPLE_2036 4 0.1043 0.933 0.04 0.00 0.00 0.96 0.00
#> SAMPLE_2052 1 0.0000 0.993 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_2053 1 0.0000 0.993 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_2054 4 0.1043 0.933 0.04 0.00 0.00 0.96 0.00
#> SAMPLE_2059 1 0.0000 0.993 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_2064 1 0.0000 0.993 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_2066 1 0.0000 0.993 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_2146 1 0.0000 0.993 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_2173 3 0.1043 0.968 0.00 0.00 0.96 0.04 0.00
#> SAMPLE_2179 2 0.2077 0.940 0.00 0.92 0.04 0.00 0.04
#> SAMPLE_2184 1 0.0000 0.993 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_2185 1 0.0000 0.993 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_2201 1 0.0000 0.993 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_2210 4 0.0609 0.934 0.02 0.00 0.00 0.98 0.00
#> SAMPLE_2216 4 0.0000 0.931 0.00 0.00 0.00 1.00 0.00
#> SAMPLE_2228 4 0.0000 0.931 0.00 0.00 0.00 1.00 0.00
#> SAMPLE_2233 1 0.0000 0.993 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_2235 1 0.0000 0.993 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_2236 1 0.0000 0.993 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_2240 1 0.0000 0.993 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_2241 1 0.0000 0.993 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_2242 4 0.1043 0.933 0.04 0.00 0.00 0.96 0.00
#> SAMPLE_2243 1 0.0000 0.993 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_2244 1 0.0000 0.993 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_2245 1 0.0000 0.993 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_2246 1 0.0000 0.993 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_2249 2 0.0000 0.961 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_2253 1 0.0000 0.993 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_2260 1 0.0000 0.993 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_2264 4 0.0609 0.934 0.02 0.00 0.00 0.98 0.00
#> SAMPLE_2268 1 0.0000 0.993 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_2290 4 0.1043 0.933 0.04 0.00 0.00 0.96 0.00
#> SAMPLE_2291 5 0.1732 0.915 0.00 0.00 0.08 0.00 0.92
#> SAMPLE_2296 4 0.1043 0.933 0.04 0.00 0.00 0.96 0.00
#> SAMPLE_2299 1 0.0000 0.993 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_2304 1 0.0000 0.993 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_2314 4 0.1043 0.933 0.04 0.00 0.00 0.96 0.00
#> SAMPLE_2315 1 0.0000 0.993 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_2316 1 0.0000 0.993 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_2317 1 0.0000 0.993 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_2318 1 0.0000 0.993 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_2339 1 0.0000 0.993 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_2340 3 0.1410 0.954 0.00 0.00 0.94 0.06 0.00
#> SAMPLE_2341 4 0.0609 0.934 0.02 0.00 0.00 0.98 0.00
#> SAMPLE_2342 4 0.1043 0.933 0.04 0.00 0.00 0.96 0.00
#> SAMPLE_2343 3 0.1043 0.968 0.00 0.00 0.96 0.04 0.00
#> SAMPLE_2349 3 0.1043 0.968 0.00 0.00 0.96 0.04 0.00
#> SAMPLE_2351 1 0.0000 0.993 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_2363 1 0.0000 0.993 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_2392 4 0.1043 0.933 0.04 0.00 0.00 0.96 0.00
#> SAMPLE_2393 1 0.0000 0.993 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_2397 4 0.1043 0.933 0.04 0.00 0.00 0.96 0.00
#> SAMPLE_2420 5 0.0609 0.935 0.00 0.00 0.02 0.00 0.98
#> SAMPLE_2423 2 0.0000 0.961 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_2426 1 0.0000 0.993 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_2430 4 0.0000 0.931 0.00 0.00 0.00 1.00 0.00
#> SAMPLE_2431 4 0.0000 0.931 0.00 0.00 0.00 1.00 0.00
#> SAMPLE_2432 1 0.0000 0.993 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_2435 1 0.0000 0.993 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_2442 1 0.0000 0.993 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_2443 3 0.1043 0.942 0.00 0.00 0.96 0.00 0.04
#> SAMPLE_2444 3 0.1043 0.942 0.00 0.00 0.96 0.00 0.04
#> SAMPLE_2446 3 0.1043 0.968 0.00 0.00 0.96 0.04 0.00
#> SAMPLE_2449 2 0.1043 0.955 0.00 0.96 0.04 0.00 0.00
#> SAMPLE_2460 4 0.0609 0.934 0.02 0.00 0.00 0.98 0.00
#> SAMPLE_2470 5 0.0609 0.924 0.00 0.02 0.00 0.00 0.98
#> SAMPLE_2471 1 0.0000 0.993 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_2484 4 0.1043 0.933 0.04 0.00 0.00 0.96 0.00
#> SAMPLE_2486 2 0.1043 0.955 0.00 0.96 0.04 0.00 0.00
#> SAMPLE_2525 5 0.0609 0.924 0.00 0.02 0.00 0.00 0.98
#> SAMPLE_2529 1 0.0000 0.993 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_2530 4 0.1043 0.933 0.04 0.00 0.00 0.96 0.00
#> SAMPLE_2533 1 0.0000 0.993 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_2580 2 0.1043 0.955 0.00 0.96 0.04 0.00 0.00
#> SAMPLE_2591 3 0.2020 0.885 0.00 0.00 0.90 0.00 0.10
#> SAMPLE_2596 2 0.1043 0.950 0.00 0.96 0.00 0.00 0.04
#> SAMPLE_2618 3 0.1216 0.956 0.00 0.00 0.96 0.02 0.02
#> SAMPLE_2641 2 0.0609 0.957 0.00 0.98 0.00 0.00 0.02
#> SAMPLE_2646 3 0.1732 0.932 0.00 0.00 0.92 0.08 0.00
#> SAMPLE_2650 4 0.0000 0.931 0.00 0.00 0.00 1.00 0.00
#> SAMPLE_2652 2 0.0609 0.957 0.00 0.98 0.00 0.00 0.02
#> SAMPLE_2653 2 0.0609 0.957 0.00 0.98 0.00 0.00 0.02
#> SAMPLE_2654 2 0.2077 0.940 0.00 0.92 0.04 0.00 0.04
#> SAMPLE_2655 4 0.0000 0.931 0.00 0.00 0.00 1.00 0.00
#> SAMPLE_2658 4 0.3424 0.689 0.24 0.00 0.00 0.76 0.00
#> SAMPLE_2659 1 0.0000 0.993 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_2661 5 0.0609 0.935 0.00 0.00 0.02 0.00 0.98
#> SAMPLE_2662 2 0.2077 0.940 0.00 0.92 0.04 0.00 0.04
#> SAMPLE_2663 4 0.1410 0.918 0.06 0.00 0.00 0.94 0.00
#> SAMPLE_2692 4 0.0000 0.931 0.00 0.00 0.00 1.00 0.00
#> SAMPLE_2795 2 0.4398 0.697 0.00 0.72 0.04 0.00 0.24
cbind(get_classes(res, k = 6), get_membership(res, k = 6))
#> class entropy silhouette p1 p2 p3 p4 p5 p6
#> SAMPLE_654 1 0.0000 0.8201 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_663 2 0.0000 0.9580 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_716 5 0.0000 0.8964 0.00 0.00 0.00 0.00 1.00 0.00
#> SAMPLE_717 4 0.3828 0.0192 0.00 0.00 0.00 0.56 0.00 0.44
#> SAMPLE_718 3 0.0000 0.8709 0.00 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_719 1 0.0000 0.8201 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_721 1 0.0000 0.8201 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_733 3 0.0000 0.8709 0.00 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_734 1 0.3756 0.6398 0.60 0.00 0.00 0.40 0.00 0.00
#> SAMPLE_735 1 0.0000 0.8201 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_736 1 0.0000 0.8201 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_737 5 0.1480 0.8825 0.00 0.00 0.02 0.00 0.94 0.04
#> SAMPLE_738 4 0.3828 0.0192 0.00 0.00 0.00 0.56 0.00 0.44
#> SAMPLE_754 6 0.3851 -0.5018 0.00 0.00 0.46 0.00 0.00 0.54
#> SAMPLE_755 4 0.0000 0.5159 0.00 0.00 0.00 1.00 0.00 0.00
#> SAMPLE_756 1 0.3756 0.6398 0.60 0.00 0.00 0.40 0.00 0.00
#> SAMPLE_763 4 0.0000 0.5159 0.00 0.00 0.00 1.00 0.00 0.00
#> SAMPLE_764 4 0.0000 0.5159 0.00 0.00 0.00 1.00 0.00 0.00
#> SAMPLE_792 2 0.1556 0.9311 0.00 0.92 0.00 0.00 0.00 0.08
#> SAMPLE_852 2 0.1556 0.9311 0.00 0.92 0.00 0.00 0.00 0.08
#> SAMPLE_854 2 0.0000 0.9580 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_872 1 0.3756 0.6398 0.60 0.00 0.00 0.40 0.00 0.00
#> SAMPLE_873 1 0.0000 0.8201 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_875 3 0.0937 0.8606 0.00 0.00 0.96 0.00 0.00 0.04
#> SAMPLE_877 4 0.0547 0.5082 0.00 0.00 0.00 0.98 0.00 0.02
#> SAMPLE_881 1 0.0000 0.8201 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_882 2 0.0000 0.9580 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_883 6 0.2581 0.5700 0.00 0.00 0.02 0.12 0.00 0.86
#> SAMPLE_888 4 0.3864 -0.2801 0.00 0.00 0.00 0.52 0.00 0.48
#> SAMPLE_897 2 0.0547 0.9536 0.00 0.98 0.00 0.00 0.00 0.02
#> SAMPLE_906 4 0.0547 0.5082 0.00 0.00 0.00 0.98 0.00 0.02
#> SAMPLE_974 5 0.0000 0.8964 0.00 0.00 0.00 0.00 1.00 0.00
#> SAMPLE_988 5 0.5037 0.3168 0.00 0.00 0.38 0.00 0.54 0.08
#> SAMPLE_1099 1 0.0000 0.8201 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1206 1 0.0000 0.8201 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1209 1 0.0000 0.8201 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1252 4 0.3797 0.0493 0.00 0.00 0.00 0.58 0.00 0.42
#> SAMPLE_1253 1 0.3756 0.6398 0.60 0.00 0.00 0.40 0.00 0.00
#> SAMPLE_1254 4 0.3756 0.0890 0.00 0.00 0.00 0.60 0.00 0.40
#> SAMPLE_1255 1 0.0000 0.8201 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1264 6 0.3647 0.6429 0.00 0.00 0.00 0.36 0.00 0.64
#> SAMPLE_1281 4 0.3647 0.1717 0.00 0.00 0.00 0.64 0.00 0.36
#> SAMPLE_1287 4 0.3828 0.0192 0.00 0.00 0.00 0.56 0.00 0.44
#> SAMPLE_1353 6 0.3198 0.6791 0.00 0.00 0.00 0.26 0.00 0.74
#> SAMPLE_1356 4 0.3828 0.0192 0.00 0.00 0.00 0.56 0.00 0.44
#> SAMPLE_1357 1 0.3828 0.5852 0.56 0.00 0.00 0.44 0.00 0.00
#> SAMPLE_1358 1 0.0937 0.8070 0.96 0.00 0.00 0.04 0.00 0.00
#> SAMPLE_1359 5 0.0000 0.8964 0.00 0.00 0.00 0.00 1.00 0.00
#> SAMPLE_1360 1 0.3756 0.6398 0.60 0.00 0.00 0.40 0.00 0.00
#> SAMPLE_1361 4 0.0937 0.5001 0.04 0.00 0.00 0.96 0.00 0.00
#> SAMPLE_1362 1 0.0000 0.8201 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1363 1 0.0000 0.8201 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1364 1 0.0000 0.8201 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1365 3 0.0000 0.8709 0.00 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_1366 6 0.2941 0.6579 0.00 0.00 0.00 0.22 0.00 0.78
#> SAMPLE_1367 4 0.2260 0.4158 0.14 0.00 0.00 0.86 0.00 0.00
#> SAMPLE_1368 3 0.2941 0.8154 0.00 0.00 0.78 0.00 0.00 0.22
#> SAMPLE_1369 5 0.1556 0.8647 0.00 0.00 0.08 0.00 0.92 0.00
#> SAMPLE_1370 6 0.3309 0.6669 0.00 0.00 0.00 0.28 0.00 0.72
#> SAMPLE_1371 6 0.3198 0.6791 0.00 0.00 0.00 0.26 0.00 0.74
#> SAMPLE_1372 6 0.4282 -0.3733 0.00 0.00 0.42 0.02 0.00 0.56
#> SAMPLE_1373 4 0.3797 0.0493 0.00 0.00 0.00 0.58 0.00 0.42
#> SAMPLE_1374 5 0.1556 0.8430 0.00 0.08 0.00 0.00 0.92 0.00
#> SAMPLE_1375 2 0.0547 0.9530 0.00 0.98 0.00 0.00 0.02 0.00
#> SAMPLE_1376 4 0.3076 0.3038 0.24 0.00 0.00 0.76 0.00 0.00
#> SAMPLE_1377 1 0.3706 0.6521 0.62 0.00 0.00 0.38 0.00 0.00
#> SAMPLE_1378 1 0.3706 0.6521 0.62 0.00 0.00 0.38 0.00 0.00
#> SAMPLE_1379 4 0.0547 0.5100 0.02 0.00 0.00 0.98 0.00 0.00
#> SAMPLE_1380 3 0.3851 0.5887 0.00 0.00 0.54 0.00 0.00 0.46
#> SAMPLE_1381 3 0.2941 0.8154 0.00 0.00 0.78 0.00 0.00 0.22
#> SAMPLE_1382 1 0.3756 0.6398 0.60 0.00 0.00 0.40 0.00 0.00
#> SAMPLE_1383 3 0.0000 0.8709 0.00 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_1384 1 0.3756 0.6398 0.60 0.00 0.00 0.40 0.00 0.00
#> SAMPLE_1385 4 0.0000 0.5159 0.00 0.00 0.00 1.00 0.00 0.00
#> SAMPLE_1433 4 0.0000 0.5159 0.00 0.00 0.00 1.00 0.00 0.00
#> SAMPLE_1489 1 0.3828 0.5852 0.56 0.00 0.00 0.44 0.00 0.00
#> SAMPLE_1490 5 0.0937 0.8855 0.00 0.00 0.00 0.00 0.96 0.04
#> SAMPLE_1579 1 0.0000 0.8201 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1582 1 0.3756 0.6398 0.60 0.00 0.00 0.40 0.00 0.00
#> SAMPLE_1626 6 0.3499 0.6707 0.00 0.00 0.00 0.32 0.00 0.68
#> SAMPLE_1664 1 0.0000 0.8201 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1682 4 0.1092 0.5007 0.02 0.00 0.00 0.96 0.00 0.02
#> SAMPLE_1709 1 0.0000 0.8201 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1733 4 0.3647 0.1717 0.00 0.00 0.00 0.64 0.00 0.36
#> SAMPLE_1797 3 0.0547 0.8649 0.00 0.00 0.98 0.00 0.00 0.02
#> SAMPLE_1827 1 0.0000 0.8201 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1828 1 0.0000 0.8201 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1830 1 0.0000 0.8201 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1831 1 0.3756 0.6398 0.60 0.00 0.00 0.40 0.00 0.00
#> SAMPLE_1835 1 0.3756 0.6398 0.60 0.00 0.00 0.40 0.00 0.00
#> SAMPLE_1845 5 0.3869 0.1641 0.00 0.00 0.50 0.00 0.50 0.00
#> SAMPLE_1847 3 0.3851 0.5887 0.00 0.00 0.54 0.00 0.00 0.46
#> SAMPLE_1884 5 0.1814 0.8517 0.00 0.00 0.10 0.00 0.90 0.00
#> SAMPLE_1895 1 0.0000 0.8201 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1896 1 0.4310 0.5606 0.54 0.00 0.00 0.44 0.00 0.02
#> SAMPLE_1897 1 0.0000 0.8201 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1898 1 0.0000 0.8201 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1899 3 0.0000 0.8709 0.00 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_1900 4 0.1556 0.4680 0.08 0.00 0.00 0.92 0.00 0.00
#> SAMPLE_1901 1 0.0000 0.8201 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1902 1 0.0000 0.8201 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1903 1 0.0000 0.8201 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1904 1 0.4328 0.5235 0.52 0.00 0.00 0.46 0.00 0.02
#> SAMPLE_1910 3 0.2941 0.8181 0.00 0.00 0.78 0.00 0.00 0.22
#> SAMPLE_1911 6 0.3647 0.6253 0.00 0.00 0.00 0.36 0.00 0.64
#> SAMPLE_1926 1 0.3756 0.6398 0.60 0.00 0.00 0.40 0.00 0.00
#> SAMPLE_1928 4 0.3828 0.0192 0.00 0.00 0.00 0.56 0.00 0.44
#> SAMPLE_1937 4 0.3828 0.0192 0.00 0.00 0.00 0.56 0.00 0.44
#> SAMPLE_1992 1 0.4246 0.6197 0.58 0.00 0.00 0.40 0.00 0.02
#> SAMPLE_2014 4 0.0937 0.5001 0.04 0.00 0.00 0.96 0.00 0.00
#> SAMPLE_2025 6 0.2793 0.6422 0.00 0.00 0.00 0.20 0.00 0.80
#> SAMPLE_2026 4 0.3076 0.3094 0.24 0.00 0.00 0.76 0.00 0.00
#> SAMPLE_2031 1 0.3756 0.6398 0.60 0.00 0.00 0.40 0.00 0.00
#> SAMPLE_2032 4 0.4144 -0.0928 0.36 0.00 0.00 0.62 0.00 0.02
#> SAMPLE_2033 4 0.3315 0.3567 0.20 0.00 0.00 0.78 0.00 0.02
#> SAMPLE_2034 4 0.3756 0.0890 0.00 0.00 0.00 0.60 0.00 0.40
#> SAMPLE_2035 4 0.3756 0.0890 0.00 0.00 0.00 0.60 0.00 0.40
#> SAMPLE_2036 4 0.3706 0.1342 0.00 0.00 0.00 0.62 0.00 0.38
#> SAMPLE_2052 1 0.0000 0.8201 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2053 1 0.0000 0.8201 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2054 4 0.0000 0.5159 0.00 0.00 0.00 1.00 0.00 0.00
#> SAMPLE_2059 1 0.2260 0.7696 0.86 0.00 0.00 0.14 0.00 0.00
#> SAMPLE_2064 1 0.3756 0.6398 0.60 0.00 0.00 0.40 0.00 0.00
#> SAMPLE_2066 1 0.0000 0.8201 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2146 1 0.3756 0.6398 0.60 0.00 0.00 0.40 0.00 0.00
#> SAMPLE_2173 3 0.0937 0.8606 0.00 0.00 0.96 0.00 0.00 0.04
#> SAMPLE_2179 2 0.0547 0.9530 0.00 0.98 0.00 0.00 0.02 0.00
#> SAMPLE_2184 1 0.3756 0.6398 0.60 0.00 0.00 0.40 0.00 0.00
#> SAMPLE_2185 1 0.3756 0.6398 0.60 0.00 0.00 0.40 0.00 0.00
#> SAMPLE_2201 1 0.3756 0.6398 0.60 0.00 0.00 0.40 0.00 0.00
#> SAMPLE_2210 4 0.3756 0.0890 0.00 0.00 0.00 0.60 0.00 0.40
#> SAMPLE_2216 6 0.3706 0.5900 0.00 0.00 0.00 0.38 0.00 0.62
#> SAMPLE_2228 6 0.3797 0.5291 0.00 0.00 0.00 0.42 0.00 0.58
#> SAMPLE_2233 1 0.0000 0.8201 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2235 1 0.3756 0.6398 0.60 0.00 0.00 0.40 0.00 0.00
#> SAMPLE_2236 1 0.0000 0.8201 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2240 1 0.0000 0.8201 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2241 1 0.3756 0.6398 0.60 0.00 0.00 0.40 0.00 0.00
#> SAMPLE_2242 4 0.3647 0.1748 0.00 0.00 0.00 0.64 0.00 0.36
#> SAMPLE_2243 1 0.4310 0.5606 0.54 0.00 0.00 0.44 0.00 0.02
#> SAMPLE_2244 1 0.0000 0.8201 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2245 1 0.0000 0.8201 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2246 1 0.0000 0.8201 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2249 2 0.0000 0.9580 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_2253 1 0.0000 0.8201 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2260 1 0.0000 0.8201 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2264 6 0.3706 0.6175 0.00 0.00 0.00 0.38 0.00 0.62
#> SAMPLE_2268 1 0.0000 0.8201 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2290 4 0.3198 0.2587 0.00 0.00 0.00 0.74 0.00 0.26
#> SAMPLE_2291 5 0.3321 0.7958 0.00 0.00 0.10 0.00 0.82 0.08
#> SAMPLE_2296 4 0.1267 0.4894 0.00 0.00 0.00 0.94 0.00 0.06
#> SAMPLE_2299 1 0.0000 0.8201 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2304 1 0.0000 0.8201 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2314 4 0.3647 0.1748 0.00 0.00 0.00 0.64 0.00 0.36
#> SAMPLE_2315 1 0.3828 0.5852 0.56 0.00 0.00 0.44 0.00 0.00
#> SAMPLE_2316 1 0.0000 0.8201 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2317 1 0.0000 0.8201 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2318 1 0.0000 0.8201 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2339 1 0.0000 0.8201 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2340 3 0.2941 0.8181 0.00 0.00 0.78 0.00 0.00 0.22
#> SAMPLE_2341 6 0.3756 0.5807 0.00 0.00 0.00 0.40 0.00 0.60
#> SAMPLE_2342 4 0.2631 0.3964 0.00 0.00 0.00 0.82 0.00 0.18
#> SAMPLE_2343 3 0.2941 0.8154 0.00 0.00 0.78 0.00 0.00 0.22
#> SAMPLE_2349 3 0.0937 0.8606 0.00 0.00 0.96 0.00 0.00 0.04
#> SAMPLE_2351 1 0.0937 0.8071 0.96 0.00 0.00 0.04 0.00 0.00
#> SAMPLE_2363 1 0.3756 0.6398 0.60 0.00 0.00 0.40 0.00 0.00
#> SAMPLE_2392 4 0.3499 0.2325 0.00 0.00 0.00 0.68 0.00 0.32
#> SAMPLE_2393 1 0.0000 0.8201 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2397 4 0.3499 0.1767 0.00 0.00 0.00 0.68 0.00 0.32
#> SAMPLE_2420 5 0.0000 0.8964 0.00 0.00 0.00 0.00 1.00 0.00
#> SAMPLE_2423 2 0.0000 0.9580 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_2426 1 0.0000 0.8201 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2430 4 0.3797 0.0493 0.00 0.00 0.00 0.58 0.00 0.42
#> SAMPLE_2431 4 0.3828 0.0192 0.00 0.00 0.00 0.56 0.00 0.44
#> SAMPLE_2432 1 0.0000 0.8201 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2435 1 0.0000 0.8201 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2442 1 0.3756 0.6398 0.60 0.00 0.00 0.40 0.00 0.00
#> SAMPLE_2443 3 0.0000 0.8709 0.00 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_2444 3 0.0000 0.8709 0.00 0.00 1.00 0.00 0.00 0.00
#> SAMPLE_2446 3 0.0547 0.8649 0.00 0.00 0.98 0.00 0.00 0.02
#> SAMPLE_2449 2 0.0000 0.9580 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_2460 4 0.3797 0.0431 0.00 0.00 0.00 0.58 0.00 0.42
#> SAMPLE_2470 5 0.0000 0.8964 0.00 0.00 0.00 0.00 1.00 0.00
#> SAMPLE_2471 1 0.0000 0.8201 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2484 4 0.0000 0.5159 0.00 0.00 0.00 1.00 0.00 0.00
#> SAMPLE_2486 2 0.0000 0.9580 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_2525 5 0.0000 0.8964 0.00 0.00 0.00 0.00 1.00 0.00
#> SAMPLE_2529 1 0.0000 0.8201 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2530 4 0.3309 0.2849 0.00 0.00 0.00 0.72 0.00 0.28
#> SAMPLE_2533 1 0.3756 0.6398 0.60 0.00 0.00 0.40 0.00 0.00
#> SAMPLE_2580 2 0.0000 0.9580 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_2591 3 0.4094 0.6738 0.00 0.00 0.74 0.00 0.18 0.08
#> SAMPLE_2596 2 0.0547 0.9530 0.00 0.98 0.00 0.00 0.02 0.00
#> SAMPLE_2618 3 0.3076 0.8059 0.00 0.00 0.76 0.00 0.00 0.24
#> SAMPLE_2641 2 0.1556 0.9311 0.00 0.92 0.00 0.00 0.00 0.08
#> SAMPLE_2646 3 0.1556 0.8588 0.00 0.00 0.92 0.00 0.00 0.08
#> SAMPLE_2650 6 0.3647 0.6404 0.00 0.00 0.00 0.36 0.00 0.64
#> SAMPLE_2652 2 0.1556 0.9311 0.00 0.92 0.00 0.00 0.00 0.08
#> SAMPLE_2653 2 0.1556 0.9311 0.00 0.92 0.00 0.00 0.00 0.08
#> SAMPLE_2654 2 0.0547 0.9530 0.00 0.98 0.00 0.00 0.02 0.00
#> SAMPLE_2655 6 0.3647 0.6429 0.00 0.00 0.00 0.36 0.00 0.64
#> SAMPLE_2658 4 0.0937 0.5001 0.04 0.00 0.00 0.96 0.00 0.00
#> SAMPLE_2659 1 0.0000 0.8201 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2661 5 0.0000 0.8964 0.00 0.00 0.00 0.00 1.00 0.00
#> SAMPLE_2662 2 0.0547 0.9530 0.00 0.98 0.00 0.00 0.02 0.00
#> SAMPLE_2663 4 0.0000 0.5159 0.00 0.00 0.00 1.00 0.00 0.00
#> SAMPLE_2692 4 0.3828 0.0192 0.00 0.00 0.00 0.56 0.00 0.44
#> SAMPLE_2795 2 0.3578 0.4979 0.00 0.66 0.00 0.00 0.34 0.00
cbind(get_classes(res, k = 7), get_membership(res, k = 7))
#> class entropy silhouette p1 p2 p3 p4 p5 p6 p7
#> SAMPLE_654 1 0.0863 0.9496 0.96 0.00 0.00 0.04 0.00 0.00 0.00
#> SAMPLE_663 2 0.0504 0.8821 0.00 0.98 0.00 0.00 0.00 0.00 0.02
#> SAMPLE_716 5 0.0504 0.8472 0.00 0.00 0.02 0.00 0.98 0.00 0.00
#> SAMPLE_717 6 0.1363 0.8017 0.00 0.00 0.00 0.04 0.00 0.94 0.02
#> SAMPLE_718 3 0.0863 0.8074 0.00 0.00 0.96 0.00 0.00 0.00 0.04
#> SAMPLE_719 1 0.0863 0.9496 0.96 0.00 0.00 0.04 0.00 0.00 0.00
#> SAMPLE_721 1 0.0000 0.9859 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_733 3 0.0000 0.8209 0.00 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_734 4 0.2832 0.8142 0.24 0.00 0.00 0.76 0.00 0.00 0.00
#> SAMPLE_735 1 0.0863 0.9496 0.96 0.00 0.00 0.04 0.00 0.00 0.00
#> SAMPLE_736 1 0.0000 0.9859 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_737 5 0.3263 0.7499 0.00 0.00 0.12 0.00 0.80 0.00 0.08
#> SAMPLE_738 6 0.1363 0.8017 0.00 0.00 0.00 0.04 0.00 0.94 0.02
#> SAMPLE_754 7 0.3011 0.6017 0.00 0.00 0.06 0.00 0.00 0.12 0.82
#> SAMPLE_755 4 0.2512 0.7475 0.00 0.00 0.00 0.86 0.00 0.10 0.04
#> SAMPLE_756 4 0.2832 0.8142 0.24 0.00 0.00 0.76 0.00 0.00 0.00
#> SAMPLE_763 4 0.2512 0.7475 0.00 0.00 0.00 0.86 0.00 0.10 0.04
#> SAMPLE_764 4 0.1671 0.7644 0.00 0.00 0.00 0.90 0.00 0.10 0.00
#> SAMPLE_792 2 0.1363 0.8764 0.00 0.94 0.00 0.02 0.00 0.00 0.04
#> SAMPLE_852 2 0.1363 0.8764 0.00 0.94 0.00 0.02 0.00 0.00 0.04
#> SAMPLE_854 2 0.1718 0.8767 0.00 0.92 0.00 0.04 0.00 0.00 0.04
#> SAMPLE_872 4 0.2832 0.8142 0.24 0.00 0.00 0.76 0.00 0.00 0.00
#> SAMPLE_873 1 0.0000 0.9859 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_875 3 0.2569 0.7185 0.00 0.00 0.84 0.00 0.00 0.14 0.02
#> SAMPLE_877 4 0.2278 0.7510 0.00 0.00 0.00 0.88 0.00 0.08 0.04
#> SAMPLE_881 1 0.0000 0.9859 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_882 2 0.1505 0.8820 0.00 0.94 0.00 0.02 0.02 0.00 0.02
#> SAMPLE_883 7 0.3795 0.5300 0.00 0.00 0.00 0.06 0.00 0.22 0.72
#> SAMPLE_888 4 0.4883 0.4008 0.00 0.00 0.00 0.60 0.00 0.20 0.20
#> SAMPLE_897 2 0.1363 0.8767 0.00 0.94 0.00 0.04 0.00 0.00 0.02
#> SAMPLE_906 4 0.1433 0.7689 0.00 0.00 0.00 0.92 0.00 0.08 0.00
#> SAMPLE_974 5 0.0000 0.8454 0.00 0.00 0.00 0.00 1.00 0.00 0.00
#> SAMPLE_988 5 0.5083 0.4997 0.00 0.00 0.24 0.00 0.56 0.00 0.20
#> SAMPLE_1099 1 0.0000 0.9859 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1206 1 0.0000 0.9859 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1209 1 0.0000 0.9859 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1252 6 0.1433 0.8138 0.00 0.00 0.00 0.08 0.00 0.92 0.00
#> SAMPLE_1253 4 0.2832 0.8142 0.24 0.00 0.00 0.76 0.00 0.00 0.00
#> SAMPLE_1254 6 0.2722 0.8026 0.00 0.00 0.00 0.12 0.00 0.84 0.04
#> SAMPLE_1255 1 0.0000 0.9859 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1264 6 0.3908 0.6327 0.00 0.00 0.00 0.08 0.00 0.72 0.20
#> SAMPLE_1281 6 0.3388 0.7806 0.00 0.00 0.00 0.20 0.00 0.76 0.04
#> SAMPLE_1287 6 0.1363 0.8017 0.00 0.00 0.00 0.04 0.00 0.94 0.02
#> SAMPLE_1353 6 0.4033 0.6027 0.00 0.00 0.00 0.08 0.00 0.70 0.22
#> SAMPLE_1356 6 0.1363 0.8017 0.00 0.00 0.00 0.04 0.00 0.94 0.02
#> SAMPLE_1357 4 0.2722 0.8165 0.12 0.00 0.00 0.84 0.00 0.00 0.04
#> SAMPLE_1358 1 0.1166 0.9190 0.94 0.00 0.00 0.06 0.00 0.00 0.00
#> SAMPLE_1359 5 0.0504 0.8472 0.00 0.00 0.02 0.00 0.98 0.00 0.00
#> SAMPLE_1360 4 0.2832 0.8142 0.24 0.00 0.00 0.76 0.00 0.00 0.00
#> SAMPLE_1361 4 0.2512 0.7475 0.00 0.00 0.00 0.86 0.00 0.10 0.04
#> SAMPLE_1362 1 0.0000 0.9859 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1363 1 0.0000 0.9859 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1364 1 0.0000 0.9859 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1365 3 0.0863 0.8074 0.00 0.00 0.96 0.00 0.00 0.00 0.04
#> SAMPLE_1366 7 0.4692 0.0917 0.00 0.00 0.00 0.08 0.00 0.42 0.50
#> SAMPLE_1367 4 0.2016 0.7952 0.04 0.00 0.00 0.90 0.00 0.06 0.00
#> SAMPLE_1368 7 0.3413 0.5098 0.00 0.00 0.38 0.00 0.00 0.00 0.62
#> SAMPLE_1369 5 0.3047 0.6506 0.00 0.00 0.28 0.00 0.72 0.00 0.00
#> SAMPLE_1370 6 0.0863 0.7680 0.00 0.00 0.00 0.00 0.00 0.96 0.04
#> SAMPLE_1371 6 0.4248 0.5397 0.00 0.00 0.00 0.08 0.00 0.66 0.26
#> SAMPLE_1372 7 0.3833 0.5872 0.00 0.00 0.06 0.04 0.00 0.12 0.78
#> SAMPLE_1373 6 0.1928 0.8105 0.00 0.00 0.00 0.08 0.00 0.90 0.02
#> SAMPLE_1374 5 0.2313 0.7666 0.00 0.06 0.00 0.00 0.88 0.00 0.06
#> SAMPLE_1375 2 0.3667 0.7782 0.00 0.74 0.00 0.00 0.20 0.00 0.06
#> SAMPLE_1376 4 0.1928 0.8119 0.08 0.00 0.00 0.90 0.00 0.02 0.00
#> SAMPLE_1377 4 0.3047 0.7690 0.28 0.00 0.00 0.72 0.00 0.00 0.00
#> SAMPLE_1378 4 0.2832 0.8142 0.24 0.00 0.00 0.76 0.00 0.00 0.00
#> SAMPLE_1379 4 0.2512 0.7475 0.00 0.00 0.00 0.86 0.00 0.10 0.04
#> SAMPLE_1380 7 0.3186 0.6098 0.00 0.00 0.22 0.00 0.00 0.02 0.76
#> SAMPLE_1381 7 0.3413 0.5098 0.00 0.00 0.38 0.00 0.00 0.00 0.62
#> SAMPLE_1382 4 0.2832 0.8142 0.24 0.00 0.00 0.76 0.00 0.00 0.00
#> SAMPLE_1383 3 0.0504 0.8116 0.00 0.00 0.98 0.00 0.02 0.00 0.00
#> SAMPLE_1384 4 0.2832 0.8142 0.24 0.00 0.00 0.76 0.00 0.00 0.00
#> SAMPLE_1385 4 0.1671 0.7644 0.00 0.00 0.00 0.90 0.00 0.10 0.00
#> SAMPLE_1433 4 0.2512 0.7475 0.00 0.00 0.00 0.86 0.00 0.10 0.04
#> SAMPLE_1489 4 0.2259 0.8239 0.16 0.00 0.00 0.84 0.00 0.00 0.00
#> SAMPLE_1490 5 0.0863 0.8294 0.00 0.00 0.00 0.00 0.96 0.00 0.04
#> SAMPLE_1579 1 0.0000 0.9859 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1582 4 0.2708 0.8191 0.22 0.00 0.00 0.78 0.00 0.00 0.00
#> SAMPLE_1626 6 0.3908 0.6327 0.00 0.00 0.00 0.08 0.00 0.72 0.20
#> SAMPLE_1664 1 0.0000 0.9859 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1682 4 0.2313 0.7438 0.00 0.00 0.00 0.88 0.00 0.06 0.06
#> SAMPLE_1709 1 0.0000 0.9859 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1733 6 0.3244 0.7835 0.00 0.00 0.00 0.18 0.00 0.78 0.04
#> SAMPLE_1797 3 0.0000 0.8209 0.00 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_1827 1 0.0000 0.9859 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1828 1 0.0000 0.9859 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1830 1 0.0000 0.9859 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1831 4 0.2832 0.8142 0.24 0.00 0.00 0.76 0.00 0.00 0.00
#> SAMPLE_1835 4 0.2708 0.8193 0.22 0.00 0.00 0.78 0.00 0.00 0.00
#> SAMPLE_1845 3 0.2708 0.5997 0.00 0.00 0.78 0.00 0.22 0.00 0.00
#> SAMPLE_1847 7 0.3186 0.6098 0.00 0.00 0.22 0.00 0.00 0.02 0.76
#> SAMPLE_1884 5 0.3047 0.6506 0.00 0.00 0.28 0.00 0.72 0.00 0.00
#> SAMPLE_1895 1 0.0000 0.9859 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1896 4 0.2722 0.8051 0.12 0.00 0.00 0.84 0.00 0.00 0.04
#> SAMPLE_1897 1 0.0000 0.9859 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1898 1 0.0000 0.9859 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1899 3 0.0000 0.8209 0.00 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_1900 4 0.2563 0.7874 0.04 0.00 0.00 0.88 0.00 0.04 0.04
#> SAMPLE_1901 1 0.0000 0.9859 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1902 1 0.0000 0.9859 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1903 1 0.0000 0.9859 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1904 4 0.2722 0.8165 0.12 0.00 0.00 0.84 0.00 0.00 0.04
#> SAMPLE_1910 7 0.4535 0.5018 0.00 0.00 0.24 0.00 0.00 0.12 0.64
#> SAMPLE_1911 6 0.0000 0.7895 0.00 0.00 0.00 0.00 0.00 1.00 0.00
#> SAMPLE_1926 4 0.2832 0.8142 0.24 0.00 0.00 0.76 0.00 0.00 0.00
#> SAMPLE_1928 6 0.1363 0.8017 0.00 0.00 0.00 0.04 0.00 0.94 0.02
#> SAMPLE_1937 6 0.1363 0.8017 0.00 0.00 0.00 0.04 0.00 0.94 0.02
#> SAMPLE_1992 4 0.2572 0.8181 0.20 0.00 0.00 0.80 0.00 0.00 0.00
#> SAMPLE_2014 4 0.2769 0.7681 0.02 0.00 0.00 0.86 0.00 0.08 0.04
#> SAMPLE_2025 7 0.4692 0.0917 0.00 0.00 0.00 0.08 0.00 0.42 0.50
#> SAMPLE_2026 4 0.2857 0.7964 0.06 0.00 0.00 0.86 0.00 0.04 0.04
#> SAMPLE_2031 4 0.2832 0.8142 0.24 0.00 0.00 0.76 0.00 0.00 0.00
#> SAMPLE_2032 4 0.3000 0.8114 0.10 0.00 0.00 0.84 0.00 0.02 0.04
#> SAMPLE_2033 4 0.2509 0.7975 0.06 0.00 0.00 0.88 0.00 0.02 0.04
#> SAMPLE_2034 6 0.3086 0.7911 0.00 0.00 0.00 0.16 0.00 0.80 0.04
#> SAMPLE_2035 6 0.2722 0.8026 0.00 0.00 0.00 0.12 0.00 0.84 0.04
#> SAMPLE_2036 6 0.3086 0.7911 0.00 0.00 0.00 0.16 0.00 0.80 0.04
#> SAMPLE_2052 1 0.0000 0.9859 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2053 1 0.0863 0.9496 0.96 0.00 0.00 0.04 0.00 0.00 0.00
#> SAMPLE_2054 4 0.2512 0.7475 0.00 0.00 0.00 0.86 0.00 0.10 0.04
#> SAMPLE_2059 1 0.2945 0.5732 0.74 0.00 0.00 0.26 0.00 0.00 0.00
#> SAMPLE_2064 4 0.2832 0.8142 0.24 0.00 0.00 0.76 0.00 0.00 0.00
#> SAMPLE_2066 1 0.0000 0.9859 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2146 4 0.2832 0.8142 0.24 0.00 0.00 0.76 0.00 0.00 0.00
#> SAMPLE_2173 3 0.2803 0.7504 0.00 0.00 0.84 0.00 0.00 0.10 0.06
#> SAMPLE_2179 2 0.3667 0.7782 0.00 0.74 0.00 0.00 0.20 0.00 0.06
#> SAMPLE_2184 4 0.2832 0.8142 0.24 0.00 0.00 0.76 0.00 0.00 0.00
#> SAMPLE_2185 4 0.2832 0.8142 0.24 0.00 0.00 0.76 0.00 0.00 0.00
#> SAMPLE_2201 4 0.2832 0.8142 0.24 0.00 0.00 0.76 0.00 0.00 0.00
#> SAMPLE_2210 6 0.3086 0.7911 0.00 0.00 0.00 0.16 0.00 0.80 0.04
#> SAMPLE_2216 6 0.0504 0.7887 0.00 0.00 0.00 0.00 0.00 0.98 0.02
#> SAMPLE_2228 6 0.3449 0.6906 0.00 0.00 0.00 0.08 0.00 0.78 0.14
#> SAMPLE_2233 1 0.0000 0.9859 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2235 4 0.2708 0.8196 0.22 0.00 0.00 0.78 0.00 0.00 0.00
#> SAMPLE_2236 1 0.0000 0.9859 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2240 1 0.0000 0.9859 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2241 4 0.2945 0.8016 0.26 0.00 0.00 0.74 0.00 0.00 0.00
#> SAMPLE_2242 6 0.3244 0.7778 0.00 0.00 0.00 0.18 0.00 0.78 0.04
#> SAMPLE_2243 4 0.2569 0.8219 0.14 0.00 0.00 0.84 0.00 0.00 0.02
#> SAMPLE_2244 1 0.0000 0.9859 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2245 1 0.0000 0.9859 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2246 1 0.0000 0.9859 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2249 2 0.1505 0.8820 0.00 0.94 0.00 0.02 0.02 0.00 0.02
#> SAMPLE_2253 1 0.0000 0.9859 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2260 1 0.0000 0.9859 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2264 6 0.4243 0.6619 0.00 0.00 0.00 0.10 0.00 0.68 0.22
#> SAMPLE_2268 1 0.0000 0.9859 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2290 4 0.4121 0.5504 0.00 0.00 0.00 0.70 0.00 0.10 0.20
#> SAMPLE_2291 5 0.4990 0.5245 0.00 0.00 0.22 0.00 0.58 0.00 0.20
#> SAMPLE_2296 4 0.4070 0.2897 0.00 0.00 0.00 0.62 0.00 0.34 0.04
#> SAMPLE_2299 1 0.0000 0.9859 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2304 1 0.0000 0.9859 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2314 6 0.3244 0.7778 0.00 0.00 0.00 0.18 0.00 0.78 0.04
#> SAMPLE_2315 4 0.2912 0.8196 0.14 0.00 0.00 0.82 0.00 0.00 0.04
#> SAMPLE_2316 1 0.0000 0.9859 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2317 1 0.0000 0.9859 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2318 1 0.0000 0.9859 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2339 1 0.0000 0.9859 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2340 7 0.4003 0.5196 0.00 0.00 0.32 0.00 0.00 0.04 0.64
#> SAMPLE_2341 6 0.4243 0.6619 0.00 0.00 0.00 0.10 0.00 0.68 0.22
#> SAMPLE_2342 6 0.3637 0.7082 0.00 0.00 0.00 0.24 0.00 0.72 0.04
#> SAMPLE_2343 7 0.3413 0.5098 0.00 0.00 0.38 0.00 0.00 0.00 0.62
#> SAMPLE_2349 3 0.2803 0.7504 0.00 0.00 0.84 0.00 0.00 0.10 0.06
#> SAMPLE_2351 1 0.2081 0.8154 0.86 0.00 0.00 0.14 0.00 0.00 0.00
#> SAMPLE_2363 4 0.2832 0.8142 0.24 0.00 0.00 0.76 0.00 0.00 0.00
#> SAMPLE_2392 6 0.3388 0.7573 0.00 0.00 0.00 0.20 0.00 0.76 0.04
#> SAMPLE_2393 1 0.0000 0.9859 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2397 4 0.4429 0.5085 0.00 0.00 0.00 0.66 0.00 0.12 0.22
#> SAMPLE_2420 5 0.0504 0.8472 0.00 0.00 0.02 0.00 0.98 0.00 0.00
#> SAMPLE_2423 2 0.1505 0.8820 0.00 0.94 0.00 0.02 0.02 0.00 0.02
#> SAMPLE_2426 1 0.0000 0.9859 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2430 6 0.1433 0.8138 0.00 0.00 0.00 0.08 0.00 0.92 0.00
#> SAMPLE_2431 6 0.1166 0.8114 0.00 0.00 0.00 0.06 0.00 0.94 0.00
#> SAMPLE_2432 1 0.0000 0.9859 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2435 1 0.0000 0.9859 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2442 4 0.2422 0.8235 0.18 0.00 0.00 0.82 0.00 0.00 0.00
#> SAMPLE_2443 3 0.0000 0.8209 0.00 0.00 1.00 0.00 0.00 0.00 0.00
#> SAMPLE_2444 3 0.1671 0.7560 0.00 0.00 0.90 0.00 0.00 0.00 0.10
#> SAMPLE_2446 3 0.0504 0.8192 0.00 0.00 0.98 0.00 0.00 0.02 0.00
#> SAMPLE_2449 2 0.1928 0.8711 0.00 0.90 0.00 0.00 0.02 0.00 0.08
#> SAMPLE_2460 6 0.3449 0.7869 0.00 0.00 0.00 0.14 0.00 0.78 0.08
#> SAMPLE_2470 5 0.0504 0.8442 0.00 0.00 0.00 0.00 0.98 0.00 0.02
#> SAMPLE_2471 1 0.0000 0.9859 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2484 4 0.2722 0.7294 0.00 0.00 0.00 0.84 0.00 0.12 0.04
#> SAMPLE_2486 2 0.1166 0.8754 0.00 0.94 0.00 0.00 0.00 0.00 0.06
#> SAMPLE_2525 5 0.0504 0.8442 0.00 0.00 0.00 0.00 0.98 0.00 0.02
#> SAMPLE_2529 1 0.0000 0.9859 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2530 6 0.3637 0.7082 0.00 0.00 0.00 0.24 0.00 0.72 0.04
#> SAMPLE_2533 4 0.2832 0.8142 0.24 0.00 0.00 0.76 0.00 0.00 0.00
#> SAMPLE_2580 2 0.1166 0.8754 0.00 0.94 0.00 0.00 0.00 0.00 0.06
#> SAMPLE_2591 3 0.5332 -0.1001 0.00 0.00 0.44 0.00 0.38 0.00 0.18
#> SAMPLE_2596 2 0.3386 0.8056 0.00 0.78 0.00 0.02 0.18 0.00 0.02
#> SAMPLE_2618 7 0.3459 0.4984 0.00 0.00 0.40 0.00 0.00 0.00 0.60
#> SAMPLE_2641 2 0.1363 0.8764 0.00 0.94 0.00 0.02 0.00 0.00 0.04
#> SAMPLE_2646 3 0.4108 0.4681 0.00 0.00 0.66 0.00 0.00 0.28 0.06
#> SAMPLE_2650 6 0.3526 0.6619 0.00 0.00 0.00 0.06 0.00 0.76 0.18
#> SAMPLE_2652 2 0.1363 0.8764 0.00 0.94 0.00 0.02 0.00 0.00 0.04
#> SAMPLE_2653 2 0.1363 0.8764 0.00 0.94 0.00 0.02 0.00 0.00 0.04
#> SAMPLE_2654 2 0.3667 0.7782 0.00 0.74 0.00 0.00 0.20 0.00 0.06
#> SAMPLE_2655 6 0.3908 0.6327 0.00 0.00 0.00 0.08 0.00 0.72 0.20
#> SAMPLE_2658 4 0.2769 0.7681 0.02 0.00 0.00 0.86 0.00 0.08 0.04
#> SAMPLE_2659 1 0.0000 0.9859 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2661 5 0.0000 0.8454 0.00 0.00 0.00 0.00 1.00 0.00 0.00
#> SAMPLE_2662 2 0.3770 0.7848 0.00 0.74 0.00 0.00 0.18 0.00 0.08
#> SAMPLE_2663 4 0.2722 0.7399 0.00 0.00 0.00 0.84 0.00 0.12 0.04
#> SAMPLE_2692 6 0.1363 0.8017 0.00 0.00 0.00 0.04 0.00 0.94 0.02
#> SAMPLE_2795 2 0.4461 0.4571 0.00 0.54 0.00 0.00 0.40 0.00 0.06
cbind(get_classes(res, k = 8), get_membership(res, k = 8))
#> class entropy silhouette p1 p2 p3 p4 p5 p6 p7 p8
#> SAMPLE_654 1 0.0471 0.9592 0.98 0.00 0.00 0.02 0.00 0.00 0.00 0.00
#> SAMPLE_663 2 0.0000 0.8105 0.00 1.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_716 5 0.0471 0.7975 0.00 0.00 0.02 0.00 0.98 0.00 0.00 0.00
#> SAMPLE_717 6 0.2348 0.8369 0.00 0.00 0.00 0.02 0.00 0.88 0.06 0.04
#> SAMPLE_718 3 0.2569 0.7260 0.00 0.00 0.82 0.02 0.00 0.00 0.16 0.00
#> SAMPLE_719 1 0.0471 0.9592 0.98 0.00 0.00 0.02 0.00 0.00 0.00 0.00
#> SAMPLE_721 1 0.0000 0.9783 1.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_733 3 0.0000 0.7699 0.00 0.00 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_734 4 0.2114 0.8661 0.16 0.00 0.00 0.84 0.00 0.00 0.00 0.00
#> SAMPLE_735 1 0.0471 0.9592 0.98 0.00 0.00 0.02 0.00 0.00 0.00 0.00
#> SAMPLE_736 1 0.0000 0.9783 1.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_737 5 0.4759 0.0874 0.00 0.00 0.14 0.00 0.50 0.00 0.36 0.00
#> SAMPLE_738 6 0.1741 0.8602 0.00 0.00 0.00 0.02 0.00 0.92 0.04 0.02
#> SAMPLE_754 7 0.3690 0.3242 0.00 0.00 0.02 0.00 0.00 0.00 0.56 0.42
#> SAMPLE_755 4 0.3337 0.7527 0.00 0.00 0.00 0.78 0.00 0.16 0.02 0.04
#> SAMPLE_756 4 0.2267 0.8597 0.18 0.00 0.00 0.82 0.00 0.00 0.00 0.00
#> SAMPLE_763 4 0.4138 0.6875 0.00 0.00 0.00 0.72 0.00 0.16 0.04 0.08
#> SAMPLE_764 4 0.1947 0.7930 0.00 0.00 0.00 0.86 0.00 0.14 0.00 0.00
#> SAMPLE_792 2 0.3185 0.7825 0.00 0.82 0.00 0.06 0.00 0.00 0.04 0.08
#> SAMPLE_852 2 0.3185 0.7825 0.00 0.82 0.00 0.06 0.00 0.00 0.04 0.08
#> SAMPLE_854 2 0.2674 0.7998 0.00 0.86 0.00 0.04 0.00 0.00 0.04 0.06
#> SAMPLE_872 4 0.2267 0.8597 0.18 0.00 0.00 0.82 0.00 0.00 0.00 0.00
#> SAMPLE_873 1 0.0000 0.9783 1.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_875 3 0.2025 0.7188 0.00 0.00 0.88 0.00 0.00 0.10 0.02 0.00
#> SAMPLE_877 4 0.2725 0.7768 0.00 0.00 0.00 0.82 0.00 0.14 0.00 0.04
#> SAMPLE_881 1 0.0000 0.9783 1.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_882 2 0.0941 0.8105 0.00 0.96 0.00 0.02 0.00 0.00 0.02 0.00
#> SAMPLE_883 8 0.2981 0.5476 0.00 0.00 0.00 0.00 0.00 0.02 0.22 0.76
#> SAMPLE_888 8 0.3036 0.6498 0.00 0.00 0.00 0.18 0.00 0.04 0.00 0.78
#> SAMPLE_897 2 0.2071 0.8030 0.00 0.90 0.00 0.04 0.00 0.00 0.04 0.02
#> SAMPLE_906 4 0.1947 0.7930 0.00 0.00 0.00 0.86 0.00 0.14 0.00 0.00
#> SAMPLE_974 5 0.0808 0.7987 0.00 0.00 0.00 0.00 0.96 0.00 0.04 0.00
#> SAMPLE_988 7 0.4832 0.5100 0.00 0.00 0.26 0.00 0.20 0.00 0.54 0.00
#> SAMPLE_1099 1 0.0000 0.9783 1.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1206 1 0.0000 0.9783 1.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1209 1 0.0000 0.9783 1.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1252 6 0.0000 0.8823 0.00 0.00 0.00 0.00 0.00 1.00 0.00 0.00
#> SAMPLE_1253 4 0.2114 0.8661 0.16 0.00 0.00 0.84 0.00 0.00 0.00 0.00
#> SAMPLE_1254 6 0.0000 0.8823 0.00 0.00 0.00 0.00 0.00 1.00 0.00 0.00
#> SAMPLE_1255 1 0.0000 0.9783 1.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1264 8 0.2224 0.7688 0.00 0.00 0.00 0.02 0.00 0.12 0.00 0.86
#> SAMPLE_1281 6 0.2818 0.7695 0.00 0.00 0.00 0.06 0.00 0.82 0.00 0.12
#> SAMPLE_1287 6 0.0471 0.8754 0.00 0.00 0.00 0.00 0.00 0.98 0.02 0.00
#> SAMPLE_1353 8 0.2267 0.7585 0.00 0.00 0.00 0.00 0.00 0.18 0.00 0.82
#> SAMPLE_1356 6 0.0471 0.8783 0.00 0.00 0.00 0.02 0.00 0.98 0.00 0.00
#> SAMPLE_1357 4 0.2404 0.8640 0.14 0.00 0.00 0.84 0.00 0.00 0.00 0.02
#> SAMPLE_1358 1 0.3299 -0.0399 0.56 0.00 0.00 0.44 0.00 0.00 0.00 0.00
#> SAMPLE_1359 5 0.1275 0.7967 0.00 0.00 0.02 0.00 0.94 0.00 0.04 0.00
#> SAMPLE_1360 4 0.2267 0.8597 0.18 0.00 0.00 0.82 0.00 0.00 0.00 0.00
#> SAMPLE_1361 4 0.4034 0.7499 0.02 0.00 0.00 0.76 0.00 0.12 0.04 0.06
#> SAMPLE_1362 1 0.0000 0.9783 1.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1363 1 0.0000 0.9783 1.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1364 1 0.0000 0.9783 1.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1365 3 0.2569 0.7260 0.00 0.00 0.82 0.02 0.00 0.00 0.16 0.00
#> SAMPLE_1366 8 0.2623 0.7047 0.00 0.00 0.00 0.00 0.00 0.06 0.10 0.84
#> SAMPLE_1367 4 0.2407 0.8382 0.06 0.00 0.00 0.86 0.00 0.08 0.00 0.00
#> SAMPLE_1368 7 0.3746 0.6653 0.00 0.00 0.32 0.00 0.00 0.00 0.64 0.04
#> SAMPLE_1369 5 0.3329 -0.0391 0.00 0.00 0.48 0.00 0.52 0.00 0.00 0.00
#> SAMPLE_1370 6 0.2484 0.7697 0.00 0.00 0.00 0.02 0.00 0.86 0.02 0.10
#> SAMPLE_1371 8 0.2725 0.7589 0.00 0.00 0.00 0.00 0.00 0.14 0.04 0.82
#> SAMPLE_1372 8 0.3729 -0.1382 0.00 0.00 0.02 0.00 0.00 0.00 0.46 0.52
#> SAMPLE_1373 6 0.1741 0.8565 0.00 0.00 0.00 0.02 0.00 0.92 0.02 0.04
#> SAMPLE_1374 5 0.2859 0.6896 0.00 0.14 0.00 0.02 0.82 0.00 0.02 0.00
#> SAMPLE_1375 2 0.3618 0.4422 0.00 0.60 0.00 0.02 0.38 0.00 0.00 0.00
#> SAMPLE_1376 4 0.2407 0.8382 0.06 0.00 0.00 0.86 0.00 0.08 0.00 0.00
#> SAMPLE_1377 4 0.2406 0.8407 0.20 0.00 0.00 0.80 0.00 0.00 0.00 0.00
#> SAMPLE_1378 4 0.2267 0.8597 0.18 0.00 0.00 0.82 0.00 0.00 0.00 0.00
#> SAMPLE_1379 4 0.3986 0.7096 0.00 0.00 0.00 0.74 0.00 0.14 0.04 0.08
#> SAMPLE_1380 7 0.3922 0.5592 0.00 0.00 0.06 0.00 0.00 0.00 0.64 0.30
#> SAMPLE_1381 7 0.2856 0.6224 0.00 0.00 0.20 0.02 0.00 0.00 0.78 0.00
#> SAMPLE_1382 4 0.2267 0.8597 0.18 0.00 0.00 0.82 0.00 0.00 0.00 0.00
#> SAMPLE_1383 3 0.0000 0.7699 0.00 0.00 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1384 4 0.3169 0.8487 0.18 0.00 0.00 0.78 0.00 0.00 0.02 0.02
#> SAMPLE_1385 4 0.2114 0.7845 0.00 0.00 0.00 0.84 0.00 0.16 0.00 0.00
#> SAMPLE_1433 4 0.2569 0.7732 0.00 0.00 0.00 0.82 0.00 0.16 0.00 0.02
#> SAMPLE_1489 4 0.1947 0.8662 0.14 0.00 0.00 0.86 0.00 0.00 0.00 0.00
#> SAMPLE_1490 5 0.2025 0.7729 0.00 0.00 0.00 0.02 0.88 0.00 0.10 0.00
#> SAMPLE_1579 1 0.0000 0.9783 1.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1582 4 0.2267 0.8597 0.18 0.00 0.00 0.82 0.00 0.00 0.00 0.00
#> SAMPLE_1626 8 0.2114 0.7667 0.00 0.00 0.00 0.00 0.00 0.16 0.00 0.84
#> SAMPLE_1664 1 0.0000 0.9783 1.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1682 4 0.4033 0.6086 0.00 0.00 0.00 0.68 0.00 0.12 0.00 0.20
#> SAMPLE_1709 1 0.0000 0.9783 1.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1733 6 0.2165 0.8350 0.00 0.00 0.00 0.06 0.00 0.88 0.00 0.06
#> SAMPLE_1797 3 0.0000 0.7699 0.00 0.00 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1827 1 0.0000 0.9783 1.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1828 1 0.0000 0.9783 1.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1830 1 0.0000 0.9783 1.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1831 4 0.2267 0.8597 0.18 0.00 0.00 0.82 0.00 0.00 0.00 0.00
#> SAMPLE_1835 4 0.1947 0.8662 0.14 0.00 0.00 0.86 0.00 0.00 0.00 0.00
#> SAMPLE_1845 3 0.1947 0.6792 0.00 0.00 0.86 0.00 0.14 0.00 0.00 0.00
#> SAMPLE_1847 7 0.3922 0.5592 0.00 0.00 0.06 0.00 0.00 0.00 0.64 0.30
#> SAMPLE_1884 3 0.3299 0.0999 0.00 0.00 0.56 0.00 0.44 0.00 0.00 0.00
#> SAMPLE_1895 1 0.0000 0.9783 1.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1896 4 0.4299 0.6624 0.14 0.00 0.00 0.64 0.00 0.00 0.00 0.22
#> SAMPLE_1897 1 0.0000 0.9783 1.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1898 1 0.0000 0.9783 1.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1899 3 0.0000 0.7699 0.00 0.00 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1900 4 0.2680 0.8038 0.02 0.00 0.00 0.84 0.00 0.12 0.00 0.02
#> SAMPLE_1901 1 0.0000 0.9783 1.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1902 1 0.0000 0.9783 1.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1903 1 0.0000 0.9783 1.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_1904 4 0.2404 0.8640 0.14 0.00 0.00 0.84 0.00 0.00 0.00 0.02
#> SAMPLE_1910 7 0.3021 0.6096 0.00 0.00 0.16 0.02 0.00 0.02 0.80 0.00
#> SAMPLE_1911 6 0.2025 0.7753 0.00 0.00 0.00 0.00 0.00 0.88 0.02 0.10
#> SAMPLE_1926 4 0.2114 0.8661 0.16 0.00 0.00 0.84 0.00 0.00 0.00 0.00
#> SAMPLE_1928 6 0.1741 0.8602 0.00 0.00 0.00 0.02 0.00 0.92 0.04 0.02
#> SAMPLE_1937 6 0.0941 0.8704 0.00 0.00 0.00 0.02 0.00 0.96 0.02 0.00
#> SAMPLE_1992 4 0.3385 0.8230 0.16 0.00 0.00 0.76 0.00 0.00 0.00 0.08
#> SAMPLE_2014 4 0.2859 0.7956 0.02 0.00 0.00 0.82 0.00 0.14 0.00 0.02
#> SAMPLE_2025 8 0.2623 0.7047 0.00 0.00 0.00 0.00 0.00 0.06 0.10 0.84
#> SAMPLE_2026 4 0.2407 0.8382 0.06 0.00 0.00 0.86 0.00 0.08 0.00 0.00
#> SAMPLE_2031 4 0.2267 0.8597 0.18 0.00 0.00 0.82 0.00 0.00 0.00 0.00
#> SAMPLE_2032 4 0.3710 0.8148 0.12 0.00 0.00 0.76 0.00 0.02 0.00 0.10
#> SAMPLE_2033 4 0.2864 0.8321 0.06 0.00 0.00 0.84 0.00 0.08 0.00 0.02
#> SAMPLE_2034 6 0.1275 0.8726 0.00 0.00 0.00 0.04 0.00 0.94 0.00 0.02
#> SAMPLE_2035 6 0.0471 0.8810 0.00 0.00 0.00 0.00 0.00 0.98 0.00 0.02
#> SAMPLE_2036 6 0.1557 0.8618 0.00 0.00 0.00 0.06 0.00 0.92 0.00 0.02
#> SAMPLE_2052 1 0.0000 0.9783 1.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2053 1 0.0471 0.9592 0.98 0.00 0.00 0.02 0.00 0.00 0.00 0.00
#> SAMPLE_2054 4 0.4138 0.6875 0.00 0.00 0.00 0.72 0.00 0.16 0.04 0.08
#> SAMPLE_2059 4 0.3083 0.6592 0.34 0.00 0.00 0.66 0.00 0.00 0.00 0.00
#> SAMPLE_2064 4 0.2267 0.8597 0.18 0.00 0.00 0.82 0.00 0.00 0.00 0.00
#> SAMPLE_2066 1 0.0000 0.9783 1.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2146 4 0.2267 0.8597 0.18 0.00 0.00 0.82 0.00 0.00 0.00 0.00
#> SAMPLE_2173 3 0.3744 0.6922 0.00 0.00 0.74 0.02 0.00 0.06 0.18 0.00
#> SAMPLE_2179 2 0.3618 0.4422 0.00 0.60 0.00 0.02 0.38 0.00 0.00 0.00
#> SAMPLE_2184 4 0.2267 0.8597 0.18 0.00 0.00 0.82 0.00 0.00 0.00 0.00
#> SAMPLE_2185 4 0.2114 0.8661 0.16 0.00 0.00 0.84 0.00 0.00 0.00 0.00
#> SAMPLE_2201 4 0.2267 0.8597 0.18 0.00 0.00 0.82 0.00 0.00 0.00 0.00
#> SAMPLE_2210 6 0.1275 0.8726 0.00 0.00 0.00 0.04 0.00 0.94 0.00 0.02
#> SAMPLE_2216 6 0.1563 0.7876 0.00 0.00 0.00 0.00 0.00 0.90 0.00 0.10
#> SAMPLE_2228 8 0.3237 0.4484 0.00 0.00 0.00 0.00 0.00 0.40 0.00 0.60
#> SAMPLE_2233 1 0.0000 0.9783 1.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2235 4 0.2114 0.8661 0.16 0.00 0.00 0.84 0.00 0.00 0.00 0.00
#> SAMPLE_2236 1 0.0000 0.9783 1.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2240 1 0.0000 0.9783 1.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2241 4 0.2114 0.8661 0.16 0.00 0.00 0.84 0.00 0.00 0.00 0.00
#> SAMPLE_2242 6 0.1557 0.8618 0.00 0.00 0.00 0.06 0.00 0.92 0.00 0.02
#> SAMPLE_2243 4 0.1947 0.8662 0.14 0.00 0.00 0.86 0.00 0.00 0.00 0.00
#> SAMPLE_2244 1 0.0000 0.9783 1.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2245 1 0.0000 0.9783 1.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2246 1 0.0000 0.9783 1.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2249 2 0.0941 0.8105 0.00 0.96 0.00 0.02 0.00 0.00 0.02 0.00
#> SAMPLE_2253 1 0.0471 0.9568 0.98 0.00 0.00 0.02 0.00 0.00 0.00 0.00
#> SAMPLE_2260 1 0.0000 0.9783 1.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2264 8 0.3483 0.7344 0.00 0.00 0.00 0.04 0.00 0.18 0.02 0.76
#> SAMPLE_2268 1 0.0000 0.9783 1.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2290 8 0.3170 0.6265 0.00 0.00 0.00 0.20 0.00 0.04 0.00 0.76
#> SAMPLE_2291 7 0.4686 0.4113 0.00 0.00 0.16 0.00 0.28 0.00 0.56 0.00
#> SAMPLE_2296 4 0.4612 0.5671 0.00 0.00 0.00 0.64 0.00 0.24 0.04 0.08
#> SAMPLE_2299 1 0.0000 0.9783 1.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2304 1 0.0000 0.9783 1.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2314 6 0.1557 0.8618 0.00 0.00 0.00 0.06 0.00 0.92 0.00 0.02
#> SAMPLE_2315 4 0.2404 0.8640 0.14 0.00 0.00 0.84 0.00 0.00 0.00 0.02
#> SAMPLE_2316 1 0.0000 0.9783 1.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2317 1 0.0000 0.9783 1.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2318 1 0.0000 0.9783 1.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2339 1 0.0000 0.9783 1.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2340 7 0.2719 0.6197 0.00 0.00 0.18 0.02 0.00 0.00 0.80 0.00
#> SAMPLE_2341 8 0.3036 0.7527 0.00 0.00 0.00 0.04 0.00 0.18 0.00 0.78
#> SAMPLE_2342 6 0.3397 0.7683 0.00 0.00 0.00 0.10 0.00 0.80 0.04 0.06
#> SAMPLE_2343 7 0.3514 0.6539 0.00 0.00 0.34 0.00 0.00 0.00 0.64 0.02
#> SAMPLE_2349 3 0.3744 0.6922 0.00 0.00 0.74 0.02 0.00 0.06 0.18 0.00
#> SAMPLE_2351 1 0.3083 0.3500 0.66 0.00 0.00 0.34 0.00 0.00 0.00 0.00
#> SAMPLE_2363 4 0.2267 0.8597 0.18 0.00 0.00 0.82 0.00 0.00 0.00 0.00
#> SAMPLE_2392 6 0.1557 0.8618 0.00 0.00 0.00 0.06 0.00 0.92 0.00 0.02
#> SAMPLE_2393 1 0.0000 0.9783 1.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2397 8 0.2547 0.6963 0.00 0.00 0.00 0.12 0.00 0.04 0.00 0.84
#> SAMPLE_2420 5 0.1804 0.7836 0.00 0.00 0.02 0.00 0.90 0.00 0.08 0.00
#> SAMPLE_2423 2 0.0941 0.8105 0.00 0.96 0.00 0.02 0.00 0.00 0.02 0.00
#> SAMPLE_2426 1 0.0000 0.9783 1.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2430 6 0.0000 0.8823 0.00 0.00 0.00 0.00 0.00 1.00 0.00 0.00
#> SAMPLE_2431 6 0.0000 0.8823 0.00 0.00 0.00 0.00 0.00 1.00 0.00 0.00
#> SAMPLE_2432 1 0.0000 0.9783 1.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2435 1 0.0000 0.9783 1.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2442 4 0.1947 0.8662 0.14 0.00 0.00 0.86 0.00 0.00 0.00 0.00
#> SAMPLE_2443 3 0.0000 0.7699 0.00 0.00 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2444 3 0.3198 0.6257 0.00 0.00 0.72 0.02 0.00 0.00 0.26 0.00
#> SAMPLE_2446 3 0.0000 0.7699 0.00 0.00 1.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2449 2 0.0471 0.8075 0.00 0.98 0.00 0.02 0.00 0.00 0.00 0.00
#> SAMPLE_2460 6 0.4674 -0.1631 0.00 0.00 0.00 0.04 0.00 0.46 0.04 0.46
#> SAMPLE_2470 5 0.0471 0.7997 0.00 0.00 0.00 0.02 0.98 0.00 0.00 0.00
#> SAMPLE_2471 1 0.0000 0.9783 1.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2484 4 0.4138 0.6875 0.00 0.00 0.00 0.72 0.00 0.16 0.04 0.08
#> SAMPLE_2486 2 0.0471 0.8075 0.00 0.98 0.00 0.02 0.00 0.00 0.00 0.00
#> SAMPLE_2525 5 0.0471 0.7997 0.00 0.00 0.00 0.02 0.98 0.00 0.00 0.00
#> SAMPLE_2529 1 0.0000 0.9783 1.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2530 6 0.2025 0.8183 0.00 0.00 0.00 0.10 0.00 0.88 0.00 0.02
#> SAMPLE_2533 4 0.2114 0.8661 0.16 0.00 0.00 0.84 0.00 0.00 0.00 0.00
#> SAMPLE_2580 2 0.0471 0.8075 0.00 0.98 0.00 0.02 0.00 0.00 0.00 0.00
#> SAMPLE_2591 7 0.4476 0.5180 0.00 0.00 0.36 0.00 0.10 0.00 0.54 0.00
#> SAMPLE_2596 2 0.4040 0.4272 0.00 0.58 0.00 0.02 0.38 0.00 0.02 0.00
#> SAMPLE_2618 7 0.3291 0.6721 0.00 0.00 0.28 0.00 0.00 0.00 0.70 0.02
#> SAMPLE_2641 2 0.2674 0.7896 0.00 0.86 0.00 0.06 0.00 0.00 0.04 0.04
#> SAMPLE_2646 3 0.5381 0.2518 0.00 0.00 0.42 0.02 0.00 0.38 0.18 0.00
#> SAMPLE_2650 8 0.4383 0.3183 0.00 0.00 0.00 0.02 0.00 0.42 0.04 0.52
#> SAMPLE_2652 2 0.2674 0.7896 0.00 0.86 0.00 0.06 0.00 0.00 0.04 0.04
#> SAMPLE_2653 2 0.2674 0.7896 0.00 0.86 0.00 0.06 0.00 0.00 0.04 0.04
#> SAMPLE_2654 2 0.3618 0.4422 0.00 0.60 0.00 0.02 0.38 0.00 0.00 0.00
#> SAMPLE_2655 8 0.2404 0.7715 0.00 0.00 0.00 0.02 0.00 0.14 0.00 0.84
#> SAMPLE_2658 4 0.4428 0.7375 0.02 0.00 0.00 0.72 0.00 0.14 0.04 0.08
#> SAMPLE_2659 1 0.0000 0.9783 1.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
#> SAMPLE_2661 5 0.0471 0.7997 0.00 0.00 0.00 0.02 0.98 0.00 0.00 0.00
#> SAMPLE_2662 2 0.3618 0.4422 0.00 0.60 0.00 0.02 0.38 0.00 0.00 0.00
#> SAMPLE_2663 4 0.2569 0.7732 0.00 0.00 0.00 0.82 0.00 0.16 0.00 0.02
#> SAMPLE_2692 6 0.0000 0.8823 0.00 0.00 0.00 0.00 0.00 1.00 0.00 0.00
#> SAMPLE_2795 5 0.3618 0.1567 0.00 0.38 0.00 0.02 0.60 0.00 0.00 0.00
Heatmaps for the consensus matrix. It visualizes the probability of two samples to be in a same group.
consensus_heatmap(res, k = 2)
consensus_heatmap(res, k = 3)
consensus_heatmap(res, k = 4)
consensus_heatmap(res, k = 5)
consensus_heatmap(res, k = 6)
consensus_heatmap(res, k = 7)
consensus_heatmap(res, k = 8)
Heatmaps for the membership of samples in all partitions to see how consistent they are:
membership_heatmap(res, k = 2)
membership_heatmap(res, k = 3)
membership_heatmap(res, k = 4)
membership_heatmap(res, k = 5)
membership_heatmap(res, k = 6)
membership_heatmap(res, k = 7)
membership_heatmap(res, k = 8)
As soon as the classes for columns are determined, the signatures that are significantly different between subgroups can be looked for. Following are the heatmaps for signatures.
get_signatures(res, k = 2)
get_signatures(res, k = 3)
get_signatures(res, k = 4)
get_signatures(res, k = 5)
get_signatures(res, k = 6)
get_signatures(res, k = 7)
get_signatures(res, k = 8)
Compare the overlap of signatures from different k:
compare_signatures(res)
get_signature() returns a data frame invisibly. To get the list of signatures, the function
call should be assigned to a variable explicitly. In following code, if plot argument is set
to FALSE, no heatmap is plotted while only the differential analysis is performed.
# code only for demonstration
tb = get_signature(res, k = ..., plot = FALSE)
An example of the output of tb is:
#> which_row fdr mean_1 mean_2 scaled_mean_1 scaled_mean_2 km
#> 1 38 0.042760348 8.373488 9.131774 -0.5533452 0.5164555 1
#> 2 40 0.018707592 7.106213 8.469186 -0.6173731 0.5762149 1
#> 3 55 0.019134737 10.221463 11.207825 -0.6159697 0.5749050 1
#> 4 59 0.006059896 5.921854 7.869574 -0.6899429 0.6439467 1
#> 5 60 0.018055526 8.928898 10.211722 -0.6204761 0.5791110 1
#> 6 98 0.009384629 15.714769 14.887706 0.6635654 -0.6193277 2
...
The columns in tb are:
which_row: row indices corresponding to the input matrix.fdr: FDR for the differential test. mean_x: The mean value in group x.scaled_mean_x: The mean value in group x after rows are scaled.km: Row groups if k-means clustering is applied to rows (which is done by automatically selecting number of clusters).If there are too many signatures, top_signatures = ... can be set to only show the
signatures with the highest FDRs:
# code only for demonstration
# e.g. to show the top 500 most significant rows
tb = get_signature(res, k = ..., top_signatures = 500)
If the signatures are defined as these which are uniquely high in current group, diff_method argument
can be set to "uniquely_high_in_one_group":
# code only for demonstration
tb = get_signature(res, k = ..., diff_method = "uniquely_high_in_one_group")
UMAP plot which shows how samples are separated.
dimension_reduction(res, k = 2, method = "UMAP")
dimension_reduction(res, k = 3, method = "UMAP")
dimension_reduction(res, k = 4, method = "UMAP")
dimension_reduction(res, k = 5, method = "UMAP")
dimension_reduction(res, k = 6, method = "UMAP")
dimension_reduction(res, k = 7, method = "UMAP")
dimension_reduction(res, k = 8, method = "UMAP")
Following heatmap shows how subgroups are split when increasing k:
collect_classes(res)
Test correlation between subgroups and known annotations. If the known annotation is numeric, one-way ANOVA test is applied, and if the known annotation is discrete, chi-squared contingency table test is applied.
test_to_known_factors(res)
#> n_sample meth_class(p-value) tumor_type(p-value) k
#> ATC:kmeans 206 3.55e-29 4.16e-04 2
#> ATC:kmeans 207 7.65e-29 1.71e-05 3
#> ATC:kmeans 206 7.17e-30 4.35e-05 4
#> ATC:kmeans 207 3.75e-32 1.47e-04 5
#> ATC:kmeans 169 9.67e-25 2.07e-04 6
#> ATC:kmeans 199 5.09e-31 8.45e-04 7
#> ATC:kmeans 190 2.71e-27 4.68e-05 8
If matrix rows can be associated to genes, consider to use functional_enrichment(res,
...) to perform function enrichment for the signature genes. See this vignette for more detailed explanations.
sessionInfo()
#> R version 4.1.0 (2021-05-18)
#> Platform: x86_64-pc-linux-gnu (64-bit)
#> Running under: CentOS Linux 7 (Core)
#>
#> Matrix products: default
#> BLAS/LAPACK: /usr/lib64/libopenblas-r0.3.3.so
#>
#> locale:
#> [1] LC_CTYPE=en_US.UTF-8 LC_NUMERIC=C LC_TIME=en_US.UTF-8
#> [4] LC_COLLATE=en_US.UTF-8 LC_MONETARY=en_US.UTF-8 LC_MESSAGES=en_US.UTF-8
#> [7] LC_PAPER=en_US.UTF-8 LC_NAME=C LC_ADDRESS=C
#> [10] LC_TELEPHONE=C LC_MEASUREMENT=en_US.UTF-8 LC_IDENTIFICATION=C
#>
#> attached base packages:
#> [1] grid stats graphics grDevices utils datasets methods base
#>
#> other attached packages:
#> [1] genefilter_1.74.0 ComplexHeatmap_2.8.0 markdown_1.1 knitr_1.33
#> [5] matrixStats_0.59.0 cola_1.9.4
#>
#> loaded via a namespace (and not attached):
#> [1] bitops_1.0-7 bit64_4.0.5 doParallel_1.0.16 RColorBrewer_1.1-2
#> [5] httr_1.4.2 GenomeInfoDb_1.28.1 data.tree_1.0.0 tools_4.1.0
#> [9] utf8_1.2.1 R6_2.5.0 irlba_2.3.3 DBI_1.1.1
#> [13] BiocGenerics_0.38.0 colorspace_2.0-2 GetoptLong_1.0.5 gridExtra_2.3
#> [17] tidyselect_1.1.1 bit_4.0.4 compiler_4.1.0 Biobase_2.52.0
#> [21] Cairo_1.5-12.2 xml2_1.3.2 microbenchmark_1.4-7 slam_0.1-48
#> [25] scales_1.1.1 askpass_1.1 stringr_1.4.0 digest_0.6.27
#> [29] XVector_0.32.0 pkgconfig_2.0.3 umap_0.2.7.0 fastmap_1.1.0
#> [33] highr_0.9 rlang_0.4.11 GlobalOptions_0.1.2 rstudioapi_0.13
#> [37] RSQLite_2.2.7 impute_1.66.0 generics_0.1.0 shape_1.4.6
#> [41] jsonlite_1.7.2 mclust_5.4.7 dplyr_1.0.7 dendextend_1.15.1
#> [45] RCurl_1.98-1.3 magrittr_2.0.1 GenomeInfoDbData_1.2.6 Matrix_1.3-4
#> [49] fansi_0.5.0 Rcpp_1.0.7 munsell_0.5.0 S4Vectors_0.30.0
#> [53] viridis_0.6.1 reticulate_1.20 lifecycle_1.0.0 scatterplot3d_0.3-41
#> [57] stringi_1.7.3 zlibbioc_1.38.0 blob_1.2.1 parallel_4.1.0
#> [61] crayon_1.4.1 lattice_0.20-44 Biostrings_2.60.1 splines_4.1.0
#> [65] annotate_1.70.0 circlize_0.4.13 KEGGREST_1.32.0 polylabelr_0.2.0
#> [69] pillar_1.6.1 rjson_0.2.20 codetools_0.2-18 stats4_4.1.0
#> [73] XML_3.99-0.6 glue_1.4.2 evaluate_0.14 png_0.1-7
#> [77] vctrs_0.3.8 foreach_1.5.1 polyclip_1.10-0 purrr_0.3.4
#> [81] gtable_0.3.0 openssl_1.4.4 assertthat_0.2.1 clue_0.3-59
#> [85] cachem_1.0.5 ggplot2_3.3.5 xfun_0.24 eulerr_6.1.0
#> [89] xtable_1.8-4 skmeans_0.2-13 RSpectra_0.16-0 viridisLite_0.4.0
#> [93] survival_3.2-11 tibble_3.1.2 Polychrome_1.3.1 iterators_1.0.13
#> [97] AnnotationDbi_1.54.1 memoise_2.0.0 IRanges_2.26.0 cluster_2.1.2
#> [101] ellipsis_0.3.2 brew_1.0-6